FileBase DT3_rLS_rCA1_20151008_1956um_1440um ElecNo 8 UseFeatures DropLastNFeatures 1 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 50 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-nogit Setting RAM limit to total physical memory, 15.63 GB. Expected memory usage by array (largest first): Array LogP will use between 0.37 and 0.55 GB. - 8 bytes per element (scalar), 24625350 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.18 and 0.26 GB. - 8 bytes per element (scalar), 11820168 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.04 and 0.07 GB. - 2 bytes per element (data_int), 11820168 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.02 and 0.03 GB. - 1 bytes per element (char), 11820168 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.02 and 0.03 GB. - 1 bytes per element (char), 11820168 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 28800 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=492507, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 0.63 and 0.95 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 492507 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 492507 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 15 (5027 points): Lose 1169.023706 but Gain 2129.930392 Iteration 0F (12.172823 sec): 19 clusters Score: Raw -46620848.873212 + Penalty 38338.747062 = -46582510.126150 nChanged 466292 Iteration 1F (18.186567 sec): 19 clusters Score: Raw -48645226.629321 + Penalty 38338.747062 = -48606887.882259 nChanged 109696 Deleting Class 7 (1126 points): Lose 1755.107323 but Gain 2129.930392 Iteration 2F (24.114917 sec): 18 clusters Score: Raw -48973822.225054 + Penalty 36208.816669 = -48937613.408384 nChanged 84977 Iteration 3F (29.754981 sec): 18 clusters Score: Raw -49202717.335530 + Penalty 36208.816669 = -49166508.518860 nChanged 74933 Iteration 4F (35.489394 sec): 18 clusters Score: Raw -49379104.035112 + Penalty 36208.816669 = -49342895.218443 nChanged 63114 Iteration 5F (41.178533 sec): 18 clusters Score: Raw -49499997.334353 + Penalty 36208.816669 = -49463788.517683 nChanged 46920 Iteration 6F (46.852448 sec): 18 clusters Score: Raw -49574706.254994 + Penalty 36208.816669 = -49538497.438324 nChanged 31720 Iteration 7F (52.524625 sec): 18 clusters Score: Raw -49610728.964257 + Penalty 36208.816669 = -49574520.147588 nChanged 21500 Iteration 8Q (55.395404 sec): 18 clusters Score: Raw -49627113.320649 + Penalty 36208.816669 = -49590904.503979 nChanged 15264 Iteration 9Q (58.131652 sec): 18 clusters Score: Raw -49636584.638011 + Penalty 36208.816669 = -49600375.821342 nChanged 11986 Iteration 10Q (61.047856 sec): 18 clusters Score: Raw -49644337.638365 + Penalty 36208.816669 = -49608128.821695 nChanged 10113 Iteration 11Q (63.906794 sec): 18 clusters Score: Raw -49653792.306541 + Penalty 36208.816669 = -49617583.489871 nChanged 9543 Iteration 12Q (66.536790 sec): 18 clusters Score: Raw -49663545.476578 + Penalty 36208.816669 = -49627336.659908 nChanged 10184 Iteration 13Q (69.244382 sec): 18 clusters Score: Raw -49668853.394187 + Penalty 36208.816669 = -49632644.577517 nChanged 9207 Iteration 14Q (71.935555 sec): 18 clusters Score: Raw -49673072.918348 + Penalty 36208.816669 = -49636864.101679 nChanged 8699 Iteration 15Q (74.599989 sec): 18 clusters Score: Raw -49676869.919048 + Penalty 36208.816669 = -49640661.102379 nChanged 8501 Iteration 16Q (77.442441 sec): 18 clusters Score: Raw -49680361.132394 + Penalty 36208.816669 = -49644152.315724 nChanged 8334 Iteration 17Q (80.049703 sec): 18 clusters Score: Raw -49683839.540392 + Penalty 36208.816669 = -49647630.723723 nChanged 8371 Iteration 18Q (82.634977 sec): 18 clusters Score: Raw -49687224.239092 + Penalty 36208.816669 = -49651015.422423 nChanged 8359 Iteration 19Q (85.430575 sec): 18 clusters Score: Raw -49690672.686259 + Penalty 36208.816669 = -49654463.869589 nChanged 8729 Writing temp clu file Because OldScore, -49651015.422423, is greater than current (better) Score,-49654463.869589 Compute initial score before splitting: Score: Raw -49690672.686259 + Penalty 36208.816669 = -49654463.869589 Trying to split cluster 1 (95892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.958378 sec): 2 clusters Score: Raw -9820874.837782 + Penalty 1864.033899 = -9819010.803883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.163747 sec): 3 clusters Score: Raw -9758644.228761 + Penalty 3728.067797 = -9754916.160963 nChanged 45991 SP:Iteration 1F (86.349592 sec): 3 clusters Score: Raw -9785009.451429 + Penalty 3728.067797 = -9781281.383632 nChanged 3954 SP:Iteration 2Q (86.582921 sec): 3 clusters Score: Raw -9786368.877705 + Penalty 3728.067797 = -9782640.809908 nChanged 4735 SP:Iteration 3Q (86.790540 sec): 3 clusters Score: Raw -9788546.996616 + Penalty 3728.067797 = -9784818.928819 nChanged 5924 SP:Iteration 4F (86.994718 sec): 3 clusters Score: Raw -9792145.795118 + Penalty 3728.067797 = -9788417.727321 nChanged 6923 SP:Iteration 5F (87.205024 sec): 3 clusters Score: Raw -9797749.942468 + Penalty 3728.067797 = -9794021.874671 nChanged 7252 SP:Iteration 6F (87.414650 sec): 3 clusters Score: Raw -9805895.500748 + Penalty 3728.067797 = -9802167.432951 nChanged 6196 SP:Iteration 7F (87.618151 sec): 3 clusters Score: Raw -9817739.455703 + Penalty 3728.067797 = -9814011.387906 nChanged 4742 SP:Iteration 8Q (87.825615 sec): 3 clusters Score: Raw -9827485.124822 + Penalty 3728.067797 = -9823757.057025 nChanged 5632 SP:Iteration 9F (88.027811 sec): 3 clusters Score: Raw -9832442.486234 + Penalty 3728.067797 = -9828714.418437 nChanged 4548 SP:Iteration 10Q (88.223837 sec): 3 clusters Score: Raw -9835452.912272 + Penalty 3728.067797 = -9831724.844475 nChanged 3843 SP:Iteration 11Q (88.423396 sec): 3 clusters Score: Raw -9837739.324591 + Penalty 3728.067797 = -9834011.256794 nChanged 3562 SP:Iteration 12Q (88.612017 sec): 3 clusters Score: Raw -9839851.593933 + Penalty 3728.067797 = -9836123.526136 nChanged 3444 SP:Iteration 13Q (88.804340 sec): 3 clusters Score: Raw -9841875.414115 + Penalty 3728.067797 = -9838147.346318 nChanged 3415 SP:Iteration 14Q (89.004284 sec): 3 clusters Score: Raw -9843855.817488 + Penalty 3728.067797 = -9840127.749690 nChanged 3216 SP:Iteration 15Q (89.204400 sec): 3 clusters Score: Raw -9845554.762479 + Penalty 3728.067797 = -9841826.694682 nChanged 2810 SP:Iteration 16Q (89.405818 sec): 3 clusters Score: Raw -9846755.537195 + Penalty 3728.067797 = -9843027.469398 nChanged 2237 SP:Iteration 17Q (89.608732 sec): 3 clusters Score: Raw -9847528.431623 + Penalty 3728.067797 = -9843800.363826 nChanged 1739 SP:Iteration 18Q (89.801336 sec): 3 clusters Score: Raw -9848033.396049 + Penalty 3728.067797 = -9844305.328252 nChanged 1324 SP:Iteration 19Q (90.002684 sec): 3 clusters Score: Raw -9848373.066376 + Penalty 3728.067797 = -9844644.998579 nChanged 1152 SP:Iteration 20F (90.195999 sec): 3 clusters Score: Raw -9849043.052311 + Penalty 3728.067797 = -9845314.984514 nChanged 1589 SP:Iteration 21Q (90.410745 sec): 3 clusters Score: Raw -9849554.152215 + Penalty 3728.067797 = -9845826.084418 nChanged 1164 SP:Iteration 22Q (90.602407 sec): 3 clusters Score: Raw -9849864.246293 + Penalty 3728.067797 = -9846136.178495 nChanged 878 SP:Iteration 23Q (90.798960 sec): 3 clusters Score: Raw -9850064.678057 + Penalty 3728.067797 = -9846336.610260 nChanged 698 SP:Iteration 24Q (90.981972 sec): 3 clusters Score: Raw -9850210.134755 + Penalty 3728.067797 = -9846482.066958 nChanged 584 SP:Iteration 25Q (91.189356 sec): 3 clusters Score: Raw -9850311.012998 + Penalty 3728.067797 = -9846582.945201 nChanged 468 SP:Iteration 26Q (91.385537 sec): 3 clusters Score: Raw -9850381.770522 + Penalty 3728.067797 = -9846653.702725 nChanged 390 SP:Iteration 27Q (91.599392 sec): 3 clusters Score: Raw -9850433.369139 + Penalty 3728.067797 = -9846705.301342 nChanged 317 SP:Iteration 28Q (91.807820 sec): 3 clusters Score: Raw -9850468.657100 + Penalty 3728.067797 = -9846740.589303 nChanged 262 SP:Iteration 29Q (92.012974 sec): 3 clusters Score: Raw -9850493.253872 + Penalty 3728.067797 = -9846765.186075 nChanged 211 SP:Iteration 30Q (92.219743 sec): 3 clusters Score: Raw -9850511.737239 + Penalty 3728.067797 = -9846783.669442 nChanged 201 SP:Iteration 31Q (92.405520 sec): 3 clusters Score: Raw -9850528.994366 + Penalty 3728.067797 = -9846800.926569 nChanged 179 SP:Iteration 32Q (92.598468 sec): 3 clusters Score: Raw -9850542.382044 + Penalty 3728.067797 = -9846814.314247 nChanged 162 SP:Iteration 33Q (92.798976 sec): 3 clusters Score: Raw -9850553.836411 + Penalty 3728.067797 = -9846825.768614 nChanged 137 SP:Iteration 34Q (93.001399 sec): 3 clusters Score: Raw -9850562.893030 + Penalty 3728.067797 = -9846834.825233 nChanged 120 SP:Iteration 35Q (93.202646 sec): 3 clusters Score: Raw -9850570.085685 + Penalty 3728.067797 = -9846842.017888 nChanged 95 SP:Iteration 36Q (93.396730 sec): 3 clusters Score: Raw -9850574.812556 + Penalty 3728.067797 = -9846846.744759 nChanged 73 SP:Iteration 37Q (93.581894 sec): 3 clusters Score: Raw -9850577.506018 + Penalty 3728.067797 = -9846849.438220 nChanged 43 SP:Iteration 38Q (93.789890 sec): 3 clusters Score: Raw -9850578.795537 + Penalty 3728.067797 = -9846850.727740 nChanged 38 SP:Iteration 39Q (93.998131 sec): 3 clusters Score: Raw -9850579.755727 + Penalty 3728.067797 = -9846851.687930 nChanged 29 SP:Iteration 40F (94.198791 sec): 3 clusters Score: Raw -9850580.504901 + Penalty 3728.067797 = -9846852.437104 nChanged 29 SP:Iteration 41Q (94.398718 sec): 3 clusters Score: Raw -9850581.174349 + Penalty 3728.067797 = -9846853.106552 nChanged 21 SP:Iteration 42Q (94.605198 sec): 3 clusters Score: Raw -9850581.630425 + Penalty 3728.067797 = -9846853.562628 nChanged 23 SP:Iteration 43Q (94.799093 sec): 3 clusters Score: Raw -9850582.038879 + Penalty 3728.067797 = -9846853.971082 nChanged 13 SP:Iteration 44Q (95.004663 sec): 3 clusters Score: Raw -9850582.300378 + Penalty 3728.067797 = -9846854.232581 nChanged 15 SP:Iteration 45Q (95.207015 sec): 3 clusters Score: Raw -9850582.563497 + Penalty 3728.067797 = -9846854.495700 nChanged 12 SP:Iteration 46Q (95.398911 sec): 3 clusters Score: Raw -9850582.718684 + Penalty 3728.067797 = -9846854.650887 nChanged 6 SP:Iteration 47Q (95.603200 sec): 3 clusters Score: Raw -9850582.806476 + Penalty 3728.067797 = -9846854.738679 nChanged 6 SP:Iteration 48Q (95.797046 sec): 3 clusters Score: Raw -9850582.895060 + Penalty 3728.067797 = -9846854.827263 nChanged 7 SP:Iteration 49Q (95.986232 sec): 3 clusters Score: Raw -9850583.018267 + Penalty 3728.067797 = -9846854.950470 nChanged 11 SP:Iteration 50Q (96.190317 sec): 3 clusters Score: Raw -9850583.177803 + Penalty 3728.067797 = -9846855.110006 nChanged 9 SP:Iteration 51Q (96.394731 sec): 3 clusters Score: Raw -9850583.309598 + Penalty 3728.067797 = -9846855.241801 nChanged 9 SP:Iteration 52Q (96.600221 sec): 3 clusters Score: Raw -9850583.440192 + Penalty 3728.067797 = -9846855.372395 nChanged 8 SP:Iteration 53Q (96.809711 sec): 3 clusters Score: Raw -9850583.540723 + Penalty 3728.067797 = -9846855.472926 nChanged 5 SP:Iteration 54Q (97.005520 sec): 3 clusters Score: Raw -9850583.606321 + Penalty 3728.067797 = -9846855.538524 nChanged 4 SP:Iteration 55Q (97.203842 sec): 3 clusters Score: Raw -9850583.659724 + Penalty 3728.067797 = -9846855.591927 nChanged 4 SP:Iteration 56Q (97.404203 sec): 3 clusters Score: Raw -9850583.687040 + Penalty 3728.067797 = -9846855.619243 nChanged 2 SP:Iteration 57Q (97.610094 sec): 3 clusters Score: Raw -9850583.706587 + Penalty 3728.067797 = -9846855.638790 nChanged 1 SP:Iteration 58Q (97.802272 sec): 3 clusters Score: Raw -9850583.717470 + Penalty 3728.067797 = -9846855.649673 nChanged 0 SP:Iteration 59F (98.014315 sec): 3 clusters Score: Raw -9850583.717470 + Penalty 3728.067797 = -9846855.649673 nChanged 0 Score: Raw -49722169.491192 + Penalty 38338.747062 = -49683830.744131 Splitting cluster 1 changes total score from -49654463.869589 to -49683830.744131 So it's getting split into cluster 7. Trying to split cluster 2 (5196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.982617 sec): 2 clusters Score: Raw -526227.084021 + Penalty 1390.292211 = -524836.791809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.031212 sec): 3 clusters Score: Raw -523481.788471 + Penalty 2780.584423 = -520701.204048 nChanged 2122 SP:Iteration 1F (104.074166 sec): 3 clusters Score: Raw -524638.698992 + Penalty 2780.584423 = -521858.114569 nChanged 410 SP:Iteration 2F (104.126220 sec): 3 clusters Score: Raw -524909.848068 + Penalty 2780.584423 = -522129.263646 nChanged 361 SP:Iteration 3F (104.183712 sec): 3 clusters Score: Raw -525150.551170 + Penalty 2780.584423 = -522369.966747 nChanged 291 SP:Iteration 4F (104.233260 sec): 3 clusters Score: Raw -525369.118758 + Penalty 2780.584423 = -522588.534335 nChanged 291 SP:Iteration 5F (104.297185 sec): 3 clusters Score: Raw -525584.375316 + Penalty 2780.584423 = -522803.790893 nChanged 274 SP:Iteration 6F (104.351469 sec): 3 clusters Score: Raw -525771.557578 + Penalty 2780.584423 = -522990.973155 nChanged 245 SP:Iteration 7Q (104.398581 sec): 3 clusters Score: Raw -525973.961228 + Penalty 2780.584423 = -523193.376805 nChanged 250 SP:Iteration 8Q (104.443296 sec): 3 clusters Score: Raw -526160.298547 + Penalty 2780.584423 = -523379.714124 nChanged 209 SP:Iteration 9Q (104.503920 sec): 3 clusters Score: Raw -526325.761339 + Penalty 2780.584423 = -523545.176916 nChanged 180 SP:Iteration 10Q (104.556885 sec): 3 clusters Score: Raw -526474.832456 + Penalty 2780.584423 = -523694.248033 nChanged 141 SP:Iteration 11Q (104.609449 sec): 3 clusters Score: Raw -526574.993382 + Penalty 2780.584423 = -523794.408960 nChanged 109 SP:Iteration 12Q (104.666545 sec): 3 clusters Score: Raw -526649.094399 + Penalty 2780.584423 = -523868.509976 nChanged 93 SP:Iteration 13Q (104.715083 sec): 3 clusters Score: Raw -526703.201947 + Penalty 2780.584423 = -523922.617524 nChanged 76 SP:Iteration 14Q (104.770204 sec): 3 clusters Score: Raw -526749.569049 + Penalty 2780.584423 = -523968.984626 nChanged 58 SP:Iteration 15Q (104.820615 sec): 3 clusters Score: Raw -526776.455167 + Penalty 2780.584423 = -523995.870744 nChanged 39 SP:Iteration 16Q (104.876435 sec): 3 clusters Score: Raw -526796.522903 + Penalty 2780.584423 = -524015.938481 nChanged 35 SP:Iteration 17Q (104.915030 sec): 3 clusters Score: Raw -526810.402558 + Penalty 2780.584423 = -524029.818135 nChanged 33 SP:Iteration 18Q (104.970179 sec): 3 clusters Score: Raw -526820.172234 + Penalty 2780.584423 = -524039.587811 nChanged 20 SP:Iteration 19Q (105.022673 sec): 3 clusters Score: Raw -526826.747917 + Penalty 2780.584423 = -524046.163494 nChanged 10 SP:Iteration 20F (105.073913 sec): 3 clusters Score: Raw -526829.085003 + Penalty 2780.584423 = -524048.500580 nChanged 6 SP:Iteration 21Q (105.131292 sec): 3 clusters Score: Raw -526830.612336 + Penalty 2780.584423 = -524050.027913 nChanged 5 SP:Iteration 22Q (105.186078 sec): 3 clusters Score: Raw -526832.557760 + Penalty 2780.584423 = -524051.973337 nChanged 6 SP:Iteration 23Q (105.233163 sec): 3 clusters Score: Raw -526835.761582 + Penalty 2780.584423 = -524055.177159 nChanged 12 SP:Iteration 24Q (105.287610 sec): 3 clusters Score: Raw -526839.113195 + Penalty 2780.584423 = -524058.528773 nChanged 12 SP:Iteration 25Q (105.334733 sec): 3 clusters Score: Raw -526841.779559 + Penalty 2780.584423 = -524061.195137 nChanged 7 SP:Iteration 26Q (105.381382 sec): 3 clusters Score: Raw -526843.008957 + Penalty 2780.584423 = -524062.424534 nChanged 2 SP:Iteration 27Q (105.428346 sec): 3 clusters Score: Raw -526843.811426 + Penalty 2780.584423 = -524063.227003 nChanged 2 SP:Iteration 28Q (105.479911 sec): 3 clusters Score: Raw -526844.377565 + Penalty 2780.584423 = -524063.793142 nChanged 0 SP:Iteration 29F (105.530380 sec): 3 clusters Score: Raw -526844.377565 + Penalty 2780.584423 = -524063.793142 nChanged 0 Trying to split cluster 3 (7687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.571400 sec): 2 clusters Score: Raw -746120.063212 + Penalty 1453.933954 = -744666.129259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.620485 sec): 3 clusters Score: Raw -741890.472613 + Penalty 2907.867908 = -738982.604705 nChanged 3214 SP:Iteration 1F (105.685786 sec): 3 clusters Score: Raw -743761.338008 + Penalty 2907.867908 = -740853.470100 nChanged 680 SP:Iteration 2F (105.747067 sec): 3 clusters Score: Raw -744437.173414 + Penalty 2907.867908 = -741529.305507 nChanged 762 SP:Iteration 3F (105.801509 sec): 3 clusters Score: Raw -745520.165757 + Penalty 2907.867908 = -742612.297850 nChanged 794 SP:Iteration 4F (105.855809 sec): 3 clusters Score: Raw -747035.069397 + Penalty 2907.867908 = -744127.201490 nChanged 728 SP:Iteration 5F (105.901023 sec): 3 clusters Score: Raw -748056.220874 + Penalty 2907.867908 = -745148.352967 nChanged 444 SP:Iteration 6F (105.955143 sec): 3 clusters Score: Raw -748472.495250 + Penalty 2907.867908 = -745564.627342 nChanged 240 SP:Iteration 7Q (106.012883 sec): 3 clusters Score: Raw -748658.489328 + Penalty 2907.867908 = -745750.621421 nChanged 123 SP:Iteration 8Q (106.074486 sec): 3 clusters Score: Raw -748731.766058 + Penalty 2907.867908 = -745823.898151 nChanged 79 SP:Iteration 9Q (106.137493 sec): 3 clusters Score: Raw -748770.708564 + Penalty 2907.867908 = -745862.840656 nChanged 57 SP:Iteration 10Q (106.194341 sec): 3 clusters Score: Raw -748797.738135 + Penalty 2907.867908 = -745889.870227 nChanged 56 SP:Iteration 11Q (106.245133 sec): 3 clusters Score: Raw -748828.601435 + Penalty 2907.867908 = -745920.733528 nChanged 41 SP:Iteration 12Q (106.314826 sec): 3 clusters Score: Raw -748850.120977 + Penalty 2907.867908 = -745942.253069 nChanged 46 SP:Iteration 13Q (106.370964 sec): 3 clusters Score: Raw -748875.663050 + Penalty 2907.867908 = -745967.795142 nChanged 48 SP:Iteration 14Q (106.411566 sec): 3 clusters Score: Raw -748898.117969 + Penalty 2907.867908 = -745990.250061 nChanged 45 SP:Iteration 15Q (106.468655 sec): 3 clusters Score: Raw -748917.905442 + Penalty 2907.867908 = -746010.037534 nChanged 38 SP:Iteration 16Q (106.528933 sec): 3 clusters Score: Raw -748934.825291 + Penalty 2907.867908 = -746026.957383 nChanged 35 SP:Iteration 17Q (106.589634 sec): 3 clusters Score: Raw -748949.012487 + Penalty 2907.867908 = -746041.144580 nChanged 32 SP:Iteration 18Q (106.648852 sec): 3 clusters Score: Raw -748962.000889 + Penalty 2907.867908 = -746054.132982 nChanged 34 SP:Iteration 19Q (106.697772 sec): 3 clusters Score: Raw -748975.626549 + Penalty 2907.867908 = -746067.758641 nChanged 35 SP:Iteration 20F (106.749911 sec): 3 clusters Score: Raw -748984.904486 + Penalty 2907.867908 = -746077.036578 nChanged 30 SP:Iteration 21Q (106.813997 sec): 3 clusters Score: Raw -748991.719342 + Penalty 2907.867908 = -746083.851435 nChanged 32 SP:Iteration 22Q (106.863734 sec): 3 clusters Score: Raw -749000.015072 + Penalty 2907.867908 = -746092.147164 nChanged 29 SP:Iteration 23Q (106.931698 sec): 3 clusters Score: Raw -749007.984078 + Penalty 2907.867908 = -746100.116170 nChanged 35 SP:Iteration 24Q (106.974730 sec): 3 clusters Score: Raw -749017.294428 + Penalty 2907.867908 = -746109.426521 nChanged 29 SP:Iteration 25Q (107.043381 sec): 3 clusters Score: Raw -749024.813251 + Penalty 2907.867908 = -746116.945344 nChanged 26 SP:Iteration 26Q (107.105700 sec): 3 clusters Score: Raw -749031.162769 + Penalty 2907.867908 = -746123.294861 nChanged 26 SP:Iteration 27Q (107.149995 sec): 3 clusters Score: Raw -749036.376638 + Penalty 2907.867908 = -746128.508731 nChanged 18 SP:Iteration 28Q (107.220248 sec): 3 clusters Score: Raw -749040.544806 + Penalty 2907.867908 = -746132.676899 nChanged 22 SP:Iteration 29Q (107.276460 sec): 3 clusters Score: Raw -749045.842744 + Penalty 2907.867908 = -746137.974837 nChanged 22 SP:Iteration 30Q (107.338231 sec): 3 clusters Score: Raw -749050.395361 + Penalty 2907.867908 = -746142.527454 nChanged 18 SP:Iteration 31Q (107.389823 sec): 3 clusters Score: Raw -749053.936820 + Penalty 2907.867908 = -746146.068912 nChanged 17 SP:Iteration 32Q (107.456350 sec): 3 clusters Score: Raw -749057.330102 + Penalty 2907.867908 = -746149.462195 nChanged 20 SP:Iteration 33Q (107.507407 sec): 3 clusters Score: Raw -749061.049763 + Penalty 2907.867908 = -746153.181855 nChanged 11 SP:Iteration 34Q (107.575568 sec): 3 clusters Score: Raw -749063.482402 + Penalty 2907.867908 = -746155.614495 nChanged 13 SP:Iteration 35Q (107.626970 sec): 3 clusters Score: Raw -749066.427677 + Penalty 2907.867908 = -746158.559770 nChanged 20 SP:Iteration 36Q (107.684214 sec): 3 clusters Score: Raw -749070.304145 + Penalty 2907.867908 = -746162.436238 nChanged 10 SP:Iteration 37Q (107.732868 sec): 3 clusters Score: Raw -749072.652018 + Penalty 2907.867908 = -746164.784111 nChanged 5 SP:Iteration 38Q (107.781813 sec): 3 clusters Score: Raw -749073.543051 + Penalty 2907.867908 = -746165.675144 nChanged 3 SP:Iteration 39Q (107.837585 sec): 3 clusters Score: Raw -749073.916360 + Penalty 2907.867908 = -746166.048452 nChanged 1 SP:Iteration 40F (107.905329 sec): 3 clusters Score: Raw -749074.031646 + Penalty 2907.867908 = -746166.163739 nChanged 0 Score: Raw -49725123.459626 + Penalty 40468.677454 = -49684654.782172 Splitting cluster 3 changes total score from -49654463.869589 to -49684654.782172 So it's getting split into cluster 15. Trying to split cluster 4 (9838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.913261 sec): 2 clusters Score: Raw -1010007.210648 + Penalty 1494.026254 = -1008513.184394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.971709 sec): 3 clusters Score: Raw -1004447.691626 + Penalty 2988.052508 = -1001459.639118 nChanged 4275 SP:Iteration 1F (114.046723 sec): 3 clusters Score: Raw -1007178.056209 + Penalty 2988.052508 = -1004190.003701 nChanged 1022 SP:Iteration 2F (114.094770 sec): 3 clusters Score: Raw -1008546.407488 + Penalty 2988.052508 = -1005558.354980 nChanged 1158 SP:Iteration 3F (114.157369 sec): 3 clusters Score: Raw -1010320.308813 + Penalty 2988.052508 = -1007332.256305 nChanged 1030 SP:Iteration 4F (114.226385 sec): 3 clusters Score: Raw -1011881.972019 + Penalty 2988.052508 = -1008893.919511 nChanged 758 SP:Iteration 5F (114.287040 sec): 3 clusters Score: Raw -1013053.810340 + Penalty 2988.052508 = -1010065.757831 nChanged 636 SP:Iteration 6F (114.347821 sec): 3 clusters Score: Raw -1014059.757627 + Penalty 2988.052508 = -1011071.705119 nChanged 543 SP:Iteration 7F (114.407132 sec): 3 clusters Score: Raw -1014794.769243 + Penalty 2988.052508 = -1011806.716735 nChanged 423 SP:Iteration 8Q (114.464459 sec): 3 clusters Score: Raw -1015263.654840 + Penalty 2988.052508 = -1012275.602332 nChanged 355 SP:Iteration 9Q (114.525804 sec): 3 clusters Score: Raw -1015613.161887 + Penalty 2988.052508 = -1012625.109379 nChanged 300 SP:Iteration 10Q (114.591970 sec): 3 clusters Score: Raw -1015885.229123 + Penalty 2988.052508 = -1012897.176615 nChanged 252 SP:Iteration 11Q (114.641694 sec): 3 clusters Score: Raw -1016108.077709 + Penalty 2988.052508 = -1013120.025200 nChanged 205 SP:Iteration 12Q (114.704631 sec): 3 clusters Score: Raw -1016277.572889 + Penalty 2988.052508 = -1013289.520381 nChanged 177 SP:Iteration 13Q (114.753306 sec): 3 clusters Score: Raw -1016425.144514 + Penalty 2988.052508 = -1013437.092006 nChanged 131 SP:Iteration 14Q (114.816704 sec): 3 clusters Score: Raw -1016518.098229 + Penalty 2988.052508 = -1013530.045721 nChanged 100 SP:Iteration 15Q (114.873545 sec): 3 clusters Score: Raw -1016572.662919 + Penalty 2988.052508 = -1013584.610411 nChanged 66 SP:Iteration 16Q (114.940486 sec): 3 clusters Score: Raw -1016605.560603 + Penalty 2988.052508 = -1013617.508095 nChanged 57 SP:Iteration 17Q (114.993747 sec): 3 clusters Score: Raw -1016631.176316 + Penalty 2988.052508 = -1013643.123808 nChanged 37 SP:Iteration 18Q (115.057036 sec): 3 clusters Score: Raw -1016644.629104 + Penalty 2988.052508 = -1013656.576596 nChanged 33 SP:Iteration 19Q (115.110255 sec): 3 clusters Score: Raw -1016655.417790 + Penalty 2988.052508 = -1013667.365282 nChanged 20 SP:Iteration 20F (115.173255 sec): 3 clusters Score: Raw -1016660.303596 + Penalty 2988.052508 = -1013672.251088 nChanged 8 SP:Iteration 21Q (115.238387 sec): 3 clusters Score: Raw -1016662.142088 + Penalty 2988.052508 = -1013674.089580 nChanged 9 SP:Iteration 22Q (115.294057 sec): 3 clusters Score: Raw -1016664.532225 + Penalty 2988.052508 = -1013676.479717 nChanged 9 SP:Iteration 23Q (115.352307 sec): 3 clusters Score: Raw -1016666.499855 + Penalty 2988.052508 = -1013678.447347 nChanged 6 SP:Iteration 24Q (115.414373 sec): 3 clusters Score: Raw -1016667.759403 + Penalty 2988.052508 = -1013679.706895 nChanged 8 SP:Iteration 25Q (115.470719 sec): 3 clusters Score: Raw -1016669.482712 + Penalty 2988.052508 = -1013681.430204 nChanged 9 SP:Iteration 26Q (115.522706 sec): 3 clusters Score: Raw -1016671.981363 + Penalty 2988.052508 = -1013683.928855 nChanged 6 SP:Iteration 27Q (115.592412 sec): 3 clusters Score: Raw -1016673.297322 + Penalty 2988.052508 = -1013685.244814 nChanged 6 SP:Iteration 28Q (115.654858 sec): 3 clusters Score: Raw -1016674.748975 + Penalty 2988.052508 = -1013686.696467 nChanged 3 SP:Iteration 29Q (115.712584 sec): 3 clusters Score: Raw -1016675.199257 + Penalty 2988.052508 = -1013687.146749 nChanged 2 SP:Iteration 30Q (115.772564 sec): 3 clusters Score: Raw -1016675.429710 + Penalty 2988.052508 = -1013687.377202 nChanged 0 SP:Iteration 31F (115.833584 sec): 3 clusters Score: Raw -1016675.429710 + Penalty 2988.052508 = -1013687.377202 nChanged 0 Score: Raw -49731791.678687 + Penalty 42598.607846 = -49689193.070841 Splitting cluster 4 changes total score from -49654463.869589 to -49689193.070841 So it's getting split into cluster 20. Trying to split cluster 5 (22968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (122.119400 sec): 2 clusters Score: Raw -2323437.527227 + Penalty 1631.801799 = -2321805.725428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (122.210791 sec): 3 clusters Score: Raw -2309339.972451 + Penalty 3263.603597 = -2306076.368854 nChanged 10521 SP:Iteration 1F (122.283384 sec): 3 clusters Score: Raw -2315139.931884 + Penalty 3263.603597 = -2311876.328287 nChanged 1379 SP:Iteration 2F (122.364193 sec): 3 clusters Score: Raw -2315780.940396 + Penalty 3263.603597 = -2312517.336799 nChanged 1379 SP:Iteration 3F (122.445001 sec): 3 clusters Score: Raw -2316501.510409 + Penalty 3263.603597 = -2313237.906812 nChanged 1375 SP:Iteration 4F (122.527168 sec): 3 clusters Score: Raw -2317325.826365 + Penalty 3263.603597 = -2314062.222768 nChanged 1370 SP:Iteration 5F (122.614155 sec): 3 clusters Score: Raw -2318241.859013 + Penalty 3263.603597 = -2314978.255416 nChanged 1400 SP:Iteration 6F (122.701929 sec): 3 clusters Score: Raw -2319267.700643 + Penalty 3263.603597 = -2316004.097045 nChanged 1397 SP:Iteration 7F (122.777297 sec): 3 clusters Score: Raw -2320329.699425 + Penalty 3263.603597 = -2317066.095828 nChanged 1334 SP:Iteration 8F (122.868203 sec): 3 clusters Score: Raw -2321330.124271 + Penalty 3263.603597 = -2318066.520674 nChanged 1214 SP:Iteration 9F (122.948092 sec): 3 clusters Score: Raw -2322182.789192 + Penalty 3263.603597 = -2318919.185595 nChanged 975 SP:Iteration 10Q (123.040597 sec): 3 clusters Score: Raw -2322780.482163 + Penalty 3263.603597 = -2319516.878566 nChanged 830 SP:Iteration 11Q (123.114624 sec): 3 clusters Score: Raw -2323197.980755 + Penalty 3263.603597 = -2319934.377158 nChanged 652 SP:Iteration 12Q (123.205528 sec): 3 clusters Score: Raw -2323487.342597 + Penalty 3263.603597 = -2320223.739000 nChanged 478 SP:Iteration 13Q (123.290906 sec): 3 clusters Score: Raw -2323661.165156 + Penalty 3263.603597 = -2320397.561559 nChanged 380 SP:Iteration 14Q (123.364407 sec): 3 clusters Score: Raw -2323775.223834 + Penalty 3263.603597 = -2320511.620237 nChanged 302 SP:Iteration 15Q (123.443838 sec): 3 clusters Score: Raw -2323858.543779 + Penalty 3263.603597 = -2320594.940182 nChanged 247 SP:Iteration 16Q (123.520250 sec): 3 clusters Score: Raw -2323921.028937 + Penalty 3263.603597 = -2320657.425340 nChanged 223 SP:Iteration 17Q (123.609496 sec): 3 clusters Score: Raw -2323973.988737 + Penalty 3263.603597 = -2320710.385140 nChanged 211 SP:Iteration 18Q (123.689408 sec): 3 clusters Score: Raw -2324013.978813 + Penalty 3263.603597 = -2320750.375216 nChanged 172 SP:Iteration 19Q (123.773131 sec): 3 clusters Score: Raw -2324044.831086 + Penalty 3263.603597 = -2320781.227489 nChanged 142 SP:Iteration 20F (123.867512 sec): 3 clusters Score: Raw -2324070.129316 + Penalty 3263.603597 = -2320806.525719 nChanged 136 SP:Iteration 21Q (123.952172 sec): 3 clusters Score: Raw -2324097.388825 + Penalty 3263.603597 = -2320833.785228 nChanged 129 SP:Iteration 22Q (124.031491 sec): 3 clusters Score: Raw -2324122.696753 + Penalty 3263.603597 = -2320859.093156 nChanged 139 SP:Iteration 23Q (124.112812 sec): 3 clusters Score: Raw -2324146.418966 + Penalty 3263.603597 = -2320882.815369 nChanged 117 SP:Iteration 24Q (124.198734 sec): 3 clusters Score: Raw -2324165.348195 + Penalty 3263.603597 = -2320901.744598 nChanged 123 SP:Iteration 25Q (124.275725 sec): 3 clusters Score: Raw -2324184.948901 + Penalty 3263.603597 = -2320921.345304 nChanged 104 SP:Iteration 26Q (124.369612 sec): 3 clusters Score: Raw -2324201.367104 + Penalty 3263.603597 = -2320937.763507 nChanged 81 SP:Iteration 27Q (124.449896 sec): 3 clusters Score: Raw -2324210.167155 + Penalty 3263.603597 = -2320946.563558 nChanged 76 SP:Iteration 28Q (124.538770 sec): 3 clusters Score: Raw -2324223.194512 + Penalty 3263.603597 = -2320959.590915 nChanged 74 SP:Iteration 29Q (124.623928 sec): 3 clusters Score: Raw -2324236.561047 + Penalty 3263.603597 = -2320972.957450 nChanged 78 SP:Iteration 30Q (124.708221 sec): 3 clusters Score: Raw -2324256.105151 + Penalty 3263.603597 = -2320992.501554 nChanged 98 SP:Iteration 31Q (124.795642 sec): 3 clusters Score: Raw -2324277.545772 + Penalty 3263.603597 = -2321013.942175 nChanged 87 SP:Iteration 32Q (124.881991 sec): 3 clusters Score: Raw -2324298.086854 + Penalty 3263.603597 = -2321034.483257 nChanged 84 SP:Iteration 33Q (124.970113 sec): 3 clusters Score: Raw -2324312.559955 + Penalty 3263.603597 = -2321048.956358 nChanged 93 SP:Iteration 34Q (125.041994 sec): 3 clusters Score: Raw -2324328.717142 + Penalty 3263.603597 = -2321065.113545 nChanged 79 SP:Iteration 35Q (125.136156 sec): 3 clusters Score: Raw -2324343.026936 + Penalty 3263.603597 = -2321079.423339 nChanged 83 SP:Iteration 36Q (125.216799 sec): 3 clusters Score: Raw -2324355.646912 + Penalty 3263.603597 = -2321092.043315 nChanged 79 SP:Iteration 37Q (125.290274 sec): 3 clusters Score: Raw -2324366.490725 + Penalty 3263.603597 = -2321102.887128 nChanged 59 SP:Iteration 38Q (125.387300 sec): 3 clusters Score: Raw -2324376.502722 + Penalty 3263.603597 = -2321112.899125 nChanged 66 SP:Iteration 39Q (125.471532 sec): 3 clusters Score: Raw -2324384.704620 + Penalty 3263.603597 = -2321121.101023 nChanged 48 SP:Iteration 40F (125.556993 sec): 3 clusters Score: Raw -2324390.012829 + Penalty 3263.603597 = -2321126.409232 nChanged 44 SP:Iteration 41Q (125.629713 sec): 3 clusters Score: Raw -2324394.382200 + Penalty 3263.603597 = -2321130.778603 nChanged 48 SP:Iteration 42Q (125.722107 sec): 3 clusters Score: Raw -2324400.218274 + Penalty 3263.603597 = -2321136.614677 nChanged 51 SP:Iteration 43Q (125.810341 sec): 3 clusters Score: Raw -2324407.438821 + Penalty 3263.603597 = -2321143.835224 nChanged 49 SP:Iteration 44Q (125.887637 sec): 3 clusters Score: Raw -2324412.544758 + Penalty 3263.603597 = -2321148.941161 nChanged 51 SP:Iteration 45Q (125.977318 sec): 3 clusters Score: Raw -2324418.610924 + Penalty 3263.603597 = -2321155.007327 nChanged 45 SP:Iteration 46Q (126.058100 sec): 3 clusters Score: Raw -2324424.466713 + Penalty 3263.603597 = -2321160.863116 nChanged 39 SP:Iteration 47Q (126.136650 sec): 3 clusters Score: Raw -2324430.016197 + Penalty 3263.603597 = -2321166.412600 nChanged 43 SP:Iteration 48Q (126.230163 sec): 3 clusters Score: Raw -2324436.287007 + Penalty 3263.603597 = -2321172.683409 nChanged 55 SP:Iteration 49Q (126.305484 sec): 3 clusters Score: Raw -2324442.701679 + Penalty 3263.603597 = -2321179.098082 nChanged 50 SP:Iteration 50Q (126.390888 sec): 3 clusters Score: Raw -2324449.197570 + Penalty 3263.603597 = -2321185.593973 nChanged 40 SP:Iteration 51Q (126.472000 sec): 3 clusters Score: Raw -2324453.569439 + Penalty 3263.603597 = -2321189.965842 nChanged 31 SP:Iteration 52Q (126.559906 sec): 3 clusters Score: Raw -2324456.576031 + Penalty 3263.603597 = -2321192.972434 nChanged 31 SP:Iteration 53Q (126.638614 sec): 3 clusters Score: Raw -2324458.727244 + Penalty 3263.603597 = -2321195.123647 nChanged 27 SP:Iteration 54Q (126.729378 sec): 3 clusters Score: Raw -2324460.498426 + Penalty 3263.603597 = -2321196.894829 nChanged 24 SP:Iteration 55Q (126.816784 sec): 3 clusters Score: Raw -2324462.029914 + Penalty 3263.603597 = -2321198.426317 nChanged 26 SP:Iteration 56Q (126.898121 sec): 3 clusters Score: Raw -2324464.140078 + Penalty 3263.603597 = -2321200.536480 nChanged 20 SP:Iteration 57Q (126.985613 sec): 3 clusters Score: Raw -2324465.410373 + Penalty 3263.603597 = -2321201.806776 nChanged 15 SP:Iteration 58Q (127.070357 sec): 3 clusters Score: Raw -2324466.564082 + Penalty 3263.603597 = -2321202.960485 nChanged 14 SP:Iteration 59Q (127.149263 sec): 3 clusters Score: Raw -2324467.683726 + Penalty 3263.603597 = -2321204.080129 nChanged 17 SP:Iteration 60F (127.228061 sec): 3 clusters Score: Raw -2324468.616602 + Penalty 3263.603597 = -2321205.013005 nChanged 17 SP:Iteration 61Q (127.323110 sec): 3 clusters Score: Raw -2324469.892516 + Penalty 3263.603597 = -2321206.288919 nChanged 13 SP:Iteration 62Q (127.403938 sec): 3 clusters Score: Raw -2324471.306642 + Penalty 3263.603597 = -2321207.703045 nChanged 16 SP:Iteration 63Q (127.481720 sec): 3 clusters Score: Raw -2324473.129506 + Penalty 3263.603597 = -2321209.525909 nChanged 16 SP:Iteration 64Q (127.561264 sec): 3 clusters Score: Raw -2324473.911448 + Penalty 3263.603597 = -2321210.307851 nChanged 9 SP:Iteration 65Q (127.651592 sec): 3 clusters Score: Raw -2324474.559292 + Penalty 3263.603597 = -2321210.955695 nChanged 12 SP:Iteration 66Q (127.740705 sec): 3 clusters Score: Raw -2324475.444910 + Penalty 3263.603597 = -2321211.841313 nChanged 13 SP:Iteration 67Q (127.825306 sec): 3 clusters Score: Raw -2324476.966932 + Penalty 3263.603597 = -2321213.363335 nChanged 18 SP:Iteration 68Q (127.905391 sec): 3 clusters Score: Raw -2324478.174464 + Penalty 3263.603597 = -2321214.570867 nChanged 13 SP:Iteration 69Q (127.974684 sec): 3 clusters Score: Raw -2324478.965587 + Penalty 3263.603597 = -2321215.361990 nChanged 10 SP:Iteration 70Q (128.062540 sec): 3 clusters Score: Raw -2324479.413528 + Penalty 3263.603597 = -2321215.809931 nChanged 7 SP:Iteration 71Q (128.137949 sec): 3 clusters Score: Raw -2324479.818764 + Penalty 3263.603597 = -2321216.215167 nChanged 4 SP:Iteration 72Q (128.233846 sec): 3 clusters Score: Raw -2324480.048868 + Penalty 3263.603597 = -2321216.445270 nChanged 3 SP:Iteration 73Q (128.307749 sec): 3 clusters Score: Raw -2324480.176960 + Penalty 3263.603597 = -2321216.573363 nChanged 10 SP:Iteration 74Q (128.391484 sec): 3 clusters Score: Raw -2324480.754623 + Penalty 3263.603597 = -2321217.151026 nChanged 7 SP:Iteration 75Q (128.480509 sec): 3 clusters Score: Raw -2324481.031165 + Penalty 3263.603597 = -2321217.427568 nChanged 2 SP:Iteration 76Q (128.562309 sec): 3 clusters Score: Raw -2324481.117167 + Penalty 3263.603597 = -2321217.513570 nChanged 3 SP:Iteration 77Q (128.640562 sec): 3 clusters Score: Raw -2324481.249248 + Penalty 3263.603597 = -2321217.645651 nChanged 3 SP:Iteration 78Q (128.726038 sec): 3 clusters Score: Raw -2324481.402358 + Penalty 3263.603597 = -2321217.798761 nChanged 2 SP:Iteration 79Q (128.803217 sec): 3 clusters Score: Raw -2324481.496265 + Penalty 3263.603597 = -2321217.892668 nChanged 4 SP:Iteration 80F (128.890489 sec): 3 clusters Score: Raw -2324481.801713 + Penalty 3263.603597 = -2321218.198116 nChanged 3 SP:Iteration 81Q (128.979685 sec): 3 clusters Score: Raw -2324481.997859 + Penalty 3263.603597 = -2321218.394262 nChanged 5 SP:Iteration 82Q (129.066253 sec): 3 clusters Score: Raw -2324482.317715 + Penalty 3263.603597 = -2321218.714118 nChanged 7 SP:Iteration 83Q (129.151405 sec): 3 clusters Score: Raw -2324482.934210 + Penalty 3263.603597 = -2321219.330613 nChanged 13 SP:Iteration 84Q (129.236861 sec): 3 clusters Score: Raw -2324483.813302 + Penalty 3263.603597 = -2321220.209705 nChanged 11 SP:Iteration 85Q (129.320536 sec): 3 clusters Score: Raw -2324484.397610 + Penalty 3263.603597 = -2321220.794013 nChanged 6 SP:Iteration 86Q (129.408378 sec): 3 clusters Score: Raw -2324484.755284 + Penalty 3263.603597 = -2321221.151687 nChanged 7 SP:Iteration 87Q (129.483414 sec): 3 clusters Score: Raw -2324485.288882 + Penalty 3263.603597 = -2321221.685285 nChanged 13 SP:Iteration 88Q (129.570677 sec): 3 clusters Score: Raw -2324486.150431 + Penalty 3263.603597 = -2321222.546834 nChanged 10 SP:Iteration 89Q (129.642674 sec): 3 clusters Score: Raw -2324486.615096 + Penalty 3263.603597 = -2321223.011499 nChanged 10 SP:Iteration 90Q (129.738036 sec): 3 clusters Score: Raw -2324487.063066 + Penalty 3263.603597 = -2321223.459469 nChanged 3 SP:Iteration 91Q (129.821095 sec): 3 clusters Score: Raw -2324487.186954 + Penalty 3263.603597 = -2321223.583357 nChanged 1 SP:Iteration 92Q (129.903256 sec): 3 clusters Score: Raw -2324487.214879 + Penalty 3263.603597 = -2321223.611282 nChanged 0 SP:Iteration 93F (129.978287 sec): 3 clusters Score: Raw -2324487.214879 + Penalty 3263.603597 = -2321223.611282 nChanged 0 Trying to split cluster 6 (68343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.098807 sec): 2 clusters Score: Raw -7041758.847707 + Penalty 1808.997844 = -7039949.849864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.254390 sec): 3 clusters Score: Raw -6997847.715548 + Penalty 3617.995687 = -6994229.719860 nChanged 32303 SP:Iteration 1F (130.407891 sec): 3 clusters Score: Raw -7017102.546224 + Penalty 3617.995687 = -7013484.550537 nChanged 3409 SP:Iteration 2Q (130.584328 sec): 3 clusters Score: Raw -7018777.992923 + Penalty 3617.995687 = -7015159.997236 nChanged 3997 SP:Iteration 3F (130.749155 sec): 3 clusters Score: Raw -7021130.086655 + Penalty 3617.995687 = -7017512.090967 nChanged 4676 SP:Iteration 4F (130.897410 sec): 3 clusters Score: Raw -7024108.917317 + Penalty 3617.995687 = -7020490.921630 nChanged 4879 SP:Iteration 5F (131.053523 sec): 3 clusters Score: Raw -7027570.253406 + Penalty 3617.995687 = -7023952.257718 nChanged 4840 SP:Iteration 6F (131.220326 sec): 3 clusters Score: Raw -7031000.778030 + Penalty 3617.995687 = -7027382.782342 nChanged 4063 SP:Iteration 7F (131.373062 sec): 3 clusters Score: Raw -7033667.723263 + Penalty 3617.995687 = -7030049.727576 nChanged 3180 SP:Iteration 8Q (131.538094 sec): 3 clusters Score: Raw -7035464.328583 + Penalty 3617.995687 = -7031846.332896 nChanged 2331 SP:Iteration 9Q (131.696266 sec): 3 clusters Score: Raw -7036533.673923 + Penalty 3617.995687 = -7032915.678235 nChanged 1678 SP:Iteration 10Q (131.858301 sec): 3 clusters Score: Raw -7037154.969315 + Penalty 3617.995687 = -7033536.973627 nChanged 1205 SP:Iteration 11Q (132.027297 sec): 3 clusters Score: Raw -7037518.324961 + Penalty 3617.995687 = -7033900.329274 nChanged 946 SP:Iteration 12Q (132.191224 sec): 3 clusters Score: Raw -7037764.895187 + Penalty 3617.995687 = -7034146.899500 nChanged 780 SP:Iteration 13Q (132.360200 sec): 3 clusters Score: Raw -7037952.827993 + Penalty 3617.995687 = -7034334.832306 nChanged 751 SP:Iteration 14Q (132.522467 sec): 3 clusters Score: Raw -7038131.864385 + Penalty 3617.995687 = -7034513.868698 nChanged 771 SP:Iteration 15Q (132.682992 sec): 3 clusters Score: Raw -7038308.317289 + Penalty 3617.995687 = -7034690.321601 nChanged 756 SP:Iteration 16Q (132.851550 sec): 3 clusters Score: Raw -7038461.667239 + Penalty 3617.995687 = -7034843.671552 nChanged 716 SP:Iteration 17Q (133.010117 sec): 3 clusters Score: Raw -7038614.522019 + Penalty 3617.995687 = -7034996.526331 nChanged 676 SP:Iteration 18Q (133.176165 sec): 3 clusters Score: Raw -7038757.508662 + Penalty 3617.995687 = -7035139.512974 nChanged 656 SP:Iteration 19Q (133.337053 sec): 3 clusters Score: Raw -7038893.144053 + Penalty 3617.995687 = -7035275.148366 nChanged 615 SP:Iteration 20F (133.489470 sec): 3 clusters Score: Raw -7039019.511784 + Penalty 3617.995687 = -7035401.516096 nChanged 616 SP:Iteration 21Q (133.639032 sec): 3 clusters Score: Raw -7039144.184898 + Penalty 3617.995687 = -7035526.189210 nChanged 606 SP:Iteration 22Q (133.816465 sec): 3 clusters Score: Raw -7039269.286420 + Penalty 3617.995687 = -7035651.290733 nChanged 652 SP:Iteration 23Q (133.968472 sec): 3 clusters Score: Raw -7039410.227056 + Penalty 3617.995687 = -7035792.231369 nChanged 661 SP:Iteration 24Q (134.129838 sec): 3 clusters Score: Raw -7039561.237239 + Penalty 3617.995687 = -7035943.241552 nChanged 631 SP:Iteration 25Q (134.288714 sec): 3 clusters Score: Raw -7039692.384785 + Penalty 3617.995687 = -7036074.389098 nChanged 578 SP:Iteration 26Q (134.441926 sec): 3 clusters Score: Raw -7039801.089425 + Penalty 3617.995687 = -7036183.093738 nChanged 521 SP:Iteration 27Q (134.598206 sec): 3 clusters Score: Raw -7039895.491715 + Penalty 3617.995687 = -7036277.496028 nChanged 479 SP:Iteration 28Q (134.752739 sec): 3 clusters Score: Raw -7039983.169048 + Penalty 3617.995687 = -7036365.173361 nChanged 469 SP:Iteration 29Q (134.921929 sec): 3 clusters Score: Raw -7040075.786260 + Penalty 3617.995687 = -7036457.790573 nChanged 491 SP:Iteration 30Q (135.064641 sec): 3 clusters Score: Raw -7040168.348784 + Penalty 3617.995687 = -7036550.353096 nChanged 440 SP:Iteration 31Q (135.207772 sec): 3 clusters Score: Raw -7040250.546118 + Penalty 3617.995687 = -7036632.550431 nChanged 428 SP:Iteration 32Q (135.354359 sec): 3 clusters Score: Raw -7040338.182630 + Penalty 3617.995687 = -7036720.186943 nChanged 441 SP:Iteration 33Q (135.507148 sec): 3 clusters Score: Raw -7040425.036349 + Penalty 3617.995687 = -7036807.040662 nChanged 447 SP:Iteration 34Q (135.650571 sec): 3 clusters Score: Raw -7040520.063197 + Penalty 3617.995687 = -7036902.067510 nChanged 421 SP:Iteration 35Q (135.809949 sec): 3 clusters Score: Raw -7040614.097312 + Penalty 3617.995687 = -7036996.101625 nChanged 435 SP:Iteration 36Q (135.953566 sec): 3 clusters Score: Raw -7040709.063205 + Penalty 3617.995687 = -7037091.067517 nChanged 432 SP:Iteration 37Q (136.125366 sec): 3 clusters Score: Raw -7040812.045752 + Penalty 3617.995687 = -7037194.050065 nChanged 421 SP:Iteration 38Q (136.278277 sec): 3 clusters Score: Raw -7040903.775147 + Penalty 3617.995687 = -7037285.779460 nChanged 399 SP:Iteration 39Q (136.429588 sec): 3 clusters Score: Raw -7040992.029591 + Penalty 3617.995687 = -7037374.033904 nChanged 352 SP:Iteration 40F (136.581550 sec): 3 clusters Score: Raw -7041073.072313 + Penalty 3617.995687 = -7037455.076626 nChanged 354 SP:Iteration 41Q (136.736844 sec): 3 clusters Score: Raw -7041156.981944 + Penalty 3617.995687 = -7037538.986257 nChanged 345 SP:Iteration 42Q (136.887428 sec): 3 clusters Score: Raw -7041246.300198 + Penalty 3617.995687 = -7037628.304510 nChanged 352 SP:Iteration 43Q (137.038019 sec): 3 clusters Score: Raw -7041341.964115 + Penalty 3617.995687 = -7037723.968427 nChanged 325 SP:Iteration 44Q (137.190961 sec): 3 clusters Score: Raw -7041421.101871 + Penalty 3617.995687 = -7037803.106184 nChanged 324 SP:Iteration 45Q (137.324923 sec): 3 clusters Score: Raw -7041506.722175 + Penalty 3617.995687 = -7037888.726488 nChanged 309 SP:Iteration 46Q (137.472908 sec): 3 clusters Score: Raw -7041589.140165 + Penalty 3617.995687 = -7037971.144477 nChanged 295 SP:Iteration 47Q (137.617333 sec): 3 clusters Score: Raw -7041663.296645 + Penalty 3617.995687 = -7038045.300957 nChanged 263 SP:Iteration 48Q (137.764553 sec): 3 clusters Score: Raw -7041724.057240 + Penalty 3617.995687 = -7038106.061553 nChanged 227 SP:Iteration 49Q (137.909391 sec): 3 clusters Score: Raw -7041786.873836 + Penalty 3617.995687 = -7038168.878149 nChanged 234 SP:Iteration 50Q (138.060812 sec): 3 clusters Score: Raw -7041842.996166 + Penalty 3617.995687 = -7038225.000478 nChanged 219 SP:Iteration 51Q (138.201987 sec): 3 clusters Score: Raw -7041890.841631 + Penalty 3617.995687 = -7038272.845943 nChanged 196 SP:Iteration 52Q (138.347625 sec): 3 clusters Score: Raw -7041928.536245 + Penalty 3617.995687 = -7038310.540558 nChanged 174 SP:Iteration 53Q (138.490219 sec): 3 clusters Score: Raw -7041963.356897 + Penalty 3617.995687 = -7038345.361209 nChanged 162 SP:Iteration 54Q (138.627356 sec): 3 clusters Score: Raw -7041993.719612 + Penalty 3617.995687 = -7038375.723925 nChanged 146 SP:Iteration 55Q (138.767299 sec): 3 clusters Score: Raw -7042018.846399 + Penalty 3617.995687 = -7038400.850712 nChanged 136 SP:Iteration 56Q (138.906087 sec): 3 clusters Score: Raw -7042044.272263 + Penalty 3617.995687 = -7038426.276575 nChanged 135 SP:Iteration 57Q (139.047697 sec): 3 clusters Score: Raw -7042067.721559 + Penalty 3617.995687 = -7038449.725872 nChanged 113 SP:Iteration 58Q (139.184910 sec): 3 clusters Score: Raw -7042087.937022 + Penalty 3617.995687 = -7038469.941335 nChanged 109 SP:Iteration 59Q (139.330179 sec): 3 clusters Score: Raw -7042107.748863 + Penalty 3617.995687 = -7038489.753175 nChanged 97 SP:Iteration 60F (139.490767 sec): 3 clusters Score: Raw -7042125.321845 + Penalty 3617.995687 = -7038507.326157 nChanged 93 SP:Iteration 61Q (139.623140 sec): 3 clusters Score: Raw -7042143.344474 + Penalty 3617.995687 = -7038525.348787 nChanged 91 SP:Iteration 62Q (139.774271 sec): 3 clusters Score: Raw -7042160.433018 + Penalty 3617.995687 = -7038542.437330 nChanged 93 SP:Iteration 63Q (139.907698 sec): 3 clusters Score: Raw -7042177.555402 + Penalty 3617.995687 = -7038559.559715 nChanged 85 SP:Iteration 64Q (140.052536 sec): 3 clusters Score: Raw -7042195.335786 + Penalty 3617.995687 = -7038577.340099 nChanged 89 SP:Iteration 65Q (140.213088 sec): 3 clusters Score: Raw -7042211.113892 + Penalty 3617.995687 = -7038593.118205 nChanged 71 SP:Iteration 66Q (140.352125 sec): 3 clusters Score: Raw -7042221.666375 + Penalty 3617.995687 = -7038603.670687 nChanged 61 SP:Iteration 67Q (140.488759 sec): 3 clusters Score: Raw -7042231.980846 + Penalty 3617.995687 = -7038613.985159 nChanged 52 SP:Iteration 68Q (140.623696 sec): 3 clusters Score: Raw -7042239.121561 + Penalty 3617.995687 = -7038621.125873 nChanged 34 SP:Iteration 69Q (140.765433 sec): 3 clusters Score: Raw -7042242.843715 + Penalty 3617.995687 = -7038624.848027 nChanged 29 SP:Iteration 70Q (140.909447 sec): 3 clusters Score: Raw -7042246.314993 + Penalty 3617.995687 = -7038628.319305 nChanged 29 SP:Iteration 71Q (141.047248 sec): 3 clusters Score: Raw -7042249.585665 + Penalty 3617.995687 = -7038631.589977 nChanged 22 SP:Iteration 72Q (141.172092 sec): 3 clusters Score: Raw -7042252.367753 + Penalty 3617.995687 = -7038634.372066 nChanged 27 SP:Iteration 73Q (141.311376 sec): 3 clusters Score: Raw -7042255.842799 + Penalty 3617.995687 = -7038637.847111 nChanged 33 SP:Iteration 74Q (141.456237 sec): 3 clusters Score: Raw -7042260.467745 + Penalty 3617.995687 = -7038642.472057 nChanged 26 SP:Iteration 75Q (141.590589 sec): 3 clusters Score: Raw -7042264.023045 + Penalty 3617.995687 = -7038646.027357 nChanged 25 SP:Iteration 76Q (141.721747 sec): 3 clusters Score: Raw -7042266.928792 + Penalty 3617.995687 = -7038648.933104 nChanged 25 SP:Iteration 77Q (141.848078 sec): 3 clusters Score: Raw -7042270.108732 + Penalty 3617.995687 = -7038652.113044 nChanged 25 SP:Iteration 78Q (141.995221 sec): 3 clusters Score: Raw -7042272.397697 + Penalty 3617.995687 = -7038654.402010 nChanged 19 SP:Iteration 79Q (142.134538 sec): 3 clusters Score: Raw -7042274.441110 + Penalty 3617.995687 = -7038656.445423 nChanged 16 SP:Iteration 80F (142.289422 sec): 3 clusters Score: Raw -7042277.080108 + Penalty 3617.995687 = -7038659.084420 nChanged 21 SP:Iteration 81Q (142.429389 sec): 3 clusters Score: Raw -7042280.025796 + Penalty 3617.995687 = -7038662.030108 nChanged 17 SP:Iteration 82Q (142.566436 sec): 3 clusters Score: Raw -7042282.298803 + Penalty 3617.995687 = -7038664.303116 nChanged 14 SP:Iteration 83Q (142.698771 sec): 3 clusters Score: Raw -7042284.732982 + Penalty 3617.995687 = -7038666.737294 nChanged 17 SP:Iteration 84Q (142.837183 sec): 3 clusters Score: Raw -7042287.551165 + Penalty 3617.995687 = -7038669.555478 nChanged 20 SP:Iteration 85Q (142.977295 sec): 3 clusters Score: Raw -7042290.458599 + Penalty 3617.995687 = -7038672.462911 nChanged 25 SP:Iteration 86Q (143.120602 sec): 3 clusters Score: Raw -7042293.334418 + Penalty 3617.995687 = -7038675.338731 nChanged 18 SP:Iteration 87Q (143.252698 sec): 3 clusters Score: Raw -7042294.868758 + Penalty 3617.995687 = -7038676.873071 nChanged 10 SP:Iteration 88Q (143.383363 sec): 3 clusters Score: Raw -7042295.690009 + Penalty 3617.995687 = -7038677.694322 nChanged 5 SP:Iteration 89Q (143.529547 sec): 3 clusters Score: Raw -7042296.394049 + Penalty 3617.995687 = -7038678.398362 nChanged 9 SP:Iteration 90Q (143.661828 sec): 3 clusters Score: Raw -7042297.170131 + Penalty 3617.995687 = -7038679.174444 nChanged 6 SP:Iteration 91Q (143.793967 sec): 3 clusters Score: Raw -7042298.074959 + Penalty 3617.995687 = -7038680.079271 nChanged 7 SP:Iteration 92Q (143.924638 sec): 3 clusters Score: Raw -7042298.924414 + Penalty 3617.995687 = -7038680.928727 nChanged 6 SP:Iteration 93Q (144.065862 sec): 3 clusters Score: Raw -7042299.934604 + Penalty 3617.995687 = -7038681.938917 nChanged 8 SP:Iteration 94Q (144.205236 sec): 3 clusters Score: Raw -7042300.845698 + Penalty 3617.995687 = -7038682.850011 nChanged 7 SP:Iteration 95Q (144.349445 sec): 3 clusters Score: Raw -7042301.657671 + Penalty 3617.995687 = -7038683.661984 nChanged 9 SP:Iteration 96Q (144.484022 sec): 3 clusters Score: Raw -7042302.480348 + Penalty 3617.995687 = -7038684.484660 nChanged 8 SP:Iteration 97Q (144.599458 sec): 3 clusters Score: Raw -7042303.309895 + Penalty 3617.995687 = -7038685.314208 nChanged 6 SP:Iteration 98Q (144.747702 sec): 3 clusters Score: Raw -7042303.924119 + Penalty 3617.995687 = -7038685.928431 nChanged 5 SP:Iteration 99Q (144.878485 sec): 3 clusters Score: Raw -7042304.254104 + Penalty 3617.995687 = -7038686.258416 nChanged 4 SP:Iteration 100F (145.051030 sec): 3 clusters Score: Raw -7042304.548955 + Penalty 3617.995687 = -7038686.553267 nChanged 2 SP:Iteration 101Q (145.186434 sec): 3 clusters Score: Raw -7042304.691725 + Penalty 3617.995687 = -7038686.696038 nChanged 1 SP:Iteration 102Q (145.315322 sec): 3 clusters Score: Raw -7042304.751690 + Penalty 3617.995687 = -7038686.756002 nChanged 0 SP:Iteration 103F (145.483378 sec): 3 clusters Score: Raw -7042304.751690 + Penalty 3617.995687 = -7038686.756002 nChanged 0 Trying to split cluster 8 (20933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.539026 sec): 2 clusters Score: Raw -2110732.904495 + Penalty 1616.725848 = -2109116.178647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.622461 sec): 3 clusters Score: Raw -2098261.607417 + Penalty 3233.451696 = -2095028.155722 nChanged 9337 SP:Iteration 1F (145.704840 sec): 3 clusters Score: Raw -2103930.306681 + Penalty 3233.451696 = -2100696.854986 nChanged 1512 SP:Iteration 2F (145.786113 sec): 3 clusters Score: Raw -2105035.786189 + Penalty 3233.451696 = -2101802.334494 nChanged 1638 SP:Iteration 3F (145.868382 sec): 3 clusters Score: Raw -2106574.730921 + Penalty 3233.451696 = -2103341.279225 nChanged 1799 SP:Iteration 4F (145.950189 sec): 3 clusters Score: Raw -2108310.691531 + Penalty 3233.451696 = -2105077.239836 nChanged 1724 SP:Iteration 5F (146.028189 sec): 3 clusters Score: Raw -2109816.578439 + Penalty 3233.451696 = -2106583.126744 nChanged 1393 SP:Iteration 6F (146.097084 sec): 3 clusters Score: Raw -2110816.530269 + Penalty 3233.451696 = -2107583.078574 nChanged 937 SP:Iteration 7Q (146.190825 sec): 3 clusters Score: Raw -2111303.086988 + Penalty 3233.451696 = -2108069.635292 nChanged 620 SP:Iteration 8Q (146.274103 sec): 3 clusters Score: Raw -2111571.338280 + Penalty 3233.451696 = -2108337.886584 nChanged 467 SP:Iteration 9Q (146.346606 sec): 3 clusters Score: Raw -2111739.768948 + Penalty 3233.451696 = -2108506.317252 nChanged 311 SP:Iteration 10Q (146.442885 sec): 3 clusters Score: Raw -2111845.294294 + Penalty 3233.451696 = -2108611.842598 nChanged 271 SP:Iteration 11Q (146.518029 sec): 3 clusters Score: Raw -2111925.524584 + Penalty 3233.451696 = -2108692.072889 nChanged 211 SP:Iteration 12Q (146.609148 sec): 3 clusters Score: Raw -2111987.572847 + Penalty 3233.451696 = -2108754.121151 nChanged 191 SP:Iteration 13Q (146.692640 sec): 3 clusters Score: Raw -2112045.612871 + Penalty 3233.451696 = -2108812.161175 nChanged 173 SP:Iteration 14Q (146.768410 sec): 3 clusters Score: Raw -2112089.448060 + Penalty 3233.451696 = -2108855.996365 nChanged 158 SP:Iteration 15Q (146.854957 sec): 3 clusters Score: Raw -2112127.660498 + Penalty 3233.451696 = -2108894.208803 nChanged 154 SP:Iteration 16Q (146.935180 sec): 3 clusters Score: Raw -2112166.020798 + Penalty 3233.451696 = -2108932.569102 nChanged 160 SP:Iteration 17Q (147.017033 sec): 3 clusters Score: Raw -2112208.960012 + Penalty 3233.451696 = -2108975.508317 nChanged 133 SP:Iteration 18Q (147.093315 sec): 3 clusters Score: Raw -2112240.750842 + Penalty 3233.451696 = -2109007.299147 nChanged 123 SP:Iteration 19Q (147.175286 sec): 3 clusters Score: Raw -2112274.026270 + Penalty 3233.451696 = -2109040.574575 nChanged 98 SP:Iteration 20F (147.248598 sec): 3 clusters Score: Raw -2112293.835371 + Penalty 3233.451696 = -2109060.383676 nChanged 78 SP:Iteration 21Q (147.328955 sec): 3 clusters Score: Raw -2112309.618239 + Penalty 3233.451696 = -2109076.166543 nChanged 72 SP:Iteration 22Q (147.411622 sec): 3 clusters Score: Raw -2112323.550155 + Penalty 3233.451696 = -2109090.098459 nChanged 75 SP:Iteration 23Q (147.495218 sec): 3 clusters Score: Raw -2112337.587572 + Penalty 3233.451696 = -2109104.135876 nChanged 79 SP:Iteration 24Q (147.579113 sec): 3 clusters Score: Raw -2112352.904771 + Penalty 3233.451696 = -2109119.453076 nChanged 78 SP:Iteration 25Q (147.662215 sec): 3 clusters Score: Raw -2112367.892155 + Penalty 3233.451696 = -2109134.440459 nChanged 83 SP:Iteration 26Q (147.741451 sec): 3 clusters Score: Raw -2112381.697446 + Penalty 3233.451696 = -2109148.245750 nChanged 66 SP:Iteration 27Q (147.830101 sec): 3 clusters Score: Raw -2112390.556930 + Penalty 3233.451696 = -2109157.105234 nChanged 58 SP:Iteration 28Q (147.908414 sec): 3 clusters Score: Raw -2112398.205703 + Penalty 3233.451696 = -2109164.754007 nChanged 46 SP:Iteration 29Q (147.980244 sec): 3 clusters Score: Raw -2112405.182589 + Penalty 3233.451696 = -2109171.730893 nChanged 57 SP:Iteration 30Q (148.058152 sec): 3 clusters Score: Raw -2112416.532219 + Penalty 3233.451696 = -2109183.080523 nChanged 66 SP:Iteration 31Q (148.148222 sec): 3 clusters Score: Raw -2112427.545972 + Penalty 3233.451696 = -2109194.094276 nChanged 67 SP:Iteration 32Q (148.220502 sec): 3 clusters Score: Raw -2112439.392941 + Penalty 3233.451696 = -2109205.941246 nChanged 62 SP:Iteration 33Q (148.309610 sec): 3 clusters Score: Raw -2112450.378979 + Penalty 3233.451696 = -2109216.927284 nChanged 63 SP:Iteration 34Q (148.391069 sec): 3 clusters Score: Raw -2112458.918819 + Penalty 3233.451696 = -2109225.467124 nChanged 52 SP:Iteration 35Q (148.471783 sec): 3 clusters Score: Raw -2112465.900983 + Penalty 3233.451696 = -2109232.449288 nChanged 53 SP:Iteration 36Q (148.544234 sec): 3 clusters Score: Raw -2112471.980854 + Penalty 3233.451696 = -2109238.529158 nChanged 57 SP:Iteration 37Q (148.638382 sec): 3 clusters Score: Raw -2112478.424894 + Penalty 3233.451696 = -2109244.973198 nChanged 56 SP:Iteration 38Q (148.725891 sec): 3 clusters Score: Raw -2112484.287436 + Penalty 3233.451696 = -2109250.835741 nChanged 41 SP:Iteration 39Q (148.801511 sec): 3 clusters Score: Raw -2112487.878793 + Penalty 3233.451696 = -2109254.427097 nChanged 27 SP:Iteration 40F (148.876269 sec): 3 clusters Score: Raw -2112490.095693 + Penalty 3233.451696 = -2109256.643997 nChanged 29 SP:Iteration 41Q (148.955528 sec): 3 clusters Score: Raw -2112492.935583 + Penalty 3233.451696 = -2109259.483888 nChanged 33 SP:Iteration 42Q (149.034466 sec): 3 clusters Score: Raw -2112496.324555 + Penalty 3233.451696 = -2109262.872859 nChanged 29 SP:Iteration 43Q (149.115957 sec): 3 clusters Score: Raw -2112499.126631 + Penalty 3233.451696 = -2109265.674935 nChanged 33 SP:Iteration 44Q (149.199654 sec): 3 clusters Score: Raw -2112502.031996 + Penalty 3233.451696 = -2109268.580300 nChanged 30 SP:Iteration 45Q (149.275483 sec): 3 clusters Score: Raw -2112504.411029 + Penalty 3233.451696 = -2109270.959334 nChanged 26 SP:Iteration 46Q (149.350805 sec): 3 clusters Score: Raw -2112506.774922 + Penalty 3233.451696 = -2109273.323227 nChanged 22 SP:Iteration 47Q (149.443033 sec): 3 clusters Score: Raw -2112509.025681 + Penalty 3233.451696 = -2109275.573986 nChanged 26 SP:Iteration 48Q (149.523212 sec): 3 clusters Score: Raw -2112513.048597 + Penalty 3233.451696 = -2109279.596901 nChanged 34 SP:Iteration 49Q (149.593272 sec): 3 clusters Score: Raw -2112517.772960 + Penalty 3233.451696 = -2109284.321264 nChanged 29 SP:Iteration 50Q (149.687150 sec): 3 clusters Score: Raw -2112521.462260 + Penalty 3233.451696 = -2109288.010564 nChanged 25 SP:Iteration 51Q (149.757072 sec): 3 clusters Score: Raw -2112524.146676 + Penalty 3233.451696 = -2109290.694980 nChanged 17 SP:Iteration 52Q (149.848323 sec): 3 clusters Score: Raw -2112525.568489 + Penalty 3233.451696 = -2109292.116794 nChanged 14 SP:Iteration 53Q (149.922896 sec): 3 clusters Score: Raw -2112526.594083 + Penalty 3233.451696 = -2109293.142387 nChanged 11 SP:Iteration 54Q (150.009747 sec): 3 clusters Score: Raw -2112527.230727 + Penalty 3233.451696 = -2109293.779031 nChanged 9 SP:Iteration 55Q (150.086271 sec): 3 clusters Score: Raw -2112527.690715 + Penalty 3233.451696 = -2109294.239020 nChanged 6 SP:Iteration 56Q (150.160113 sec): 3 clusters Score: Raw -2112528.060519 + Penalty 3233.451696 = -2109294.608824 nChanged 9 SP:Iteration 57Q (150.241248 sec): 3 clusters Score: Raw -2112528.826185 + Penalty 3233.451696 = -2109295.374490 nChanged 13 SP:Iteration 58Q (150.321988 sec): 3 clusters Score: Raw -2112529.834950 + Penalty 3233.451696 = -2109296.383254 nChanged 12 SP:Iteration 59Q (150.413997 sec): 3 clusters Score: Raw -2112531.205944 + Penalty 3233.451696 = -2109297.754248 nChanged 9 SP:Iteration 60F (150.500693 sec): 3 clusters Score: Raw -2112531.965525 + Penalty 3233.451696 = -2109298.513829 nChanged 14 SP:Iteration 61Q (150.587635 sec): 3 clusters Score: Raw -2112533.011095 + Penalty 3233.451696 = -2109299.559400 nChanged 18 SP:Iteration 62Q (150.670438 sec): 3 clusters Score: Raw -2112534.621342 + Penalty 3233.451696 = -2109301.169647 nChanged 19 SP:Iteration 63Q (150.741278 sec): 3 clusters Score: Raw -2112536.355482 + Penalty 3233.451696 = -2109302.903787 nChanged 17 SP:Iteration 64Q (150.825053 sec): 3 clusters Score: Raw -2112537.921100 + Penalty 3233.451696 = -2109304.469405 nChanged 14 SP:Iteration 65Q (150.907053 sec): 3 clusters Score: Raw -2112539.103869 + Penalty 3233.451696 = -2109305.652173 nChanged 15 SP:Iteration 66Q (150.988683 sec): 3 clusters Score: Raw -2112540.034684 + Penalty 3233.451696 = -2109306.582989 nChanged 11 SP:Iteration 67Q (151.072300 sec): 3 clusters Score: Raw -2112540.849639 + Penalty 3233.451696 = -2109307.397943 nChanged 16 SP:Iteration 68Q (151.160364 sec): 3 clusters Score: Raw -2112542.288925 + Penalty 3233.451696 = -2109308.837230 nChanged 15 SP:Iteration 69Q (151.240729 sec): 3 clusters Score: Raw -2112543.430816 + Penalty 3233.451696 = -2109309.979121 nChanged 14 SP:Iteration 70Q (151.319219 sec): 3 clusters Score: Raw -2112544.468730 + Penalty 3233.451696 = -2109311.017035 nChanged 9 SP:Iteration 71Q (151.392142 sec): 3 clusters Score: Raw -2112545.096958 + Penalty 3233.451696 = -2109311.645262 nChanged 6 SP:Iteration 72Q (151.480939 sec): 3 clusters Score: Raw -2112545.400815 + Penalty 3233.451696 = -2109311.949120 nChanged 6 SP:Iteration 73Q (151.565121 sec): 3 clusters Score: Raw -2112545.755703 + Penalty 3233.451696 = -2109312.304008 nChanged 6 SP:Iteration 74Q (151.644422 sec): 3 clusters Score: Raw -2112546.152057 + Penalty 3233.451696 = -2109312.700361 nChanged 2 SP:Iteration 75Q (151.714778 sec): 3 clusters Score: Raw -2112546.315635 + Penalty 3233.451696 = -2109312.863940 nChanged 2 SP:Iteration 76Q (151.792965 sec): 3 clusters Score: Raw -2112546.448388 + Penalty 3233.451696 = -2109312.996692 nChanged 3 SP:Iteration 77Q (151.875962 sec): 3 clusters Score: Raw -2112546.677766 + Penalty 3233.451696 = -2109313.226071 nChanged 2 SP:Iteration 78Q (151.957276 sec): 3 clusters Score: Raw -2112546.740249 + Penalty 3233.451696 = -2109313.288554 nChanged 1 SP:Iteration 79Q (152.048304 sec): 3 clusters Score: Raw -2112546.833655 + Penalty 3233.451696 = -2109313.381960 nChanged 3 SP:Iteration 80F (152.133751 sec): 3 clusters Score: Raw -2112547.012189 + Penalty 3233.451696 = -2109313.560494 nChanged 1 SP:Iteration 81Q (152.209805 sec): 3 clusters Score: Raw -2112547.121393 + Penalty 3233.451696 = -2109313.669698 nChanged 2 SP:Iteration 82Q (152.292829 sec): 3 clusters Score: Raw -2112547.327761 + Penalty 3233.451696 = -2109313.876066 nChanged 4 SP:Iteration 83Q (152.376792 sec): 3 clusters Score: Raw -2112547.587708 + Penalty 3233.451696 = -2109314.136013 nChanged 6 SP:Iteration 84Q (152.448100 sec): 3 clusters Score: Raw -2112547.902452 + Penalty 3233.451696 = -2109314.450756 nChanged 4 SP:Iteration 85Q (152.527212 sec): 3 clusters Score: Raw -2112548.265547 + Penalty 3233.451696 = -2109314.813851 nChanged 3 SP:Iteration 86Q (152.608146 sec): 3 clusters Score: Raw -2112548.391933 + Penalty 3233.451696 = -2109314.940237 nChanged 4 SP:Iteration 87Q (152.677027 sec): 3 clusters Score: Raw -2112548.604699 + Penalty 3233.451696 = -2109315.153004 nChanged 4 SP:Iteration 88Q (152.762900 sec): 3 clusters Score: Raw -2112548.882721 + Penalty 3233.451696 = -2109315.431025 nChanged 9 SP:Iteration 89Q (152.838222 sec): 3 clusters Score: Raw -2112549.561753 + Penalty 3233.451696 = -2109316.110058 nChanged 10 SP:Iteration 90Q (152.922845 sec): 3 clusters Score: Raw -2112550.193514 + Penalty 3233.451696 = -2109316.741819 nChanged 9 SP:Iteration 91Q (153.004312 sec): 3 clusters Score: Raw -2112550.507777 + Penalty 3233.451696 = -2109317.056082 nChanged 4 SP:Iteration 92Q (153.079394 sec): 3 clusters Score: Raw -2112550.714866 + Penalty 3233.451696 = -2109317.263170 nChanged 4 SP:Iteration 93Q (153.165934 sec): 3 clusters Score: Raw -2112550.953604 + Penalty 3233.451696 = -2109317.501908 nChanged 7 SP:Iteration 94Q (153.248032 sec): 3 clusters Score: Raw -2112551.177770 + Penalty 3233.451696 = -2109317.726075 nChanged 3 SP:Iteration 95Q (153.328806 sec): 3 clusters Score: Raw -2112551.369918 + Penalty 3233.451696 = -2109317.918222 nChanged 7 SP:Iteration 96Q (153.407239 sec): 3 clusters Score: Raw -2112551.980580 + Penalty 3233.451696 = -2109318.528885 nChanged 9 SP:Iteration 97Q (153.494645 sec): 3 clusters Score: Raw -2112552.862693 + Penalty 3233.451696 = -2109319.410997 nChanged 14 SP:Iteration 98Q (153.579168 sec): 3 clusters Score: Raw -2112554.181280 + Penalty 3233.451696 = -2109320.729585 nChanged 9 SP:Iteration 99Q (153.656640 sec): 3 clusters Score: Raw -2112554.924790 + Penalty 3233.451696 = -2109321.473095 nChanged 8 SP:Iteration 100F (153.727815 sec): 3 clusters Score: Raw -2112555.608278 + Penalty 3233.451696 = -2109322.156582 nChanged 8 SP:Iteration 101Q (153.804733 sec): 3 clusters Score: Raw -2112556.493899 + Penalty 3233.451696 = -2109323.042204 nChanged 8 SP:Iteration 102Q (153.887611 sec): 3 clusters Score: Raw -2112557.180101 + Penalty 3233.451696 = -2109323.728405 nChanged 6 SP:Iteration 103Q (153.959825 sec): 3 clusters Score: Raw -2112557.752659 + Penalty 3233.451696 = -2109324.300963 nChanged 10 SP:Iteration 104Q (154.043234 sec): 3 clusters Score: Raw -2112558.587957 + Penalty 3233.451696 = -2109325.136262 nChanged 8 SP:Iteration 105Q (154.126186 sec): 3 clusters Score: Raw -2112559.106709 + Penalty 3233.451696 = -2109325.655013 nChanged 7 SP:Iteration 106Q (154.205540 sec): 3 clusters Score: Raw -2112559.849047 + Penalty 3233.451696 = -2109326.397351 nChanged 13 SP:Iteration 107Q (154.289883 sec): 3 clusters Score: Raw -2112560.773375 + Penalty 3233.451696 = -2109327.321679 nChanged 11 SP:Iteration 108Q (154.365524 sec): 3 clusters Score: Raw -2112561.786510 + Penalty 3233.451696 = -2109328.334815 nChanged 12 SP:Iteration 109Q (154.451615 sec): 3 clusters Score: Raw -2112563.070986 + Penalty 3233.451696 = -2109329.619290 nChanged 15 SP:Iteration 110Q (154.535548 sec): 3 clusters Score: Raw -2112564.619932 + Penalty 3233.451696 = -2109331.168237 nChanged 11 SP:Iteration 111Q (154.617747 sec): 3 clusters Score: Raw -2112565.343830 + Penalty 3233.451696 = -2109331.892134 nChanged 4 SP:Iteration 112Q (154.697585 sec): 3 clusters Score: Raw -2112565.656155 + Penalty 3233.451696 = -2109332.204460 nChanged 3 SP:Iteration 113Q (154.762604 sec): 3 clusters Score: Raw -2112565.843328 + Penalty 3233.451696 = -2109332.391633 nChanged 2 SP:Iteration 114Q (154.842609 sec): 3 clusters Score: Raw -2112565.905741 + Penalty 3233.451696 = -2109332.454045 nChanged 2 SP:Iteration 115Q (154.915415 sec): 3 clusters Score: Raw -2112565.986407 + Penalty 3233.451696 = -2109332.534711 nChanged 2 SP:Iteration 116Q (154.999003 sec): 3 clusters Score: Raw -2112566.056672 + Penalty 3233.451696 = -2109332.604977 nChanged 1 SP:Iteration 117Q (155.077558 sec): 3 clusters Score: Raw -2112566.124633 + Penalty 3233.451696 = -2109332.672938 nChanged 1 SP:Iteration 118Q (155.167019 sec): 3 clusters Score: Raw -2112566.181011 + Penalty 3233.451696 = -2109332.729316 nChanged 1 SP:Iteration 119Q (155.244434 sec): 3 clusters Score: Raw -2112566.313545 + Penalty 3233.451696 = -2109332.861850 nChanged 2 SP:Iteration 120F (155.314857 sec): 3 clusters Score: Raw -2112566.430561 + Penalty 3233.451696 = -2109332.978865 nChanged 1 SP:Iteration 121Q (155.395296 sec): 3 clusters Score: Raw -2112566.449510 + Penalty 3233.451696 = -2109332.997814 nChanged 0 SP:Iteration 122F (155.475756 sec): 3 clusters Score: Raw -2112566.449510 + Penalty 3233.451696 = -2109332.997814 nChanged 0 Score: Raw -49733625.223703 + Penalty 44728.538239 = -49688896.685464 Splitting cluster 8 changes total score from -49654463.869589 to -49688896.685464 So it's getting split into cluster 21. Trying to split cluster 9 (16519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (162.091391 sec): 2 clusters Score: Raw -1599431.826979 + Penalty 1578.243308 = -1597853.583670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (162.155477 sec): 3 clusters Score: Raw -1589628.694495 + Penalty 3156.486617 = -1586472.207878 nChanged 7407 SP:Iteration 1F (162.239420 sec): 3 clusters Score: Raw -1593794.147726 + Penalty 3156.486617 = -1590637.661109 nChanged 966 SP:Iteration 2F (162.303344 sec): 3 clusters Score: Raw -1594246.668545 + Penalty 3156.486617 = -1591090.181928 nChanged 868 SP:Iteration 3F (162.388279 sec): 3 clusters Score: Raw -1594751.080924 + Penalty 3156.486617 = -1591594.594307 nChanged 949 SP:Iteration 4F (162.453721 sec): 3 clusters Score: Raw -1595684.948993 + Penalty 3156.486617 = -1592528.462377 nChanged 1255 SP:Iteration 5F (162.524292 sec): 3 clusters Score: Raw -1597775.168199 + Penalty 3156.486617 = -1594618.681583 nChanged 1500 SP:Iteration 6F (162.595201 sec): 3 clusters Score: Raw -1600201.515677 + Penalty 3156.486617 = -1597045.029061 nChanged 1498 SP:Iteration 7F (162.665348 sec): 3 clusters Score: Raw -1601461.939207 + Penalty 3156.486617 = -1598305.452591 nChanged 1075 SP:Iteration 8F (162.749431 sec): 3 clusters Score: Raw -1602270.689524 + Penalty 3156.486617 = -1599114.202907 nChanged 762 SP:Iteration 9Q (162.820067 sec): 3 clusters Score: Raw -1602844.221895 + Penalty 3156.486617 = -1599687.735278 nChanged 517 SP:Iteration 10Q (162.886054 sec): 3 clusters Score: Raw -1603217.071779 + Penalty 3156.486617 = -1600060.585162 nChanged 368 SP:Iteration 11Q (162.959333 sec): 3 clusters Score: Raw -1603500.098552 + Penalty 3156.486617 = -1600343.611935 nChanged 291 SP:Iteration 12Q (163.019751 sec): 3 clusters Score: Raw -1603830.477539 + Penalty 3156.486617 = -1600673.990922 nChanged 276 SP:Iteration 13Q (163.100394 sec): 3 clusters Score: Raw -1604245.320127 + Penalty 3156.486617 = -1601088.833511 nChanged 278 SP:Iteration 14Q (163.168533 sec): 3 clusters Score: Raw -1604735.697457 + Penalty 3156.486617 = -1601579.210840 nChanged 223 SP:Iteration 15Q (163.233618 sec): 3 clusters Score: Raw -1605266.029028 + Penalty 3156.486617 = -1602109.542412 nChanged 118 SP:Iteration 16Q (163.314982 sec): 3 clusters Score: Raw -1605666.863360 + Penalty 3156.486617 = -1602510.376744 nChanged 38 SP:Iteration 17Q (163.377061 sec): 3 clusters Score: Raw -1605820.377671 + Penalty 3156.486617 = -1602663.891054 nChanged 19 SP:Iteration 18Q (163.447911 sec): 3 clusters Score: Raw -1605894.421201 + Penalty 3156.486617 = -1602737.934584 nChanged 15 SP:Iteration 19Q (163.519367 sec): 3 clusters Score: Raw -1605898.731473 + Penalty 3156.486617 = -1602742.244857 nChanged 4 SP:Iteration 20F (163.586706 sec): 3 clusters Score: Raw -1605899.411381 + Penalty 3156.486617 = -1602742.924764 nChanged 1 SP:Iteration 21Q (163.648687 sec): 3 clusters Score: Raw -1605899.614093 + Penalty 3156.486617 = -1602743.127476 nChanged 1 SP:Iteration 22Q (163.720891 sec): 3 clusters Score: Raw -1605899.740050 + Penalty 3156.486617 = -1602743.253433 nChanged 0 SP:Iteration 23F (163.785766 sec): 3 clusters Score: Raw -1605899.740050 + Penalty 3156.486617 = -1602743.253433 nChanged 0 Score: Raw -49740093.136774 + Penalty 46858.468631 = -49693234.668143 Splitting cluster 9 changes total score from -49654463.869589 to -49693234.668143 So it's getting split into cluster 22. Trying to split cluster 10 (3504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (170.703040 sec): 2 clusters Score: Raw -348353.605465 + Penalty 1326.269823 = -347027.335642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (170.758674 sec): 3 clusters Score: Raw -346590.175782 + Penalty 2652.539647 = -343937.636135 nChanged 1329 SP:Iteration 1F (170.802085 sec): 3 clusters Score: Raw -347351.661002 + Penalty 2652.539647 = -344699.121355 nChanged 292 SP:Iteration 2F (170.862931 sec): 3 clusters Score: Raw -347532.324000 + Penalty 2652.539647 = -344879.784353 nChanged 196 SP:Iteration 3F (170.921039 sec): 3 clusters Score: Raw -347658.131385 + Penalty 2652.539647 = -345005.591739 nChanged 151 SP:Iteration 4Q (170.970778 sec): 3 clusters Score: Raw -347739.332642 + Penalty 2652.539647 = -345086.792995 nChanged 108 SP:Iteration 5Q (171.017204 sec): 3 clusters Score: Raw -347798.496452 + Penalty 2652.539647 = -345145.956805 nChanged 95 SP:Iteration 6Q (171.067275 sec): 3 clusters Score: Raw -347855.054787 + Penalty 2652.539647 = -345202.515140 nChanged 73 SP:Iteration 7Q (171.127510 sec): 3 clusters Score: Raw -347896.986194 + Penalty 2652.539647 = -345244.446547 nChanged 81 SP:Iteration 8Q (171.180253 sec): 3 clusters Score: Raw -347944.161814 + Penalty 2652.539647 = -345291.622167 nChanged 71 SP:Iteration 9Q (171.238867 sec): 3 clusters Score: Raw -347986.963735 + Penalty 2652.539647 = -345334.424088 nChanged 83 SP:Iteration 10Q (171.281652 sec): 3 clusters Score: Raw -348034.190027 + Penalty 2652.539647 = -345381.650380 nChanged 69 SP:Iteration 11Q (171.335698 sec): 3 clusters Score: Raw -348068.217142 + Penalty 2652.539647 = -345415.677495 nChanged 53 SP:Iteration 12Q (171.390664 sec): 3 clusters Score: Raw -348093.661069 + Penalty 2652.539647 = -345441.121422 nChanged 51 SP:Iteration 13Q (171.450704 sec): 3 clusters Score: Raw -348119.246908 + Penalty 2652.539647 = -345466.707261 nChanged 48 SP:Iteration 14Q (171.496294 sec): 3 clusters Score: Raw -348148.443671 + Penalty 2652.539647 = -345495.904024 nChanged 53 SP:Iteration 15Q (171.546373 sec): 3 clusters Score: Raw -348184.230579 + Penalty 2652.539647 = -345531.690932 nChanged 49 SP:Iteration 16Q (171.603890 sec): 3 clusters Score: Raw -348217.102965 + Penalty 2652.539647 = -345564.563318 nChanged 39 SP:Iteration 17Q (171.659848 sec): 3 clusters Score: Raw -348244.161169 + Penalty 2652.539647 = -345591.621522 nChanged 42 SP:Iteration 18Q (171.711009 sec): 3 clusters Score: Raw -348276.939394 + Penalty 2652.539647 = -345624.399747 nChanged 42 SP:Iteration 19Q (171.751907 sec): 3 clusters Score: Raw -348303.050388 + Penalty 2652.539647 = -345650.510741 nChanged 31 SP:Iteration 20F (171.802433 sec): 3 clusters Score: Raw -348321.998689 + Penalty 2652.539647 = -345669.459042 nChanged 30 SP:Iteration 21Q (171.855145 sec): 3 clusters Score: Raw -348347.813718 + Penalty 2652.539647 = -345695.274072 nChanged 31 SP:Iteration 22Q (171.904597 sec): 3 clusters Score: Raw -348369.026787 + Penalty 2652.539647 = -345716.487140 nChanged 27 SP:Iteration 23Q (171.955165 sec): 3 clusters Score: Raw -348382.621671 + Penalty 2652.539647 = -345730.082024 nChanged 19 SP:Iteration 24Q (172.009566 sec): 3 clusters Score: Raw -348393.346004 + Penalty 2652.539647 = -345740.806357 nChanged 15 SP:Iteration 25Q (172.058221 sec): 3 clusters Score: Raw -348404.144223 + Penalty 2652.539647 = -345751.604576 nChanged 12 SP:Iteration 26Q (172.115654 sec): 3 clusters Score: Raw -348413.939089 + Penalty 2652.539647 = -345761.399442 nChanged 17 SP:Iteration 27Q (172.169225 sec): 3 clusters Score: Raw -348424.094606 + Penalty 2652.539647 = -345771.554959 nChanged 14 SP:Iteration 28Q (172.217036 sec): 3 clusters Score: Raw -348432.529011 + Penalty 2652.539647 = -345779.989364 nChanged 15 SP:Iteration 29Q (172.273488 sec): 3 clusters Score: Raw -348443.569250 + Penalty 2652.539647 = -345791.029603 nChanged 10 SP:Iteration 30Q (172.327482 sec): 3 clusters Score: Raw -348449.968958 + Penalty 2652.539647 = -345797.429311 nChanged 9 SP:Iteration 31Q (172.379582 sec): 3 clusters Score: Raw -348454.731930 + Penalty 2652.539647 = -345802.192283 nChanged 4 SP:Iteration 32Q (172.437144 sec): 3 clusters Score: Raw -348457.904023 + Penalty 2652.539647 = -345805.364376 nChanged 5 SP:Iteration 33Q (172.483756 sec): 3 clusters Score: Raw -348461.101311 + Penalty 2652.539647 = -345808.561664 nChanged 7 SP:Iteration 34Q (172.524353 sec): 3 clusters Score: Raw -348465.995605 + Penalty 2652.539647 = -345813.455958 nChanged 7 SP:Iteration 35Q (172.574277 sec): 3 clusters Score: Raw -348470.482786 + Penalty 2652.539647 = -345817.943139 nChanged 9 SP:Iteration 36Q (172.623223 sec): 3 clusters Score: Raw -348476.263022 + Penalty 2652.539647 = -345823.723375 nChanged 3 SP:Iteration 37Q (172.678230 sec): 3 clusters Score: Raw -348478.164894 + Penalty 2652.539647 = -345825.625247 nChanged 1 SP:Iteration 38Q (172.738009 sec): 3 clusters Score: Raw -348478.475996 + Penalty 2652.539647 = -345825.936349 nChanged 1 SP:Iteration 39Q (172.781619 sec): 3 clusters Score: Raw -348478.848851 + Penalty 2652.539647 = -345826.309204 nChanged 0 SP:Iteration 40F (172.838765 sec): 3 clusters Score: Raw -348478.848851 + Penalty 2652.539647 = -345826.309204 nChanged 0 Trying to split cluster 11 (164192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.159228 sec): 2 clusters Score: Raw -17249986.321040 + Penalty 1951.428660 = -17248034.892380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.490236 sec): 3 clusters Score: Raw -17141744.994342 + Penalty 3902.857320 = -17137842.137022 nChanged 79377 SP:Iteration 1F (173.813156 sec): 3 clusters Score: Raw -17190683.678784 + Penalty 3902.857320 = -17186780.821464 nChanged 6700 SP:Iteration 2Q (174.150284 sec): 3 clusters Score: Raw -17193204.299513 + Penalty 3902.857320 = -17189301.442193 nChanged 7528 SP:Iteration 3Q (174.477837 sec): 3 clusters Score: Raw -17196646.473244 + Penalty 3902.857320 = -17192743.615924 nChanged 8312 SP:Iteration 4F (174.791521 sec): 3 clusters Score: Raw -17200919.799179 + Penalty 3902.857320 = -17197016.941859 nChanged 8964 SP:Iteration 5F (175.102775 sec): 3 clusters Score: Raw -17206182.238217 + Penalty 3902.857320 = -17202279.380897 nChanged 9607 SP:Iteration 6F (175.412807 sec): 3 clusters Score: Raw -17212916.463299 + Penalty 3902.857320 = -17209013.605979 nChanged 10364 SP:Iteration 7F (175.727511 sec): 3 clusters Score: Raw -17224000.833684 + Penalty 3902.857320 = -17220097.976365 nChanged 10046 SP:Iteration 8F (176.035654 sec): 3 clusters Score: Raw -17243873.999851 + Penalty 3902.857320 = -17239971.142531 nChanged 7780 SP:Iteration 9Q (176.335144 sec): 3 clusters Score: Raw -17252882.408391 + Penalty 3902.857320 = -17248979.551071 nChanged 7199 SP:Iteration 10Q (176.639804 sec): 3 clusters Score: Raw -17256750.547238 + Penalty 3902.857320 = -17252847.689918 nChanged 5568 SP:Iteration 11Q (176.944548 sec): 3 clusters Score: Raw -17259252.826553 + Penalty 3902.857320 = -17255349.969233 nChanged 4584 SP:Iteration 12Q (177.248787 sec): 3 clusters Score: Raw -17261128.910344 + Penalty 3902.857320 = -17257226.053024 nChanged 3825 SP:Iteration 13Q (177.546831 sec): 3 clusters Score: Raw -17262548.976263 + Penalty 3902.857320 = -17258646.118943 nChanged 3277 SP:Iteration 14Q (177.850873 sec): 3 clusters Score: Raw -17263680.608509 + Penalty 3902.857320 = -17259777.751189 nChanged 2760 SP:Iteration 15Q (178.153703 sec): 3 clusters Score: Raw -17264636.917627 + Penalty 3902.857320 = -17260734.060307 nChanged 2499 SP:Iteration 16Q (178.457436 sec): 3 clusters Score: Raw -17265468.477448 + Penalty 3902.857320 = -17261565.620128 nChanged 2077 SP:Iteration 17Q (178.767993 sec): 3 clusters Score: Raw -17266049.718226 + Penalty 3902.857320 = -17262146.860906 nChanged 1560 SP:Iteration 18Q (179.068770 sec): 3 clusters Score: Raw -17266394.167592 + Penalty 3902.857320 = -17262491.310272 nChanged 1253 SP:Iteration 19Q (179.349175 sec): 3 clusters Score: Raw -17266613.445056 + Penalty 3902.857320 = -17262710.587736 nChanged 1009 SP:Iteration 20F (179.667077 sec): 3 clusters Score: Raw -17266967.664955 + Penalty 3902.857320 = -17263064.807635 nChanged 1033 SP:Iteration 21Q (179.975928 sec): 3 clusters Score: Raw -17267172.451225 + Penalty 3902.857320 = -17263269.593905 nChanged 883 SP:Iteration 22Q (180.275251 sec): 3 clusters Score: Raw -17267309.413186 + Penalty 3902.857320 = -17263406.555867 nChanged 856 SP:Iteration 23Q (180.579534 sec): 3 clusters Score: Raw -17267430.555234 + Penalty 3902.857320 = -17263527.697914 nChanged 805 SP:Iteration 24Q (180.887340 sec): 3 clusters Score: Raw -17267531.740048 + Penalty 3902.857320 = -17263628.882728 nChanged 746 SP:Iteration 25Q (181.190529 sec): 3 clusters Score: Raw -17267617.682668 + Penalty 3902.857320 = -17263714.825348 nChanged 757 SP:Iteration 26Q (181.498049 sec): 3 clusters Score: Raw -17267710.735629 + Penalty 3902.857320 = -17263807.878309 nChanged 809 SP:Iteration 27Q (181.808629 sec): 3 clusters Score: Raw -17267821.541725 + Penalty 3902.857320 = -17263918.684405 nChanged 835 SP:Iteration 28Q (182.109000 sec): 3 clusters Score: Raw -17267941.893419 + Penalty 3902.857320 = -17264039.036099 nChanged 850 SP:Iteration 29Q (182.409383 sec): 3 clusters Score: Raw -17268072.077355 + Penalty 3902.857320 = -17264169.220036 nChanged 848 SP:Iteration 30Q (182.715118 sec): 3 clusters Score: Raw -17268216.373679 + Penalty 3902.857320 = -17264313.516359 nChanged 902 SP:Iteration 31Q (183.008756 sec): 3 clusters Score: Raw -17268381.594380 + Penalty 3902.857320 = -17264478.737060 nChanged 912 SP:Iteration 32Q (183.313782 sec): 3 clusters Score: Raw -17268567.634204 + Penalty 3902.857320 = -17264664.776884 nChanged 941 SP:Iteration 33Q (183.621364 sec): 3 clusters Score: Raw -17268779.884227 + Penalty 3902.857320 = -17264877.026907 nChanged 968 SP:Iteration 34Q (183.926158 sec): 3 clusters Score: Raw -17269003.819287 + Penalty 3902.857320 = -17265100.961967 nChanged 981 SP:Iteration 35Q (184.231017 sec): 3 clusters Score: Raw -17269252.305014 + Penalty 3902.857320 = -17265349.447694 nChanged 1021 SP:Iteration 36Q (184.532032 sec): 3 clusters Score: Raw -17269534.655971 + Penalty 3902.857320 = -17265631.798651 nChanged 1060 SP:Iteration 37Q (184.831356 sec): 3 clusters Score: Raw -17269867.048271 + Penalty 3902.857320 = -17265964.190951 nChanged 1149 SP:Iteration 38Q (185.117140 sec): 3 clusters Score: Raw -17270276.899574 + Penalty 3902.857320 = -17266374.042254 nChanged 1238 SP:Iteration 39Q (185.427879 sec): 3 clusters Score: Raw -17270792.790184 + Penalty 3902.857320 = -17266889.932864 nChanged 1358 SP:Iteration 40F (185.738154 sec): 3 clusters Score: Raw -17271494.588047 + Penalty 3902.857320 = -17267591.730728 nChanged 1595 SP:Iteration 41Q (186.036752 sec): 3 clusters Score: Raw -17272604.857493 + Penalty 3902.857320 = -17268702.000173 nChanged 1877 SP:Iteration 42Q (186.344381 sec): 3 clusters Score: Raw -17274601.044263 + Penalty 3902.857320 = -17270698.186943 nChanged 2324 SP:Iteration 43Q (186.642334 sec): 3 clusters Score: Raw -17279302.643330 + Penalty 3902.857320 = -17275399.786010 nChanged 2792 SP:Iteration 44Q (186.944587 sec): 3 clusters Score: Raw -17292821.421681 + Penalty 3902.857320 = -17288918.564361 nChanged 1899 SP:Iteration 45Q (187.246655 sec): 3 clusters Score: Raw -17311177.825776 + Penalty 3902.857320 = -17307274.968457 nChanged 304 SP:Iteration 46Q (187.510039 sec): 3 clusters Score: Raw -17313325.787663 + Penalty 3902.857320 = -17309422.930343 nChanged 4 SP:Iteration 47Q (187.756535 sec): 3 clusters Score: Raw -17313325.853962 + Penalty 3902.857320 = -17309422.996642 nChanged 0 SP:Iteration 48F (188.074172 sec): 3 clusters Score: Raw -17313325.853962 + Penalty 3902.857320 = -17309422.996642 nChanged 0 Score: Raw -49803432.669695 + Penalty 48988.399023 = -49754444.270672 Splitting cluster 11 changes total score from -49654463.869589 to -49754444.270672 So it's getting split into cluster 23. Trying to split cluster 12 (591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (195.184914 sec): 2 clusters Score: Raw -42348.607352 + Penalty 1037.045103 = -41311.562250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (195.219827 sec): 3 clusters Score: Raw -42489.910486 + Penalty 2074.090206 = -40415.820280 nChanged 183 SP:Iteration 1F (195.268564 sec): 3 clusters Score: Raw -43066.575141 + Penalty 2074.090206 = -40992.484935 nChanged 81 SP:Iteration 2F (195.316350 sec): 3 clusters Score: Raw -43349.169938 + Penalty 2074.090206 = -41275.079733 nChanged 48 SP:Iteration 3F (195.360806 sec): 3 clusters Score: Raw -43605.163525 + Penalty 2074.090206 = -41531.073319 nChanged 23 SP:Iteration 4Q (195.397851 sec): 3 clusters Score: Raw -43744.382578 + Penalty 2074.090206 = -41670.292372 nChanged 16 SP:Iteration 5Q (195.444161 sec): 3 clusters Score: Raw -43840.827608 + Penalty 2074.090206 = -41766.737402 nChanged 9 SP:Iteration 6Q (195.495971 sec): 3 clusters Score: Raw -43888.325397 + Penalty 2074.090206 = -41814.235192 nChanged 9 SP:Iteration 7Q (195.539884 sec): 3 clusters Score: Raw -43910.314015 + Penalty 2074.090206 = -41836.223810 nChanged 7 SP:Iteration 8Q (195.596240 sec): 3 clusters Score: Raw -43925.694904 + Penalty 2074.090206 = -41851.604698 nChanged 4 SP:Iteration 9Q (195.636335 sec): 3 clusters Score: Raw -43938.942571 + Penalty 2074.090206 = -41864.852365 nChanged 2 SP:Iteration 10Q (195.671006 sec): 3 clusters Score: Raw -43945.308327 + Penalty 2074.090206 = -41871.218122 nChanged 0 SP:Iteration 11F (195.718094 sec): 3 clusters Score: Raw -43965.205912 + Penalty 2074.090206 = -41891.115706 nChanged 4 SP:Iteration 12Q (195.763302 sec): 3 clusters Score: Raw -44125.506729 + Penalty 2074.090206 = -42051.416523 nChanged 8 SP:Iteration 13Q (195.796118 sec): 3 clusters Score: Raw -44164.478086 + Penalty 2074.090206 = -42090.387880 nChanged 6 SP:Iteration 14Q (195.839935 sec): 3 clusters Score: Raw -44177.866644 + Penalty 2074.090206 = -42103.776439 nChanged 5 SP:Iteration 15Q (195.889519 sec): 3 clusters Score: Raw -44208.621970 + Penalty 2074.090206 = -42134.531765 nChanged 2 SP:Iteration 16Q (195.930845 sec): 3 clusters Score: Raw -44213.501137 + Penalty 2074.090206 = -42139.410931 nChanged 2 SP:Iteration 17Q (195.977052 sec): 3 clusters Score: Raw -44216.823526 + Penalty 2074.090206 = -42142.733320 nChanged 1 SP:Iteration 18Q (196.027583 sec): 3 clusters Score: Raw -44217.559754 + Penalty 2074.090206 = -42143.469548 nChanged 1 SP:Iteration 19Q (196.071151 sec): 3 clusters Score: Raw -44218.756825 + Penalty 2074.090206 = -42144.666619 nChanged 0 SP:Iteration 20F (196.113978 sec): 3 clusters Score: Raw -44223.776357 + Penalty 2074.090206 = -42149.686151 nChanged 1 SP:Iteration 21Q (196.165650 sec): 3 clusters Score: Raw -44263.140289 + Penalty 2074.090206 = -42189.050084 nChanged 3 SP:Iteration 22Q (196.214824 sec): 3 clusters Score: Raw -44385.385247 + Penalty 2074.090206 = -42311.295042 nChanged 6 SP:Iteration 23Q (196.249383 sec): 3 clusters Score: Raw -44406.320963 + Penalty 2074.090206 = -42332.230757 nChanged 4 SP:Iteration 24Q (196.293591 sec): 3 clusters Score: Raw -44416.778577 + Penalty 2074.090206 = -42342.688371 nChanged 4 SP:Iteration 25Q (196.357489 sec): 3 clusters Score: Raw -44434.732278 + Penalty 2074.090206 = -42360.642072 nChanged 5 SP:Iteration 26Q (196.393945 sec): 3 clusters Score: Raw -44447.203772 + Penalty 2074.090206 = -42373.113566 nChanged 4 SP:Iteration 27Q (196.441214 sec): 3 clusters Score: Raw -44468.003726 + Penalty 2074.090206 = -42393.913521 nChanged 3 SP:Iteration 28Q (196.487104 sec): 3 clusters Score: Raw -44470.011347 + Penalty 2074.090206 = -42395.921141 nChanged 1 SP:Iteration 29Q (196.529410 sec): 3 clusters Score: Raw -44471.303771 + Penalty 2074.090206 = -42397.213566 nChanged 2 SP:Iteration 30Q (196.575101 sec): 3 clusters Score: Raw -44472.765203 + Penalty 2074.090206 = -42398.674998 nChanged 0 SP:Iteration 31F (196.621036 sec): 3 clusters Score: Raw -44472.765203 + Penalty 2074.090206 = -42398.674998 nChanged 0 Score: Raw -49805556.827546 + Penalty 51118.329415 = -49754438.498131 Splitting cluster 12 changes total score from -49654463.869589 to -49754438.498131 So it's getting split into cluster 24. Trying to split cluster 13 (6264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (204.022742 sec): 2 clusters Score: Raw -608430.440611 + Penalty 1420.668314 = -607009.772297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (204.072701 sec): 3 clusters Score: Raw -605107.999236 + Penalty 2841.336627 = -602266.662608 nChanged 2597 SP:Iteration 1F (204.129857 sec): 3 clusters Score: Raw -606618.393252 + Penalty 2841.336627 = -603777.056624 nChanged 503 SP:Iteration 2F (204.184084 sec): 3 clusters Score: Raw -606901.604149 + Penalty 2841.336627 = -604060.267522 nChanged 423 SP:Iteration 3F (204.247064 sec): 3 clusters Score: Raw -607238.787389 + Penalty 2841.336627 = -604397.450762 nChanged 435 SP:Iteration 4F (204.292846 sec): 3 clusters Score: Raw -607650.645611 + Penalty 2841.336627 = -604809.308983 nChanged 454 SP:Iteration 5F (204.345251 sec): 3 clusters Score: Raw -608115.213063 + Penalty 2841.336627 = -605273.876435 nChanged 437 SP:Iteration 6F (204.405601 sec): 3 clusters Score: Raw -608519.604588 + Penalty 2841.336627 = -605678.267960 nChanged 372 SP:Iteration 7F (204.458248 sec): 3 clusters Score: Raw -608856.595877 + Penalty 2841.336627 = -606015.259249 nChanged 301 SP:Iteration 8Q (204.517563 sec): 3 clusters Score: Raw -609100.904999 + Penalty 2841.336627 = -606259.568372 nChanged 217 SP:Iteration 9Q (204.573006 sec): 3 clusters Score: Raw -609267.999210 + Penalty 2841.336627 = -606426.662583 nChanged 163 SP:Iteration 10Q (204.627554 sec): 3 clusters Score: Raw -609387.035602 + Penalty 2841.336627 = -606545.698975 nChanged 98 SP:Iteration 11Q (204.672875 sec): 3 clusters Score: Raw -609425.865553 + Penalty 2841.336627 = -606584.528925 nChanged 36 SP:Iteration 12Q (204.730261 sec): 3 clusters Score: Raw -609437.166805 + Penalty 2841.336627 = -606595.830178 nChanged 28 SP:Iteration 13Q (204.793201 sec): 3 clusters Score: Raw -609446.574623 + Penalty 2841.336627 = -606605.237996 nChanged 18 SP:Iteration 14Q (204.855339 sec): 3 clusters Score: Raw -609452.276740 + Penalty 2841.336627 = -606610.940112 nChanged 14 SP:Iteration 15Q (204.906471 sec): 3 clusters Score: Raw -609454.768759 + Penalty 2841.336627 = -606613.432132 nChanged 14 SP:Iteration 16Q (204.955859 sec): 3 clusters Score: Raw -609457.030770 + Penalty 2841.336627 = -606615.694143 nChanged 9 SP:Iteration 17Q (205.016731 sec): 3 clusters Score: Raw -609458.674098 + Penalty 2841.336627 = -606617.337471 nChanged 8 SP:Iteration 18Q (205.066490 sec): 3 clusters Score: Raw -609460.578873 + Penalty 2841.336627 = -606619.242246 nChanged 6 SP:Iteration 19Q (205.122613 sec): 3 clusters Score: Raw -609462.281308 + Penalty 2841.336627 = -606620.944681 nChanged 8 SP:Iteration 20F (205.177074 sec): 3 clusters Score: Raw -609463.218568 + Penalty 2841.336627 = -606621.881941 nChanged 4 SP:Iteration 21Q (205.231363 sec): 3 clusters Score: Raw -609464.204918 + Penalty 2841.336627 = -606622.868291 nChanged 3 SP:Iteration 22Q (205.292966 sec): 3 clusters Score: Raw -609464.347036 + Penalty 2841.336627 = -606623.010408 nChanged 1 SP:Iteration 23Q (205.351572 sec): 3 clusters Score: Raw -609464.393591 + Penalty 2841.336627 = -606623.056964 nChanged 0 SP:Iteration 24F (205.391013 sec): 3 clusters Score: Raw -609464.393591 + Penalty 2841.336627 = -606623.056964 nChanged 0 Trying to split cluster 14 (1865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.423473 sec): 2 clusters Score: Raw -167113.349074 + Penalty 1223.790154 = -165889.558920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.468297 sec): 3 clusters Score: Raw -166371.077588 + Penalty 2447.580308 = -163923.497280 nChanged 678 SP:Iteration 1F (205.522026 sec): 3 clusters Score: Raw -167054.813061 + Penalty 2447.580308 = -164607.232753 nChanged 238 SP:Iteration 2F (205.557777 sec): 3 clusters Score: Raw -167557.323295 + Penalty 2447.580308 = -165109.742987 nChanged 189 SP:Iteration 3F (205.602122 sec): 3 clusters Score: Raw -167970.659719 + Penalty 2447.580308 = -165523.079411 nChanged 140 SP:Iteration 4F (205.658146 sec): 3 clusters Score: Raw -168180.551641 + Penalty 2447.580308 = -165732.971333 nChanged 85 SP:Iteration 5Q (205.703345 sec): 3 clusters Score: Raw -168312.957299 + Penalty 2447.580308 = -165865.376991 nChanged 66 SP:Iteration 6Q (205.742876 sec): 3 clusters Score: Raw -168428.804047 + Penalty 2447.580308 = -165981.223739 nChanged 43 SP:Iteration 7Q (205.794026 sec): 3 clusters Score: Raw -168500.266216 + Penalty 2447.580308 = -166052.685908 nChanged 34 SP:Iteration 8Q (205.839488 sec): 3 clusters Score: Raw -168557.092628 + Penalty 2447.580308 = -166109.512321 nChanged 30 SP:Iteration 9Q (205.884910 sec): 3 clusters Score: Raw -168606.289204 + Penalty 2447.580308 = -166158.708896 nChanged 27 SP:Iteration 10Q (205.931183 sec): 3 clusters Score: Raw -168659.970505 + Penalty 2447.580308 = -166212.390197 nChanged 29 SP:Iteration 11Q (205.977887 sec): 3 clusters Score: Raw -168711.227858 + Penalty 2447.580308 = -166263.647550 nChanged 29 SP:Iteration 12Q (206.016565 sec): 3 clusters Score: Raw -168762.806694 + Penalty 2447.580308 = -166315.226386 nChanged 18 SP:Iteration 13Q (206.073135 sec): 3 clusters Score: Raw -168796.283207 + Penalty 2447.580308 = -166348.702899 nChanged 14 SP:Iteration 14Q (206.111351 sec): 3 clusters Score: Raw -168819.567818 + Penalty 2447.580308 = -166371.987511 nChanged 9 SP:Iteration 15Q (206.162894 sec): 3 clusters Score: Raw -168830.586524 + Penalty 2447.580308 = -166383.006216 nChanged 7 SP:Iteration 16Q (206.215692 sec): 3 clusters Score: Raw -168837.057867 + Penalty 2447.580308 = -166389.477559 nChanged 3 SP:Iteration 17Q (206.252074 sec): 3 clusters Score: Raw -168838.732888 + Penalty 2447.580308 = -166391.152580 nChanged 0 SP:Iteration 18F (206.293552 sec): 3 clusters Score: Raw -168838.732888 + Penalty 2447.580308 = -166391.152580 nChanged 0 Score: Raw -49807282.211360 + Penalty 53248.259808 = -49754033.951552 Splitting cluster 14 changes total score from -49654463.869589 to -49754033.951552 So it's getting split into cluster 25. Trying to split cluster 16 (9541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.041842 sec): 2 clusters Score: Raw -901498.176786 + Penalty 1489.044957 = -900009.131829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.093381 sec): 3 clusters Score: Raw -896273.168580 + Penalty 2978.089914 = -893295.078666 nChanged 4126 SP:Iteration 1F (214.155404 sec): 3 clusters Score: Raw -898875.267942 + Penalty 2978.089914 = -895897.178029 nChanged 831 SP:Iteration 2F (214.213641 sec): 3 clusters Score: Raw -899597.798420 + Penalty 2978.089914 = -896619.708506 nChanged 838 SP:Iteration 3F (214.282731 sec): 3 clusters Score: Raw -900399.401322 + Penalty 2978.089914 = -897421.311409 nChanged 772 SP:Iteration 4F (214.329051 sec): 3 clusters Score: Raw -901165.674711 + Penalty 2978.089914 = -898187.584797 nChanged 641 SP:Iteration 5F (214.393658 sec): 3 clusters Score: Raw -901786.345966 + Penalty 2978.089914 = -898808.256052 nChanged 552 SP:Iteration 6F (214.452711 sec): 3 clusters Score: Raw -902274.614581 + Penalty 2978.089914 = -899296.524668 nChanged 435 SP:Iteration 7Q (214.526390 sec): 3 clusters Score: Raw -902636.502046 + Penalty 2978.089914 = -899658.412132 nChanged 375 SP:Iteration 8Q (214.583289 sec): 3 clusters Score: Raw -902897.969119 + Penalty 2978.089914 = -899919.879205 nChanged 297 SP:Iteration 9Q (214.641959 sec): 3 clusters Score: Raw -903061.638779 + Penalty 2978.089914 = -900083.548865 nChanged 278 SP:Iteration 10Q (214.701675 sec): 3 clusters Score: Raw -903207.494129 + Penalty 2978.089914 = -900229.404215 nChanged 298 SP:Iteration 11Q (214.768180 sec): 3 clusters Score: Raw -903370.816688 + Penalty 2978.089914 = -900392.726774 nChanged 311 SP:Iteration 12Q (214.820296 sec): 3 clusters Score: Raw -903547.868635 + Penalty 2978.089914 = -900569.778721 nChanged 318 SP:Iteration 13Q (214.873229 sec): 3 clusters Score: Raw -903717.450189 + Penalty 2978.089914 = -900739.360275 nChanged 272 SP:Iteration 14Q (214.947436 sec): 3 clusters Score: Raw -903845.232904 + Penalty 2978.089914 = -900867.142990 nChanged 232 SP:Iteration 15Q (214.998013 sec): 3 clusters Score: Raw -903954.380562 + Penalty 2978.089914 = -900976.290649 nChanged 224 SP:Iteration 16Q (215.062047 sec): 3 clusters Score: Raw -904058.879443 + Penalty 2978.089914 = -901080.789530 nChanged 176 SP:Iteration 17Q (215.125976 sec): 3 clusters Score: Raw -904139.607637 + Penalty 2978.089914 = -901161.517723 nChanged 175 SP:Iteration 18Q (215.180741 sec): 3 clusters Score: Raw -904212.845830 + Penalty 2978.089914 = -901234.755917 nChanged 144 SP:Iteration 19Q (215.233086 sec): 3 clusters Score: Raw -904262.953624 + Penalty 2978.089914 = -901284.863710 nChanged 128 SP:Iteration 20F (215.292304 sec): 3 clusters Score: Raw -904313.959990 + Penalty 2978.089914 = -901335.870076 nChanged 119 SP:Iteration 21Q (215.351282 sec): 3 clusters Score: Raw -904355.746453 + Penalty 2978.089914 = -901377.656539 nChanged 111 SP:Iteration 22Q (215.421790 sec): 3 clusters Score: Raw -904389.939418 + Penalty 2978.089914 = -901411.849505 nChanged 79 SP:Iteration 23Q (215.470959 sec): 3 clusters Score: Raw -904409.083531 + Penalty 2978.089914 = -901430.993617 nChanged 62 SP:Iteration 24Q (215.532948 sec): 3 clusters Score: Raw -904425.608476 + Penalty 2978.089914 = -901447.518563 nChanged 60 SP:Iteration 25Q (215.590419 sec): 3 clusters Score: Raw -904442.291552 + Penalty 2978.089914 = -901464.201638 nChanged 52 SP:Iteration 26Q (215.643942 sec): 3 clusters Score: Raw -904451.245418 + Penalty 2978.089914 = -901473.155504 nChanged 36 SP:Iteration 27Q (215.719263 sec): 3 clusters Score: Raw -904457.695956 + Penalty 2978.089914 = -901479.606042 nChanged 24 SP:Iteration 28Q (215.779059 sec): 3 clusters Score: Raw -904460.398726 + Penalty 2978.089914 = -901482.308812 nChanged 9 SP:Iteration 29Q (215.835102 sec): 3 clusters Score: Raw -904461.257776 + Penalty 2978.089914 = -901483.167862 nChanged 7 SP:Iteration 30Q (215.889364 sec): 3 clusters Score: Raw -904462.093624 + Penalty 2978.089914 = -901484.003711 nChanged 5 SP:Iteration 31Q (215.952243 sec): 3 clusters Score: Raw -904462.571542 + Penalty 2978.089914 = -901484.481628 nChanged 8 SP:Iteration 32Q (216.003487 sec): 3 clusters Score: Raw -904463.423200 + Penalty 2978.089914 = -901485.333286 nChanged 4 SP:Iteration 33Q (216.072100 sec): 3 clusters Score: Raw -904463.911083 + Penalty 2978.089914 = -901485.821169 nChanged 3 SP:Iteration 34Q (216.133131 sec): 3 clusters Score: Raw -904464.136799 + Penalty 2978.089914 = -901486.046886 nChanged 2 SP:Iteration 35Q (216.194347 sec): 3 clusters Score: Raw -904464.386887 + Penalty 2978.089914 = -901486.296974 nChanged 1 SP:Iteration 36Q (216.255033 sec): 3 clusters Score: Raw -904464.504832 + Penalty 2978.089914 = -901486.414918 nChanged 0 SP:Iteration 37F (216.304205 sec): 3 clusters Score: Raw -904464.504832 + Penalty 2978.089914 = -901486.414918 nChanged 0 Score: Raw -49810248.539405 + Penalty 55378.190200 = -49754870.349205 Splitting cluster 16 changes total score from -49654463.869589 to -49754870.349205 So it's getting split into cluster 26. Trying to split cluster 17 (11575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (224.602142 sec): 2 clusters Score: Raw -1159618.086985 + Penalty 1520.447968 = -1158097.639017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (224.656973 sec): 3 clusters Score: Raw -1152964.332934 + Penalty 3040.895936 = -1149923.436999 nChanged 5045 SP:Iteration 1F (224.737045 sec): 3 clusters Score: Raw -1155785.088444 + Penalty 3040.895936 = -1152744.192508 nChanged 664 SP:Iteration 2F (224.799686 sec): 3 clusters Score: Raw -1156090.285150 + Penalty 3040.895936 = -1153049.389214 nChanged 610 SP:Iteration 3F (224.857948 sec): 3 clusters Score: Raw -1156346.257173 + Penalty 3040.895936 = -1153305.361237 nChanged 546 SP:Iteration 4Q (224.927971 sec): 3 clusters Score: Raw -1156579.423450 + Penalty 3040.895936 = -1153538.527514 nChanged 491 SP:Iteration 5Q (225.009050 sec): 3 clusters Score: Raw -1156811.489486 + Penalty 3040.895936 = -1153770.593550 nChanged 471 SP:Iteration 6Q (225.075046 sec): 3 clusters Score: Raw -1157028.602404 + Penalty 3040.895936 = -1153987.706468 nChanged 470 SP:Iteration 7Q (225.140472 sec): 3 clusters Score: Raw -1157271.215487 + Penalty 3040.895936 = -1154230.319551 nChanged 520 SP:Iteration 8Q (225.206970 sec): 3 clusters Score: Raw -1157576.074570 + Penalty 3040.895936 = -1154535.178634 nChanged 543 SP:Iteration 9Q (225.266498 sec): 3 clusters Score: Raw -1157932.193809 + Penalty 3040.895936 = -1154891.297873 nChanged 552 SP:Iteration 10Q (225.341760 sec): 3 clusters Score: Raw -1158299.434589 + Penalty 3040.895936 = -1155258.538654 nChanged 536 SP:Iteration 11Q (225.404082 sec): 3 clusters Score: Raw -1158658.274620 + Penalty 3040.895936 = -1155617.378684 nChanged 462 SP:Iteration 12Q (225.473465 sec): 3 clusters Score: Raw -1158981.024195 + Penalty 3040.895936 = -1155940.128259 nChanged 397 SP:Iteration 13Q (225.538555 sec): 3 clusters Score: Raw -1159249.268105 + Penalty 3040.895936 = -1156208.372169 nChanged 329 SP:Iteration 14Q (225.598398 sec): 3 clusters Score: Raw -1159446.595694 + Penalty 3040.895936 = -1156405.699758 nChanged 233 SP:Iteration 15Q (225.661928 sec): 3 clusters Score: Raw -1159573.069581 + Penalty 3040.895936 = -1156532.173645 nChanged 189 SP:Iteration 16Q (225.725041 sec): 3 clusters Score: Raw -1159678.368963 + Penalty 3040.895936 = -1156637.473027 nChanged 157 SP:Iteration 17Q (225.790651 sec): 3 clusters Score: Raw -1159766.972221 + Penalty 3040.895936 = -1156726.076286 nChanged 118 SP:Iteration 18Q (225.852568 sec): 3 clusters Score: Raw -1159827.372467 + Penalty 3040.895936 = -1156786.476531 nChanged 79 SP:Iteration 19Q (225.906184 sec): 3 clusters Score: Raw -1159861.534383 + Penalty 3040.895936 = -1156820.638447 nChanged 64 SP:Iteration 20F (225.968682 sec): 3 clusters Score: Raw -1159893.241807 + Penalty 3040.895936 = -1156852.345872 nChanged 60 SP:Iteration 21Q (226.032327 sec): 3 clusters Score: Raw -1159917.352729 + Penalty 3040.895936 = -1156876.456793 nChanged 38 SP:Iteration 22Q (226.097864 sec): 3 clusters Score: Raw -1159932.102493 + Penalty 3040.895936 = -1156891.206558 nChanged 34 SP:Iteration 23Q (226.168778 sec): 3 clusters Score: Raw -1159946.008747 + Penalty 3040.895936 = -1156905.112812 nChanged 25 SP:Iteration 24Q (226.225815 sec): 3 clusters Score: Raw -1159957.286495 + Penalty 3040.895936 = -1156916.390559 nChanged 26 SP:Iteration 25Q (226.294599 sec): 3 clusters Score: Raw -1159966.159407 + Penalty 3040.895936 = -1156925.263472 nChanged 24 SP:Iteration 26Q (226.358031 sec): 3 clusters Score: Raw -1159975.194384 + Penalty 3040.895936 = -1156934.298448 nChanged 24 SP:Iteration 27Q (226.415425 sec): 3 clusters Score: Raw -1159983.237005 + Penalty 3040.895936 = -1156942.341069 nChanged 20 SP:Iteration 28Q (226.478513 sec): 3 clusters Score: Raw -1159988.933835 + Penalty 3040.895936 = -1156948.037900 nChanged 16 SP:Iteration 29Q (226.532301 sec): 3 clusters Score: Raw -1159994.643360 + Penalty 3040.895936 = -1156953.747424 nChanged 16 SP:Iteration 30Q (226.599586 sec): 3 clusters Score: Raw -1160001.874218 + Penalty 3040.895936 = -1156960.978282 nChanged 16 SP:Iteration 31Q (226.665890 sec): 3 clusters Score: Raw -1160007.767513 + Penalty 3040.895936 = -1156966.871578 nChanged 14 SP:Iteration 32Q (226.711019 sec): 3 clusters Score: Raw -1160011.033358 + Penalty 3040.895936 = -1156970.137422 nChanged 5 SP:Iteration 33Q (226.778563 sec): 3 clusters Score: Raw -1160012.323732 + Penalty 3040.895936 = -1156971.427797 nChanged 4 SP:Iteration 34Q (226.838297 sec): 3 clusters Score: Raw -1160013.927804 + Penalty 3040.895936 = -1156973.031868 nChanged 5 SP:Iteration 35Q (226.905015 sec): 3 clusters Score: Raw -1160015.794283 + Penalty 3040.895936 = -1156974.898347 nChanged 3 SP:Iteration 36Q (226.969031 sec): 3 clusters Score: Raw -1160016.618179 + Penalty 3040.895936 = -1156975.722244 nChanged 4 SP:Iteration 37Q (227.035810 sec): 3 clusters Score: Raw -1160018.102673 + Penalty 3040.895936 = -1156977.206737 nChanged 5 SP:Iteration 38Q (227.100140 sec): 3 clusters Score: Raw -1160019.649758 + Penalty 3040.895936 = -1156978.753822 nChanged 5 SP:Iteration 39Q (227.161127 sec): 3 clusters Score: Raw -1160020.809994 + Penalty 3040.895936 = -1156979.914059 nChanged 0 SP:Iteration 40F (227.221973 sec): 3 clusters Score: Raw -1160020.809994 + Penalty 3040.895936 = -1156979.914059 nChanged 0 Trying to split cluster 18 (46500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (227.314945 sec): 2 clusters Score: Raw -4963313.834889 + Penalty 1746.421234 = -4961567.413655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (227.439285 sec): 3 clusters Score: Raw -4933894.063528 + Penalty 3492.842467 = -4930401.221061 nChanged 21924 SP:Iteration 1F (227.567694 sec): 3 clusters Score: Raw -4946657.802353 + Penalty 3492.842467 = -4943164.959885 nChanged 2558 SP:Iteration 2F (227.680897 sec): 3 clusters Score: Raw -4948004.972893 + Penalty 3492.842467 = -4944512.130426 nChanged 3153 SP:Iteration 3F (227.814794 sec): 3 clusters Score: Raw -4950181.217804 + Penalty 3492.842467 = -4946688.375337 nChanged 3641 SP:Iteration 4F (227.933914 sec): 3 clusters Score: Raw -4953031.188035 + Penalty 3492.842467 = -4949538.345568 nChanged 3696 SP:Iteration 5F (228.054860 sec): 3 clusters Score: Raw -4955767.702344 + Penalty 3492.842467 = -4952274.859877 nChanged 3189 SP:Iteration 6F (228.175863 sec): 3 clusters Score: Raw -4957721.858792 + Penalty 3492.842467 = -4954229.016325 nChanged 2366 SP:Iteration 7F (228.297667 sec): 3 clusters Score: Raw -4958913.019498 + Penalty 3492.842467 = -4955420.177030 nChanged 1766 SP:Iteration 8Q (228.420626 sec): 3 clusters Score: Raw -4959780.867802 + Penalty 3492.842467 = -4956288.025335 nChanged 1465 SP:Iteration 9Q (228.548798 sec): 3 clusters Score: Raw -4960524.641546 + Penalty 3492.842467 = -4957031.799079 nChanged 1310 SP:Iteration 10Q (228.680190 sec): 3 clusters Score: Raw -4961198.634934 + Penalty 3492.842467 = -4957705.792467 nChanged 1161 SP:Iteration 11Q (228.802740 sec): 3 clusters Score: Raw -4961754.193004 + Penalty 3492.842467 = -4958261.350537 nChanged 1027 SP:Iteration 12Q (228.925581 sec): 3 clusters Score: Raw -4962211.996422 + Penalty 3492.842467 = -4958719.153954 nChanged 912 SP:Iteration 13Q (229.061600 sec): 3 clusters Score: Raw -4962570.504307 + Penalty 3492.842467 = -4959077.661839 nChanged 740 SP:Iteration 14Q (229.175926 sec): 3 clusters Score: Raw -4962793.754943 + Penalty 3492.842467 = -4959300.912476 nChanged 609 SP:Iteration 15Q (229.296266 sec): 3 clusters Score: Raw -4962938.073479 + Penalty 3492.842467 = -4959445.231012 nChanged 483 SP:Iteration 16Q (229.428174 sec): 3 clusters Score: Raw -4963036.075399 + Penalty 3492.842467 = -4959543.232932 nChanged 425 SP:Iteration 17Q (229.532451 sec): 3 clusters Score: Raw -4963115.399163 + Penalty 3492.842467 = -4959622.556696 nChanged 366 SP:Iteration 18Q (229.667069 sec): 3 clusters Score: Raw -4963181.668600 + Penalty 3492.842467 = -4959688.826133 nChanged 361 SP:Iteration 19Q (229.781486 sec): 3 clusters Score: Raw -4963249.876466 + Penalty 3492.842467 = -4959757.033999 nChanged 378 SP:Iteration 20F (229.907502 sec): 3 clusters Score: Raw -4963316.241163 + Penalty 3492.842467 = -4959823.398695 nChanged 387 SP:Iteration 21Q (230.034143 sec): 3 clusters Score: Raw -4963386.361602 + Penalty 3492.842467 = -4959893.519135 nChanged 390 SP:Iteration 22Q (230.162444 sec): 3 clusters Score: Raw -4963455.884363 + Penalty 3492.842467 = -4959963.041895 nChanged 381 SP:Iteration 23Q (230.278189 sec): 3 clusters Score: Raw -4963529.386542 + Penalty 3492.842467 = -4960036.544074 nChanged 398 SP:Iteration 24Q (230.395257 sec): 3 clusters Score: Raw -4963602.973114 + Penalty 3492.842467 = -4960110.130647 nChanged 380 SP:Iteration 25Q (230.513422 sec): 3 clusters Score: Raw -4963676.523010 + Penalty 3492.842467 = -4960183.680543 nChanged 406 SP:Iteration 26Q (230.638754 sec): 3 clusters Score: Raw -4963754.268956 + Penalty 3492.842467 = -4960261.426489 nChanged 396 SP:Iteration 27Q (230.766289 sec): 3 clusters Score: Raw -4963826.673564 + Penalty 3492.842467 = -4960333.831097 nChanged 375 SP:Iteration 28Q (230.881577 sec): 3 clusters Score: Raw -4963897.627546 + Penalty 3492.842467 = -4960404.785079 nChanged 399 SP:Iteration 29Q (231.007288 sec): 3 clusters Score: Raw -4963963.948536 + Penalty 3492.842467 = -4960471.106069 nChanged 344 SP:Iteration 30Q (231.109391 sec): 3 clusters Score: Raw -4964017.407197 + Penalty 3492.842467 = -4960524.564730 nChanged 327 SP:Iteration 31Q (231.233428 sec): 3 clusters Score: Raw -4964062.923108 + Penalty 3492.842467 = -4960570.080640 nChanged 283 SP:Iteration 32Q (231.360294 sec): 3 clusters Score: Raw -4964098.126764 + Penalty 3492.842467 = -4960605.284296 nChanged 266 SP:Iteration 33Q (231.475275 sec): 3 clusters Score: Raw -4964132.968535 + Penalty 3492.842467 = -4960640.126068 nChanged 258 SP:Iteration 34Q (231.601091 sec): 3 clusters Score: Raw -4964163.101185 + Penalty 3492.842467 = -4960670.258718 nChanged 218 SP:Iteration 35Q (231.728373 sec): 3 clusters Score: Raw -4964183.667241 + Penalty 3492.842467 = -4960690.824774 nChanged 187 SP:Iteration 36Q (231.844920 sec): 3 clusters Score: Raw -4964202.020986 + Penalty 3492.842467 = -4960709.178519 nChanged 162 SP:Iteration 37Q (231.973646 sec): 3 clusters Score: Raw -4964215.500863 + Penalty 3492.842467 = -4960722.658396 nChanged 144 SP:Iteration 38Q (232.088826 sec): 3 clusters Score: Raw -4964226.674622 + Penalty 3492.842467 = -4960733.832155 nChanged 130 SP:Iteration 39Q (232.220873 sec): 3 clusters Score: Raw -4964235.095808 + Penalty 3492.842467 = -4960742.253341 nChanged 104 SP:Iteration 40F (232.334900 sec): 3 clusters Score: Raw -4964241.394373 + Penalty 3492.842467 = -4960748.551905 nChanged 95 SP:Iteration 41Q (232.460915 sec): 3 clusters Score: Raw -4964246.392395 + Penalty 3492.842467 = -4960753.549928 nChanged 71 SP:Iteration 42Q (232.574682 sec): 3 clusters Score: Raw -4964250.018824 + Penalty 3492.842467 = -4960757.176357 nChanged 71 SP:Iteration 43Q (232.695799 sec): 3 clusters Score: Raw -4964253.383573 + Penalty 3492.842467 = -4960760.541106 nChanged 49 SP:Iteration 44Q (232.822462 sec): 3 clusters Score: Raw -4964255.416308 + Penalty 3492.842467 = -4960762.573841 nChanged 34 SP:Iteration 45Q (232.945499 sec): 3 clusters Score: Raw -4964256.588134 + Penalty 3492.842467 = -4960763.745666 nChanged 35 SP:Iteration 46Q (233.064641 sec): 3 clusters Score: Raw -4964257.669311 + Penalty 3492.842467 = -4960764.826844 nChanged 20 SP:Iteration 47Q (233.178093 sec): 3 clusters Score: Raw -4964258.173822 + Penalty 3492.842467 = -4960765.331354 nChanged 16 SP:Iteration 48Q (233.308993 sec): 3 clusters Score: Raw -4964258.549299 + Penalty 3492.842467 = -4960765.706831 nChanged 11 SP:Iteration 49Q (233.439708 sec): 3 clusters Score: Raw -4964258.759684 + Penalty 3492.842467 = -4960765.917217 nChanged 11 SP:Iteration 50Q (233.564505 sec): 3 clusters Score: Raw -4964259.018782 + Penalty 3492.842467 = -4960766.176314 nChanged 9 SP:Iteration 51Q (233.685581 sec): 3 clusters Score: Raw -4964259.229625 + Penalty 3492.842467 = -4960766.387158 nChanged 12 SP:Iteration 52Q (233.818105 sec): 3 clusters Score: Raw -4964259.658226 + Penalty 3492.842467 = -4960766.815759 nChanged 16 SP:Iteration 53Q (233.934481 sec): 3 clusters Score: Raw -4964260.083575 + Penalty 3492.842467 = -4960767.241107 nChanged 11 SP:Iteration 54Q (234.062491 sec): 3 clusters Score: Raw -4964260.284113 + Penalty 3492.842467 = -4960767.441646 nChanged 7 SP:Iteration 55Q (234.182625 sec): 3 clusters Score: Raw -4964260.400446 + Penalty 3492.842467 = -4960767.557978 nChanged 7 SP:Iteration 56Q (234.306326 sec): 3 clusters Score: Raw -4964260.574723 + Penalty 3492.842467 = -4960767.732255 nChanged 7 SP:Iteration 57Q (234.439158 sec): 3 clusters Score: Raw -4964260.749511 + Penalty 3492.842467 = -4960767.907044 nChanged 9 SP:Iteration 58Q (234.553440 sec): 3 clusters Score: Raw -4964260.955930 + Penalty 3492.842467 = -4960768.113463 nChanged 6 SP:Iteration 59Q (234.676094 sec): 3 clusters Score: Raw -4964261.040034 + Penalty 3492.842467 = -4960768.197567 nChanged 3 SP:Iteration 60F (234.799492 sec): 3 clusters Score: Raw -4964261.068526 + Penalty 3492.842467 = -4960768.226059 nChanged 0 Trying to split cluster 19 (1026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.833093 sec): 2 clusters Score: Raw -88965.972050 + Penalty 1126.681242 = -87839.290808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.881264 sec): 3 clusters Score: Raw -88674.598607 + Penalty 2253.362483 = -86421.236123 nChanged 318 SP:Iteration 1F (234.920305 sec): 3 clusters Score: Raw -88961.356611 + Penalty 2253.362483 = -86707.994127 nChanged 87 SP:Iteration 2F (234.959060 sec): 3 clusters Score: Raw -89086.954381 + Penalty 2253.362483 = -86833.591898 nChanged 61 SP:Iteration 3F (234.999936 sec): 3 clusters Score: Raw -89195.014735 + Penalty 2253.362483 = -86941.652252 nChanged 52 SP:Iteration 4F (235.049233 sec): 3 clusters Score: Raw -89342.315015 + Penalty 2253.362483 = -87088.952532 nChanged 67 SP:Iteration 5F (235.085522 sec): 3 clusters Score: Raw -89543.076713 + Penalty 2253.362483 = -87289.714230 nChanged 66 SP:Iteration 6F (235.134466 sec): 3 clusters Score: Raw -89674.832046 + Penalty 2253.362483 = -87421.469563 nChanged 57 SP:Iteration 7F (235.182862 sec): 3 clusters Score: Raw -89769.514865 + Penalty 2253.362483 = -87516.152381 nChanged 46 SP:Iteration 8Q (235.221679 sec): 3 clusters Score: Raw -89859.639328 + Penalty 2253.362483 = -87606.276845 nChanged 43 SP:Iteration 9Q (235.267791 sec): 3 clusters Score: Raw -89925.166053 + Penalty 2253.362483 = -87671.803570 nChanged 39 SP:Iteration 10Q (235.306856 sec): 3 clusters Score: Raw -89989.999649 + Penalty 2253.362483 = -87736.637166 nChanged 35 SP:Iteration 11Q (235.354120 sec): 3 clusters Score: Raw -90026.326417 + Penalty 2253.362483 = -87772.963934 nChanged 22 SP:Iteration 12Q (235.386829 sec): 3 clusters Score: Raw -90043.092349 + Penalty 2253.362483 = -87789.729866 nChanged 11 SP:Iteration 13Q (235.433788 sec): 3 clusters Score: Raw -90052.830756 + Penalty 2253.362483 = -87799.468273 nChanged 11 SP:Iteration 14Q (235.487693 sec): 3 clusters Score: Raw -90059.215572 + Penalty 2253.362483 = -87805.853089 nChanged 7 SP:Iteration 15Q (235.531544 sec): 3 clusters Score: Raw -90066.209000 + Penalty 2253.362483 = -87812.846517 nChanged 5 SP:Iteration 16Q (235.569698 sec): 3 clusters Score: Raw -90069.501027 + Penalty 2253.362483 = -87816.138544 nChanged 0 SP:Iteration 17F (235.625906 sec): 3 clusters Score: Raw -90069.501027 + Penalty 2253.362483 = -87816.138544 nChanged 0 Iteration 20F (243.710929 sec): 27 clusters Score: Raw -49832585.581970 + Penalty 55378.190200 = -49777207.391770 nChanged 23520 Iteration 21Q (247.706674 sec): 27 clusters Score: Raw -49848894.800444 + Penalty 55378.190200 = -49793516.610244 nChanged 14244 Iteration 22Q (251.673744 sec): 27 clusters Score: Raw -49857322.461418 + Penalty 55378.190200 = -49801944.271218 nChanged 11916 Iteration 23Q (255.615401 sec): 27 clusters Score: Raw -49864692.346936 + Penalty 55378.190200 = -49809314.156736 nChanged 11432 Iteration 24Q (259.457426 sec): 27 clusters Score: Raw -49876430.063841 + Penalty 55378.190200 = -49821051.873641 nChanged 10953 Iteration 25Q (263.282159 sec): 27 clusters Score: Raw -49893130.944638 + Penalty 55378.190200 = -49837752.754438 nChanged 9820 Iteration 26Q (266.797019 sec): 27 clusters Score: Raw -49899041.224066 + Penalty 55378.190200 = -49843663.033866 nChanged 9246 Iteration 27Q (270.234496 sec): 27 clusters Score: Raw -49903350.368536 + Penalty 55378.190200 = -49847972.178336 nChanged 8767 Iteration 28Q (273.937532 sec): 27 clusters Score: Raw -49907251.463825 + Penalty 55378.190200 = -49851873.273625 nChanged 8441 Iteration 29Q (277.589831 sec): 27 clusters Score: Raw -49911041.738391 + Penalty 55378.190200 = -49855663.548191 nChanged 8270 Iteration 30Q (281.067227 sec): 27 clusters Score: Raw -49914646.121481 + Penalty 55378.190200 = -49859267.931281 nChanged 8233 Iteration 31Q (284.615281 sec): 27 clusters Score: Raw -49918147.202584 + Penalty 55378.190200 = -49862769.012383 nChanged 8128 Iteration 32Q (288.285121 sec): 27 clusters Score: Raw -49921531.003959 + Penalty 55378.190200 = -49866152.813759 nChanged 8046 Iteration 33Q (291.910032 sec): 27 clusters Score: Raw -49924912.077602 + Penalty 55378.190200 = -49869533.887402 nChanged 8120 Iteration 34Q (295.468965 sec): 27 clusters Score: Raw -49928341.431026 + Penalty 55378.190200 = -49872963.240826 nChanged 8193 Iteration 35Q (298.843770 sec): 27 clusters Score: Raw -49931939.699196 + Penalty 55378.190200 = -49876561.508996 nChanged 8415 Iteration 36Q (302.456973 sec): 27 clusters Score: Raw -49935909.437042 + Penalty 55378.190200 = -49880531.246842 nChanged 8662 Iteration 37Q (305.939093 sec): 27 clusters Score: Raw -49940613.689124 + Penalty 55378.190200 = -49885235.498924 nChanged 8942 Iteration 38Q (309.343910 sec): 27 clusters Score: Raw -49946056.093783 + Penalty 55378.190200 = -49890677.903583 nChanged 8777 Iteration 39Q (312.469279 sec): 27 clusters Score: Raw -49951159.084365 + Penalty 55378.190200 = -49895780.894164 nChanged 8244 Iteration 40F (320.472569 sec): 27 clusters Score: Raw -49957007.438657 + Penalty 55378.190200 = -49901629.248457 nChanged 9763 Iteration 41Q (323.901800 sec): 27 clusters Score: Raw -49961654.256764 + Penalty 55378.190200 = -49906276.066564 nChanged 8126 Iteration 42Q (327.681776 sec): 27 clusters Score: Raw -49964986.847177 + Penalty 55378.190200 = -49909608.656977 nChanged 6915 Iteration 43Q (330.917757 sec): 27 clusters Score: Raw -49967681.548596 + Penalty 55378.190200 = -49912303.358396 nChanged 5748 Iteration 44Q (334.224422 sec): 27 clusters Score: Raw -49969743.715398 + Penalty 55378.190200 = -49914365.525197 nChanged 4707 Iteration 45Q (337.947612 sec): 27 clusters Score: Raw -49971115.620237 + Penalty 55378.190200 = -49915737.430037 nChanged 3802 Iteration 46Q (341.320467 sec): 27 clusters Score: Raw -49972019.858475 + Penalty 55378.190200 = -49916641.668275 nChanged 3165 Iteration 47Q (344.750687 sec): 27 clusters Score: Raw -49972657.193075 + Penalty 55378.190200 = -49917279.002875 nChanged 2745 Iteration 48Q (348.316898 sec): 27 clusters Score: Raw -49973144.985746 + Penalty 55378.190200 = -49917766.795545 nChanged 2412 Iteration 49Q (351.891768 sec): 27 clusters Score: Raw -49973540.657480 + Penalty 55378.190200 = -49918162.467280 nChanged 2113 Iteration 50Q (355.225270 sec): 27 clusters Score: Raw -49973849.619838 + Penalty 55378.190200 = -49918471.429638 nChanged 1864 Iteration 51Q (358.457799 sec): 27 clusters Score: Raw -49974107.125881 + Penalty 55378.190200 = -49918728.935681 nChanged 1705 Iteration 52Q (361.898215 sec): 27 clusters Score: Raw -49974338.801350 + Penalty 55378.190200 = -49918960.611150 nChanged 1617 Iteration 53Q (365.439783 sec): 27 clusters Score: Raw -49974550.621486 + Penalty 55378.190200 = -49919172.431286 nChanged 1478 Iteration 54Q (368.786563 sec): 27 clusters Score: Raw -49974731.630649 + Penalty 55378.190200 = -49919353.440449 nChanged 1432 Iteration 55Q (372.296138 sec): 27 clusters Score: Raw -49974893.742566 + Penalty 55378.190200 = -49919515.552366 nChanged 1320 Iteration 56Q (375.667409 sec): 27 clusters Score: Raw -49975029.040098 + Penalty 55378.190200 = -49919650.849898 nChanged 1226 Iteration 57Q (379.140628 sec): 27 clusters Score: Raw -49975156.243358 + Penalty 55378.190200 = -49919778.053158 nChanged 1121 Iteration 58Q (382.625591 sec): 27 clusters Score: Raw -49975268.653060 + Penalty 55378.190200 = -49919890.462860 nChanged 1075 Writing temp clu file Because OldScore, -49919778.053158, is greater than current (better) Score,-49919890.462860 Compute initial score before splitting: Score: Raw -49975268.653060 + Penalty 55378.190200 = -49919890.462860 Trying to split cluster 1 (57202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (382.876596 sec): 2 clusters Score: Raw -5962618.597443 + Penalty 1780.080923 = -5960838.516520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (383.022520 sec): 3 clusters Score: Raw -5926168.423773 + Penalty 3560.161846 = -5922608.261927 nChanged 26937 SP:Iteration 1F (383.167044 sec): 3 clusters Score: Raw -5942258.208713 + Penalty 3560.161846 = -5938698.046867 nChanged 2848 SP:Iteration 2Q (383.312794 sec): 3 clusters Score: Raw -5943676.446409 + Penalty 3560.161846 = -5940116.284563 nChanged 3479 SP:Iteration 3F (383.447731 sec): 3 clusters Score: Raw -5946002.299614 + Penalty 3560.161846 = -5942442.137768 nChanged 4090 SP:Iteration 4F (383.589676 sec): 3 clusters Score: Raw -5949409.032766 + Penalty 3560.161846 = -5945848.870920 nChanged 4439 SP:Iteration 5F (383.735095 sec): 3 clusters Score: Raw -5953535.406831 + Penalty 3560.161846 = -5949975.244984 nChanged 4043 SP:Iteration 6F (383.867591 sec): 3 clusters Score: Raw -5957090.011974 + Penalty 3560.161846 = -5953529.850128 nChanged 3097 SP:Iteration 7F (384.006982 sec): 3 clusters Score: Raw -5959173.535831 + Penalty 3560.161846 = -5955613.373985 nChanged 2129 SP:Iteration 8Q (384.140387 sec): 3 clusters Score: Raw -5960298.005189 + Penalty 3560.161846 = -5956737.843342 nChanged 1472 SP:Iteration 9Q (384.258483 sec): 3 clusters Score: Raw -5960978.051296 + Penalty 3560.161846 = -5957417.889450 nChanged 1082 SP:Iteration 10Q (384.384540 sec): 3 clusters Score: Raw -5961398.724478 + Penalty 3560.161846 = -5957838.562632 nChanged 845 SP:Iteration 11Q (384.510036 sec): 3 clusters Score: Raw -5961693.405490 + Penalty 3560.161846 = -5958133.243644 nChanged 677 SP:Iteration 12Q (384.625204 sec): 3 clusters Score: Raw -5961890.379151 + Penalty 3560.161846 = -5958330.217305 nChanged 569 SP:Iteration 13Q (384.756726 sec): 3 clusters Score: Raw -5962043.669830 + Penalty 3560.161846 = -5958483.507984 nChanged 490 SP:Iteration 14Q (384.889334 sec): 3 clusters Score: Raw -5962159.881076 + Penalty 3560.161846 = -5958599.719230 nChanged 448 SP:Iteration 15Q (385.007458 sec): 3 clusters Score: Raw -5962253.283254 + Penalty 3560.161846 = -5958693.121408 nChanged 397 SP:Iteration 16Q (385.133364 sec): 3 clusters Score: Raw -5962327.317960 + Penalty 3560.161846 = -5958767.156114 nChanged 350 SP:Iteration 17Q (385.259358 sec): 3 clusters Score: Raw -5962393.408531 + Penalty 3560.161846 = -5958833.246685 nChanged 296 SP:Iteration 18Q (385.385437 sec): 3 clusters Score: Raw -5962442.434017 + Penalty 3560.161846 = -5958882.272171 nChanged 264 SP:Iteration 19Q (385.517590 sec): 3 clusters Score: Raw -5962482.350580 + Penalty 3560.161846 = -5958922.188734 nChanged 243 SP:Iteration 20F (385.649069 sec): 3 clusters Score: Raw -5962519.164291 + Penalty 3560.161846 = -5958959.002445 nChanged 241 SP:Iteration 21Q (385.779098 sec): 3 clusters Score: Raw -5962559.593056 + Penalty 3560.161846 = -5958999.431210 nChanged 255 SP:Iteration 22Q (385.914211 sec): 3 clusters Score: Raw -5962610.219406 + Penalty 3560.161846 = -5959050.057560 nChanged 306 SP:Iteration 23Q (386.047116 sec): 3 clusters Score: Raw -5962680.665792 + Penalty 3560.161846 = -5959120.503946 nChanged 321 SP:Iteration 24Q (386.173531 sec): 3 clusters Score: Raw -5962778.226510 + Penalty 3560.161846 = -5959218.064664 nChanged 355 SP:Iteration 25Q (386.308694 sec): 3 clusters Score: Raw -5962908.790265 + Penalty 3560.161846 = -5959348.628419 nChanged 344 SP:Iteration 26Q (386.437257 sec): 3 clusters Score: Raw -5963065.098640 + Penalty 3560.161846 = -5959504.936794 nChanged 402 SP:Iteration 27Q (386.569256 sec): 3 clusters Score: Raw -5963277.998480 + Penalty 3560.161846 = -5959717.836634 nChanged 447 SP:Iteration 28Q (386.697969 sec): 3 clusters Score: Raw -5963577.442329 + Penalty 3560.161846 = -5960017.280483 nChanged 501 SP:Iteration 29Q (386.813723 sec): 3 clusters Score: Raw -5964034.161627 + Penalty 3560.161846 = -5960473.999780 nChanged 555 SP:Iteration 30Q (386.942685 sec): 3 clusters Score: Raw -5964706.566363 + Penalty 3560.161846 = -5961146.404517 nChanged 606 SP:Iteration 31Q (387.067910 sec): 3 clusters Score: Raw -5965444.794515 + Penalty 3560.161846 = -5961884.632668 nChanged 645 SP:Iteration 32Q (387.196288 sec): 3 clusters Score: Raw -5965994.510470 + Penalty 3560.161846 = -5962434.348624 nChanged 559 SP:Iteration 33Q (387.318931 sec): 3 clusters Score: Raw -5966314.082368 + Penalty 3560.161846 = -5962753.920522 nChanged 459 SP:Iteration 34Q (387.446728 sec): 3 clusters Score: Raw -5966462.539749 + Penalty 3560.161846 = -5962902.377903 nChanged 313 SP:Iteration 35Q (387.566239 sec): 3 clusters Score: Raw -5966540.131606 + Penalty 3560.161846 = -5962979.969760 nChanged 223 SP:Iteration 36Q (387.687866 sec): 3 clusters Score: Raw -5966576.622318 + Penalty 3560.161846 = -5963016.460472 nChanged 163 SP:Iteration 37Q (387.810609 sec): 3 clusters Score: Raw -5966599.029529 + Penalty 3560.161846 = -5963038.867683 nChanged 145 SP:Iteration 38Q (387.937025 sec): 3 clusters Score: Raw -5966619.625502 + Penalty 3560.161846 = -5963059.463656 nChanged 123 SP:Iteration 39Q (388.057504 sec): 3 clusters Score: Raw -5966634.277120 + Penalty 3560.161846 = -5963074.115274 nChanged 84 SP:Iteration 40F (388.201986 sec): 3 clusters Score: Raw -5966643.377904 + Penalty 3560.161846 = -5963083.216058 nChanged 84 SP:Iteration 41Q (388.361964 sec): 3 clusters Score: Raw -5966649.526773 + Penalty 3560.161846 = -5963089.364927 nChanged 61 SP:Iteration 42Q (388.494605 sec): 3 clusters Score: Raw -5966654.696648 + Penalty 3560.161846 = -5963094.534802 nChanged 60 SP:Iteration 43Q (388.617179 sec): 3 clusters Score: Raw -5966659.823555 + Penalty 3560.161846 = -5963099.661709 nChanged 56 SP:Iteration 44Q (388.748522 sec): 3 clusters Score: Raw -5966663.567550 + Penalty 3560.161846 = -5963103.405704 nChanged 32 SP:Iteration 45Q (388.879465 sec): 3 clusters Score: Raw -5966665.291934 + Penalty 3560.161846 = -5963105.130088 nChanged 30 SP:Iteration 46Q (389.011677 sec): 3 clusters Score: Raw -5966666.999872 + Penalty 3560.161846 = -5963106.838026 nChanged 27 SP:Iteration 47Q (389.137381 sec): 3 clusters Score: Raw -5966668.360829 + Penalty 3560.161846 = -5963108.198983 nChanged 19 SP:Iteration 48Q (389.253575 sec): 3 clusters Score: Raw -5966669.181313 + Penalty 3560.161846 = -5963109.019467 nChanged 19 SP:Iteration 49Q (389.375964 sec): 3 clusters Score: Raw -5966670.334142 + Penalty 3560.161846 = -5963110.172296 nChanged 30 SP:Iteration 50Q (389.498768 sec): 3 clusters Score: Raw -5966671.538331 + Penalty 3560.161846 = -5963111.376484 nChanged 22 SP:Iteration 51Q (389.625354 sec): 3 clusters Score: Raw -5966672.996216 + Penalty 3560.161846 = -5963112.834370 nChanged 23 SP:Iteration 52Q (389.749657 sec): 3 clusters Score: Raw -5966674.364813 + Penalty 3560.161846 = -5963114.202966 nChanged 18 SP:Iteration 53Q (389.876540 sec): 3 clusters Score: Raw -5966675.450604 + Penalty 3560.161846 = -5963115.288758 nChanged 18 SP:Iteration 54Q (390.004627 sec): 3 clusters Score: Raw -5966676.044536 + Penalty 3560.161846 = -5963115.882690 nChanged 7 SP:Iteration 55Q (390.139570 sec): 3 clusters Score: Raw -5966676.249260 + Penalty 3560.161846 = -5963116.087414 nChanged 5 SP:Iteration 56Q (390.259754 sec): 3 clusters Score: Raw -5966676.605191 + Penalty 3560.161846 = -5963116.443345 nChanged 4 SP:Iteration 57Q (390.379058 sec): 3 clusters Score: Raw -5966676.704969 + Penalty 3560.161846 = -5963116.543123 nChanged 0 SP:Iteration 58F (390.520839 sec): 3 clusters Score: Raw -5966676.704969 + Penalty 3560.161846 = -5963116.543123 nChanged 0 Score: Raw -49979392.160760 + Penalty 57508.120592 = -49921884.040167 Splitting cluster 1 changes total score from -49919890.462860 to -49921884.040167 So it's getting split into cluster 27. Trying to split cluster 2 (18156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (398.922182 sec): 2 clusters Score: Raw -1838471.564385 + Penalty 1593.597909 = -1836877.966476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (398.991686 sec): 3 clusters Score: Raw -1827667.166774 + Penalty 3187.195818 = -1824479.970956 nChanged 8131 SP:Iteration 1F (399.057193 sec): 3 clusters Score: Raw -1832151.631467 + Penalty 3187.195818 = -1828964.435649 nChanged 1008 SP:Iteration 2F (399.139961 sec): 3 clusters Score: Raw -1832587.751570 + Penalty 3187.195818 = -1829400.555752 nChanged 960 SP:Iteration 3F (399.215897 sec): 3 clusters Score: Raw -1833056.702268 + Penalty 3187.195818 = -1829869.506450 nChanged 982 SP:Iteration 4F (399.285139 sec): 3 clusters Score: Raw -1833585.865788 + Penalty 3187.195818 = -1830398.669970 nChanged 1033 SP:Iteration 5F (399.371498 sec): 3 clusters Score: Raw -1834181.562231 + Penalty 3187.195818 = -1830994.366413 nChanged 1017 SP:Iteration 6F (399.450685 sec): 3 clusters Score: Raw -1834792.739863 + Penalty 3187.195818 = -1831605.544045 nChanged 932 SP:Iteration 7F (399.529255 sec): 3 clusters Score: Raw -1835340.232539 + Penalty 3187.195818 = -1832153.036721 nChanged 842 SP:Iteration 8Q (399.596934 sec): 3 clusters Score: Raw -1835817.096240 + Penalty 3187.195818 = -1832629.900421 nChanged 773 SP:Iteration 9Q (399.688075 sec): 3 clusters Score: Raw -1836314.141190 + Penalty 3187.195818 = -1833126.945372 nChanged 708 SP:Iteration 10Q (399.759071 sec): 3 clusters Score: Raw -1836764.739144 + Penalty 3187.195818 = -1833577.543326 nChanged 597 SP:Iteration 11Q (399.851048 sec): 3 clusters Score: Raw -1837103.546766 + Penalty 3187.195818 = -1833916.350948 nChanged 413 SP:Iteration 12Q (399.925832 sec): 3 clusters Score: Raw -1837311.397850 + Penalty 3187.195818 = -1834124.202032 nChanged 336 SP:Iteration 13Q (399.996773 sec): 3 clusters Score: Raw -1837439.287089 + Penalty 3187.195818 = -1834252.091271 nChanged 293 SP:Iteration 14Q (400.078491 sec): 3 clusters Score: Raw -1837548.683270 + Penalty 3187.195818 = -1834361.487451 nChanged 247 SP:Iteration 15Q (400.149408 sec): 3 clusters Score: Raw -1837644.066249 + Penalty 3187.195818 = -1834456.870431 nChanged 220 SP:Iteration 16Q (400.222597 sec): 3 clusters Score: Raw -1837733.053922 + Penalty 3187.195818 = -1834545.858104 nChanged 211 SP:Iteration 17Q (400.307067 sec): 3 clusters Score: Raw -1837818.793003 + Penalty 3187.195818 = -1834631.597185 nChanged 199 SP:Iteration 18Q (400.385843 sec): 3 clusters Score: Raw -1837903.263130 + Penalty 3187.195818 = -1834716.067312 nChanged 192 SP:Iteration 19Q (400.458927 sec): 3 clusters Score: Raw -1837987.690229 + Penalty 3187.195818 = -1834800.494411 nChanged 195 SP:Iteration 20F (400.539140 sec): 3 clusters Score: Raw -1838057.515920 + Penalty 3187.195818 = -1834870.320102 nChanged 163 SP:Iteration 21Q (400.615579 sec): 3 clusters Score: Raw -1838114.605916 + Penalty 3187.195818 = -1834927.410098 nChanged 160 SP:Iteration 22Q (400.686827 sec): 3 clusters Score: Raw -1838181.911669 + Penalty 3187.195818 = -1834994.715851 nChanged 177 SP:Iteration 23Q (400.753072 sec): 3 clusters Score: Raw -1838249.753436 + Penalty 3187.195818 = -1835062.557617 nChanged 158 SP:Iteration 24Q (400.828604 sec): 3 clusters Score: Raw -1838300.293903 + Penalty 3187.195818 = -1835113.098084 nChanged 139 SP:Iteration 25Q (400.901299 sec): 3 clusters Score: Raw -1838342.822508 + Penalty 3187.195818 = -1835155.626690 nChanged 131 SP:Iteration 26Q (400.980003 sec): 3 clusters Score: Raw -1838377.759210 + Penalty 3187.195818 = -1835190.563392 nChanged 120 SP:Iteration 27Q (401.052587 sec): 3 clusters Score: Raw -1838409.671218 + Penalty 3187.195818 = -1835222.475400 nChanged 104 SP:Iteration 28Q (401.130370 sec): 3 clusters Score: Raw -1838434.586339 + Penalty 3187.195818 = -1835247.390521 nChanged 93 SP:Iteration 29Q (401.203741 sec): 3 clusters Score: Raw -1838457.071799 + Penalty 3187.195818 = -1835269.875981 nChanged 100 SP:Iteration 30Q (401.277094 sec): 3 clusters Score: Raw -1838480.132645 + Penalty 3187.195818 = -1835292.936827 nChanged 83 SP:Iteration 31Q (401.346179 sec): 3 clusters Score: Raw -1838496.726409 + Penalty 3187.195818 = -1835309.530591 nChanged 73 SP:Iteration 32Q (401.407998 sec): 3 clusters Score: Raw -1838511.141515 + Penalty 3187.195818 = -1835323.945697 nChanged 71 SP:Iteration 33Q (401.487130 sec): 3 clusters Score: Raw -1838525.302305 + Penalty 3187.195818 = -1835338.106487 nChanged 75 SP:Iteration 34Q (401.549022 sec): 3 clusters Score: Raw -1838541.383171 + Penalty 3187.195818 = -1835354.187353 nChanged 74 SP:Iteration 35Q (401.624200 sec): 3 clusters Score: Raw -1838555.985451 + Penalty 3187.195818 = -1835368.789632 nChanged 62 SP:Iteration 36Q (401.684817 sec): 3 clusters Score: Raw -1838568.626634 + Penalty 3187.195818 = -1835381.430816 nChanged 69 SP:Iteration 37Q (401.753125 sec): 3 clusters Score: Raw -1838585.211992 + Penalty 3187.195818 = -1835398.016174 nChanged 65 SP:Iteration 38Q (401.825536 sec): 3 clusters Score: Raw -1838594.905684 + Penalty 3187.195818 = -1835407.709866 nChanged 42 SP:Iteration 39Q (401.903825 sec): 3 clusters Score: Raw -1838601.758689 + Penalty 3187.195818 = -1835414.562870 nChanged 48 SP:Iteration 40F (401.975193 sec): 3 clusters Score: Raw -1838609.126801 + Penalty 3187.195818 = -1835421.930983 nChanged 28 SP:Iteration 41Q (402.044494 sec): 3 clusters Score: Raw -1838612.509379 + Penalty 3187.195818 = -1835425.313561 nChanged 19 SP:Iteration 42Q (402.115561 sec): 3 clusters Score: Raw -1838614.545028 + Penalty 3187.195818 = -1835427.349210 nChanged 12 SP:Iteration 43Q (402.188128 sec): 3 clusters Score: Raw -1838616.080234 + Penalty 3187.195818 = -1835428.884416 nChanged 20 SP:Iteration 44Q (402.269207 sec): 3 clusters Score: Raw -1838618.406769 + Penalty 3187.195818 = -1835431.210951 nChanged 15 SP:Iteration 45Q (402.338001 sec): 3 clusters Score: Raw -1838619.734234 + Penalty 3187.195818 = -1835432.538416 nChanged 9 SP:Iteration 46Q (402.411888 sec): 3 clusters Score: Raw -1838620.551570 + Penalty 3187.195818 = -1835433.355752 nChanged 9 SP:Iteration 47Q (402.484512 sec): 3 clusters Score: Raw -1838621.719166 + Penalty 3187.195818 = -1835434.523348 nChanged 12 SP:Iteration 48Q (402.558735 sec): 3 clusters Score: Raw -1838622.979803 + Penalty 3187.195818 = -1835435.783985 nChanged 16 SP:Iteration 49Q (402.635320 sec): 3 clusters Score: Raw -1838624.652720 + Penalty 3187.195818 = -1835437.456902 nChanged 15 SP:Iteration 50Q (402.710771 sec): 3 clusters Score: Raw -1838626.273208 + Penalty 3187.195818 = -1835439.077390 nChanged 13 SP:Iteration 51Q (402.783764 sec): 3 clusters Score: Raw -1838627.835454 + Penalty 3187.195818 = -1835440.639636 nChanged 12 SP:Iteration 52Q (402.858834 sec): 3 clusters Score: Raw -1838629.096481 + Penalty 3187.195818 = -1835441.900662 nChanged 9 SP:Iteration 53Q (402.929347 sec): 3 clusters Score: Raw -1838630.174481 + Penalty 3187.195818 = -1835442.978663 nChanged 13 SP:Iteration 54Q (403.004187 sec): 3 clusters Score: Raw -1838631.480192 + Penalty 3187.195818 = -1835444.284374 nChanged 10 SP:Iteration 55Q (403.080187 sec): 3 clusters Score: Raw -1838632.146622 + Penalty 3187.195818 = -1835444.950804 nChanged 3 SP:Iteration 56Q (403.143507 sec): 3 clusters Score: Raw -1838632.531552 + Penalty 3187.195818 = -1835445.335734 nChanged 6 SP:Iteration 57Q (403.213301 sec): 3 clusters Score: Raw -1838633.216315 + Penalty 3187.195818 = -1835446.020497 nChanged 3 SP:Iteration 58Q (403.290837 sec): 3 clusters Score: Raw -1838633.377702 + Penalty 3187.195818 = -1835446.181884 nChanged 2 SP:Iteration 59Q (403.357301 sec): 3 clusters Score: Raw -1838633.459332 + Penalty 3187.195818 = -1835446.263514 nChanged 1 SP:Iteration 60F (403.418378 sec): 3 clusters Score: Raw -1838633.546372 + Penalty 3187.195818 = -1835446.350554 nChanged 0 Trying to split cluster 3 (6532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (403.456351 sec): 2 clusters Score: Raw -638537.315653 + Penalty 1427.476124 = -637109.839529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (403.516575 sec): 3 clusters Score: Raw -635042.011124 + Penalty 2854.952248 = -632187.058876 nChanged 2705 SP:Iteration 1F (403.571087 sec): 3 clusters Score: Raw -636636.953716 + Penalty 2854.952248 = -633782.001468 nChanged 504 SP:Iteration 2F (403.627845 sec): 3 clusters Score: Raw -637182.123336 + Penalty 2854.952248 = -634327.171089 nChanged 554 SP:Iteration 3F (403.686098 sec): 3 clusters Score: Raw -638121.032916 + Penalty 2854.952248 = -635266.080669 nChanged 579 SP:Iteration 4F (403.750246 sec): 3 clusters Score: Raw -639034.781698 + Penalty 2854.952248 = -636179.829450 nChanged 594 SP:Iteration 5F (403.811537 sec): 3 clusters Score: Raw -639712.120665 + Penalty 2854.952248 = -636857.168418 nChanged 567 SP:Iteration 6F (403.870871 sec): 3 clusters Score: Raw -640237.479441 + Penalty 2854.952248 = -637382.527193 nChanged 361 SP:Iteration 7F (403.919934 sec): 3 clusters Score: Raw -640520.809245 + Penalty 2854.952248 = -637665.856997 nChanged 214 SP:Iteration 8Q (403.991136 sec): 3 clusters Score: Raw -640667.628916 + Penalty 2854.952248 = -637812.676669 nChanged 124 SP:Iteration 9Q (404.048015 sec): 3 clusters Score: Raw -640746.506852 + Penalty 2854.952248 = -637891.554605 nChanged 85 SP:Iteration 10Q (404.110698 sec): 3 clusters Score: Raw -640790.678520 + Penalty 2854.952248 = -637935.726273 nChanged 51 SP:Iteration 11Q (404.154268 sec): 3 clusters Score: Raw -640812.054851 + Penalty 2854.952248 = -637957.102603 nChanged 23 SP:Iteration 12Q (404.221618 sec): 3 clusters Score: Raw -640819.538199 + Penalty 2854.952248 = -637964.585951 nChanged 15 SP:Iteration 13Q (404.268555 sec): 3 clusters Score: Raw -640822.951680 + Penalty 2854.952248 = -637967.999432 nChanged 9 SP:Iteration 14Q (404.332200 sec): 3 clusters Score: Raw -640825.029737 + Penalty 2854.952248 = -637970.077490 nChanged 3 SP:Iteration 15Q (404.397721 sec): 3 clusters Score: Raw -640825.592847 + Penalty 2854.952248 = -637970.640599 nChanged 3 SP:Iteration 16Q (404.453209 sec): 3 clusters Score: Raw -640826.386577 + Penalty 2854.952248 = -637971.434330 nChanged 1 SP:Iteration 17Q (404.516044 sec): 3 clusters Score: Raw -640826.519361 + Penalty 2854.952248 = -637971.567114 nChanged 1 SP:Iteration 18Q (404.563057 sec): 3 clusters Score: Raw -640826.805607 + Penalty 2854.952248 = -637971.853359 nChanged 1 SP:Iteration 19Q (404.617267 sec): 3 clusters Score: Raw -640827.268984 + Penalty 2854.952248 = -637972.316737 nChanged 1 SP:Iteration 20F (404.681012 sec): 3 clusters Score: Raw -640827.481755 + Penalty 2854.952248 = -637972.529508 nChanged 1 SP:Iteration 21Q (404.732723 sec): 3 clusters Score: Raw -640827.747981 + Penalty 2854.952248 = -637972.795734 nChanged 0 SP:Iteration 22F (404.776520 sec): 3 clusters Score: Raw -640827.747981 + Penalty 2854.952248 = -637972.795734 nChanged 0 Score: Raw -49981682.593088 + Penalty 59638.050985 = -49922044.542103 Splitting cluster 3 changes total score from -49919890.462860 to -49922044.542103 So it's getting split into cluster 28. Trying to split cluster 4 (2936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (413.238279 sec): 2 clusters Score: Raw -323231.014511 + Penalty 1297.530551 = -321933.483960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (413.296956 sec): 3 clusters Score: Raw -321908.572305 + Penalty 2595.061102 = -319313.511203 nChanged 1122 SP:Iteration 1F (413.350699 sec): 3 clusters Score: Raw -322748.899396 + Penalty 2595.061102 = -320153.838295 nChanged 303 SP:Iteration 2F (413.406701 sec): 3 clusters Score: Raw -323280.767524 + Penalty 2595.061102 = -320685.706422 nChanged 317 SP:Iteration 3F (413.466468 sec): 3 clusters Score: Raw -324012.390756 + Penalty 2595.061102 = -321417.329654 nChanged 279 SP:Iteration 4F (413.505618 sec): 3 clusters Score: Raw -324572.765558 + Penalty 2595.061102 = -321977.704456 nChanged 194 SP:Iteration 5F (413.563125 sec): 3 clusters Score: Raw -324834.807605 + Penalty 2595.061102 = -322239.746503 nChanged 110 SP:Iteration 6Q (413.601830 sec): 3 clusters Score: Raw -324930.674655 + Penalty 2595.061102 = -322335.613554 nChanged 55 SP:Iteration 7Q (413.661005 sec): 3 clusters Score: Raw -324976.495395 + Penalty 2595.061102 = -322381.434293 nChanged 39 SP:Iteration 8Q (413.713873 sec): 3 clusters Score: Raw -325002.157373 + Penalty 2595.061102 = -322407.096272 nChanged 20 SP:Iteration 9Q (413.769034 sec): 3 clusters Score: Raw -325013.158852 + Penalty 2595.061102 = -322418.097750 nChanged 12 SP:Iteration 10Q (413.817629 sec): 3 clusters Score: Raw -325018.237074 + Penalty 2595.061102 = -322423.175972 nChanged 4 SP:Iteration 11Q (413.872480 sec): 3 clusters Score: Raw -325020.486562 + Penalty 2595.061102 = -322425.425460 nChanged 3 SP:Iteration 12Q (413.930884 sec): 3 clusters Score: Raw -325021.312092 + Penalty 2595.061102 = -322426.250990 nChanged 1 SP:Iteration 13Q (413.978484 sec): 3 clusters Score: Raw -325021.716940 + Penalty 2595.061102 = -322426.655838 nChanged 1 SP:Iteration 14Q (414.017738 sec): 3 clusters Score: Raw -325021.960346 + Penalty 2595.061102 = -322426.899244 nChanged 0 SP:Iteration 15F (414.062440 sec): 3 clusters Score: Raw -325021.960346 + Penalty 2595.061102 = -322426.899244 nChanged 0 Score: Raw -49983473.538922 + Penalty 61767.981377 = -49921705.557545 Splitting cluster 4 changes total score from -49919890.462860 to -49921705.557545 So it's getting split into cluster 29. Trying to split cluster 5 (28927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (423.053858 sec): 2 clusters Score: Raw -2999368.596654 + Penalty 1669.286238 = -2997699.310416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (423.143911 sec): 3 clusters Score: Raw -2981687.978446 + Penalty 3338.572476 = -2978349.405970 nChanged 13258 SP:Iteration 1F (423.237601 sec): 3 clusters Score: Raw -2988977.455789 + Penalty 3338.572476 = -2985638.883313 nChanged 1476 SP:Iteration 2F (423.331662 sec): 3 clusters Score: Raw -2989597.942606 + Penalty 3338.572476 = -2986259.370130 nChanged 1533 SP:Iteration 3F (423.424141 sec): 3 clusters Score: Raw -2990375.529835 + Penalty 3338.572476 = -2987036.957359 nChanged 1657 SP:Iteration 4F (423.523095 sec): 3 clusters Score: Raw -2991351.768593 + Penalty 3338.572476 = -2988013.196117 nChanged 1780 SP:Iteration 5F (423.619439 sec): 3 clusters Score: Raw -2992510.664432 + Penalty 3338.572476 = -2989172.091956 nChanged 1811 SP:Iteration 6F (423.715250 sec): 3 clusters Score: Raw -2993743.712336 + Penalty 3338.572476 = -2990405.139861 nChanged 1718 SP:Iteration 7F (423.810465 sec): 3 clusters Score: Raw -2994915.172836 + Penalty 3338.572476 = -2991576.600360 nChanged 1518 SP:Iteration 8F (423.906620 sec): 3 clusters Score: Raw -2995788.555794 + Penalty 3338.572476 = -2992449.983319 nChanged 1175 SP:Iteration 9Q (424.001348 sec): 3 clusters Score: Raw -2996331.456124 + Penalty 3338.572476 = -2992992.883649 nChanged 864 SP:Iteration 10Q (424.102780 sec): 3 clusters Score: Raw -2996611.696722 + Penalty 3338.572476 = -2993273.124247 nChanged 609 SP:Iteration 11Q (424.196904 sec): 3 clusters Score: Raw -2996780.510764 + Penalty 3338.572476 = -2993441.938289 nChanged 486 SP:Iteration 12Q (424.279997 sec): 3 clusters Score: Raw -2996907.738666 + Penalty 3338.572476 = -2993569.166190 nChanged 394 SP:Iteration 13Q (424.375601 sec): 3 clusters Score: Raw -2997001.943073 + Penalty 3338.572476 = -2993663.370597 nChanged 334 SP:Iteration 14Q (424.463638 sec): 3 clusters Score: Raw -2997083.881594 + Penalty 3338.572476 = -2993745.309119 nChanged 348 SP:Iteration 15Q (424.548681 sec): 3 clusters Score: Raw -2997169.948766 + Penalty 3338.572476 = -2993831.376291 nChanged 299 SP:Iteration 16Q (424.645038 sec): 3 clusters Score: Raw -2997239.719042 + Penalty 3338.572476 = -2993901.146567 nChanged 284 SP:Iteration 17Q (424.748920 sec): 3 clusters Score: Raw -2997301.302959 + Penalty 3338.572476 = -2993962.730484 nChanged 276 SP:Iteration 18Q (424.841867 sec): 3 clusters Score: Raw -2997361.173709 + Penalty 3338.572476 = -2994022.601233 nChanged 273 SP:Iteration 19Q (424.929960 sec): 3 clusters Score: Raw -2997419.190538 + Penalty 3338.572476 = -2994080.618062 nChanged 269 SP:Iteration 20F (425.027125 sec): 3 clusters Score: Raw -2997482.081362 + Penalty 3338.572476 = -2994143.508886 nChanged 288 SP:Iteration 21Q (425.117143 sec): 3 clusters Score: Raw -2997543.339122 + Penalty 3338.572476 = -2994204.766647 nChanged 261 SP:Iteration 22Q (425.200275 sec): 3 clusters Score: Raw -2997590.946599 + Penalty 3338.572476 = -2994252.374123 nChanged 224 SP:Iteration 23Q (425.300595 sec): 3 clusters Score: Raw -2997629.348507 + Penalty 3338.572476 = -2994290.776032 nChanged 203 SP:Iteration 24Q (425.391287 sec): 3 clusters Score: Raw -2997663.149503 + Penalty 3338.572476 = -2994324.577028 nChanged 175 SP:Iteration 25Q (425.482363 sec): 3 clusters Score: Raw -2997691.272154 + Penalty 3338.572476 = -2994352.699679 nChanged 150 SP:Iteration 26Q (425.583063 sec): 3 clusters Score: Raw -2997713.906457 + Penalty 3338.572476 = -2994375.333981 nChanged 145 SP:Iteration 27Q (425.675510 sec): 3 clusters Score: Raw -2997734.243439 + Penalty 3338.572476 = -2994395.670964 nChanged 165 SP:Iteration 28Q (425.762820 sec): 3 clusters Score: Raw -2997755.986523 + Penalty 3338.572476 = -2994417.414047 nChanged 126 SP:Iteration 29Q (425.861737 sec): 3 clusters Score: Raw -2997769.707557 + Penalty 3338.572476 = -2994431.135082 nChanged 107 SP:Iteration 30Q (425.954573 sec): 3 clusters Score: Raw -2997781.292369 + Penalty 3338.572476 = -2994442.719893 nChanged 91 SP:Iteration 31Q (426.050170 sec): 3 clusters Score: Raw -2997789.241381 + Penalty 3338.572476 = -2994450.668905 nChanged 78 SP:Iteration 32Q (426.144437 sec): 3 clusters Score: Raw -2997796.322920 + Penalty 3338.572476 = -2994457.750445 nChanged 70 SP:Iteration 33Q (426.218507 sec): 3 clusters Score: Raw -2997803.761938 + Penalty 3338.572476 = -2994465.189462 nChanged 80 SP:Iteration 34Q (426.322670 sec): 3 clusters Score: Raw -2997810.956557 + Penalty 3338.572476 = -2994472.384081 nChanged 73 SP:Iteration 35Q (426.411468 sec): 3 clusters Score: Raw -2997815.496711 + Penalty 3338.572476 = -2994476.924236 nChanged 49 SP:Iteration 36Q (426.502070 sec): 3 clusters Score: Raw -2997818.819651 + Penalty 3338.572476 = -2994480.247176 nChanged 43 SP:Iteration 37Q (426.594510 sec): 3 clusters Score: Raw -2997821.831637 + Penalty 3338.572476 = -2994483.259161 nChanged 38 SP:Iteration 38Q (426.677133 sec): 3 clusters Score: Raw -2997824.353197 + Penalty 3338.572476 = -2994485.780722 nChanged 38 SP:Iteration 39Q (426.776922 sec): 3 clusters Score: Raw -2997827.030585 + Penalty 3338.572476 = -2994488.458110 nChanged 34 SP:Iteration 40F (426.850358 sec): 3 clusters Score: Raw -2997829.224687 + Penalty 3338.572476 = -2994490.652212 nChanged 33 SP:Iteration 41Q (426.938587 sec): 3 clusters Score: Raw -2997831.284424 + Penalty 3338.572476 = -2994492.711949 nChanged 35 SP:Iteration 42Q (427.037894 sec): 3 clusters Score: Raw -2997833.338266 + Penalty 3338.572476 = -2994494.765790 nChanged 32 SP:Iteration 43Q (427.129800 sec): 3 clusters Score: Raw -2997835.325433 + Penalty 3338.572476 = -2994496.752958 nChanged 34 SP:Iteration 44Q (427.204160 sec): 3 clusters Score: Raw -2997837.333616 + Penalty 3338.572476 = -2994498.761140 nChanged 27 SP:Iteration 45Q (427.293185 sec): 3 clusters Score: Raw -2997838.718508 + Penalty 3338.572476 = -2994500.146033 nChanged 22 SP:Iteration 46Q (427.381624 sec): 3 clusters Score: Raw -2997839.762849 + Penalty 3338.572476 = -2994501.190374 nChanged 23 SP:Iteration 47Q (427.486005 sec): 3 clusters Score: Raw -2997840.862490 + Penalty 3338.572476 = -2994502.290014 nChanged 17 SP:Iteration 48Q (427.574387 sec): 3 clusters Score: Raw -2997841.587910 + Penalty 3338.572476 = -2994503.015435 nChanged 17 SP:Iteration 49Q (427.672266 sec): 3 clusters Score: Raw -2997842.279879 + Penalty 3338.572476 = -2994503.707403 nChanged 12 SP:Iteration 50Q (427.769411 sec): 3 clusters Score: Raw -2997842.931522 + Penalty 3338.572476 = -2994504.359047 nChanged 17 SP:Iteration 51Q (427.867816 sec): 3 clusters Score: Raw -2997843.996442 + Penalty 3338.572476 = -2994505.423966 nChanged 22 SP:Iteration 52Q (427.954237 sec): 3 clusters Score: Raw -2997845.548950 + Penalty 3338.572476 = -2994506.976475 nChanged 31 SP:Iteration 53Q (428.042255 sec): 3 clusters Score: Raw -2997847.445262 + Penalty 3338.572476 = -2994508.872786 nChanged 30 SP:Iteration 54Q (428.137305 sec): 3 clusters Score: Raw -2997849.072081 + Penalty 3338.572476 = -2994510.499606 nChanged 25 SP:Iteration 55Q (428.236745 sec): 3 clusters Score: Raw -2997850.538000 + Penalty 3338.572476 = -2994511.965524 nChanged 26 SP:Iteration 56Q (428.333208 sec): 3 clusters Score: Raw -2997852.448220 + Penalty 3338.572476 = -2994513.875744 nChanged 31 SP:Iteration 57Q (428.415984 sec): 3 clusters Score: Raw -2997854.432808 + Penalty 3338.572476 = -2994515.860332 nChanged 38 SP:Iteration 58Q (428.515933 sec): 3 clusters Score: Raw -2997856.524318 + Penalty 3338.572476 = -2994517.951842 nChanged 31 SP:Iteration 59Q (428.597762 sec): 3 clusters Score: Raw -2997858.703532 + Penalty 3338.572476 = -2994520.131056 nChanged 45 SP:Iteration 60F (428.695957 sec): 3 clusters Score: Raw -2997862.369567 + Penalty 3338.572476 = -2994523.797092 nChanged 57 SP:Iteration 61Q (428.790006 sec): 3 clusters Score: Raw -2997866.943284 + Penalty 3338.572476 = -2994528.370808 nChanged 48 SP:Iteration 62Q (428.886012 sec): 3 clusters Score: Raw -2997870.414035 + Penalty 3338.572476 = -2994531.841559 nChanged 51 SP:Iteration 63Q (428.979786 sec): 3 clusters Score: Raw -2997874.452609 + Penalty 3338.572476 = -2994535.880134 nChanged 49 SP:Iteration 64Q (429.075130 sec): 3 clusters Score: Raw -2997878.251550 + Penalty 3338.572476 = -2994539.679075 nChanged 50 SP:Iteration 65Q (429.157143 sec): 3 clusters Score: Raw -2997882.240136 + Penalty 3338.572476 = -2994543.667660 nChanged 53 SP:Iteration 66Q (429.263468 sec): 3 clusters Score: Raw -2997886.445659 + Penalty 3338.572476 = -2994547.873183 nChanged 57 SP:Iteration 67Q (429.342184 sec): 3 clusters Score: Raw -2997892.040195 + Penalty 3338.572476 = -2994553.467719 nChanged 61 SP:Iteration 68Q (429.428992 sec): 3 clusters Score: Raw -2997897.744431 + Penalty 3338.572476 = -2994559.171955 nChanged 70 SP:Iteration 69Q (429.519666 sec): 3 clusters Score: Raw -2997904.711299 + Penalty 3338.572476 = -2994566.138824 nChanged 73 SP:Iteration 70Q (429.618551 sec): 3 clusters Score: Raw -2997911.222518 + Penalty 3338.572476 = -2994572.650043 nChanged 70 SP:Iteration 71Q (429.711799 sec): 3 clusters Score: Raw -2997916.465152 + Penalty 3338.572476 = -2994577.892676 nChanged 58 SP:Iteration 72Q (429.799187 sec): 3 clusters Score: Raw -2997921.564326 + Penalty 3338.572476 = -2994582.991851 nChanged 60 SP:Iteration 73Q (429.893708 sec): 3 clusters Score: Raw -2997926.167291 + Penalty 3338.572476 = -2994587.594815 nChanged 71 SP:Iteration 74Q (429.977716 sec): 3 clusters Score: Raw -2997931.803452 + Penalty 3338.572476 = -2994593.230976 nChanged 53 SP:Iteration 75Q (430.050684 sec): 3 clusters Score: Raw -2997935.896291 + Penalty 3338.572476 = -2994597.323815 nChanged 60 SP:Iteration 76Q (430.151606 sec): 3 clusters Score: Raw -2997940.562189 + Penalty 3338.572476 = -2994601.989713 nChanged 54 SP:Iteration 77Q (430.240201 sec): 3 clusters Score: Raw -2997945.325141 + Penalty 3338.572476 = -2994606.752665 nChanged 64 SP:Iteration 78Q (430.323414 sec): 3 clusters Score: Raw -2997950.325754 + Penalty 3338.572476 = -2994611.753278 nChanged 61 SP:Iteration 79Q (430.408793 sec): 3 clusters Score: Raw -2997955.472731 + Penalty 3338.572476 = -2994616.900256 nChanged 60 SP:Iteration 80F (430.500393 sec): 3 clusters Score: Raw -2997960.448542 + Penalty 3338.572476 = -2994621.876067 nChanged 58 SP:Iteration 81Q (430.598508 sec): 3 clusters Score: Raw -2997965.536019 + Penalty 3338.572476 = -2994626.963544 nChanged 58 SP:Iteration 82Q (430.702596 sec): 3 clusters Score: Raw -2997969.928786 + Penalty 3338.572476 = -2994631.356311 nChanged 59 SP:Iteration 83Q (430.791184 sec): 3 clusters Score: Raw -2997975.039620 + Penalty 3338.572476 = -2994636.467144 nChanged 73 SP:Iteration 84Q (430.881623 sec): 3 clusters Score: Raw -2997981.485899 + Penalty 3338.572476 = -2994642.913423 nChanged 70 SP:Iteration 85Q (430.964678 sec): 3 clusters Score: Raw -2997987.673311 + Penalty 3338.572476 = -2994649.100835 nChanged 80 SP:Iteration 86Q (431.066481 sec): 3 clusters Score: Raw -2997994.897572 + Penalty 3338.572476 = -2994656.325097 nChanged 82 SP:Iteration 87Q (431.152638 sec): 3 clusters Score: Raw -2998002.764615 + Penalty 3338.572476 = -2994664.192139 nChanged 74 SP:Iteration 88Q (431.246408 sec): 3 clusters Score: Raw -2998010.129082 + Penalty 3338.572476 = -2994671.556606 nChanged 80 SP:Iteration 89Q (431.326385 sec): 3 clusters Score: Raw -2998020.170705 + Penalty 3338.572476 = -2994681.598229 nChanged 89 SP:Iteration 90Q (431.412202 sec): 3 clusters Score: Raw -2998032.522744 + Penalty 3338.572476 = -2994693.950269 nChanged 95 SP:Iteration 91Q (431.504170 sec): 3 clusters Score: Raw -2998045.014112 + Penalty 3338.572476 = -2994706.441637 nChanged 93 SP:Iteration 92Q (431.586067 sec): 3 clusters Score: Raw -2998056.672805 + Penalty 3338.572476 = -2994718.100329 nChanged 99 SP:Iteration 93Q (431.663757 sec): 3 clusters Score: Raw -2998068.759922 + Penalty 3338.572476 = -2994730.187447 nChanged 87 SP:Iteration 94Q (431.753899 sec): 3 clusters Score: Raw -2998079.801623 + Penalty 3338.572476 = -2994741.229147 nChanged 90 SP:Iteration 95Q (431.835425 sec): 3 clusters Score: Raw -2998090.116934 + Penalty 3338.572476 = -2994751.544459 nChanged 81 SP:Iteration 96Q (431.925877 sec): 3 clusters Score: Raw -2998099.435775 + Penalty 3338.572476 = -2994760.863299 nChanged 100 SP:Iteration 97Q (432.014214 sec): 3 clusters Score: Raw -2998113.194945 + Penalty 3338.572476 = -2994774.622469 nChanged 107 SP:Iteration 98Q (432.102333 sec): 3 clusters Score: Raw -2998125.664323 + Penalty 3338.572476 = -2994787.091847 nChanged 102 SP:Iteration 99Q (432.196724 sec): 3 clusters Score: Raw -2998138.178056 + Penalty 3338.572476 = -2994799.605581 nChanged 93 SP:Iteration 100F (432.290782 sec): 3 clusters Score: Raw -2998149.015835 + Penalty 3338.572476 = -2994810.443359 nChanged 85 SP:Iteration 101Q (432.378776 sec): 3 clusters Score: Raw -2998158.568615 + Penalty 3338.572476 = -2994819.996139 nChanged 84 SP:Iteration 102Q (432.466693 sec): 3 clusters Score: Raw -2998166.684235 + Penalty 3338.572476 = -2994828.111759 nChanged 69 SP:Iteration 103Q (432.550659 sec): 3 clusters Score: Raw -2998173.664258 + Penalty 3338.572476 = -2994835.091782 nChanged 82 SP:Iteration 104Q (432.632079 sec): 3 clusters Score: Raw -2998183.479250 + Penalty 3338.572476 = -2994844.906775 nChanged 98 SP:Iteration 105Q (432.710571 sec): 3 clusters Score: Raw -2998195.931413 + Penalty 3338.572476 = -2994857.358937 nChanged 91 SP:Iteration 106Q (432.806028 sec): 3 clusters Score: Raw -2998209.442514 + Penalty 3338.572476 = -2994870.870038 nChanged 107 SP:Iteration 107Q (432.885433 sec): 3 clusters Score: Raw -2998225.616058 + Penalty 3338.572476 = -2994887.043582 nChanged 115 SP:Iteration 108Q (432.989512 sec): 3 clusters Score: Raw -2998241.911879 + Penalty 3338.572476 = -2994903.339403 nChanged 124 SP:Iteration 109Q (433.086762 sec): 3 clusters Score: Raw -2998257.282287 + Penalty 3338.572476 = -2994918.709812 nChanged 109 SP:Iteration 110Q (433.183565 sec): 3 clusters Score: Raw -2998271.518738 + Penalty 3338.572476 = -2994932.946262 nChanged 122 SP:Iteration 111Q (433.275971 sec): 3 clusters Score: Raw -2998290.619416 + Penalty 3338.572476 = -2994952.046940 nChanged 124 SP:Iteration 112Q (433.357683 sec): 3 clusters Score: Raw -2998310.293492 + Penalty 3338.572476 = -2994971.721016 nChanged 123 SP:Iteration 113Q (433.441967 sec): 3 clusters Score: Raw -2998327.992049 + Penalty 3338.572476 = -2994989.419574 nChanged 125 SP:Iteration 114Q (433.523716 sec): 3 clusters Score: Raw -2998348.143990 + Penalty 3338.572476 = -2995009.571515 nChanged 136 SP:Iteration 115Q (433.619223 sec): 3 clusters Score: Raw -2998370.443537 + Penalty 3338.572476 = -2995031.871061 nChanged 138 SP:Iteration 116Q (433.713599 sec): 3 clusters Score: Raw -2998397.527250 + Penalty 3338.572476 = -2995058.954775 nChanged 155 SP:Iteration 117Q (433.808450 sec): 3 clusters Score: Raw -2998430.142821 + Penalty 3338.572476 = -2995091.570346 nChanged 163 SP:Iteration 118Q (433.904531 sec): 3 clusters Score: Raw -2998466.975086 + Penalty 3338.572476 = -2995128.402611 nChanged 180 SP:Iteration 119Q (433.986321 sec): 3 clusters Score: Raw -2998506.796887 + Penalty 3338.572476 = -2995168.224412 nChanged 170 SP:Iteration 120F (434.078369 sec): 3 clusters Score: Raw -2998546.441139 + Penalty 3338.572476 = -2995207.868663 nChanged 187 SP:Iteration 121Q (434.175730 sec): 3 clusters Score: Raw -2998592.727161 + Penalty 3338.572476 = -2995254.154685 nChanged 189 SP:Iteration 122Q (434.264656 sec): 3 clusters Score: Raw -2998642.379217 + Penalty 3338.572476 = -2995303.806741 nChanged 202 SP:Iteration 123Q (434.354894 sec): 3 clusters Score: Raw -2998692.276501 + Penalty 3338.572476 = -2995353.704025 nChanged 204 SP:Iteration 124Q (434.433794 sec): 3 clusters Score: Raw -2998750.715416 + Penalty 3338.572476 = -2995412.142941 nChanged 189 SP:Iteration 125Q (434.531415 sec): 3 clusters Score: Raw -2998802.820836 + Penalty 3338.572476 = -2995464.248361 nChanged 202 SP:Iteration 126Q (434.619367 sec): 3 clusters Score: Raw -2998863.468312 + Penalty 3338.572476 = -2995524.895836 nChanged 204 SP:Iteration 127Q (434.707876 sec): 3 clusters Score: Raw -2998924.286727 + Penalty 3338.572476 = -2995585.714252 nChanged 181 SP:Iteration 128Q (434.797326 sec): 3 clusters Score: Raw -2998978.976042 + Penalty 3338.572476 = -2995640.403567 nChanged 181 SP:Iteration 129Q (434.881842 sec): 3 clusters Score: Raw -2999035.086419 + Penalty 3338.572476 = -2995696.513943 nChanged 180 SP:Iteration 130Q (434.968734 sec): 3 clusters Score: Raw -2999092.594921 + Penalty 3338.572476 = -2995754.022445 nChanged 152 SP:Iteration 131Q (435.055765 sec): 3 clusters Score: Raw -2999144.044090 + Penalty 3338.572476 = -2995805.471614 nChanged 153 SP:Iteration 132Q (435.130632 sec): 3 clusters Score: Raw -2999195.727824 + Penalty 3338.572476 = -2995857.155349 nChanged 133 SP:Iteration 133Q (435.226733 sec): 3 clusters Score: Raw -2999241.356184 + Penalty 3338.572476 = -2995902.783708 nChanged 130 SP:Iteration 134Q (435.310921 sec): 3 clusters Score: Raw -2999288.313480 + Penalty 3338.572476 = -2995949.741005 nChanged 126 SP:Iteration 135Q (435.397257 sec): 3 clusters Score: Raw -2999330.679772 + Penalty 3338.572476 = -2995992.107296 nChanged 111 SP:Iteration 136Q (435.480788 sec): 3 clusters Score: Raw -2999368.259864 + Penalty 3338.572476 = -2996029.687389 nChanged 116 SP:Iteration 137Q (435.550277 sec): 3 clusters Score: Raw -2999414.620097 + Penalty 3338.572476 = -2996076.047622 nChanged 114 SP:Iteration 138Q (435.637392 sec): 3 clusters Score: Raw -2999457.172518 + Penalty 3338.572476 = -2996118.600042 nChanged 103 SP:Iteration 139Q (435.722189 sec): 3 clusters Score: Raw -2999496.924593 + Penalty 3338.572476 = -2996158.352118 nChanged 80 SP:Iteration 140F (435.804321 sec): 3 clusters Score: Raw -2999528.532827 + Penalty 3338.572476 = -2996189.960351 nChanged 63 SP:Iteration 141Q (435.896353 sec): 3 clusters Score: Raw -2999550.786043 + Penalty 3338.572476 = -2996212.213567 nChanged 55 SP:Iteration 142Q (435.985316 sec): 3 clusters Score: Raw -2999568.599557 + Penalty 3338.572476 = -2996230.027082 nChanged 43 SP:Iteration 143Q (436.073180 sec): 3 clusters Score: Raw -2999578.748113 + Penalty 3338.572476 = -2996240.175638 nChanged 27 SP:Iteration 144Q (436.157708 sec): 3 clusters Score: Raw -2999587.302724 + Penalty 3338.572476 = -2996248.730249 nChanged 19 SP:Iteration 145Q (436.240837 sec): 3 clusters Score: Raw -2999594.652254 + Penalty 3338.572476 = -2996256.079778 nChanged 24 SP:Iteration 146Q (436.321665 sec): 3 clusters Score: Raw -2999602.305863 + Penalty 3338.572476 = -2996263.733388 nChanged 21 SP:Iteration 147Q (436.411670 sec): 3 clusters Score: Raw -2999607.989075 + Penalty 3338.572476 = -2996269.416600 nChanged 17 SP:Iteration 148Q (436.496585 sec): 3 clusters Score: Raw -2999613.551178 + Penalty 3338.572476 = -2996274.978703 nChanged 27 SP:Iteration 149Q (436.585193 sec): 3 clusters Score: Raw -2999622.688592 + Penalty 3338.572476 = -2996284.116117 nChanged 25 SP:Iteration 150Q (436.672863 sec): 3 clusters Score: Raw -2999631.298061 + Penalty 3338.572476 = -2996292.725586 nChanged 22 SP:Iteration 151Q (436.755469 sec): 3 clusters Score: Raw -2999636.445712 + Penalty 3338.572476 = -2996297.873236 nChanged 22 SP:Iteration 152Q (436.848616 sec): 3 clusters Score: Raw -2999641.150776 + Penalty 3338.572476 = -2996302.578301 nChanged 18 SP:Iteration 153Q (436.925663 sec): 3 clusters Score: Raw -2999646.481197 + Penalty 3338.572476 = -2996307.908722 nChanged 14 SP:Iteration 154Q (437.011513 sec): 3 clusters Score: Raw -2999651.167655 + Penalty 3338.572476 = -2996312.595179 nChanged 11 SP:Iteration 155Q (437.088786 sec): 3 clusters Score: Raw -2999654.747740 + Penalty 3338.572476 = -2996316.175265 nChanged 10 SP:Iteration 156Q (437.171922 sec): 3 clusters Score: Raw -2999657.287816 + Penalty 3338.572476 = -2996318.715341 nChanged 8 SP:Iteration 157Q (437.262172 sec): 3 clusters Score: Raw -2999659.540593 + Penalty 3338.572476 = -2996320.968118 nChanged 9 SP:Iteration 158Q (437.333643 sec): 3 clusters Score: Raw -2999661.943223 + Penalty 3338.572476 = -2996323.370747 nChanged 10 SP:Iteration 159Q (437.416992 sec): 3 clusters Score: Raw -2999664.739889 + Penalty 3338.572476 = -2996326.167413 nChanged 14 SP:Iteration 160F (437.499951 sec): 3 clusters Score: Raw -2999670.041982 + Penalty 3338.572476 = -2996331.469507 nChanged 11 SP:Iteration 161Q (437.583046 sec): 3 clusters Score: Raw -2999673.872475 + Penalty 3338.572476 = -2996335.300000 nChanged 5 SP:Iteration 162Q (437.652800 sec): 3 clusters Score: Raw -2999675.612910 + Penalty 3338.572476 = -2996337.040434 nChanged 9 SP:Iteration 163Q (437.746176 sec): 3 clusters Score: Raw -2999678.688307 + Penalty 3338.572476 = -2996340.115832 nChanged 9 SP:Iteration 164Q (437.826054 sec): 3 clusters Score: Raw -2999681.481586 + Penalty 3338.572476 = -2996342.909110 nChanged 8 SP:Iteration 165Q (437.906491 sec): 3 clusters Score: Raw -2999683.931568 + Penalty 3338.572476 = -2996345.359092 nChanged 11 SP:Iteration 166Q (438.004942 sec): 3 clusters Score: Raw -2999687.091337 + Penalty 3338.572476 = -2996348.518862 nChanged 17 SP:Iteration 167Q (438.087345 sec): 3 clusters Score: Raw -2999690.922597 + Penalty 3338.572476 = -2996352.350122 nChanged 7 SP:Iteration 168Q (438.174809 sec): 3 clusters Score: Raw -2999693.206982 + Penalty 3338.572476 = -2996354.634506 nChanged 9 SP:Iteration 169Q (438.261078 sec): 3 clusters Score: Raw -2999695.996240 + Penalty 3338.572476 = -2996357.423764 nChanged 6 SP:Iteration 170Q (438.339397 sec): 3 clusters Score: Raw -2999697.519811 + Penalty 3338.572476 = -2996358.947336 nChanged 5 SP:Iteration 171Q (438.425208 sec): 3 clusters Score: Raw -2999698.481841 + Penalty 3338.572476 = -2996359.909366 nChanged 2 SP:Iteration 172Q (438.508012 sec): 3 clusters Score: Raw -2999698.807399 + Penalty 3338.572476 = -2996360.234923 nChanged 2 SP:Iteration 173Q (438.592746 sec): 3 clusters Score: Raw -2999699.255928 + Penalty 3338.572476 = -2996360.683452 nChanged 3 SP:Iteration 174Q (438.664891 sec): 3 clusters Score: Raw -2999700.025982 + Penalty 3338.572476 = -2996361.453507 nChanged 3 SP:Iteration 175Q (438.751687 sec): 3 clusters Score: Raw -2999700.577256 + Penalty 3338.572476 = -2996362.004781 nChanged 2 SP:Iteration 176Q (438.840302 sec): 3 clusters Score: Raw -2999700.994996 + Penalty 3338.572476 = -2996362.422521 nChanged 3 SP:Iteration 177Q (438.932997 sec): 3 clusters Score: Raw -2999701.580934 + Penalty 3338.572476 = -2996363.008458 nChanged 3 SP:Iteration 178Q (439.020500 sec): 3 clusters Score: Raw -2999702.249653 + Penalty 3338.572476 = -2996363.677177 nChanged 3 SP:Iteration 179Q (439.106323 sec): 3 clusters Score: Raw -2999703.372305 + Penalty 3338.572476 = -2996364.799829 nChanged 6 SP:Iteration 180F (439.201387 sec): 3 clusters Score: Raw -2999705.049760 + Penalty 3338.572476 = -2996366.477285 nChanged 6 SP:Iteration 181Q (439.283159 sec): 3 clusters Score: Raw -2999707.111835 + Penalty 3338.572476 = -2996368.539360 nChanged 4 SP:Iteration 182Q (439.359175 sec): 3 clusters Score: Raw -2999707.760993 + Penalty 3338.572476 = -2996369.188517 nChanged 1 SP:Iteration 183Q (439.433256 sec): 3 clusters Score: Raw -2999708.068812 + Penalty 3338.572476 = -2996369.496337 nChanged 1 SP:Iteration 184Q (439.516696 sec): 3 clusters Score: Raw -2999708.215370 + Penalty 3338.572476 = -2996369.642894 nChanged 0 SP:Iteration 185F (439.612212 sec): 3 clusters Score: Raw -2999708.215370 + Penalty 3338.572476 = -2996369.642894 nChanged 0 Trying to split cluster 6 (5726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (439.646729 sec): 2 clusters Score: Raw -591389.672355 + Penalty 1406.075529 = -589983.596826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (439.704885 sec): 3 clusters Score: Raw -588331.067756 + Penalty 2812.151058 = -585518.916698 nChanged 2372 SP:Iteration 1F (439.759585 sec): 3 clusters Score: Raw -589610.534720 + Penalty 2812.151058 = -586798.383662 nChanged 417 SP:Iteration 2F (439.803697 sec): 3 clusters Score: Raw -589816.196268 + Penalty 2812.151058 = -587004.045210 nChanged 319 SP:Iteration 3F (439.866079 sec): 3 clusters Score: Raw -589954.768564 + Penalty 2812.151058 = -587142.617506 nChanged 224 SP:Iteration 4Q (439.913845 sec): 3 clusters Score: Raw -590052.803649 + Penalty 2812.151058 = -587240.652591 nChanged 202 SP:Iteration 5Q (439.972939 sec): 3 clusters Score: Raw -590135.026413 + Penalty 2812.151058 = -587322.875355 nChanged 178 SP:Iteration 6Q (440.032592 sec): 3 clusters Score: Raw -590206.489139 + Penalty 2812.151058 = -587394.338081 nChanged 161 SP:Iteration 7Q (440.087566 sec): 3 clusters Score: Raw -590277.527613 + Penalty 2812.151058 = -587465.376555 nChanged 170 SP:Iteration 8Q (440.144838 sec): 3 clusters Score: Raw -590376.248429 + Penalty 2812.151058 = -587564.097371 nChanged 187 SP:Iteration 9Q (440.207836 sec): 3 clusters Score: Raw -590499.509599 + Penalty 2812.151058 = -587687.358541 nChanged 198 SP:Iteration 10Q (440.260403 sec): 3 clusters Score: Raw -590618.381351 + Penalty 2812.151058 = -587806.230293 nChanged 176 SP:Iteration 11Q (440.323854 sec): 3 clusters Score: Raw -590734.407267 + Penalty 2812.151058 = -587922.256209 nChanged 158 SP:Iteration 12Q (440.380085 sec): 3 clusters Score: Raw -590831.832701 + Penalty 2812.151058 = -588019.681643 nChanged 161 SP:Iteration 13Q (440.422548 sec): 3 clusters Score: Raw -590925.749271 + Penalty 2812.151058 = -588113.598214 nChanged 143 SP:Iteration 14Q (440.483066 sec): 3 clusters Score: Raw -591003.291855 + Penalty 2812.151058 = -588191.140797 nChanged 130 SP:Iteration 15Q (440.533647 sec): 3 clusters Score: Raw -591083.230556 + Penalty 2812.151058 = -588271.079498 nChanged 122 SP:Iteration 16Q (440.599449 sec): 3 clusters Score: Raw -591146.472450 + Penalty 2812.151058 = -588334.321392 nChanged 109 SP:Iteration 17Q (440.649519 sec): 3 clusters Score: Raw -591201.043512 + Penalty 2812.151058 = -588388.892454 nChanged 94 SP:Iteration 18Q (440.705901 sec): 3 clusters Score: Raw -591249.978389 + Penalty 2812.151058 = -588437.827332 nChanged 79 SP:Iteration 19Q (440.765522 sec): 3 clusters Score: Raw -591297.831188 + Penalty 2812.151058 = -588485.680130 nChanged 79 SP:Iteration 20F (440.823993 sec): 3 clusters Score: Raw -591347.628879 + Penalty 2812.151058 = -588535.477821 nChanged 83 SP:Iteration 21Q (440.866784 sec): 3 clusters Score: Raw -591404.311955 + Penalty 2812.151058 = -588592.160897 nChanged 60 SP:Iteration 22Q (440.929772 sec): 3 clusters Score: Raw -591439.498795 + Penalty 2812.151058 = -588627.347737 nChanged 42 SP:Iteration 23Q (440.986869 sec): 3 clusters Score: Raw -591456.662572 + Penalty 2812.151058 = -588644.511514 nChanged 31 SP:Iteration 24Q (441.032073 sec): 3 clusters Score: Raw -591467.102811 + Penalty 2812.151058 = -588654.951753 nChanged 23 SP:Iteration 25Q (441.092459 sec): 3 clusters Score: Raw -591472.575105 + Penalty 2812.151058 = -588660.424047 nChanged 19 SP:Iteration 26Q (441.143574 sec): 3 clusters Score: Raw -591477.559843 + Penalty 2812.151058 = -588665.408786 nChanged 10 SP:Iteration 27Q (441.211599 sec): 3 clusters Score: Raw -591480.318052 + Penalty 2812.151058 = -588668.166994 nChanged 4 SP:Iteration 28Q (441.256236 sec): 3 clusters Score: Raw -591481.465114 + Penalty 2812.151058 = -588669.314056 nChanged 3 SP:Iteration 29Q (441.323540 sec): 3 clusters Score: Raw -591481.942033 + Penalty 2812.151058 = -588669.790975 nChanged 3 SP:Iteration 30Q (441.376058 sec): 3 clusters Score: Raw -591483.202827 + Penalty 2812.151058 = -588671.051770 nChanged 5 SP:Iteration 31Q (441.422523 sec): 3 clusters Score: Raw -591484.912605 + Penalty 2812.151058 = -588672.761547 nChanged 4 SP:Iteration 32Q (441.478753 sec): 3 clusters Score: Raw -591485.831994 + Penalty 2812.151058 = -588673.680936 nChanged 6 SP:Iteration 33Q (441.535016 sec): 3 clusters Score: Raw -591486.897546 + Penalty 2812.151058 = -588674.746488 nChanged 5 SP:Iteration 34Q (441.590107 sec): 3 clusters Score: Raw -591487.641390 + Penalty 2812.151058 = -588675.490332 nChanged 3 SP:Iteration 35Q (441.651016 sec): 3 clusters Score: Raw -591488.391217 + Penalty 2812.151058 = -588676.240160 nChanged 4 SP:Iteration 36Q (441.710909 sec): 3 clusters Score: Raw -591489.002735 + Penalty 2812.151058 = -588676.851677 nChanged 3 SP:Iteration 37Q (441.757393 sec): 3 clusters Score: Raw -591489.387865 + Penalty 2812.151058 = -588677.236807 nChanged 1 SP:Iteration 38Q (441.816104 sec): 3 clusters Score: Raw -591489.484537 + Penalty 2812.151058 = -588677.333479 nChanged 0 SP:Iteration 39F (441.874229 sec): 3 clusters Score: Raw -591489.484537 + Penalty 2812.151058 = -588677.333479 nChanged 0 Trying to split cluster 7 (28981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (441.936458 sec): 2 clusters Score: Raw -3021562.609339 + Penalty 1669.589305 = -3019893.020034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (442.016519 sec): 3 clusters Score: Raw -3003705.717648 + Penalty 3339.178610 = -3000366.539038 nChanged 13318 SP:Iteration 1F (442.119664 sec): 3 clusters Score: Raw -3011335.569745 + Penalty 3339.178610 = -3007996.391135 nChanged 1682 SP:Iteration 2F (442.207301 sec): 3 clusters Score: Raw -3012284.332890 + Penalty 3339.178610 = -3008945.154280 nChanged 2010 SP:Iteration 3F (442.304995 sec): 3 clusters Score: Raw -3013798.879187 + Penalty 3339.178610 = -3010459.700578 nChanged 2312 SP:Iteration 4F (442.398537 sec): 3 clusters Score: Raw -3015995.263776 + Penalty 3339.178610 = -3012656.085167 nChanged 2382 SP:Iteration 5F (442.481944 sec): 3 clusters Score: Raw -3018387.649518 + Penalty 3339.178610 = -3015048.470908 nChanged 2019 SP:Iteration 6F (442.579451 sec): 3 clusters Score: Raw -3020019.860665 + Penalty 3339.178610 = -3016680.682055 nChanged 1442 SP:Iteration 7Q (442.666130 sec): 3 clusters Score: Raw -3020903.621272 + Penalty 3339.178610 = -3017564.442663 nChanged 980 SP:Iteration 8Q (442.767353 sec): 3 clusters Score: Raw -3021412.456031 + Penalty 3339.178610 = -3018073.277421 nChanged 752 SP:Iteration 9Q (442.864167 sec): 3 clusters Score: Raw -3021774.364683 + Penalty 3339.178610 = -3018435.186074 nChanged 629 SP:Iteration 10Q (442.960063 sec): 3 clusters Score: Raw -3022068.265951 + Penalty 3339.178610 = -3018729.087341 nChanged 563 SP:Iteration 11Q (443.049919 sec): 3 clusters Score: Raw -3022360.833892 + Penalty 3339.178610 = -3019021.655283 nChanged 567 SP:Iteration 12Q (443.145199 sec): 3 clusters Score: Raw -3022645.044129 + Penalty 3339.178610 = -3019305.865519 nChanged 539 SP:Iteration 13Q (443.241488 sec): 3 clusters Score: Raw -3022895.742870 + Penalty 3339.178610 = -3019556.564260 nChanged 485 SP:Iteration 14Q (443.332764 sec): 3 clusters Score: Raw -3023102.099627 + Penalty 3339.178610 = -3019762.921017 nChanged 417 SP:Iteration 15Q (443.424889 sec): 3 clusters Score: Raw -3023242.398386 + Penalty 3339.178610 = -3019903.219777 nChanged 315 SP:Iteration 16Q (443.510334 sec): 3 clusters Score: Raw -3023329.859929 + Penalty 3339.178610 = -3019990.681319 nChanged 241 SP:Iteration 17Q (443.599534 sec): 3 clusters Score: Raw -3023380.696849 + Penalty 3339.178610 = -3020041.518240 nChanged 196 SP:Iteration 18Q (443.703364 sec): 3 clusters Score: Raw -3023417.127428 + Penalty 3339.178610 = -3020077.948819 nChanged 145 SP:Iteration 19Q (443.783168 sec): 3 clusters Score: Raw -3023436.379051 + Penalty 3339.178610 = -3020097.200441 nChanged 111 SP:Iteration 20F (443.881009 sec): 3 clusters Score: Raw -3023448.557544 + Penalty 3339.178610 = -3020109.378934 nChanged 77 SP:Iteration 21Q (443.964926 sec): 3 clusters Score: Raw -3023456.355469 + Penalty 3339.178610 = -3020117.176860 nChanged 61 SP:Iteration 22Q (444.067366 sec): 3 clusters Score: Raw -3023461.330378 + Penalty 3339.178610 = -3020122.151768 nChanged 52 SP:Iteration 23Q (444.159751 sec): 3 clusters Score: Raw -3023464.801120 + Penalty 3339.178610 = -3020125.622510 nChanged 30 SP:Iteration 24Q (444.244154 sec): 3 clusters Score: Raw -3023466.267542 + Penalty 3339.178610 = -3020127.088933 nChanged 26 SP:Iteration 25Q (444.327794 sec): 3 clusters Score: Raw -3023467.784384 + Penalty 3339.178610 = -3020128.605775 nChanged 21 SP:Iteration 26Q (444.426491 sec): 3 clusters Score: Raw -3023469.110506 + Penalty 3339.178610 = -3020129.931897 nChanged 22 SP:Iteration 27Q (444.523379 sec): 3 clusters Score: Raw -3023470.170917 + Penalty 3339.178610 = -3020130.992307 nChanged 15 SP:Iteration 28Q (444.600710 sec): 3 clusters Score: Raw -3023470.940760 + Penalty 3339.178610 = -3020131.762150 nChanged 12 SP:Iteration 29Q (444.697923 sec): 3 clusters Score: Raw -3023471.560986 + Penalty 3339.178610 = -3020132.382376 nChanged 10 SP:Iteration 30Q (444.791463 sec): 3 clusters Score: Raw -3023471.911806 + Penalty 3339.178610 = -3020132.733196 nChanged 4 SP:Iteration 31Q (444.884838 sec): 3 clusters Score: Raw -3023472.045272 + Penalty 3339.178610 = -3020132.866663 nChanged 5 SP:Iteration 32Q (444.965815 sec): 3 clusters Score: Raw -3023472.322521 + Penalty 3339.178610 = -3020133.143912 nChanged 4 SP:Iteration 33Q (445.064558 sec): 3 clusters Score: Raw -3023472.478842 + Penalty 3339.178610 = -3020133.300233 nChanged 2 SP:Iteration 34Q (445.156066 sec): 3 clusters Score: Raw -3023472.570566 + Penalty 3339.178610 = -3020133.391956 nChanged 2 SP:Iteration 35Q (445.249910 sec): 3 clusters Score: Raw -3023472.652296 + Penalty 3339.178610 = -3020133.473686 nChanged 4 SP:Iteration 36Q (445.345620 sec): 3 clusters Score: Raw -3023472.805532 + Penalty 3339.178610 = -3020133.626923 nChanged 4 SP:Iteration 37Q (445.436054 sec): 3 clusters Score: Raw -3023472.937312 + Penalty 3339.178610 = -3020133.758702 nChanged 3 SP:Iteration 38Q (445.517522 sec): 3 clusters Score: Raw -3023473.166478 + Penalty 3339.178610 = -3020133.987868 nChanged 3 SP:Iteration 39Q (445.620029 sec): 3 clusters Score: Raw -3023473.369851 + Penalty 3339.178610 = -3020134.191241 nChanged 4 SP:Iteration 40F (445.712226 sec): 3 clusters Score: Raw -3023473.617791 + Penalty 3339.178610 = -3020134.439181 nChanged 6 SP:Iteration 41Q (445.810267 sec): 3 clusters Score: Raw -3023473.841025 + Penalty 3339.178610 = -3020134.662415 nChanged 5 SP:Iteration 42Q (445.911035 sec): 3 clusters Score: Raw -3023473.944851 + Penalty 3339.178610 = -3020134.766242 nChanged 0 SP:Iteration 43F (446.002845 sec): 3 clusters Score: Raw -3023473.944851 + Penalty 3339.178610 = -3020134.766242 nChanged 0 Score: Raw -49985384.874434 + Penalty 63897.911769 = -49921486.962665 Splitting cluster 7 changes total score from -49919890.462860 to -49921486.962665 So it's getting split into cluster 30. Trying to split cluster 8 (23997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (455.214823 sec): 2 clusters Score: Raw -2453028.608329 + Penalty 1638.923666 = -2451389.684663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (455.308877 sec): 3 clusters Score: Raw -2438442.416487 + Penalty 3277.847333 = -2435164.569154 nChanged 10981 SP:Iteration 1F (455.392292 sec): 3 clusters Score: Raw -2444835.430446 + Penalty 3277.847333 = -2441557.583113 nChanged 1318 SP:Iteration 2F (455.489793 sec): 3 clusters Score: Raw -2445424.425281 + Penalty 3277.847333 = -2442146.577948 nChanged 1250 SP:Iteration 3F (455.580395 sec): 3 clusters Score: Raw -2446045.517134 + Penalty 3277.847333 = -2442767.669801 nChanged 1256 SP:Iteration 4F (455.667911 sec): 3 clusters Score: Raw -2446803.562717 + Penalty 3277.847333 = -2443525.715384 nChanged 1315 SP:Iteration 5F (455.759527 sec): 3 clusters Score: Raw -2447690.804445 + Penalty 3277.847333 = -2444412.957112 nChanged 1328 SP:Iteration 6F (455.848143 sec): 3 clusters Score: Raw -2448697.815571 + Penalty 3277.847333 = -2445419.968238 nChanged 1277 SP:Iteration 7F (455.931521 sec): 3 clusters Score: Raw -2449676.924467 + Penalty 3277.847333 = -2446399.077134 nChanged 1168 SP:Iteration 8Q (456.022493 sec): 3 clusters Score: Raw -2450368.297839 + Penalty 3277.847333 = -2447090.450506 nChanged 937 SP:Iteration 9Q (456.104193 sec): 3 clusters Score: Raw -2450811.675674 + Penalty 3277.847333 = -2447533.828341 nChanged 670 SP:Iteration 10Q (456.185751 sec): 3 clusters Score: Raw -2451043.720581 + Penalty 3277.847333 = -2447765.873248 nChanged 472 SP:Iteration 11Q (456.270051 sec): 3 clusters Score: Raw -2451174.284546 + Penalty 3277.847333 = -2447896.437213 nChanged 342 SP:Iteration 12Q (456.351722 sec): 3 clusters Score: Raw -2451253.273157 + Penalty 3277.847333 = -2447975.425824 nChanged 286 SP:Iteration 13Q (456.433546 sec): 3 clusters Score: Raw -2451312.013577 + Penalty 3277.847333 = -2448034.166244 nChanged 241 SP:Iteration 14Q (456.514452 sec): 3 clusters Score: Raw -2451362.449673 + Penalty 3277.847333 = -2448084.602340 nChanged 219 SP:Iteration 15Q (456.604079 sec): 3 clusters Score: Raw -2451407.500829 + Penalty 3277.847333 = -2448129.653496 nChanged 187 SP:Iteration 16Q (456.699764 sec): 3 clusters Score: Raw -2451450.762576 + Penalty 3277.847333 = -2448172.915243 nChanged 203 SP:Iteration 17Q (456.773535 sec): 3 clusters Score: Raw -2451501.000874 + Penalty 3277.847333 = -2448223.153541 nChanged 220 SP:Iteration 18Q (456.870751 sec): 3 clusters Score: Raw -2451553.492059 + Penalty 3277.847333 = -2448275.644726 nChanged 207 SP:Iteration 19Q (456.956121 sec): 3 clusters Score: Raw -2451599.052143 + Penalty 3277.847333 = -2448321.204810 nChanged 204 SP:Iteration 20F (457.042577 sec): 3 clusters Score: Raw -2451647.489938 + Penalty 3277.847333 = -2448369.642605 nChanged 218 SP:Iteration 21Q (457.125847 sec): 3 clusters Score: Raw -2451698.832284 + Penalty 3277.847333 = -2448420.984951 nChanged 221 SP:Iteration 22Q (457.213112 sec): 3 clusters Score: Raw -2451748.202870 + Penalty 3277.847333 = -2448470.355537 nChanged 238 SP:Iteration 23Q (457.301447 sec): 3 clusters Score: Raw -2451805.483558 + Penalty 3277.847333 = -2448527.636225 nChanged 262 SP:Iteration 24Q (457.389759 sec): 3 clusters Score: Raw -2451880.613975 + Penalty 3277.847333 = -2448602.766642 nChanged 266 SP:Iteration 25Q (457.478965 sec): 3 clusters Score: Raw -2451948.237468 + Penalty 3277.847333 = -2448670.390135 nChanged 251 SP:Iteration 26Q (457.569994 sec): 3 clusters Score: Raw -2452011.279122 + Penalty 3277.847333 = -2448733.431789 nChanged 239 SP:Iteration 27Q (457.659373 sec): 3 clusters Score: Raw -2452075.416205 + Penalty 3277.847333 = -2448797.568872 nChanged 244 SP:Iteration 28Q (457.740149 sec): 3 clusters Score: Raw -2452145.901740 + Penalty 3277.847333 = -2448868.054407 nChanged 231 SP:Iteration 29Q (457.828751 sec): 3 clusters Score: Raw -2452220.495356 + Penalty 3277.847333 = -2448942.648023 nChanged 227 SP:Iteration 30Q (457.904809 sec): 3 clusters Score: Raw -2452283.554231 + Penalty 3277.847333 = -2449005.706898 nChanged 214 SP:Iteration 31Q (457.990236 sec): 3 clusters Score: Raw -2452342.467595 + Penalty 3277.847333 = -2449064.620262 nChanged 210 SP:Iteration 32Q (458.078572 sec): 3 clusters Score: Raw -2452409.501000 + Penalty 3277.847333 = -2449131.653667 nChanged 248 SP:Iteration 33Q (458.160428 sec): 3 clusters Score: Raw -2452497.837125 + Penalty 3277.847333 = -2449219.989792 nChanged 232 SP:Iteration 34Q (458.255702 sec): 3 clusters Score: Raw -2452582.963151 + Penalty 3277.847333 = -2449305.115818 nChanged 231 SP:Iteration 35Q (458.334129 sec): 3 clusters Score: Raw -2452668.118745 + Penalty 3277.847333 = -2449390.271412 nChanged 211 SP:Iteration 36Q (458.429040 sec): 3 clusters Score: Raw -2452740.513786 + Penalty 3277.847333 = -2449462.666453 nChanged 189 SP:Iteration 37Q (458.504223 sec): 3 clusters Score: Raw -2452800.003113 + Penalty 3277.847333 = -2449522.155780 nChanged 176 SP:Iteration 38Q (458.585826 sec): 3 clusters Score: Raw -2452857.282426 + Penalty 3277.847333 = -2449579.435093 nChanged 177 SP:Iteration 39Q (458.661549 sec): 3 clusters Score: Raw -2452920.383900 + Penalty 3277.847333 = -2449642.536567 nChanged 195 SP:Iteration 40F (458.742133 sec): 3 clusters Score: Raw -2452996.268602 + Penalty 3277.847333 = -2449718.421269 nChanged 179 SP:Iteration 41Q (458.827216 sec): 3 clusters Score: Raw -2453055.761234 + Penalty 3277.847333 = -2449777.913901 nChanged 145 SP:Iteration 42Q (458.904610 sec): 3 clusters Score: Raw -2453100.544376 + Penalty 3277.847333 = -2449822.697043 nChanged 119 SP:Iteration 43Q (458.988993 sec): 3 clusters Score: Raw -2453134.864145 + Penalty 3277.847333 = -2449857.016812 nChanged 101 SP:Iteration 44Q (459.072002 sec): 3 clusters Score: Raw -2453161.448670 + Penalty 3277.847333 = -2449883.601337 nChanged 95 SP:Iteration 45Q (459.152688 sec): 3 clusters Score: Raw -2453188.690942 + Penalty 3277.847333 = -2449910.843609 nChanged 95 SP:Iteration 46Q (459.237314 sec): 3 clusters Score: Raw -2453218.562163 + Penalty 3277.847333 = -2449940.714830 nChanged 97 SP:Iteration 47Q (459.318444 sec): 3 clusters Score: Raw -2453246.938978 + Penalty 3277.847333 = -2449969.091645 nChanged 90 SP:Iteration 48Q (459.402840 sec): 3 clusters Score: Raw -2453270.473792 + Penalty 3277.847333 = -2449992.626459 nChanged 85 SP:Iteration 49Q (459.483569 sec): 3 clusters Score: Raw -2453292.189081 + Penalty 3277.847333 = -2450014.341748 nChanged 76 SP:Iteration 50Q (459.569285 sec): 3 clusters Score: Raw -2453313.859966 + Penalty 3277.847333 = -2450036.012633 nChanged 62 SP:Iteration 51Q (459.650737 sec): 3 clusters Score: Raw -2453329.533288 + Penalty 3277.847333 = -2450051.685955 nChanged 58 SP:Iteration 52Q (459.730666 sec): 3 clusters Score: Raw -2453345.974587 + Penalty 3277.847333 = -2450068.127254 nChanged 51 SP:Iteration 53Q (459.813023 sec): 3 clusters Score: Raw -2453356.814931 + Penalty 3277.847333 = -2450078.967598 nChanged 39 SP:Iteration 54Q (459.895643 sec): 3 clusters Score: Raw -2453366.707470 + Penalty 3277.847333 = -2450088.860137 nChanged 23 SP:Iteration 55Q (459.972862 sec): 3 clusters Score: Raw -2453373.628222 + Penalty 3277.847333 = -2450095.780889 nChanged 27 SP:Iteration 56Q (460.041932 sec): 3 clusters Score: Raw -2453380.876794 + Penalty 3277.847333 = -2450103.029461 nChanged 28 SP:Iteration 57Q (460.111621 sec): 3 clusters Score: Raw -2453388.336145 + Penalty 3277.847333 = -2450110.488812 nChanged 23 SP:Iteration 58Q (460.186031 sec): 3 clusters Score: Raw -2453394.391138 + Penalty 3277.847333 = -2450116.543805 nChanged 24 SP:Iteration 59Q (460.261475 sec): 3 clusters Score: Raw -2453399.140979 + Penalty 3277.847333 = -2450121.293646 nChanged 20 SP:Iteration 60F (460.339848 sec): 3 clusters Score: Raw -2453403.927325 + Penalty 3277.847333 = -2450126.079992 nChanged 22 SP:Iteration 61Q (460.419917 sec): 3 clusters Score: Raw -2453410.343488 + Penalty 3277.847333 = -2450132.496155 nChanged 28 SP:Iteration 62Q (460.510992 sec): 3 clusters Score: Raw -2453415.514783 + Penalty 3277.847333 = -2450137.667450 nChanged 20 SP:Iteration 63Q (460.584251 sec): 3 clusters Score: Raw -2453420.350541 + Penalty 3277.847333 = -2450142.503208 nChanged 24 SP:Iteration 64Q (460.667333 sec): 3 clusters Score: Raw -2453426.445822 + Penalty 3277.847333 = -2450148.598489 nChanged 23 SP:Iteration 65Q (460.749508 sec): 3 clusters Score: Raw -2453433.113411 + Penalty 3277.847333 = -2450155.266078 nChanged 20 SP:Iteration 66Q (460.826919 sec): 3 clusters Score: Raw -2453438.210802 + Penalty 3277.847333 = -2450160.363469 nChanged 22 SP:Iteration 67Q (460.908993 sec): 3 clusters Score: Raw -2453442.482972 + Penalty 3277.847333 = -2450164.635639 nChanged 23 SP:Iteration 68Q (460.989478 sec): 3 clusters Score: Raw -2453446.832158 + Penalty 3277.847333 = -2450168.984825 nChanged 13 SP:Iteration 69Q (461.064652 sec): 3 clusters Score: Raw -2453449.385578 + Penalty 3277.847333 = -2450171.538245 nChanged 16 SP:Iteration 70Q (461.148050 sec): 3 clusters Score: Raw -2453452.969220 + Penalty 3277.847333 = -2450175.121887 nChanged 10 SP:Iteration 71Q (461.229284 sec): 3 clusters Score: Raw -2453455.166320 + Penalty 3277.847333 = -2450177.318987 nChanged 13 SP:Iteration 72Q (461.309119 sec): 3 clusters Score: Raw -2453457.829539 + Penalty 3277.847333 = -2450179.982206 nChanged 13 SP:Iteration 73Q (461.376514 sec): 3 clusters Score: Raw -2453460.139229 + Penalty 3277.847333 = -2450182.291896 nChanged 9 SP:Iteration 74Q (461.466964 sec): 3 clusters Score: Raw -2453462.541933 + Penalty 3277.847333 = -2450184.694600 nChanged 12 SP:Iteration 75Q (461.537582 sec): 3 clusters Score: Raw -2453465.071351 + Penalty 3277.847333 = -2450187.224018 nChanged 11 SP:Iteration 76Q (461.622685 sec): 3 clusters Score: Raw -2453467.015144 + Penalty 3277.847333 = -2450189.167811 nChanged 15 SP:Iteration 77Q (461.698987 sec): 3 clusters Score: Raw -2453470.870629 + Penalty 3277.847333 = -2450193.023296 nChanged 15 SP:Iteration 78Q (461.763616 sec): 3 clusters Score: Raw -2453475.260915 + Penalty 3277.847333 = -2450197.413582 nChanged 17 SP:Iteration 79Q (461.846090 sec): 3 clusters Score: Raw -2453480.440900 + Penalty 3277.847333 = -2450202.593568 nChanged 11 SP:Iteration 80F (461.935241 sec): 3 clusters Score: Raw -2453482.995416 + Penalty 3277.847333 = -2450205.148083 nChanged 8 SP:Iteration 81Q (462.019646 sec): 3 clusters Score: Raw -2453484.897509 + Penalty 3277.847333 = -2450207.050176 nChanged 7 SP:Iteration 82Q (462.088446 sec): 3 clusters Score: Raw -2453486.480120 + Penalty 3277.847333 = -2450208.632787 nChanged 3 SP:Iteration 83Q (462.178476 sec): 3 clusters Score: Raw -2453486.817192 + Penalty 3277.847333 = -2450208.969859 nChanged 6 SP:Iteration 84Q (462.254918 sec): 3 clusters Score: Raw -2453487.865087 + Penalty 3277.847333 = -2450210.017754 nChanged 5 SP:Iteration 85Q (462.339866 sec): 3 clusters Score: Raw -2453488.918526 + Penalty 3277.847333 = -2450211.071193 nChanged 2 SP:Iteration 86Q (462.403528 sec): 3 clusters Score: Raw -2453489.297227 + Penalty 3277.847333 = -2450211.449894 nChanged 1 SP:Iteration 87Q (462.479676 sec): 3 clusters Score: Raw -2453489.605818 + Penalty 3277.847333 = -2450211.758485 nChanged 1 SP:Iteration 88Q (462.553964 sec): 3 clusters Score: Raw -2453489.882042 + Penalty 3277.847333 = -2450212.034709 nChanged 0 SP:Iteration 89F (462.646208 sec): 3 clusters Score: Raw -2453489.882042 + Penalty 3277.847333 = -2450212.034709 nChanged 0 Trying to split cluster 9 (14027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (462.681983 sec): 2 clusters Score: Raw -1385952.545040 + Penalty 1551.670140 = -1384400.874900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (462.758622 sec): 3 clusters Score: Raw -1377718.960384 + Penalty 3103.340280 = -1374615.620105 nChanged 6307 SP:Iteration 1F (462.830412 sec): 3 clusters Score: Raw -1381105.597634 + Penalty 3103.340280 = -1378002.257354 nChanged 846 SP:Iteration 2F (462.896458 sec): 3 clusters Score: Raw -1381462.963254 + Penalty 3103.340280 = -1378359.622974 nChanged 749 SP:Iteration 3F (462.967774 sec): 3 clusters Score: Raw -1381797.042950 + Penalty 3103.340280 = -1378693.702670 nChanged 698 SP:Iteration 4Q (463.036479 sec): 3 clusters Score: Raw -1382133.285528 + Penalty 3103.340280 = -1379029.945248 nChanged 687 SP:Iteration 5Q (463.108771 sec): 3 clusters Score: Raw -1382453.884309 + Penalty 3103.340280 = -1379350.544030 nChanged 657 SP:Iteration 6Q (463.163022 sec): 3 clusters Score: Raw -1382773.138166 + Penalty 3103.340280 = -1379669.797886 nChanged 602 SP:Iteration 7Q (463.236206 sec): 3 clusters Score: Raw -1383093.777246 + Penalty 3103.340280 = -1379990.436966 nChanged 629 SP:Iteration 8Q (463.299281 sec): 3 clusters Score: Raw -1383464.948706 + Penalty 3103.340280 = -1380361.608426 nChanged 647 SP:Iteration 9Q (463.369378 sec): 3 clusters Score: Raw -1383840.102178 + Penalty 3103.340280 = -1380736.761899 nChanged 598 SP:Iteration 10Q (463.433850 sec): 3 clusters Score: Raw -1384226.873718 + Penalty 3103.340280 = -1381123.533438 nChanged 589 SP:Iteration 11Q (463.504983 sec): 3 clusters Score: Raw -1384571.157620 + Penalty 3103.340280 = -1381467.817340 nChanged 488 SP:Iteration 12Q (463.585092 sec): 3 clusters Score: Raw -1384798.609086 + Penalty 3103.340280 = -1381695.268806 nChanged 378 SP:Iteration 13Q (463.645658 sec): 3 clusters Score: Raw -1384952.479514 + Penalty 3103.340280 = -1381849.139234 nChanged 275 SP:Iteration 14Q (463.706310 sec): 3 clusters Score: Raw -1385045.050390 + Penalty 3103.340280 = -1381941.710110 nChanged 228 SP:Iteration 15Q (463.775645 sec): 3 clusters Score: Raw -1385115.381678 + Penalty 3103.340280 = -1382012.041398 nChanged 190 SP:Iteration 16Q (463.849668 sec): 3 clusters Score: Raw -1385169.929672 + Penalty 3103.340280 = -1382066.589392 nChanged 173 SP:Iteration 17Q (463.923752 sec): 3 clusters Score: Raw -1385218.277257 + Penalty 3103.340280 = -1382114.936977 nChanged 159 SP:Iteration 18Q (463.996977 sec): 3 clusters Score: Raw -1385260.335091 + Penalty 3103.340280 = -1382156.994812 nChanged 137 SP:Iteration 19Q (464.074079 sec): 3 clusters Score: Raw -1385293.500425 + Penalty 3103.340280 = -1382190.160145 nChanged 118 SP:Iteration 20F (464.146823 sec): 3 clusters Score: Raw -1385321.878367 + Penalty 3103.340280 = -1382218.538087 nChanged 116 SP:Iteration 21Q (464.207368 sec): 3 clusters Score: Raw -1385349.707557 + Penalty 3103.340280 = -1382246.367277 nChanged 96 SP:Iteration 22Q (464.283958 sec): 3 clusters Score: Raw -1385371.624799 + Penalty 3103.340280 = -1382268.284519 nChanged 100 SP:Iteration 23Q (464.354468 sec): 3 clusters Score: Raw -1385392.184703 + Penalty 3103.340280 = -1382288.844423 nChanged 98 SP:Iteration 24Q (464.427345 sec): 3 clusters Score: Raw -1385411.989911 + Penalty 3103.340280 = -1382308.649631 nChanged 87 SP:Iteration 25Q (464.487750 sec): 3 clusters Score: Raw -1385428.382765 + Penalty 3103.340280 = -1382325.042485 nChanged 95 SP:Iteration 26Q (464.570766 sec): 3 clusters Score: Raw -1385448.376080 + Penalty 3103.340280 = -1382345.035800 nChanged 92 SP:Iteration 27Q (464.642040 sec): 3 clusters Score: Raw -1385465.897326 + Penalty 3103.340280 = -1382362.557046 nChanged 89 SP:Iteration 28Q (464.705354 sec): 3 clusters Score: Raw -1385483.206601 + Penalty 3103.340280 = -1382379.866321 nChanged 86 SP:Iteration 29Q (464.788677 sec): 3 clusters Score: Raw -1385498.884810 + Penalty 3103.340280 = -1382395.544530 nChanged 68 SP:Iteration 30Q (464.859793 sec): 3 clusters Score: Raw -1385512.060583 + Penalty 3103.340280 = -1382408.720303 nChanged 70 SP:Iteration 31Q (464.922315 sec): 3 clusters Score: Raw -1385526.595921 + Penalty 3103.340280 = -1382423.255641 nChanged 80 SP:Iteration 32Q (465.003982 sec): 3 clusters Score: Raw -1385544.541314 + Penalty 3103.340280 = -1382441.201034 nChanged 102 SP:Iteration 33Q (465.075585 sec): 3 clusters Score: Raw -1385570.738431 + Penalty 3103.340280 = -1382467.398151 nChanged 106 SP:Iteration 34Q (465.143571 sec): 3 clusters Score: Raw -1385594.438440 + Penalty 3103.340280 = -1382491.098160 nChanged 110 SP:Iteration 35Q (465.212676 sec): 3 clusters Score: Raw -1385620.080461 + Penalty 3103.340280 = -1382516.740181 nChanged 105 SP:Iteration 36Q (465.277125 sec): 3 clusters Score: Raw -1385646.737663 + Penalty 3103.340280 = -1382543.397383 nChanged 113 SP:Iteration 37Q (465.339805 sec): 3 clusters Score: Raw -1385674.142355 + Penalty 3103.340280 = -1382570.802075 nChanged 122 SP:Iteration 38Q (465.401935 sec): 3 clusters Score: Raw -1385712.389213 + Penalty 3103.340280 = -1382609.048933 nChanged 158 SP:Iteration 39Q (465.475708 sec): 3 clusters Score: Raw -1385781.115192 + Penalty 3103.340280 = -1382677.774912 nChanged 191 SP:Iteration 40F (465.539473 sec): 3 clusters Score: Raw -1385881.806893 + Penalty 3103.340280 = -1382778.466613 nChanged 229 SP:Iteration 41Q (465.606843 sec): 3 clusters Score: Raw -1386040.968826 + Penalty 3103.340280 = -1382937.628546 nChanged 278 SP:Iteration 42Q (465.673234 sec): 3 clusters Score: Raw -1386263.610925 + Penalty 3103.340280 = -1383160.270645 nChanged 320 SP:Iteration 43Q (465.733304 sec): 3 clusters Score: Raw -1386529.221057 + Penalty 3103.340280 = -1383425.880777 nChanged 347 SP:Iteration 44Q (465.812170 sec): 3 clusters Score: Raw -1386833.341176 + Penalty 3103.340280 = -1383730.000896 nChanged 345 SP:Iteration 45Q (465.878530 sec): 3 clusters Score: Raw -1387119.591432 + Penalty 3103.340280 = -1384016.251152 nChanged 333 SP:Iteration 46Q (465.949192 sec): 3 clusters Score: Raw -1387425.667311 + Penalty 3103.340280 = -1384322.327031 nChanged 328 SP:Iteration 47Q (466.019461 sec): 3 clusters Score: Raw -1387826.821538 + Penalty 3103.340280 = -1384723.481258 nChanged 310 SP:Iteration 48Q (466.093426 sec): 3 clusters Score: Raw -1388152.390038 + Penalty 3103.340280 = -1385049.049758 nChanged 203 SP:Iteration 49Q (466.161639 sec): 3 clusters Score: Raw -1388289.914257 + Penalty 3103.340280 = -1385186.573977 nChanged 120 SP:Iteration 50Q (466.221525 sec): 3 clusters Score: Raw -1388344.275876 + Penalty 3103.340280 = -1385240.935596 nChanged 56 SP:Iteration 51Q (466.293405 sec): 3 clusters Score: Raw -1388360.843598 + Penalty 3103.340280 = -1385257.503319 nChanged 31 SP:Iteration 52Q (466.361853 sec): 3 clusters Score: Raw -1388367.104092 + Penalty 3103.340280 = -1385263.763812 nChanged 19 SP:Iteration 53Q (466.429560 sec): 3 clusters Score: Raw -1388370.252740 + Penalty 3103.340280 = -1385266.912460 nChanged 13 SP:Iteration 54Q (466.507562 sec): 3 clusters Score: Raw -1388371.651607 + Penalty 3103.340280 = -1385268.311327 nChanged 4 SP:Iteration 55Q (466.573797 sec): 3 clusters Score: Raw -1388371.875764 + Penalty 3103.340280 = -1385268.535484 nChanged 1 SP:Iteration 56Q (466.637569 sec): 3 clusters Score: Raw -1388371.914273 + Penalty 3103.340280 = -1385268.573993 nChanged 2 SP:Iteration 57Q (466.697743 sec): 3 clusters Score: Raw -1388372.037779 + Penalty 3103.340280 = -1385268.697499 nChanged 2 SP:Iteration 58Q (466.764086 sec): 3 clusters Score: Raw -1388372.199613 + Penalty 3103.340280 = -1385268.859333 nChanged 3 SP:Iteration 59Q (466.838778 sec): 3 clusters Score: Raw -1388372.440861 + Penalty 3103.340280 = -1385269.100581 nChanged 2 SP:Iteration 60F (466.910382 sec): 3 clusters Score: Raw -1388372.589679 + Penalty 3103.340280 = -1385269.249399 nChanged 0 Score: Raw -49987804.919073 + Penalty 66027.842162 = -49921777.076912 Splitting cluster 9 changes total score from -49919890.462860 to -49921777.076912 So it's getting split into cluster 31. Trying to split cluster 10 (2471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (476.528660 sec): 2 clusters Score: Raw -240205.963344 + Penalty 1269.511458 = -238936.451885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (476.569822 sec): 3 clusters Score: Raw -239103.014389 + Penalty 2539.022917 = -236563.991472 nChanged 897 SP:Iteration 1F (476.621707 sec): 3 clusters Score: Raw -239636.242580 + Penalty 2539.022917 = -237097.219663 nChanged 182 SP:Iteration 2F (476.675596 sec): 3 clusters Score: Raw -239766.691339 + Penalty 2539.022917 = -237227.668422 nChanged 118 SP:Iteration 3Q (476.733414 sec): 3 clusters Score: Raw -239842.895445 + Penalty 2539.022917 = -237303.872528 nChanged 74 SP:Iteration 4Q (476.781379 sec): 3 clusters Score: Raw -239894.226670 + Penalty 2539.022917 = -237355.203753 nChanged 68 SP:Iteration 5Q (476.827446 sec): 3 clusters Score: Raw -239934.942527 + Penalty 2539.022917 = -237395.919610 nChanged 51 SP:Iteration 6Q (476.880309 sec): 3 clusters Score: Raw -239964.856252 + Penalty 2539.022917 = -237425.833335 nChanged 48 SP:Iteration 7Q (476.929594 sec): 3 clusters Score: Raw -239991.797073 + Penalty 2539.022917 = -237452.774156 nChanged 33 SP:Iteration 8Q (476.975271 sec): 3 clusters Score: Raw -240012.939239 + Penalty 2539.022917 = -237473.916322 nChanged 32 SP:Iteration 9Q (477.016270 sec): 3 clusters Score: Raw -240027.976856 + Penalty 2539.022917 = -237488.953939 nChanged 24 SP:Iteration 10Q (477.060859 sec): 3 clusters Score: Raw -240039.455810 + Penalty 2539.022917 = -237500.432893 nChanged 18 SP:Iteration 11Q (477.113730 sec): 3 clusters Score: Raw -240045.856764 + Penalty 2539.022917 = -237506.833847 nChanged 16 SP:Iteration 12Q (477.176650 sec): 3 clusters Score: Raw -240054.003754 + Penalty 2539.022917 = -237514.980837 nChanged 22 SP:Iteration 13Q (477.211103 sec): 3 clusters Score: Raw -240067.773651 + Penalty 2539.022917 = -237528.750734 nChanged 28 SP:Iteration 14Q (477.265150 sec): 3 clusters Score: Raw -240084.266753 + Penalty 2539.022917 = -237545.243836 nChanged 27 SP:Iteration 15Q (477.316631 sec): 3 clusters Score: Raw -240102.716390 + Penalty 2539.022917 = -237563.693473 nChanged 34 SP:Iteration 16Q (477.364693 sec): 3 clusters Score: Raw -240121.434412 + Penalty 2539.022917 = -237582.411495 nChanged 26 SP:Iteration 17Q (477.418855 sec): 3 clusters Score: Raw -240136.794965 + Penalty 2539.022917 = -237597.772048 nChanged 26 SP:Iteration 18Q (477.462766 sec): 3 clusters Score: Raw -240150.613426 + Penalty 2539.022917 = -237611.590509 nChanged 24 SP:Iteration 19Q (477.520947 sec): 3 clusters Score: Raw -240163.474113 + Penalty 2539.022917 = -237624.451196 nChanged 23 SP:Iteration 20F (477.565335 sec): 3 clusters Score: Raw -240176.902749 + Penalty 2539.022917 = -237637.879832 nChanged 23 SP:Iteration 21Q (477.615656 sec): 3 clusters Score: Raw -240196.132151 + Penalty 2539.022917 = -237657.109234 nChanged 24 SP:Iteration 22Q (477.675380 sec): 3 clusters Score: Raw -240215.141872 + Penalty 2539.022917 = -237676.118955 nChanged 21 SP:Iteration 23Q (477.722487 sec): 3 clusters Score: Raw -240228.279637 + Penalty 2539.022917 = -237689.256720 nChanged 19 SP:Iteration 24Q (477.774273 sec): 3 clusters Score: Raw -240238.909875 + Penalty 2539.022917 = -237699.886958 nChanged 19 SP:Iteration 25Q (477.827737 sec): 3 clusters Score: Raw -240249.237993 + Penalty 2539.022917 = -237710.215076 nChanged 15 SP:Iteration 26Q (477.882422 sec): 3 clusters Score: Raw -240256.064500 + Penalty 2539.022917 = -237717.041583 nChanged 6 SP:Iteration 27Q (477.935568 sec): 3 clusters Score: Raw -240258.521258 + Penalty 2539.022917 = -237719.498341 nChanged 6 SP:Iteration 28Q (477.989571 sec): 3 clusters Score: Raw -240261.028453 + Penalty 2539.022917 = -237722.005536 nChanged 6 SP:Iteration 29Q (478.041946 sec): 3 clusters Score: Raw -240263.561036 + Penalty 2539.022917 = -237724.538119 nChanged 4 SP:Iteration 30Q (478.094767 sec): 3 clusters Score: Raw -240264.398519 + Penalty 2539.022917 = -237725.375602 nChanged 1 SP:Iteration 31Q (478.146326 sec): 3 clusters Score: Raw -240264.845551 + Penalty 2539.022917 = -237725.822634 nChanged 5 SP:Iteration 32Q (478.183020 sec): 3 clusters Score: Raw -240266.784116 + Penalty 2539.022917 = -237727.761199 nChanged 3 SP:Iteration 33Q (478.239302 sec): 3 clusters Score: Raw -240267.943467 + Penalty 2539.022917 = -237728.920550 nChanged 1 SP:Iteration 34Q (478.287136 sec): 3 clusters Score: Raw -240268.795146 + Penalty 2539.022917 = -237729.772229 nChanged 4 SP:Iteration 35Q (478.333655 sec): 3 clusters Score: Raw -240270.455987 + Penalty 2539.022917 = -237731.433070 nChanged 4 SP:Iteration 36Q (478.381609 sec): 3 clusters Score: Raw -240272.497832 + Penalty 2539.022917 = -237733.474915 nChanged 2 SP:Iteration 37Q (478.429291 sec): 3 clusters Score: Raw -240272.984969 + Penalty 2539.022917 = -237733.962052 nChanged 1 SP:Iteration 38Q (478.475366 sec): 3 clusters Score: Raw -240273.195127 + Penalty 2539.022917 = -237734.172210 nChanged 1 SP:Iteration 39Q (478.524047 sec): 3 clusters Score: Raw -240273.764013 + Penalty 2539.022917 = -237734.741096 nChanged 2 SP:Iteration 40F (478.561732 sec): 3 clusters Score: Raw -240274.758712 + Penalty 2539.022917 = -237735.735796 nChanged 2 SP:Iteration 41Q (478.608661 sec): 3 clusters Score: Raw -240275.327971 + Penalty 2539.022917 = -237736.305054 nChanged 0 SP:Iteration 42F (478.660075 sec): 3 clusters Score: Raw -240275.327971 + Penalty 2539.022917 = -237736.305054 nChanged 0 Trying to split cluster 11 (55373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (478.767877 sec): 2 clusters Score: Raw -5911570.592988 + Penalty 1774.800201 = -5909795.792788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (478.907666 sec): 3 clusters Score: Raw -5876277.747680 + Penalty 3549.600402 = -5872728.147279 nChanged 26159 SP:Iteration 1F (479.029323 sec): 3 clusters Score: Raw -5891660.537812 + Penalty 3549.600402 = -5888110.937410 nChanged 2645 SP:Iteration 2Q (479.167055 sec): 3 clusters Score: Raw -5892806.116517 + Penalty 3549.600402 = -5889256.516115 nChanged 3070 SP:Iteration 3F (479.290333 sec): 3 clusters Score: Raw -5894446.395658 + Penalty 3549.600402 = -5890896.795257 nChanged 3594 SP:Iteration 4F (479.421233 sec): 3 clusters Score: Raw -5896775.134540 + Penalty 3549.600402 = -5893225.534139 nChanged 4005 SP:Iteration 5F (479.563623 sec): 3 clusters Score: Raw -5899629.589836 + Penalty 3549.600402 = -5896079.989434 nChanged 3961 SP:Iteration 6F (479.701268 sec): 3 clusters Score: Raw -5902670.324501 + Penalty 3549.600402 = -5899120.724099 nChanged 3693 SP:Iteration 7F (479.840998 sec): 3 clusters Score: Raw -5905477.138770 + Penalty 3549.600402 = -5901927.538369 nChanged 3155 SP:Iteration 8F (479.974983 sec): 3 clusters Score: Raw -5907672.928492 + Penalty 3549.600402 = -5904123.328090 nChanged 2423 SP:Iteration 9Q (480.117558 sec): 3 clusters Score: Raw -5909123.656780 + Penalty 3549.600402 = -5905574.056378 nChanged 1886 SP:Iteration 10Q (480.258401 sec): 3 clusters Score: Raw -5910118.483343 + Penalty 3549.600402 = -5906568.882941 nChanged 1541 SP:Iteration 11Q (480.396778 sec): 3 clusters Score: Raw -5910863.114305 + Penalty 3549.600402 = -5907313.513903 nChanged 1287 SP:Iteration 12Q (480.530271 sec): 3 clusters Score: Raw -5911413.440613 + Penalty 3549.600402 = -5907863.840211 nChanged 1106 SP:Iteration 13Q (480.661630 sec): 3 clusters Score: Raw -5911824.830250 + Penalty 3549.600402 = -5908275.229849 nChanged 966 SP:Iteration 14Q (480.793997 sec): 3 clusters Score: Raw -5912172.833562 + Penalty 3549.600402 = -5908623.233161 nChanged 893 SP:Iteration 15Q (480.927841 sec): 3 clusters Score: Raw -5912479.462468 + Penalty 3549.600402 = -5908929.862066 nChanged 829 SP:Iteration 16Q (481.061722 sec): 3 clusters Score: Raw -5912755.070501 + Penalty 3549.600402 = -5909205.470099 nChanged 828 SP:Iteration 17Q (481.184419 sec): 3 clusters Score: Raw -5913053.190938 + Penalty 3549.600402 = -5909503.590537 nChanged 850 SP:Iteration 18Q (481.322845 sec): 3 clusters Score: Raw -5913405.059302 + Penalty 3549.600402 = -5909855.458900 nChanged 794 SP:Iteration 19Q (481.446933 sec): 3 clusters Score: Raw -5913732.763020 + Penalty 3549.600402 = -5910183.162619 nChanged 718 SP:Iteration 20F (481.590709 sec): 3 clusters Score: Raw -5914028.976688 + Penalty 3549.600402 = -5910479.376286 nChanged 662 SP:Iteration 21Q (481.721237 sec): 3 clusters Score: Raw -5914288.903098 + Penalty 3549.600402 = -5910739.302697 nChanged 610 SP:Iteration 22Q (481.859279 sec): 3 clusters Score: Raw -5914523.711464 + Penalty 3549.600402 = -5910974.111062 nChanged 560 SP:Iteration 23Q (481.998438 sec): 3 clusters Score: Raw -5914705.317152 + Penalty 3549.600402 = -5911155.716750 nChanged 496 SP:Iteration 24Q (482.130295 sec): 3 clusters Score: Raw -5914833.857094 + Penalty 3549.600402 = -5911284.256692 nChanged 390 SP:Iteration 25Q (482.276848 sec): 3 clusters Score: Raw -5914933.561779 + Penalty 3549.600402 = -5911383.961378 nChanged 359 SP:Iteration 26Q (482.400529 sec): 3 clusters Score: Raw -5915022.805747 + Penalty 3549.600402 = -5911473.205346 nChanged 337 SP:Iteration 27Q (482.540990 sec): 3 clusters Score: Raw -5915106.133399 + Penalty 3549.600402 = -5911556.532997 nChanged 305 SP:Iteration 28Q (482.677238 sec): 3 clusters Score: Raw -5915198.362169 + Penalty 3549.600402 = -5911648.761768 nChanged 319 SP:Iteration 29Q (482.804702 sec): 3 clusters Score: Raw -5915318.259097 + Penalty 3549.600402 = -5911768.658696 nChanged 340 SP:Iteration 30Q (482.948897 sec): 3 clusters Score: Raw -5915482.748605 + Penalty 3549.600402 = -5911933.148203 nChanged 364 SP:Iteration 31Q (483.084212 sec): 3 clusters Score: Raw -5915655.971345 + Penalty 3549.600402 = -5912106.370943 nChanged 347 SP:Iteration 32Q (483.214693 sec): 3 clusters Score: Raw -5915800.324829 + Penalty 3549.600402 = -5912250.724428 nChanged 322 SP:Iteration 33Q (483.341637 sec): 3 clusters Score: Raw -5915898.086241 + Penalty 3549.600402 = -5912348.485840 nChanged 232 SP:Iteration 34Q (483.470420 sec): 3 clusters Score: Raw -5915957.703019 + Penalty 3549.600402 = -5912408.102618 nChanged 205 SP:Iteration 35Q (483.594980 sec): 3 clusters Score: Raw -5916000.372907 + Penalty 3549.600402 = -5912450.772506 nChanged 171 SP:Iteration 36Q (483.718929 sec): 3 clusters Score: Raw -5916029.668799 + Penalty 3549.600402 = -5912480.068397 nChanged 152 SP:Iteration 37Q (483.850385 sec): 3 clusters Score: Raw -5916051.040306 + Penalty 3549.600402 = -5912501.439905 nChanged 109 SP:Iteration 38Q (483.977577 sec): 3 clusters Score: Raw -5916064.652584 + Penalty 3549.600402 = -5912515.052183 nChanged 82 SP:Iteration 39Q (484.116549 sec): 3 clusters Score: Raw -5916072.067401 + Penalty 3549.600402 = -5912522.466999 nChanged 61 SP:Iteration 40F (484.250031 sec): 3 clusters Score: Raw -5916076.843165 + Penalty 3549.600402 = -5912527.242764 nChanged 48 SP:Iteration 41Q (484.379083 sec): 3 clusters Score: Raw -5916080.031531 + Penalty 3549.600402 = -5912530.431130 nChanged 40 SP:Iteration 42Q (484.507383 sec): 3 clusters Score: Raw -5916082.725292 + Penalty 3549.600402 = -5912533.124890 nChanged 30 SP:Iteration 43Q (484.637267 sec): 3 clusters Score: Raw -5916084.180324 + Penalty 3549.600402 = -5912534.579923 nChanged 29 SP:Iteration 44Q (484.763187 sec): 3 clusters Score: Raw -5916085.580083 + Penalty 3549.600402 = -5912535.979681 nChanged 22 SP:Iteration 45Q (484.902320 sec): 3 clusters Score: Raw -5916086.831287 + Penalty 3549.600402 = -5912537.230885 nChanged 21 SP:Iteration 46Q (485.028610 sec): 3 clusters Score: Raw -5916087.807115 + Penalty 3549.600402 = -5912538.206713 nChanged 20 SP:Iteration 47Q (485.172284 sec): 3 clusters Score: Raw -5916088.746234 + Penalty 3549.600402 = -5912539.145832 nChanged 15 SP:Iteration 48Q (485.301697 sec): 3 clusters Score: Raw -5916089.318283 + Penalty 3549.600402 = -5912539.717881 nChanged 12 SP:Iteration 49Q (485.434834 sec): 3 clusters Score: Raw -5916089.883832 + Penalty 3549.600402 = -5912540.283431 nChanged 9 SP:Iteration 50Q (485.568981 sec): 3 clusters Score: Raw -5916090.214371 + Penalty 3549.600402 = -5912540.613969 nChanged 6 SP:Iteration 51Q (485.709049 sec): 3 clusters Score: Raw -5916090.344339 + Penalty 3549.600402 = -5912540.743937 nChanged 5 SP:Iteration 52Q (485.838094 sec): 3 clusters Score: Raw -5916090.554456 + Penalty 3549.600402 = -5912540.954055 nChanged 4 SP:Iteration 53Q (485.961291 sec): 3 clusters Score: Raw -5916090.616308 + Penalty 3549.600402 = -5912541.015907 nChanged 2 SP:Iteration 54Q (486.087504 sec): 3 clusters Score: Raw -5916090.653948 + Penalty 3549.600402 = -5912541.053547 nChanged 2 SP:Iteration 55Q (486.252846 sec): 3 clusters Score: Raw -5916090.683447 + Penalty 3549.600402 = -5912541.083045 nChanged 3 SP:Iteration 56Q (486.379910 sec): 3 clusters Score: Raw -5916090.757115 + Penalty 3549.600402 = -5912541.156713 nChanged 1 SP:Iteration 57Q (486.493106 sec): 3 clusters Score: Raw -5916090.798416 + Penalty 3549.600402 = -5912541.198015 nChanged 0 SP:Iteration 58F (486.631904 sec): 3 clusters Score: Raw -5916090.798416 + Penalty 3549.600402 = -5912541.198015 nChanged 0 Score: Raw -49992325.124502 + Penalty 68157.772554 = -49924167.351948 Splitting cluster 11 changes total score from -49919890.462860 to -49924167.351948 So it's getting split into cluster 32. Trying to split cluster 12 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (496.386661 sec): 2 clusters Score: Raw -31219.169070 + Penalty 974.423464 = -30244.745605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (496.420257 sec): 3 clusters Score: Raw -31292.340224 + Penalty 1948.846929 = -29343.493295 nChanged 106 SP:Iteration 1F (496.464720 sec): 3 clusters Score: Raw -31513.593615 + Penalty 1948.846929 = -29564.746686 nChanged 36 SP:Iteration 2F (496.510395 sec): 3 clusters Score: Raw -31613.773699 + Penalty 1948.846929 = -29664.926771 nChanged 20 SP:Iteration 3Q (496.559416 sec): 3 clusters Score: Raw -31674.533422 + Penalty 1948.846929 = -29725.686494 nChanged 19 SP:Iteration 4Q (496.620759 sec): 3 clusters Score: Raw -31723.877156 + Penalty 1948.846929 = -29775.030227 nChanged 14 SP:Iteration 5Q (496.664651 sec): 3 clusters Score: Raw -31761.659319 + Penalty 1948.846929 = -29812.812390 nChanged 8 SP:Iteration 6Q (496.702861 sec): 3 clusters Score: Raw -31792.265359 + Penalty 1948.846929 = -29843.418430 nChanged 4 SP:Iteration 7Q (496.753337 sec): 3 clusters Score: Raw -31804.847871 + Penalty 1948.846929 = -29856.000942 nChanged 3 SP:Iteration 8Q (496.790004 sec): 3 clusters Score: Raw -31810.762198 + Penalty 1948.846929 = -29861.915269 nChanged 1 SP:Iteration 9Q (496.843542 sec): 3 clusters Score: Raw -31817.800180 + Penalty 1948.846929 = -29868.953251 nChanged 1 SP:Iteration 10Q (496.885727 sec): 3 clusters Score: Raw -31826.155458 + Penalty 1948.846929 = -29877.308529 nChanged 1 SP:Iteration 11Q (496.931464 sec): 3 clusters Score: Raw -31830.206186 + Penalty 1948.846929 = -29881.359257 nChanged 1 SP:Iteration 12Q (496.980759 sec): 3 clusters Score: Raw -31836.545550 + Penalty 1948.846929 = -29887.698621 nChanged 1 SP:Iteration 13Q (497.023116 sec): 3 clusters Score: Raw -31841.620528 + Penalty 1948.846929 = -29892.773599 nChanged 0 SP:Iteration 14F (497.067805 sec): 3 clusters Score: Raw -31841.620528 + Penalty 1948.846929 = -29892.773599 nChanged 0 Trying to split cluster 13 (5682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (497.093902 sec): 2 clusters Score: Raw -547635.514318 + Penalty 1404.822016 = -546230.692302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (497.156821 sec): 3 clusters Score: Raw -544618.761758 + Penalty 2809.644033 = -541809.117725 nChanged 2324 SP:Iteration 1F (497.203257 sec): 3 clusters Score: Raw -546098.121656 + Penalty 2809.644033 = -543288.477624 nChanged 543 SP:Iteration 2F (497.268429 sec): 3 clusters Score: Raw -546609.029927 + Penalty 2809.644033 = -543799.385895 nChanged 502 SP:Iteration 3F (497.317276 sec): 3 clusters Score: Raw -547166.998843 + Penalty 2809.644033 = -544357.354810 nChanged 477 SP:Iteration 4F (497.374491 sec): 3 clusters Score: Raw -547865.361126 + Penalty 2809.644033 = -545055.717093 nChanged 480 SP:Iteration 5F (497.435889 sec): 3 clusters Score: Raw -548505.781154 + Penalty 2809.644033 = -545696.137122 nChanged 399 SP:Iteration 6F (497.490266 sec): 3 clusters Score: Raw -548951.055376 + Penalty 2809.644033 = -546141.411344 nChanged 239 SP:Iteration 7Q (497.547832 sec): 3 clusters Score: Raw -549225.929170 + Penalty 2809.644033 = -546416.285137 nChanged 169 SP:Iteration 8Q (497.610648 sec): 3 clusters Score: Raw -549430.494117 + Penalty 2809.644033 = -546620.850084 nChanged 118 SP:Iteration 9Q (497.668757 sec): 3 clusters Score: Raw -549511.820227 + Penalty 2809.644033 = -546702.176195 nChanged 91 SP:Iteration 10Q (497.718327 sec): 3 clusters Score: Raw -549552.853980 + Penalty 2809.644033 = -546743.209948 nChanged 66 SP:Iteration 11Q (497.781273 sec): 3 clusters Score: Raw -549578.231973 + Penalty 2809.644033 = -546768.587940 nChanged 57 SP:Iteration 12Q (497.836045 sec): 3 clusters Score: Raw -549594.064932 + Penalty 2809.644033 = -546784.420899 nChanged 45 SP:Iteration 13Q (497.890662 sec): 3 clusters Score: Raw -549609.710510 + Penalty 2809.644033 = -546800.066477 nChanged 34 SP:Iteration 14Q (497.941918 sec): 3 clusters Score: Raw -549617.597327 + Penalty 2809.644033 = -546807.953294 nChanged 23 SP:Iteration 15Q (497.998286 sec): 3 clusters Score: Raw -549622.926361 + Penalty 2809.644033 = -546813.282329 nChanged 15 SP:Iteration 16Q (498.044052 sec): 3 clusters Score: Raw -549627.994380 + Penalty 2809.644033 = -546818.350347 nChanged 10 SP:Iteration 17Q (498.108257 sec): 3 clusters Score: Raw -549630.191296 + Penalty 2809.644033 = -546820.547263 nChanged 8 SP:Iteration 18Q (498.167864 sec): 3 clusters Score: Raw -549631.068544 + Penalty 2809.644033 = -546821.424511 nChanged 8 SP:Iteration 19Q (498.220304 sec): 3 clusters Score: Raw -549632.601885 + Penalty 2809.644033 = -546822.957852 nChanged 7 SP:Iteration 20F (498.269261 sec): 3 clusters Score: Raw -549633.279214 + Penalty 2809.644033 = -546823.635181 nChanged 8 SP:Iteration 21Q (498.320911 sec): 3 clusters Score: Raw -549635.028395 + Penalty 2809.644033 = -546825.384362 nChanged 8 SP:Iteration 22Q (498.383472 sec): 3 clusters Score: Raw -549636.867467 + Penalty 2809.644033 = -546827.223434 nChanged 6 SP:Iteration 23Q (498.429439 sec): 3 clusters Score: Raw -549637.654334 + Penalty 2809.644033 = -546828.010301 nChanged 7 SP:Iteration 24Q (498.482522 sec): 3 clusters Score: Raw -549639.457912 + Penalty 2809.644033 = -546829.813879 nChanged 2 SP:Iteration 25Q (498.536478 sec): 3 clusters Score: Raw -549639.891589 + Penalty 2809.644033 = -546830.247556 nChanged 2 SP:Iteration 26Q (498.591037 sec): 3 clusters Score: Raw -549640.312927 + Penalty 2809.644033 = -546830.668894 nChanged 2 SP:Iteration 27Q (498.646577 sec): 3 clusters Score: Raw -549640.449266 + Penalty 2809.644033 = -546830.805233 nChanged 1 SP:Iteration 28Q (498.698268 sec): 3 clusters Score: Raw -549640.544249 + Penalty 2809.644033 = -546830.900216 nChanged 1 SP:Iteration 29Q (498.746524 sec): 3 clusters Score: Raw -549640.698112 + Penalty 2809.644033 = -546831.054079 nChanged 0 SP:Iteration 30F (498.806076 sec): 3 clusters Score: Raw -549640.698112 + Penalty 2809.644033 = -546831.054079 nChanged 0 Score: Raw -49994330.308295 + Penalty 70287.702946 = -49924042.605349 Splitting cluster 13 changes total score from -49919890.462860 to -49924042.605349 So it's getting split into cluster 33. Trying to split cluster 14 (2286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (509.069639 sec): 2 clusters Score: Raw -204853.870691 + Penalty 1256.865812 = -203597.004879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (509.114431 sec): 3 clusters Score: Raw -203879.797984 + Penalty 2513.731624 = -201366.066359 nChanged 816 SP:Iteration 1F (509.168163 sec): 3 clusters Score: Raw -204446.567364 + Penalty 2513.731624 = -201932.835739 nChanged 195 SP:Iteration 2F (509.216067 sec): 3 clusters Score: Raw -204606.869815 + Penalty 2513.731624 = -202093.138191 nChanged 129 SP:Iteration 3F (509.260618 sec): 3 clusters Score: Raw -204721.562482 + Penalty 2513.731624 = -202207.830858 nChanged 103 SP:Iteration 4Q (509.304594 sec): 3 clusters Score: Raw -204804.887478 + Penalty 2513.731624 = -202291.155854 nChanged 73 SP:Iteration 5Q (509.355099 sec): 3 clusters Score: Raw -204849.890938 + Penalty 2513.731624 = -202336.159313 nChanged 56 SP:Iteration 6Q (509.402534 sec): 3 clusters Score: Raw -204883.539957 + Penalty 2513.731624 = -202369.808333 nChanged 42 SP:Iteration 7Q (509.451753 sec): 3 clusters Score: Raw -204908.779126 + Penalty 2513.731624 = -202395.047502 nChanged 32 SP:Iteration 8Q (509.492277 sec): 3 clusters Score: Raw -204930.510639 + Penalty 2513.731624 = -202416.779015 nChanged 39 SP:Iteration 9Q (509.553890 sec): 3 clusters Score: Raw -204955.095061 + Penalty 2513.731624 = -202441.363436 nChanged 33 SP:Iteration 10Q (509.594474 sec): 3 clusters Score: Raw -204974.696339 + Penalty 2513.731624 = -202460.964715 nChanged 30 SP:Iteration 11Q (509.649733 sec): 3 clusters Score: Raw -204994.096205 + Penalty 2513.731624 = -202480.364581 nChanged 25 SP:Iteration 12Q (509.703043 sec): 3 clusters Score: Raw -205008.680210 + Penalty 2513.731624 = -202494.948585 nChanged 20 SP:Iteration 13Q (509.750084 sec): 3 clusters Score: Raw -205017.383079 + Penalty 2513.731624 = -202503.651454 nChanged 18 SP:Iteration 14Q (509.796686 sec): 3 clusters Score: Raw -205022.312611 + Penalty 2513.731624 = -202508.580986 nChanged 4 SP:Iteration 15Q (509.843358 sec): 3 clusters Score: Raw -205023.983896 + Penalty 2513.731624 = -202510.252272 nChanged 7 SP:Iteration 16Q (509.889871 sec): 3 clusters Score: Raw -205026.743847 + Penalty 2513.731624 = -202513.012222 nChanged 6 SP:Iteration 17Q (509.936645 sec): 3 clusters Score: Raw -205028.800566 + Penalty 2513.731624 = -202515.068942 nChanged 5 SP:Iteration 18Q (509.982254 sec): 3 clusters Score: Raw -205030.478144 + Penalty 2513.731624 = -202516.746519 nChanged 8 SP:Iteration 19Q (510.028869 sec): 3 clusters Score: Raw -205033.197115 + Penalty 2513.731624 = -202519.465491 nChanged 7 SP:Iteration 20F (510.065098 sec): 3 clusters Score: Raw -205037.733398 + Penalty 2513.731624 = -202524.001774 nChanged 12 SP:Iteration 21Q (510.115600 sec): 3 clusters Score: Raw -205042.653989 + Penalty 2513.731624 = -202528.922365 nChanged 11 SP:Iteration 22Q (510.165822 sec): 3 clusters Score: Raw -205046.948142 + Penalty 2513.731624 = -202533.216518 nChanged 9 SP:Iteration 23Q (510.205531 sec): 3 clusters Score: Raw -205049.754330 + Penalty 2513.731624 = -202536.022706 nChanged 1 SP:Iteration 24Q (510.261605 sec): 3 clusters Score: Raw -205049.969295 + Penalty 2513.731624 = -202536.237671 nChanged 3 SP:Iteration 25Q (510.301697 sec): 3 clusters Score: Raw -205050.851871 + Penalty 2513.731624 = -202537.120247 nChanged 4 SP:Iteration 26Q (510.347374 sec): 3 clusters Score: Raw -205052.305654 + Penalty 2513.731624 = -202538.574029 nChanged 6 SP:Iteration 27Q (510.390984 sec): 3 clusters Score: Raw -205055.750314 + Penalty 2513.731624 = -202542.018690 nChanged 7 SP:Iteration 28Q (510.446559 sec): 3 clusters Score: Raw -205059.176642 + Penalty 2513.731624 = -202545.445017 nChanged 4 SP:Iteration 29Q (510.492474 sec): 3 clusters Score: Raw -205061.621419 + Penalty 2513.731624 = -202547.889795 nChanged 6 SP:Iteration 30Q (510.538056 sec): 3 clusters Score: Raw -205064.348498 + Penalty 2513.731624 = -202550.616874 nChanged 8 SP:Iteration 31Q (510.582456 sec): 3 clusters Score: Raw -205067.649817 + Penalty 2513.731624 = -202553.918193 nChanged 6 SP:Iteration 32Q (510.631598 sec): 3 clusters Score: Raw -205071.340416 + Penalty 2513.731624 = -202557.608792 nChanged 11 SP:Iteration 33Q (510.687420 sec): 3 clusters Score: Raw -205078.510569 + Penalty 2513.731624 = -202564.778944 nChanged 12 SP:Iteration 34Q (510.734634 sec): 3 clusters Score: Raw -205082.651176 + Penalty 2513.731624 = -202568.919551 nChanged 11 SP:Iteration 35Q (510.789291 sec): 3 clusters Score: Raw -205086.571419 + Penalty 2513.731624 = -202572.839795 nChanged 11 SP:Iteration 36Q (510.837164 sec): 3 clusters Score: Raw -205092.321697 + Penalty 2513.731624 = -202578.590072 nChanged 12 SP:Iteration 37Q (510.888310 sec): 3 clusters Score: Raw -205100.207015 + Penalty 2513.731624 = -202586.475391 nChanged 11 SP:Iteration 38Q (510.934201 sec): 3 clusters Score: Raw -205106.739852 + Penalty 2513.731624 = -202593.008228 nChanged 11 SP:Iteration 39Q (510.977451 sec): 3 clusters Score: Raw -205112.599082 + Penalty 2513.731624 = -202598.867458 nChanged 11 SP:Iteration 40F (511.020220 sec): 3 clusters Score: Raw -205122.812993 + Penalty 2513.731624 = -202609.081368 nChanged 15 SP:Iteration 41Q (511.081546 sec): 3 clusters Score: Raw -205134.970023 + Penalty 2513.731624 = -202621.238399 nChanged 18 SP:Iteration 42Q (511.131145 sec): 3 clusters Score: Raw -205146.435038 + Penalty 2513.731624 = -202632.703413 nChanged 19 SP:Iteration 43Q (511.176243 sec): 3 clusters Score: Raw -205160.072528 + Penalty 2513.731624 = -202646.340904 nChanged 15 SP:Iteration 44Q (511.223108 sec): 3 clusters Score: Raw -205170.683003 + Penalty 2513.731624 = -202656.951379 nChanged 17 SP:Iteration 45Q (511.272080 sec): 3 clusters Score: Raw -205179.545596 + Penalty 2513.731624 = -202665.813971 nChanged 20 SP:Iteration 46Q (511.325231 sec): 3 clusters Score: Raw -205190.357114 + Penalty 2513.731624 = -202676.625490 nChanged 20 SP:Iteration 47Q (511.374367 sec): 3 clusters Score: Raw -205205.884275 + Penalty 2513.731624 = -202692.152651 nChanged 24 SP:Iteration 48Q (511.413838 sec): 3 clusters Score: Raw -205225.245731 + Penalty 2513.731624 = -202711.514106 nChanged 31 SP:Iteration 49Q (511.473404 sec): 3 clusters Score: Raw -205258.217021 + Penalty 2513.731624 = -202744.485397 nChanged 30 SP:Iteration 50Q (511.517968 sec): 3 clusters Score: Raw -205296.177470 + Penalty 2513.731624 = -202782.445846 nChanged 36 SP:Iteration 51Q (511.561653 sec): 3 clusters Score: Raw -205331.697876 + Penalty 2513.731624 = -202817.966252 nChanged 31 SP:Iteration 52Q (511.604876 sec): 3 clusters Score: Raw -205349.693470 + Penalty 2513.731624 = -202835.961845 nChanged 24 SP:Iteration 53Q (511.646067 sec): 3 clusters Score: Raw -205361.298110 + Penalty 2513.731624 = -202847.566486 nChanged 20 SP:Iteration 54Q (511.689655 sec): 3 clusters Score: Raw -205373.211899 + Penalty 2513.731624 = -202859.480274 nChanged 15 SP:Iteration 55Q (511.732888 sec): 3 clusters Score: Raw -205383.681003 + Penalty 2513.731624 = -202869.949379 nChanged 12 SP:Iteration 56Q (511.774777 sec): 3 clusters Score: Raw -205392.492616 + Penalty 2513.731624 = -202878.760991 nChanged 16 SP:Iteration 57Q (511.818269 sec): 3 clusters Score: Raw -205400.773277 + Penalty 2513.731624 = -202887.041653 nChanged 12 SP:Iteration 58Q (511.861286 sec): 3 clusters Score: Raw -205406.573106 + Penalty 2513.731624 = -202892.841481 nChanged 4 SP:Iteration 59Q (511.902966 sec): 3 clusters Score: Raw -205408.160504 + Penalty 2513.731624 = -202894.428880 nChanged 3 SP:Iteration 60F (511.952026 sec): 3 clusters Score: Raw -205409.702678 + Penalty 2513.731624 = -202895.971053 nChanged 1 SP:Iteration 61Q (511.992068 sec): 3 clusters Score: Raw -205409.963246 + Penalty 2513.731624 = -202896.231622 nChanged 1 SP:Iteration 62Q (512.048943 sec): 3 clusters Score: Raw -205410.522698 + Penalty 2513.731624 = -202896.791074 nChanged 0 SP:Iteration 63F (512.088982 sec): 3 clusters Score: Raw -205410.522698 + Penalty 2513.731624 = -202896.791074 nChanged 0 Trying to split cluster 15 (41535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (512.157596 sec): 2 clusters Score: Raw -4330842.915863 + Penalty 1728.072405 = -4329114.843458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (512.271814 sec): 3 clusters Score: Raw -4304881.663073 + Penalty 3456.144810 = -4301425.518262 nChanged 19299 SP:Iteration 1F (512.380521 sec): 3 clusters Score: Raw -4315610.062670 + Penalty 3456.144810 = -4312153.917860 nChanged 1796 SP:Iteration 2Q (512.482243 sec): 3 clusters Score: Raw -4316204.837304 + Penalty 3456.144810 = -4312748.692494 nChanged 1847 SP:Iteration 3Q (512.592052 sec): 3 clusters Score: Raw -4316889.774723 + Penalty 3456.144810 = -4313433.629912 nChanged 1948 SP:Iteration 4Q (512.703086 sec): 3 clusters Score: Raw -4317692.896720 + Penalty 3456.144810 = -4314236.751909 nChanged 2056 SP:Iteration 5Q (512.807758 sec): 3 clusters Score: Raw -4318663.129095 + Penalty 3456.144810 = -4315206.984285 nChanged 2130 SP:Iteration 6F (512.927239 sec): 3 clusters Score: Raw -4319745.661080 + Penalty 3456.144810 = -4316289.516270 nChanged 2182 SP:Iteration 7F (513.029708 sec): 3 clusters Score: Raw -4320867.763635 + Penalty 3456.144810 = -4317411.618825 nChanged 2030 SP:Iteration 8Q (513.138762 sec): 3 clusters Score: Raw -4321888.286304 + Penalty 3456.144810 = -4318432.141494 nChanged 1878 SP:Iteration 9Q (513.250562 sec): 3 clusters Score: Raw -4322765.314607 + Penalty 3456.144810 = -4319309.169797 nChanged 1671 SP:Iteration 10Q (513.361979 sec): 3 clusters Score: Raw -4323559.539178 + Penalty 3456.144810 = -4320103.394367 nChanged 1545 SP:Iteration 11Q (513.477569 sec): 3 clusters Score: Raw -4324334.480221 + Penalty 3456.144810 = -4320878.335411 nChanged 1561 SP:Iteration 12Q (513.588588 sec): 3 clusters Score: Raw -4325192.908912 + Penalty 3456.144810 = -4321736.764102 nChanged 1671 SP:Iteration 13Q (513.712556 sec): 3 clusters Score: Raw -4326242.181366 + Penalty 3456.144810 = -4322786.036556 nChanged 1772 SP:Iteration 14Q (513.820514 sec): 3 clusters Score: Raw -4327339.662039 + Penalty 3456.144810 = -4323883.517228 nChanged 1703 SP:Iteration 15Q (513.934227 sec): 3 clusters Score: Raw -4328252.484707 + Penalty 3456.144810 = -4324796.339896 nChanged 1447 SP:Iteration 16Q (514.046086 sec): 3 clusters Score: Raw -4328866.107202 + Penalty 3456.144810 = -4325409.962392 nChanged 1115 SP:Iteration 17Q (514.166194 sec): 3 clusters Score: Raw -4329222.156351 + Penalty 3456.144810 = -4325766.011541 nChanged 860 SP:Iteration 18Q (514.272368 sec): 3 clusters Score: Raw -4329431.545290 + Penalty 3456.144810 = -4325975.400480 nChanged 651 SP:Iteration 19Q (514.395122 sec): 3 clusters Score: Raw -4329550.211149 + Penalty 3456.144810 = -4326094.066338 nChanged 495 SP:Iteration 20F (514.509135 sec): 3 clusters Score: Raw -4329652.963498 + Penalty 3456.144810 = -4326196.818688 nChanged 473 SP:Iteration 21Q (514.614000 sec): 3 clusters Score: Raw -4329749.515179 + Penalty 3456.144810 = -4326293.370369 nChanged 454 SP:Iteration 22Q (514.734340 sec): 3 clusters Score: Raw -4329847.847932 + Penalty 3456.144810 = -4326391.703122 nChanged 462 SP:Iteration 23Q (514.835028 sec): 3 clusters Score: Raw -4329957.688713 + Penalty 3456.144810 = -4326501.543903 nChanged 505 SP:Iteration 24Q (514.942191 sec): 3 clusters Score: Raw -4330085.075506 + Penalty 3456.144810 = -4326628.930695 nChanged 544 SP:Iteration 25Q (515.057951 sec): 3 clusters Score: Raw -4330242.933888 + Penalty 3456.144810 = -4326786.789078 nChanged 682 SP:Iteration 26Q (515.157287 sec): 3 clusters Score: Raw -4330485.221604 + Penalty 3456.144810 = -4327029.076793 nChanged 768 SP:Iteration 27Q (515.269180 sec): 3 clusters Score: Raw -4330793.633365 + Penalty 3456.144810 = -4327337.488555 nChanged 837 SP:Iteration 28Q (515.390750 sec): 3 clusters Score: Raw -4331171.861034 + Penalty 3456.144810 = -4327715.716223 nChanged 846 SP:Iteration 29Q (515.508558 sec): 3 clusters Score: Raw -4331589.467579 + Penalty 3456.144810 = -4328133.322768 nChanged 816 SP:Iteration 30Q (515.626741 sec): 3 clusters Score: Raw -4331994.888398 + Penalty 3456.144810 = -4328538.743587 nChanged 765 SP:Iteration 31Q (515.741609 sec): 3 clusters Score: Raw -4332342.069402 + Penalty 3456.144810 = -4328885.924592 nChanged 649 SP:Iteration 32Q (515.846058 sec): 3 clusters Score: Raw -4332583.155370 + Penalty 3456.144810 = -4329127.010559 nChanged 513 SP:Iteration 33Q (515.956761 sec): 3 clusters Score: Raw -4332737.233181 + Penalty 3456.144810 = -4329281.088370 nChanged 420 SP:Iteration 34Q (516.059795 sec): 3 clusters Score: Raw -4332845.909108 + Penalty 3456.144810 = -4329389.764298 nChanged 385 SP:Iteration 35Q (516.172112 sec): 3 clusters Score: Raw -4332944.370548 + Penalty 3456.144810 = -4329488.225737 nChanged 355 SP:Iteration 36Q (516.275314 sec): 3 clusters Score: Raw -4333022.954109 + Penalty 3456.144810 = -4329566.809299 nChanged 289 SP:Iteration 37Q (516.392881 sec): 3 clusters Score: Raw -4333077.475864 + Penalty 3456.144810 = -4329621.331054 nChanged 267 SP:Iteration 38Q (516.512038 sec): 3 clusters Score: Raw -4333124.209805 + Penalty 3456.144810 = -4329668.064994 nChanged 244 SP:Iteration 39Q (516.620683 sec): 3 clusters Score: Raw -4333164.490058 + Penalty 3456.144810 = -4329708.345247 nChanged 230 SP:Iteration 40F (516.727388 sec): 3 clusters Score: Raw -4333207.448052 + Penalty 3456.144810 = -4329751.303241 nChanged 219 SP:Iteration 41Q (516.844727 sec): 3 clusters Score: Raw -4333245.453900 + Penalty 3456.144810 = -4329789.309090 nChanged 218 SP:Iteration 42Q (516.944604 sec): 3 clusters Score: Raw -4333277.829334 + Penalty 3456.144810 = -4329821.684524 nChanged 181 SP:Iteration 43Q (517.046453 sec): 3 clusters Score: Raw -4333301.876490 + Penalty 3456.144810 = -4329845.731679 nChanged 155 SP:Iteration 44Q (517.153095 sec): 3 clusters Score: Raw -4333319.356862 + Penalty 3456.144810 = -4329863.212052 nChanged 130 SP:Iteration 45Q (517.247901 sec): 3 clusters Score: Raw -4333332.628465 + Penalty 3456.144810 = -4329876.483654 nChanged 114 SP:Iteration 46Q (517.361212 sec): 3 clusters Score: Raw -4333344.178732 + Penalty 3456.144810 = -4329888.033922 nChanged 115 SP:Iteration 47Q (517.461191 sec): 3 clusters Score: Raw -4333355.936665 + Penalty 3456.144810 = -4329899.791855 nChanged 118 SP:Iteration 48Q (517.553967 sec): 3 clusters Score: Raw -4333368.776470 + Penalty 3456.144810 = -4329912.631660 nChanged 119 SP:Iteration 49Q (517.659666 sec): 3 clusters Score: Raw -4333380.077661 + Penalty 3456.144810 = -4329923.932851 nChanged 107 SP:Iteration 50Q (517.759765 sec): 3 clusters Score: Raw -4333391.451281 + Penalty 3456.144810 = -4329935.306471 nChanged 124 SP:Iteration 51Q (517.859397 sec): 3 clusters Score: Raw -4333405.277461 + Penalty 3456.144810 = -4329949.132651 nChanged 117 SP:Iteration 52Q (517.953102 sec): 3 clusters Score: Raw -4333416.467451 + Penalty 3456.144810 = -4329960.322641 nChanged 96 SP:Iteration 53Q (518.056296 sec): 3 clusters Score: Raw -4333426.446047 + Penalty 3456.144810 = -4329970.301237 nChanged 107 SP:Iteration 54Q (518.167113 sec): 3 clusters Score: Raw -4333436.309198 + Penalty 3456.144810 = -4329980.164388 nChanged 74 SP:Iteration 55Q (518.272401 sec): 3 clusters Score: Raw -4333441.929168 + Penalty 3456.144810 = -4329985.784357 nChanged 51 SP:Iteration 56Q (518.371899 sec): 3 clusters Score: Raw -4333445.714537 + Penalty 3456.144810 = -4329989.569727 nChanged 48 SP:Iteration 57Q (518.484692 sec): 3 clusters Score: Raw -4333448.651597 + Penalty 3456.144810 = -4329992.506786 nChanged 35 SP:Iteration 58Q (518.597545 sec): 3 clusters Score: Raw -4333450.572047 + Penalty 3456.144810 = -4329994.427236 nChanged 30 SP:Iteration 59Q (518.710090 sec): 3 clusters Score: Raw -4333452.734308 + Penalty 3456.144810 = -4329996.589498 nChanged 35 SP:Iteration 60F (518.823699 sec): 3 clusters Score: Raw -4333454.822993 + Penalty 3456.144810 = -4329998.678183 nChanged 28 SP:Iteration 61Q (518.933525 sec): 3 clusters Score: Raw -4333456.335426 + Penalty 3456.144810 = -4330000.190616 nChanged 30 SP:Iteration 62Q (519.036786 sec): 3 clusters Score: Raw -4333457.936383 + Penalty 3456.144810 = -4330001.791573 nChanged 18 SP:Iteration 63Q (519.158532 sec): 3 clusters Score: Raw -4333458.686820 + Penalty 3456.144810 = -4330002.542009 nChanged 13 SP:Iteration 64Q (519.264419 sec): 3 clusters Score: Raw -4333459.058662 + Penalty 3456.144810 = -4330002.913852 nChanged 9 SP:Iteration 65Q (519.365458 sec): 3 clusters Score: Raw -4333459.274603 + Penalty 3456.144810 = -4330003.129793 nChanged 7 SP:Iteration 66Q (519.460938 sec): 3 clusters Score: Raw -4333459.479116 + Penalty 3456.144810 = -4330003.334305 nChanged 8 SP:Iteration 67Q (519.572469 sec): 3 clusters Score: Raw -4333459.710247 + Penalty 3456.144810 = -4330003.565437 nChanged 4 SP:Iteration 68Q (519.670420 sec): 3 clusters Score: Raw -4333459.885011 + Penalty 3456.144810 = -4330003.740201 nChanged 3 SP:Iteration 69Q (519.772006 sec): 3 clusters Score: Raw -4333460.057333 + Penalty 3456.144810 = -4330003.912522 nChanged 5 SP:Iteration 70Q (519.871343 sec): 3 clusters Score: Raw -4333460.274991 + Penalty 3456.144810 = -4330004.130181 nChanged 4 SP:Iteration 71Q (519.966185 sec): 3 clusters Score: Raw -4333460.468838 + Penalty 3456.144810 = -4330004.324028 nChanged 4 SP:Iteration 72Q (520.065100 sec): 3 clusters Score: Raw -4333460.597485 + Penalty 3456.144810 = -4330004.452674 nChanged 7 SP:Iteration 73Q (520.173634 sec): 3 clusters Score: Raw -4333460.920623 + Penalty 3456.144810 = -4330004.775812 nChanged 12 SP:Iteration 74Q (520.270459 sec): 3 clusters Score: Raw -4333461.277172 + Penalty 3456.144810 = -4330005.132362 nChanged 11 SP:Iteration 75Q (520.376556 sec): 3 clusters Score: Raw -4333461.617431 + Penalty 3456.144810 = -4330005.472621 nChanged 12 SP:Iteration 76Q (520.491330 sec): 3 clusters Score: Raw -4333462.115806 + Penalty 3456.144810 = -4330005.970995 nChanged 12 SP:Iteration 77Q (520.594660 sec): 3 clusters Score: Raw -4333462.602968 + Penalty 3456.144810 = -4330006.458158 nChanged 11 SP:Iteration 78Q (520.696698 sec): 3 clusters Score: Raw -4333462.981272 + Penalty 3456.144810 = -4330006.836462 nChanged 12 SP:Iteration 79Q (520.794491 sec): 3 clusters Score: Raw -4333463.439030 + Penalty 3456.144810 = -4330007.294220 nChanged 7 SP:Iteration 80F (520.901840 sec): 3 clusters Score: Raw -4333463.789846 + Penalty 3456.144810 = -4330007.645036 nChanged 7 SP:Iteration 81Q (521.001312 sec): 3 clusters Score: Raw -4333464.084443 + Penalty 3456.144810 = -4330007.939633 nChanged 6 SP:Iteration 82Q (521.112448 sec): 3 clusters Score: Raw -4333464.353175 + Penalty 3456.144810 = -4330008.208365 nChanged 7 SP:Iteration 83Q (521.206721 sec): 3 clusters Score: Raw -4333464.662642 + Penalty 3456.144810 = -4330008.517831 nChanged 9 SP:Iteration 84Q (521.313954 sec): 3 clusters Score: Raw -4333465.178181 + Penalty 3456.144810 = -4330009.033371 nChanged 8 SP:Iteration 85Q (521.414905 sec): 3 clusters Score: Raw -4333465.497136 + Penalty 3456.144810 = -4330009.352326 nChanged 7 SP:Iteration 86Q (521.537975 sec): 3 clusters Score: Raw -4333465.748288 + Penalty 3456.144810 = -4330009.603477 nChanged 7 SP:Iteration 87Q (521.646303 sec): 3 clusters Score: Raw -4333466.000971 + Penalty 3456.144810 = -4330009.856161 nChanged 4 SP:Iteration 88Q (521.757684 sec): 3 clusters Score: Raw -4333466.190506 + Penalty 3456.144810 = -4330010.045696 nChanged 4 SP:Iteration 89Q (521.860198 sec): 3 clusters Score: Raw -4333466.419999 + Penalty 3456.144810 = -4330010.275189 nChanged 7 SP:Iteration 90Q (521.965208 sec): 3 clusters Score: Raw -4333466.705069 + Penalty 3456.144810 = -4330010.560259 nChanged 9 SP:Iteration 91Q (522.069249 sec): 3 clusters Score: Raw -4333467.005210 + Penalty 3456.144810 = -4330010.860400 nChanged 4 SP:Iteration 92Q (522.184192 sec): 3 clusters Score: Raw -4333467.163647 + Penalty 3456.144810 = -4330011.018836 nChanged 5 SP:Iteration 93Q (522.284636 sec): 3 clusters Score: Raw -4333467.547130 + Penalty 3456.144810 = -4330011.402319 nChanged 7 SP:Iteration 94Q (522.402639 sec): 3 clusters Score: Raw -4333467.772780 + Penalty 3456.144810 = -4330011.627969 nChanged 6 SP:Iteration 95Q (522.506014 sec): 3 clusters Score: Raw -4333468.225293 + Penalty 3456.144810 = -4330012.080482 nChanged 8 SP:Iteration 96Q (522.613289 sec): 3 clusters Score: Raw -4333468.721503 + Penalty 3456.144810 = -4330012.576693 nChanged 10 SP:Iteration 97Q (522.720163 sec): 3 clusters Score: Raw -4333469.060450 + Penalty 3456.144810 = -4330012.915639 nChanged 6 SP:Iteration 98Q (522.811621 sec): 3 clusters Score: Raw -4333469.340558 + Penalty 3456.144810 = -4330013.195747 nChanged 8 SP:Iteration 99Q (522.928741 sec): 3 clusters Score: Raw -4333469.648121 + Penalty 3456.144810 = -4330013.503311 nChanged 4 SP:Iteration 100F (523.035201 sec): 3 clusters Score: Raw -4333469.771530 + Penalty 3456.144810 = -4330013.626719 nChanged 8 SP:Iteration 101Q (523.147859 sec): 3 clusters Score: Raw -4333470.074965 + Penalty 3456.144810 = -4330013.930155 nChanged 6 SP:Iteration 102Q (523.256782 sec): 3 clusters Score: Raw -4333470.340576 + Penalty 3456.144810 = -4330014.195766 nChanged 9 SP:Iteration 103Q (523.368352 sec): 3 clusters Score: Raw -4333470.822740 + Penalty 3456.144810 = -4330014.677930 nChanged 8 SP:Iteration 104Q (523.479167 sec): 3 clusters Score: Raw -4333471.233075 + Penalty 3456.144810 = -4330015.088264 nChanged 9 SP:Iteration 105Q (523.589754 sec): 3 clusters Score: Raw -4333471.646656 + Penalty 3456.144810 = -4330015.501845 nChanged 8 SP:Iteration 106Q (523.685513 sec): 3 clusters Score: Raw -4333471.944828 + Penalty 3456.144810 = -4330015.800018 nChanged 5 SP:Iteration 107Q (523.790756 sec): 3 clusters Score: Raw -4333472.164004 + Penalty 3456.144810 = -4330016.019194 nChanged 4 SP:Iteration 108Q (523.913196 sec): 3 clusters Score: Raw -4333472.361707 + Penalty 3456.144810 = -4330016.216897 nChanged 5 SP:Iteration 109Q (524.013269 sec): 3 clusters Score: Raw -4333472.517238 + Penalty 3456.144810 = -4330016.372428 nChanged 2 SP:Iteration 110Q (524.129662 sec): 3 clusters Score: Raw -4333472.660549 + Penalty 3456.144810 = -4330016.515739 nChanged 7 SP:Iteration 111Q (524.236549 sec): 3 clusters Score: Raw -4333473.027969 + Penalty 3456.144810 = -4330016.883159 nChanged 9 SP:Iteration 112Q (524.355629 sec): 3 clusters Score: Raw -4333473.327376 + Penalty 3456.144810 = -4330017.182566 nChanged 6 SP:Iteration 113Q (524.452846 sec): 3 clusters Score: Raw -4333473.475363 + Penalty 3456.144810 = -4330017.330553 nChanged 5 SP:Iteration 114Q (524.561925 sec): 3 clusters Score: Raw -4333473.698514 + Penalty 3456.144810 = -4330017.553704 nChanged 8 SP:Iteration 115Q (524.668022 sec): 3 clusters Score: Raw -4333473.992546 + Penalty 3456.144810 = -4330017.847736 nChanged 4 SP:Iteration 116Q (524.771619 sec): 3 clusters Score: Raw -4333474.112007 + Penalty 3456.144810 = -4330017.967196 nChanged 8 SP:Iteration 117Q (524.890212 sec): 3 clusters Score: Raw -4333474.506811 + Penalty 3456.144810 = -4330018.362000 nChanged 9 SP:Iteration 118Q (524.989903 sec): 3 clusters Score: Raw -4333474.818896 + Penalty 3456.144810 = -4330018.674085 nChanged 4 SP:Iteration 119Q (525.101373 sec): 3 clusters Score: Raw -4333474.895527 + Penalty 3456.144810 = -4330018.750716 nChanged 1 SP:Iteration 120F (525.202909 sec): 3 clusters Score: Raw -4333474.908982 + Penalty 3456.144810 = -4330018.764171 nChanged 1 SP:Iteration 121Q (525.316380 sec): 3 clusters Score: Raw -4333474.920197 + Penalty 3456.144810 = -4330018.775387 nChanged 0 SP:Iteration 122F (525.413341 sec): 3 clusters Score: Raw -4333474.920197 + Penalty 3456.144810 = -4330018.775387 nChanged 0 Score: Raw -49996962.312630 + Penalty 72417.633339 = -49924544.679292 Splitting cluster 15 changes total score from -49919890.462860 to -49924544.679292 So it's getting split into cluster 34. Trying to split cluster 16 (6277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (535.814822 sec): 2 clusters Score: Raw -591635.757107 + Penalty 1421.005209 = -590214.751898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (535.873892 sec): 3 clusters Score: Raw -588292.970880 + Penalty 2842.010417 = -585450.960463 nChanged 2590 SP:Iteration 1F (535.921074 sec): 3 clusters Score: Raw -589852.666461 + Penalty 2842.010417 = -587010.656044 nChanged 540 SP:Iteration 2F (535.983347 sec): 3 clusters Score: Raw -590316.516830 + Penalty 2842.010417 = -587474.506413 nChanged 495 SP:Iteration 3F (536.043392 sec): 3 clusters Score: Raw -590857.129779 + Penalty 2842.010417 = -588015.119362 nChanged 531 SP:Iteration 4F (536.094733 sec): 3 clusters Score: Raw -591476.945328 + Penalty 2842.010417 = -588634.934910 nChanged 490 SP:Iteration 5F (536.156882 sec): 3 clusters Score: Raw -592025.916092 + Penalty 2842.010417 = -589183.905675 nChanged 447 SP:Iteration 6F (536.208967 sec): 3 clusters Score: Raw -592470.290489 + Penalty 2842.010417 = -589628.280071 nChanged 319 SP:Iteration 7F (536.258580 sec): 3 clusters Score: Raw -592735.984093 + Penalty 2842.010417 = -589893.973676 nChanged 222 SP:Iteration 8Q (536.323105 sec): 3 clusters Score: Raw -592852.632714 + Penalty 2842.010417 = -590010.622297 nChanged 130 SP:Iteration 9Q (536.368107 sec): 3 clusters Score: Raw -592902.354753 + Penalty 2842.010417 = -590060.344335 nChanged 93 SP:Iteration 10Q (536.431932 sec): 3 clusters Score: Raw -592930.811278 + Penalty 2842.010417 = -590088.800861 nChanged 54 SP:Iteration 11Q (536.492543 sec): 3 clusters Score: Raw -592943.838274 + Penalty 2842.010417 = -590101.827857 nChanged 39 SP:Iteration 12Q (536.538999 sec): 3 clusters Score: Raw -592951.598527 + Penalty 2842.010417 = -590109.588109 nChanged 26 SP:Iteration 13Q (536.603705 sec): 3 clusters Score: Raw -592956.795579 + Penalty 2842.010417 = -590114.785162 nChanged 15 SP:Iteration 14Q (536.656407 sec): 3 clusters Score: Raw -592959.543339 + Penalty 2842.010417 = -590117.532922 nChanged 11 SP:Iteration 15Q (536.720709 sec): 3 clusters Score: Raw -592961.239376 + Penalty 2842.010417 = -590119.228959 nChanged 7 SP:Iteration 16Q (536.775224 sec): 3 clusters Score: Raw -592962.645677 + Penalty 2842.010417 = -590120.635259 nChanged 11 SP:Iteration 17Q (536.839305 sec): 3 clusters Score: Raw -592964.095760 + Penalty 2842.010417 = -590122.085343 nChanged 5 SP:Iteration 18Q (536.896251 sec): 3 clusters Score: Raw -592964.794645 + Penalty 2842.010417 = -590122.784227 nChanged 5 SP:Iteration 19Q (536.950861 sec): 3 clusters Score: Raw -592965.854428 + Penalty 2842.010417 = -590123.844010 nChanged 4 SP:Iteration 20F (537.008669 sec): 3 clusters Score: Raw -592967.104094 + Penalty 2842.010417 = -590125.093676 nChanged 7 SP:Iteration 21Q (537.065925 sec): 3 clusters Score: Raw -592968.832981 + Penalty 2842.010417 = -590126.822563 nChanged 13 SP:Iteration 22Q (537.113377 sec): 3 clusters Score: Raw -592971.739468 + Penalty 2842.010417 = -590129.729051 nChanged 12 SP:Iteration 23Q (537.177537 sec): 3 clusters Score: Raw -592974.264990 + Penalty 2842.010417 = -590132.254573 nChanged 5 SP:Iteration 24Q (537.228836 sec): 3 clusters Score: Raw -592975.386962 + Penalty 2842.010417 = -590133.376545 nChanged 2 SP:Iteration 25Q (537.284210 sec): 3 clusters Score: Raw -592976.061137 + Penalty 2842.010417 = -590134.050719 nChanged 2 SP:Iteration 26Q (537.336671 sec): 3 clusters Score: Raw -592976.480128 + Penalty 2842.010417 = -590134.469710 nChanged 4 SP:Iteration 27Q (537.394772 sec): 3 clusters Score: Raw -592977.285280 + Penalty 2842.010417 = -590135.274863 nChanged 8 SP:Iteration 28Q (537.440933 sec): 3 clusters Score: Raw -592979.694515 + Penalty 2842.010417 = -590137.684098 nChanged 12 SP:Iteration 29Q (537.493263 sec): 3 clusters Score: Raw -592982.040678 + Penalty 2842.010417 = -590140.030261 nChanged 9 SP:Iteration 30Q (537.546156 sec): 3 clusters Score: Raw -592984.732974 + Penalty 2842.010417 = -590142.722557 nChanged 15 SP:Iteration 31Q (537.603192 sec): 3 clusters Score: Raw -592989.102961 + Penalty 2842.010417 = -590147.092543 nChanged 13 SP:Iteration 32Q (537.667185 sec): 3 clusters Score: Raw -592993.573641 + Penalty 2842.010417 = -590151.563224 nChanged 9 SP:Iteration 33Q (537.714727 sec): 3 clusters Score: Raw -592996.415922 + Penalty 2842.010417 = -590154.405505 nChanged 12 SP:Iteration 34Q (537.768727 sec): 3 clusters Score: Raw -592999.840914 + Penalty 2842.010417 = -590157.830497 nChanged 12 SP:Iteration 35Q (537.827086 sec): 3 clusters Score: Raw -593003.322391 + Penalty 2842.010417 = -590161.311973 nChanged 10 SP:Iteration 36Q (537.894248 sec): 3 clusters Score: Raw -593004.942140 + Penalty 2842.010417 = -590162.931723 nChanged 9 SP:Iteration 37Q (537.951644 sec): 3 clusters Score: Raw -593006.784299 + Penalty 2842.010417 = -590164.773882 nChanged 10 SP:Iteration 38Q (538.010256 sec): 3 clusters Score: Raw -593008.024437 + Penalty 2842.010417 = -590166.014019 nChanged 6 SP:Iteration 39Q (538.055383 sec): 3 clusters Score: Raw -593008.979091 + Penalty 2842.010417 = -590166.968673 nChanged 4 SP:Iteration 40F (538.111485 sec): 3 clusters Score: Raw -593009.344661 + Penalty 2842.010417 = -590167.334244 nChanged 2 SP:Iteration 41Q (538.176722 sec): 3 clusters Score: Raw -593009.622479 + Penalty 2842.010417 = -590167.612061 nChanged 1 SP:Iteration 42Q (538.219708 sec): 3 clusters Score: Raw -593009.728997 + Penalty 2842.010417 = -590167.718579 nChanged 0 SP:Iteration 43F (538.273201 sec): 3 clusters Score: Raw -593009.728997 + Penalty 2842.010417 = -590167.718579 nChanged 0 Trying to split cluster 17 (9217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (538.310363 sec): 2 clusters Score: Raw -915144.234880 + Penalty 1483.430794 = -913660.804087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (538.383808 sec): 3 clusters Score: Raw -909989.244487 + Penalty 2966.861587 = -907022.382899 nChanged 3956 SP:Iteration 1F (538.434246 sec): 3 clusters Score: Raw -912273.205450 + Penalty 2966.861587 = -909306.343863 nChanged 641 SP:Iteration 2F (538.505445 sec): 3 clusters Score: Raw -912603.690582 + Penalty 2966.861587 = -909636.828995 nChanged 552 SP:Iteration 3F (538.562410 sec): 3 clusters Score: Raw -912914.101679 + Penalty 2966.861587 = -909947.240092 nChanged 510 SP:Iteration 4F (538.632641 sec): 3 clusters Score: Raw -913189.867825 + Penalty 2966.861587 = -910223.006238 nChanged 458 SP:Iteration 5Q (538.685651 sec): 3 clusters Score: Raw -913461.379074 + Penalty 2966.861587 = -910494.517487 nChanged 402 SP:Iteration 6Q (538.745092 sec): 3 clusters Score: Raw -913707.848700 + Penalty 2966.861587 = -910740.987113 nChanged 372 SP:Iteration 7Q (538.821215 sec): 3 clusters Score: Raw -913936.540971 + Penalty 2966.861587 = -910969.679384 nChanged 322 SP:Iteration 8Q (538.885322 sec): 3 clusters Score: Raw -914135.664962 + Penalty 2966.861587 = -911168.803374 nChanged 313 SP:Iteration 9Q (538.930542 sec): 3 clusters Score: Raw -914316.667858 + Penalty 2966.861587 = -911349.806271 nChanged 264 SP:Iteration 10Q (538.995298 sec): 3 clusters Score: Raw -914470.601855 + Penalty 2966.861587 = -911503.740267 nChanged 237 SP:Iteration 11Q (539.066113 sec): 3 clusters Score: Raw -914608.993676 + Penalty 2966.861587 = -911642.132088 nChanged 181 SP:Iteration 12Q (539.116700 sec): 3 clusters Score: Raw -914712.744099 + Penalty 2966.861587 = -911745.882511 nChanged 167 SP:Iteration 13Q (539.176440 sec): 3 clusters Score: Raw -914810.629926 + Penalty 2966.861587 = -911843.768339 nChanged 147 SP:Iteration 14Q (539.235791 sec): 3 clusters Score: Raw -914901.518018 + Penalty 2966.861587 = -911934.656431 nChanged 132 SP:Iteration 15Q (539.301254 sec): 3 clusters Score: Raw -914977.236092 + Penalty 2966.861587 = -912010.374505 nChanged 106 SP:Iteration 16Q (539.357636 sec): 3 clusters Score: Raw -915037.037617 + Penalty 2966.861587 = -912070.176030 nChanged 78 SP:Iteration 17Q (539.421893 sec): 3 clusters Score: Raw -915085.157613 + Penalty 2966.861587 = -912118.296026 nChanged 63 SP:Iteration 18Q (539.480616 sec): 3 clusters Score: Raw -915123.934965 + Penalty 2966.861587 = -912157.073378 nChanged 59 SP:Iteration 19Q (539.549450 sec): 3 clusters Score: Raw -915167.167028 + Penalty 2966.861587 = -912200.305441 nChanged 47 SP:Iteration 20F (539.596769 sec): 3 clusters Score: Raw -915196.821611 + Penalty 2966.861587 = -912229.960024 nChanged 34 SP:Iteration 21Q (539.655289 sec): 3 clusters Score: Raw -915225.184971 + Penalty 2966.861587 = -912258.323384 nChanged 35 SP:Iteration 22Q (539.720254 sec): 3 clusters Score: Raw -915249.039373 + Penalty 2966.861587 = -912282.177786 nChanged 23 SP:Iteration 23Q (539.783222 sec): 3 clusters Score: Raw -915267.202090 + Penalty 2966.861587 = -912300.340503 nChanged 23 SP:Iteration 24Q (539.831539 sec): 3 clusters Score: Raw -915290.150660 + Penalty 2966.861587 = -912323.289073 nChanged 16 SP:Iteration 25Q (539.887259 sec): 3 clusters Score: Raw -915302.585688 + Penalty 2966.861587 = -912335.724100 nChanged 16 SP:Iteration 26Q (539.957346 sec): 3 clusters Score: Raw -915319.494592 + Penalty 2966.861587 = -912352.633005 nChanged 20 SP:Iteration 27Q (540.008132 sec): 3 clusters Score: Raw -915341.807320 + Penalty 2966.861587 = -912374.945733 nChanged 17 SP:Iteration 28Q (540.072872 sec): 3 clusters Score: Raw -915359.210466 + Penalty 2966.861587 = -912392.348879 nChanged 12 SP:Iteration 29Q (540.124594 sec): 3 clusters Score: Raw -915370.566404 + Penalty 2966.861587 = -912403.704816 nChanged 14 SP:Iteration 30Q (540.176020 sec): 3 clusters Score: Raw -915387.251691 + Penalty 2966.861587 = -912420.390103 nChanged 10 SP:Iteration 31Q (540.230719 sec): 3 clusters Score: Raw -915396.910947 + Penalty 2966.861587 = -912430.049360 nChanged 8 SP:Iteration 32Q (540.287844 sec): 3 clusters Score: Raw -915403.169938 + Penalty 2966.861587 = -912436.308351 nChanged 6 SP:Iteration 33Q (540.343532 sec): 3 clusters Score: Raw -915407.423610 + Penalty 2966.861587 = -912440.562022 nChanged 4 SP:Iteration 34Q (540.409927 sec): 3 clusters Score: Raw -915409.829425 + Penalty 2966.861587 = -912442.967838 nChanged 2 SP:Iteration 35Q (540.466617 sec): 3 clusters Score: Raw -915410.652760 + Penalty 2966.861587 = -912443.791172 nChanged 0 SP:Iteration 36F (540.524358 sec): 3 clusters Score: Raw -915410.652760 + Penalty 2966.861587 = -912443.791172 nChanged 0 Trying to split cluster 18 (25683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (540.576977 sec): 2 clusters Score: Raw -2799751.506251 + Penalty 1649.957493 = -2798101.548757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (540.655251 sec): 3 clusters Score: Raw -2784001.597568 + Penalty 3299.914986 = -2780701.682582 nChanged 11790 SP:Iteration 1F (540.739943 sec): 3 clusters Score: Raw -2790814.451948 + Penalty 3299.914986 = -2787514.536962 nChanged 1483 SP:Iteration 2F (540.829453 sec): 3 clusters Score: Raw -2791574.342426 + Penalty 3299.914986 = -2788274.427440 nChanged 1577 SP:Iteration 3F (540.916947 sec): 3 clusters Score: Raw -2792444.800368 + Penalty 3299.914986 = -2789144.885382 nChanged 1700 SP:Iteration 4F (541.011709 sec): 3 clusters Score: Raw -2793448.684396 + Penalty 3299.914986 = -2790148.769409 nChanged 1665 SP:Iteration 5F (541.104468 sec): 3 clusters Score: Raw -2794502.468701 + Penalty 3299.914986 = -2791202.553714 nChanged 1631 SP:Iteration 6F (541.185960 sec): 3 clusters Score: Raw -2795659.702740 + Penalty 3299.914986 = -2792359.787754 nChanged 1468 SP:Iteration 7F (541.276294 sec): 3 clusters Score: Raw -2796778.050594 + Penalty 3299.914986 = -2793478.135608 nChanged 1268 SP:Iteration 8Q (541.365422 sec): 3 clusters Score: Raw -2797765.178284 + Penalty 3299.914986 = -2794465.263298 nChanged 1015 SP:Iteration 9Q (541.460158 sec): 3 clusters Score: Raw -2798559.489515 + Penalty 3299.914986 = -2795259.574529 nChanged 789 SP:Iteration 10Q (541.551880 sec): 3 clusters Score: Raw -2799153.658852 + Penalty 3299.914986 = -2795853.743866 nChanged 549 SP:Iteration 11Q (541.629315 sec): 3 clusters Score: Raw -2799511.562311 + Penalty 3299.914986 = -2796211.647325 nChanged 430 SP:Iteration 12Q (541.727117 sec): 3 clusters Score: Raw -2799783.320809 + Penalty 3299.914986 = -2796483.405822 nChanged 339 SP:Iteration 13Q (541.806555 sec): 3 clusters Score: Raw -2799987.652231 + Penalty 3299.914986 = -2796687.737245 nChanged 249 SP:Iteration 14Q (541.884932 sec): 3 clusters Score: Raw -2800144.377019 + Penalty 3299.914986 = -2796844.462032 nChanged 204 SP:Iteration 15Q (541.967061 sec): 3 clusters Score: Raw -2800253.025827 + Penalty 3299.914986 = -2796953.110841 nChanged 164 SP:Iteration 16Q (542.059770 sec): 3 clusters Score: Raw -2800319.995709 + Penalty 3299.914986 = -2797020.080722 nChanged 122 SP:Iteration 17Q (542.145423 sec): 3 clusters Score: Raw -2800360.128448 + Penalty 3299.914986 = -2797060.213461 nChanged 89 SP:Iteration 18Q (542.227768 sec): 3 clusters Score: Raw -2800381.917347 + Penalty 3299.914986 = -2797082.002360 nChanged 63 SP:Iteration 19Q (542.294020 sec): 3 clusters Score: Raw -2800395.883684 + Penalty 3299.914986 = -2797095.968698 nChanged 43 SP:Iteration 20F (542.380510 sec): 3 clusters Score: Raw -2800404.225944 + Penalty 3299.914986 = -2797104.310958 nChanged 38 SP:Iteration 21Q (542.472838 sec): 3 clusters Score: Raw -2800412.660233 + Penalty 3299.914986 = -2797112.745247 nChanged 38 SP:Iteration 22Q (542.542580 sec): 3 clusters Score: Raw -2800422.210878 + Penalty 3299.914986 = -2797122.295892 nChanged 41 SP:Iteration 23Q (542.629152 sec): 3 clusters Score: Raw -2800430.128944 + Penalty 3299.914986 = -2797130.213958 nChanged 26 SP:Iteration 24Q (542.708136 sec): 3 clusters Score: Raw -2800435.564273 + Penalty 3299.914986 = -2797135.649286 nChanged 27 SP:Iteration 25Q (542.795000 sec): 3 clusters Score: Raw -2800441.463718 + Penalty 3299.914986 = -2797141.548731 nChanged 30 SP:Iteration 26Q (542.872929 sec): 3 clusters Score: Raw -2800446.517867 + Penalty 3299.914986 = -2797146.602880 nChanged 27 SP:Iteration 27Q (542.957514 sec): 3 clusters Score: Raw -2800451.800146 + Penalty 3299.914986 = -2797151.885160 nChanged 32 SP:Iteration 28Q (543.021817 sec): 3 clusters Score: Raw -2800457.371499 + Penalty 3299.914986 = -2797157.456513 nChanged 25 SP:Iteration 29Q (543.093063 sec): 3 clusters Score: Raw -2800461.720513 + Penalty 3299.914986 = -2797161.805527 nChanged 28 SP:Iteration 30Q (543.180413 sec): 3 clusters Score: Raw -2800467.358273 + Penalty 3299.914986 = -2797167.443287 nChanged 27 SP:Iteration 31Q (543.266938 sec): 3 clusters Score: Raw -2800471.851393 + Penalty 3299.914986 = -2797171.936407 nChanged 16 SP:Iteration 32Q (543.342211 sec): 3 clusters Score: Raw -2800474.160102 + Penalty 3299.914986 = -2797174.245116 nChanged 10 SP:Iteration 33Q (543.424637 sec): 3 clusters Score: Raw -2800475.929758 + Penalty 3299.914986 = -2797176.014771 nChanged 12 SP:Iteration 34Q (543.495072 sec): 3 clusters Score: Raw -2800478.554653 + Penalty 3299.914986 = -2797178.639666 nChanged 11 SP:Iteration 35Q (543.585723 sec): 3 clusters Score: Raw -2800480.842969 + Penalty 3299.914986 = -2797180.927983 nChanged 14 SP:Iteration 36Q (543.667153 sec): 3 clusters Score: Raw -2800482.931984 + Penalty 3299.914986 = -2797183.016997 nChanged 6 SP:Iteration 37Q (543.733692 sec): 3 clusters Score: Raw -2800483.620300 + Penalty 3299.914986 = -2797183.705313 nChanged 6 SP:Iteration 38Q (543.826312 sec): 3 clusters Score: Raw -2800484.399879 + Penalty 3299.914986 = -2797184.484893 nChanged 7 SP:Iteration 39Q (543.898827 sec): 3 clusters Score: Raw -2800485.384316 + Penalty 3299.914986 = -2797185.469330 nChanged 6 SP:Iteration 40F (543.980375 sec): 3 clusters Score: Raw -2800486.223307 + Penalty 3299.914986 = -2797186.308321 nChanged 5 SP:Iteration 41Q (544.059319 sec): 3 clusters Score: Raw -2800487.072744 + Penalty 3299.914986 = -2797187.157758 nChanged 6 SP:Iteration 42Q (544.142148 sec): 3 clusters Score: Raw -2800487.810813 + Penalty 3299.914986 = -2797187.895827 nChanged 0 SP:Iteration 43F (544.233076 sec): 3 clusters Score: Raw -2800487.810813 + Penalty 3299.914986 = -2797187.895827 nChanged 0 Trying to split cluster 19 (878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (544.251516 sec): 2 clusters Score: Raw -76309.720694 + Penalty 1101.367571 = -75208.353122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (544.309317 sec): 3 clusters Score: Raw -76159.923730 + Penalty 2202.735143 = -73957.188587 nChanged 295 SP:Iteration 1F (544.350163 sec): 3 clusters Score: Raw -76492.994492 + Penalty 2202.735143 = -74290.259349 nChanged 69 SP:Iteration 2F (544.408049 sec): 3 clusters Score: Raw -76651.215769 + Penalty 2202.735143 = -74448.480626 nChanged 61 SP:Iteration 3F (544.452867 sec): 3 clusters Score: Raw -76728.508624 + Penalty 2202.735143 = -74525.773481 nChanged 39 SP:Iteration 4Q (544.501267 sec): 3 clusters Score: Raw -76775.876975 + Penalty 2202.735143 = -74573.141832 nChanged 29 SP:Iteration 5Q (544.542101 sec): 3 clusters Score: Raw -76803.943556 + Penalty 2202.735143 = -74601.208413 nChanged 22 SP:Iteration 6Q (544.592011 sec): 3 clusters Score: Raw -76833.985583 + Penalty 2202.735143 = -74631.250440 nChanged 24 SP:Iteration 7Q (544.632592 sec): 3 clusters Score: Raw -76888.714639 + Penalty 2202.735143 = -74685.979496 nChanged 24 SP:Iteration 8Q (544.678514 sec): 3 clusters Score: Raw -76915.590610 + Penalty 2202.735143 = -74712.855467 nChanged 25 SP:Iteration 9Q (544.730413 sec): 3 clusters Score: Raw -76939.291759 + Penalty 2202.735143 = -74736.556616 nChanged 17 SP:Iteration 10Q (544.782612 sec): 3 clusters Score: Raw -76968.525969 + Penalty 2202.735143 = -74765.790826 nChanged 10 SP:Iteration 11Q (544.831744 sec): 3 clusters Score: Raw -77015.349771 + Penalty 2202.735143 = -74812.614628 nChanged 15 SP:Iteration 12Q (544.869797 sec): 3 clusters Score: Raw -77030.058775 + Penalty 2202.735143 = -74827.323632 nChanged 7 SP:Iteration 13Q (544.921462 sec): 3 clusters Score: Raw -77037.278280 + Penalty 2202.735143 = -74834.543137 nChanged 2 SP:Iteration 14Q (544.960591 sec): 3 clusters Score: Raw -77038.584953 + Penalty 2202.735143 = -74835.849810 nChanged 2 SP:Iteration 15Q (545.016283 sec): 3 clusters Score: Raw -77039.256416 + Penalty 2202.735143 = -74836.521273 nChanged 2 SP:Iteration 16Q (545.058056 sec): 3 clusters Score: Raw -77040.277930 + Penalty 2202.735143 = -74837.542787 nChanged 0 SP:Iteration 17F (545.101836 sec): 3 clusters Score: Raw -77047.682005 + Penalty 2202.735143 = -74844.946862 nChanged 2 SP:Iteration 18Q (545.151705 sec): 3 clusters Score: Raw -77119.176883 + Penalty 2202.735143 = -74916.441740 nChanged 16 SP:Iteration 19Q (545.197637 sec): 3 clusters Score: Raw -77136.076447 + Penalty 2202.735143 = -74933.341304 nChanged 10 SP:Iteration 20F (545.250568 sec): 3 clusters Score: Raw -77147.059655 + Penalty 2202.735143 = -74944.324512 nChanged 7 SP:Iteration 21Q (545.287630 sec): 3 clusters Score: Raw -77155.907403 + Penalty 2202.735143 = -74953.172260 nChanged 7 SP:Iteration 22Q (545.337285 sec): 3 clusters Score: Raw -77162.435327 + Penalty 2202.735143 = -74959.700184 nChanged 3 SP:Iteration 23Q (545.373993 sec): 3 clusters Score: Raw -77164.894442 + Penalty 2202.735143 = -74962.159299 nChanged 2 SP:Iteration 24Q (545.424937 sec): 3 clusters Score: Raw -77167.869378 + Penalty 2202.735143 = -74965.134235 nChanged 2 SP:Iteration 25Q (545.464444 sec): 3 clusters Score: Raw -77170.060502 + Penalty 2202.735143 = -74967.325359 nChanged 2 SP:Iteration 26Q (545.499965 sec): 3 clusters Score: Raw -77170.760970 + Penalty 2202.735143 = -74968.025827 nChanged 0 SP:Iteration 27F (545.545369 sec): 3 clusters Score: Raw -77170.760970 + Penalty 2202.735143 = -74968.025827 nChanged 0 Trying to split cluster 20 (7294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (545.574708 sec): 2 clusters Score: Raw -725794.168827 + Penalty 1445.406198 = -724348.762629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (545.633027 sec): 3 clusters Score: Raw -721794.601479 + Penalty 2890.812396 = -718903.789084 nChanged 3061 SP:Iteration 1F (545.696727 sec): 3 clusters Score: Raw -723704.426417 + Penalty 2890.812396 = -720813.614022 nChanged 574 SP:Iteration 2F (545.748393 sec): 3 clusters Score: Raw -724137.009846 + Penalty 2890.812396 = -721246.197450 nChanged 569 SP:Iteration 3F (545.814138 sec): 3 clusters Score: Raw -724694.400239 + Penalty 2890.812396 = -721803.587843 nChanged 571 SP:Iteration 4F (545.862702 sec): 3 clusters Score: Raw -725295.007642 + Penalty 2890.812396 = -722404.195246 nChanged 507 SP:Iteration 5F (545.915084 sec): 3 clusters Score: Raw -725840.316191 + Penalty 2890.812396 = -722949.503796 nChanged 450 SP:Iteration 6F (545.970467 sec): 3 clusters Score: Raw -726261.254511 + Penalty 2890.812396 = -723370.442115 nChanged 356 SP:Iteration 7Q (546.035794 sec): 3 clusters Score: Raw -726560.065441 + Penalty 2890.812396 = -723669.253045 nChanged 307 SP:Iteration 8Q (546.089104 sec): 3 clusters Score: Raw -726825.735825 + Penalty 2890.812396 = -723934.923429 nChanged 248 SP:Iteration 9Q (546.145306 sec): 3 clusters Score: Raw -727035.361844 + Penalty 2890.812396 = -724144.549448 nChanged 203 SP:Iteration 10Q (546.201595 sec): 3 clusters Score: Raw -727246.769197 + Penalty 2890.812396 = -724355.956802 nChanged 182 SP:Iteration 11Q (546.265240 sec): 3 clusters Score: Raw -727464.373412 + Penalty 2890.812396 = -724573.561016 nChanged 160 SP:Iteration 12Q (546.311429 sec): 3 clusters Score: Raw -727638.654435 + Penalty 2890.812396 = -724747.842040 nChanged 141 SP:Iteration 13Q (546.370692 sec): 3 clusters Score: Raw -727757.677924 + Penalty 2890.812396 = -724866.865528 nChanged 116 SP:Iteration 14Q (546.427941 sec): 3 clusters Score: Raw -727846.361231 + Penalty 2890.812396 = -724955.548835 nChanged 106 SP:Iteration 15Q (546.494783 sec): 3 clusters Score: Raw -727909.053280 + Penalty 2890.812396 = -725018.240885 nChanged 82 SP:Iteration 16Q (546.560150 sec): 3 clusters Score: Raw -727967.011467 + Penalty 2890.812396 = -725076.199072 nChanged 82 SP:Iteration 17Q (546.621886 sec): 3 clusters Score: Raw -728012.815184 + Penalty 2890.812396 = -725122.002789 nChanged 57 SP:Iteration 18Q (546.669284 sec): 3 clusters Score: Raw -728035.468394 + Penalty 2890.812396 = -725144.655999 nChanged 42 SP:Iteration 19Q (546.729103 sec): 3 clusters Score: Raw -728047.848861 + Penalty 2890.812396 = -725157.036465 nChanged 29 SP:Iteration 20F (546.801680 sec): 3 clusters Score: Raw -728056.317492 + Penalty 2890.812396 = -725165.505096 nChanged 21 SP:Iteration 21Q (546.855539 sec): 3 clusters Score: Raw -728062.070670 + Penalty 2890.812396 = -725171.258274 nChanged 17 SP:Iteration 22Q (546.914805 sec): 3 clusters Score: Raw -728067.299232 + Penalty 2890.812396 = -725176.486836 nChanged 18 SP:Iteration 23Q (546.969682 sec): 3 clusters Score: Raw -728072.869339 + Penalty 2890.812396 = -725182.056944 nChanged 11 SP:Iteration 24Q (547.031931 sec): 3 clusters Score: Raw -728076.371532 + Penalty 2890.812396 = -725185.559137 nChanged 10 SP:Iteration 25Q (547.087601 sec): 3 clusters Score: Raw -728079.506202 + Penalty 2890.812396 = -725188.693807 nChanged 11 SP:Iteration 26Q (547.147874 sec): 3 clusters Score: Raw -728083.862972 + Penalty 2890.812396 = -725193.050576 nChanged 11 SP:Iteration 27Q (547.197584 sec): 3 clusters Score: Raw -728088.139878 + Penalty 2890.812396 = -725197.327482 nChanged 11 SP:Iteration 28Q (547.256074 sec): 3 clusters Score: Raw -728093.351323 + Penalty 2890.812396 = -725202.538927 nChanged 16 SP:Iteration 29Q (547.304622 sec): 3 clusters Score: Raw -728100.146312 + Penalty 2890.812396 = -725209.333916 nChanged 17 SP:Iteration 30Q (547.356733 sec): 3 clusters Score: Raw -728106.200794 + Penalty 2890.812396 = -725215.388398 nChanged 9 SP:Iteration 31Q (547.418100 sec): 3 clusters Score: Raw -728109.248465 + Penalty 2890.812396 = -725218.436070 nChanged 10 SP:Iteration 32Q (547.463674 sec): 3 clusters Score: Raw -728112.675622 + Penalty 2890.812396 = -725221.863227 nChanged 11 SP:Iteration 33Q (547.523264 sec): 3 clusters Score: Raw -728115.276384 + Penalty 2890.812396 = -725224.463989 nChanged 6 SP:Iteration 34Q (547.584455 sec): 3 clusters Score: Raw -728117.241918 + Penalty 2890.812396 = -725226.429522 nChanged 5 SP:Iteration 35Q (547.639257 sec): 3 clusters Score: Raw -728119.071950 + Penalty 2890.812396 = -725228.259554 nChanged 8 SP:Iteration 36Q (547.686080 sec): 3 clusters Score: Raw -728120.640895 + Penalty 2890.812396 = -725229.828499 nChanged 7 SP:Iteration 37Q (547.752526 sec): 3 clusters Score: Raw -728122.503700 + Penalty 2890.812396 = -725231.691304 nChanged 5 SP:Iteration 38Q (547.808344 sec): 3 clusters Score: Raw -728123.485997 + Penalty 2890.812396 = -725232.673601 nChanged 2 SP:Iteration 39Q (547.862878 sec): 3 clusters Score: Raw -728123.961145 + Penalty 2890.812396 = -725233.148750 nChanged 4 SP:Iteration 40F (547.918425 sec): 3 clusters Score: Raw -728124.660326 + Penalty 2890.812396 = -725233.847930 nChanged 2 SP:Iteration 41Q (547.976389 sec): 3 clusters Score: Raw -728125.073825 + Penalty 2890.812396 = -725234.261429 nChanged 2 SP:Iteration 42Q (548.038840 sec): 3 clusters Score: Raw -728125.348940 + Penalty 2890.812396 = -725234.536545 nChanged 0 SP:Iteration 43F (548.089864 sec): 3 clusters Score: Raw -728125.348940 + Penalty 2890.812396 = -725234.536545 nChanged 0 Score: Raw -49999293.492744 + Penalty 74547.563731 = -49924745.929013 Splitting cluster 20 changes total score from -49919890.462860 to -49924745.929013 So it's getting split into cluster 35. Trying to split cluster 21 (10616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (559.053846 sec): 2 clusters Score: Raw -1115222.839223 + Penalty 1506.394106 = -1113716.445116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (559.112935 sec): 3 clusters Score: Raw -1109124.549965 + Penalty 3012.788212 = -1106111.761753 nChanged 4670 SP:Iteration 1F (559.189778 sec): 3 clusters Score: Raw -1111690.038325 + Penalty 3012.788212 = -1108677.250113 nChanged 627 SP:Iteration 2F (559.242600 sec): 3 clusters Score: Raw -1112015.272275 + Penalty 3012.788212 = -1109002.484063 nChanged 572 SP:Iteration 3F (559.304495 sec): 3 clusters Score: Raw -1112329.374333 + Penalty 3012.788212 = -1109316.586121 nChanged 576 SP:Iteration 4F (559.360078 sec): 3 clusters Score: Raw -1112683.499056 + Penalty 3012.788212 = -1109670.710844 nChanged 595 SP:Iteration 5F (559.419440 sec): 3 clusters Score: Raw -1113107.010643 + Penalty 3012.788212 = -1110094.222431 nChanged 637 SP:Iteration 6F (559.483950 sec): 3 clusters Score: Raw -1113619.096771 + Penalty 3012.788212 = -1110606.308559 nChanged 661 SP:Iteration 7F (559.544110 sec): 3 clusters Score: Raw -1114136.034539 + Penalty 3012.788212 = -1111123.246327 nChanged 581 SP:Iteration 8F (559.604977 sec): 3 clusters Score: Raw -1114534.387190 + Penalty 3012.788212 = -1111521.598978 nChanged 510 SP:Iteration 9Q (559.670591 sec): 3 clusters Score: Raw -1114857.062556 + Penalty 3012.788212 = -1111844.274344 nChanged 419 SP:Iteration 10Q (559.742991 sec): 3 clusters Score: Raw -1115082.509354 + Penalty 3012.788212 = -1112069.721142 nChanged 319 SP:Iteration 11Q (559.810377 sec): 3 clusters Score: Raw -1115240.954706 + Penalty 3012.788212 = -1112228.166493 nChanged 239 SP:Iteration 12Q (559.862810 sec): 3 clusters Score: Raw -1115342.613436 + Penalty 3012.788212 = -1112329.825223 nChanged 178 SP:Iteration 13Q (559.929190 sec): 3 clusters Score: Raw -1115393.474758 + Penalty 3012.788212 = -1112380.686546 nChanged 129 SP:Iteration 14Q (560.000507 sec): 3 clusters Score: Raw -1115427.469428 + Penalty 3012.788212 = -1112414.681216 nChanged 102 SP:Iteration 15Q (560.064940 sec): 3 clusters Score: Raw -1115450.326056 + Penalty 3012.788212 = -1112437.537844 nChanged 65 SP:Iteration 16Q (560.121727 sec): 3 clusters Score: Raw -1115463.699137 + Penalty 3012.788212 = -1112450.910925 nChanged 50 SP:Iteration 17Q (560.176395 sec): 3 clusters Score: Raw -1115475.408634 + Penalty 3012.788212 = -1112462.620421 nChanged 52 SP:Iteration 18Q (560.240433 sec): 3 clusters Score: Raw -1115491.028382 + Penalty 3012.788212 = -1112478.240170 nChanged 53 SP:Iteration 19Q (560.297307 sec): 3 clusters Score: Raw -1115509.469181 + Penalty 3012.788212 = -1112496.680969 nChanged 53 SP:Iteration 20F (560.368683 sec): 3 clusters Score: Raw -1115534.095853 + Penalty 3012.788212 = -1112521.307640 nChanged 56 SP:Iteration 21Q (560.436775 sec): 3 clusters Score: Raw -1115578.515972 + Penalty 3012.788212 = -1112565.727759 nChanged 76 SP:Iteration 22Q (560.486208 sec): 3 clusters Score: Raw -1115667.690361 + Penalty 3012.788212 = -1112654.902149 nChanged 100 SP:Iteration 23Q (560.548311 sec): 3 clusters Score: Raw -1115746.817646 + Penalty 3012.788212 = -1112734.029434 nChanged 92 SP:Iteration 24Q (560.619291 sec): 3 clusters Score: Raw -1115783.586730 + Penalty 3012.788212 = -1112770.798517 nChanged 78 SP:Iteration 25Q (560.673586 sec): 3 clusters Score: Raw -1115806.103928 + Penalty 3012.788212 = -1112793.315716 nChanged 65 SP:Iteration 26Q (560.740919 sec): 3 clusters Score: Raw -1115822.288680 + Penalty 3012.788212 = -1112809.500468 nChanged 60 SP:Iteration 27Q (560.815722 sec): 3 clusters Score: Raw -1115833.991250 + Penalty 3012.788212 = -1112821.203038 nChanged 46 SP:Iteration 28Q (560.858526 sec): 3 clusters Score: Raw -1115842.464304 + Penalty 3012.788212 = -1112829.676092 nChanged 38 SP:Iteration 29Q (560.928519 sec): 3 clusters Score: Raw -1115848.147641 + Penalty 3012.788212 = -1112835.359429 nChanged 27 SP:Iteration 30Q (560.987182 sec): 3 clusters Score: Raw -1115852.567774 + Penalty 3012.788212 = -1112839.779561 nChanged 21 SP:Iteration 31Q (561.063520 sec): 3 clusters Score: Raw -1115855.162368 + Penalty 3012.788212 = -1112842.374155 nChanged 18 SP:Iteration 32Q (561.126728 sec): 3 clusters Score: Raw -1115857.790432 + Penalty 3012.788212 = -1112845.002220 nChanged 18 SP:Iteration 33Q (561.181278 sec): 3 clusters Score: Raw -1115860.238949 + Penalty 3012.788212 = -1112847.450737 nChanged 17 SP:Iteration 34Q (561.261214 sec): 3 clusters Score: Raw -1115862.128895 + Penalty 3012.788212 = -1112849.340683 nChanged 18 SP:Iteration 35Q (561.327494 sec): 3 clusters Score: Raw -1115865.154886 + Penalty 3012.788212 = -1112852.366673 nChanged 19 SP:Iteration 36Q (561.383641 sec): 3 clusters Score: Raw -1115868.285168 + Penalty 3012.788212 = -1112855.496956 nChanged 17 SP:Iteration 37Q (561.439662 sec): 3 clusters Score: Raw -1115870.500883 + Penalty 3012.788212 = -1112857.712671 nChanged 12 SP:Iteration 38Q (561.506698 sec): 3 clusters Score: Raw -1115871.799811 + Penalty 3012.788212 = -1112859.011599 nChanged 8 SP:Iteration 39Q (561.561437 sec): 3 clusters Score: Raw -1115872.913581 + Penalty 3012.788212 = -1112860.125369 nChanged 6 SP:Iteration 40F (561.621418 sec): 3 clusters Score: Raw -1115873.622734 + Penalty 3012.788212 = -1112860.834522 nChanged 7 SP:Iteration 41Q (561.687766 sec): 3 clusters Score: Raw -1115874.231851 + Penalty 3012.788212 = -1112861.443638 nChanged 3 SP:Iteration 42Q (561.755682 sec): 3 clusters Score: Raw -1115874.538634 + Penalty 3012.788212 = -1112861.750422 nChanged 6 SP:Iteration 43Q (561.831574 sec): 3 clusters Score: Raw -1115875.017494 + Penalty 3012.788212 = -1112862.229282 nChanged 5 SP:Iteration 44Q (561.894708 sec): 3 clusters Score: Raw -1115875.757734 + Penalty 3012.788212 = -1112862.969521 nChanged 8 SP:Iteration 45Q (561.953083 sec): 3 clusters Score: Raw -1115876.653297 + Penalty 3012.788212 = -1112863.865084 nChanged 5 SP:Iteration 46Q (562.020307 sec): 3 clusters Score: Raw -1115877.297145 + Penalty 3012.788212 = -1112864.508933 nChanged 5 SP:Iteration 47Q (562.086581 sec): 3 clusters Score: Raw -1115877.921496 + Penalty 3012.788212 = -1112865.133284 nChanged 6 SP:Iteration 48Q (562.162430 sec): 3 clusters Score: Raw -1115878.618909 + Penalty 3012.788212 = -1112865.830697 nChanged 3 SP:Iteration 49Q (562.228219 sec): 3 clusters Score: Raw -1115879.156643 + Penalty 3012.788212 = -1112866.368431 nChanged 2 SP:Iteration 50Q (562.281211 sec): 3 clusters Score: Raw -1115879.295105 + Penalty 3012.788212 = -1112866.506893 nChanged 1 SP:Iteration 51Q (562.348895 sec): 3 clusters Score: Raw -1115879.502298 + Penalty 3012.788212 = -1112866.714086 nChanged 3 SP:Iteration 52Q (562.411754 sec): 3 clusters Score: Raw -1115879.845784 + Penalty 3012.788212 = -1112867.057572 nChanged 3 SP:Iteration 53Q (562.480608 sec): 3 clusters Score: Raw -1115880.153449 + Penalty 3012.788212 = -1112867.365237 nChanged 2 SP:Iteration 54Q (562.542700 sec): 3 clusters Score: Raw -1115880.429438 + Penalty 3012.788212 = -1112867.641226 nChanged 2 SP:Iteration 55Q (562.614711 sec): 3 clusters Score: Raw -1115880.580302 + Penalty 3012.788212 = -1112867.792090 nChanged 0 SP:Iteration 56F (562.667308 sec): 3 clusters Score: Raw -1115880.580302 + Penalty 3012.788212 = -1112867.792090 nChanged 0 Trying to split cluster 22 (28212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (562.738709 sec): 2 clusters Score: Raw -2942654.706158 + Penalty 1665.219188 = -2940989.486969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (562.823543 sec): 3 clusters Score: Raw -2925230.489510 + Penalty 3330.438377 = -2921900.051133 nChanged 13066 SP:Iteration 1F (562.914306 sec): 3 clusters Score: Raw -2933280.993476 + Penalty 3330.438377 = -2929950.555099 nChanged 1940 SP:Iteration 2F (563.014460 sec): 3 clusters Score: Raw -2934586.191336 + Penalty 3330.438377 = -2931255.752959 nChanged 2169 SP:Iteration 3F (563.100901 sec): 3 clusters Score: Raw -2936221.382957 + Penalty 3330.438377 = -2932890.944580 nChanged 2305 SP:Iteration 4F (563.197716 sec): 3 clusters Score: Raw -2938243.354830 + Penalty 3330.438377 = -2934912.916453 nChanged 2360 SP:Iteration 5F (563.289390 sec): 3 clusters Score: Raw -2940477.370201 + Penalty 3330.438377 = -2937146.931824 nChanged 2023 SP:Iteration 6F (563.383247 sec): 3 clusters Score: Raw -2942192.108309 + Penalty 3330.438377 = -2938861.669932 nChanged 1474 SP:Iteration 7F (563.467608 sec): 3 clusters Score: Raw -2943178.220060 + Penalty 3330.438377 = -2939847.781683 nChanged 942 SP:Iteration 8Q (563.557469 sec): 3 clusters Score: Raw -2943657.177377 + Penalty 3330.438377 = -2940326.739000 nChanged 627 SP:Iteration 9Q (563.642070 sec): 3 clusters Score: Raw -2943885.885238 + Penalty 3330.438377 = -2940555.446861 nChanged 423 SP:Iteration 10Q (563.741299 sec): 3 clusters Score: Raw -2943998.280237 + Penalty 3330.438377 = -2940667.841860 nChanged 303 SP:Iteration 11Q (563.821786 sec): 3 clusters Score: Raw -2944069.051375 + Penalty 3330.438377 = -2940738.612998 nChanged 213 SP:Iteration 12Q (563.917404 sec): 3 clusters Score: Raw -2944105.574148 + Penalty 3330.438377 = -2940775.135771 nChanged 179 SP:Iteration 13Q (564.004294 sec): 3 clusters Score: Raw -2944133.182089 + Penalty 3330.438377 = -2940802.743712 nChanged 131 SP:Iteration 14Q (564.100967 sec): 3 clusters Score: Raw -2944149.706043 + Penalty 3330.438377 = -2940819.267666 nChanged 108 SP:Iteration 15Q (564.188428 sec): 3 clusters Score: Raw -2944161.311234 + Penalty 3330.438377 = -2940830.872857 nChanged 92 SP:Iteration 16Q (564.293262 sec): 3 clusters Score: Raw -2944169.927776 + Penalty 3330.438377 = -2940839.489399 nChanged 74 SP:Iteration 17Q (564.381853 sec): 3 clusters Score: Raw -2944177.366305 + Penalty 3330.438377 = -2940846.927928 nChanged 67 SP:Iteration 18Q (564.485897 sec): 3 clusters Score: Raw -2944183.274493 + Penalty 3330.438377 = -2940852.836116 nChanged 59 SP:Iteration 19Q (564.577391 sec): 3 clusters Score: Raw -2944188.737352 + Penalty 3330.438377 = -2940858.298975 nChanged 54 SP:Iteration 20F (564.658831 sec): 3 clusters Score: Raw -2944193.354438 + Penalty 3330.438377 = -2940862.916061 nChanged 46 SP:Iteration 21Q (564.754537 sec): 3 clusters Score: Raw -2944196.651804 + Penalty 3330.438377 = -2940866.213427 nChanged 35 SP:Iteration 22Q (564.842179 sec): 3 clusters Score: Raw -2944198.842175 + Penalty 3330.438377 = -2940868.403798 nChanged 25 SP:Iteration 23Q (564.926955 sec): 3 clusters Score: Raw -2944200.469128 + Penalty 3330.438377 = -2940870.030751 nChanged 27 SP:Iteration 24Q (565.010692 sec): 3 clusters Score: Raw -2944202.278560 + Penalty 3330.438377 = -2940871.840183 nChanged 27 SP:Iteration 25Q (565.102161 sec): 3 clusters Score: Raw -2944203.871791 + Penalty 3330.438377 = -2940873.433414 nChanged 19 SP:Iteration 26Q (565.197357 sec): 3 clusters Score: Raw -2944204.615398 + Penalty 3330.438377 = -2940874.177021 nChanged 11 SP:Iteration 27Q (565.284219 sec): 3 clusters Score: Raw -2944205.101232 + Penalty 3330.438377 = -2940874.662855 nChanged 9 SP:Iteration 28Q (565.360680 sec): 3 clusters Score: Raw -2944205.689750 + Penalty 3330.438377 = -2940875.251373 nChanged 9 SP:Iteration 29Q (565.452276 sec): 3 clusters Score: Raw -2944206.124808 + Penalty 3330.438377 = -2940875.686431 nChanged 9 SP:Iteration 30Q (565.549558 sec): 3 clusters Score: Raw -2944206.485379 + Penalty 3330.438377 = -2940876.047002 nChanged 8 SP:Iteration 31Q (565.638702 sec): 3 clusters Score: Raw -2944206.930092 + Penalty 3330.438377 = -2940876.491715 nChanged 8 SP:Iteration 32Q (565.725620 sec): 3 clusters Score: Raw -2944207.293355 + Penalty 3330.438377 = -2940876.854978 nChanged 7 SP:Iteration 33Q (565.817560 sec): 3 clusters Score: Raw -2944207.484756 + Penalty 3330.438377 = -2940877.046379 nChanged 6 SP:Iteration 34Q (565.912418 sec): 3 clusters Score: Raw -2944207.726487 + Penalty 3330.438377 = -2940877.288110 nChanged 8 SP:Iteration 35Q (566.014874 sec): 3 clusters Score: Raw -2944208.056753 + Penalty 3330.438377 = -2940877.618376 nChanged 7 SP:Iteration 36Q (566.104496 sec): 3 clusters Score: Raw -2944208.279808 + Penalty 3330.438377 = -2940877.841431 nChanged 6 SP:Iteration 37Q (566.198663 sec): 3 clusters Score: Raw -2944208.540171 + Penalty 3330.438377 = -2940878.101794 nChanged 3 SP:Iteration 38Q (566.281533 sec): 3 clusters Score: Raw -2944208.654577 + Penalty 3330.438377 = -2940878.216200 nChanged 4 SP:Iteration 39Q (566.366619 sec): 3 clusters Score: Raw -2944208.745292 + Penalty 3330.438377 = -2940878.306915 nChanged 3 SP:Iteration 40F (566.464660 sec): 3 clusters Score: Raw -2944208.844182 + Penalty 3330.438377 = -2940878.405805 nChanged 3 SP:Iteration 41Q (566.565736 sec): 3 clusters Score: Raw -2944208.931007 + Penalty 3330.438377 = -2940878.492630 nChanged 2 SP:Iteration 42Q (566.656908 sec): 3 clusters Score: Raw -2944208.997327 + Penalty 3330.438377 = -2940878.558950 nChanged 1 SP:Iteration 43Q (566.739985 sec): 3 clusters Score: Raw -2944209.034646 + Penalty 3330.438377 = -2940878.596269 nChanged 2 SP:Iteration 44Q (566.832175 sec): 3 clusters Score: Raw -2944209.081071 + Penalty 3330.438377 = -2940878.642694 nChanged 1 SP:Iteration 45Q (566.930720 sec): 3 clusters Score: Raw -2944209.107635 + Penalty 3330.438377 = -2940878.669258 nChanged 2 SP:Iteration 46Q (567.030637 sec): 3 clusters Score: Raw -2944209.229375 + Penalty 3330.438377 = -2940878.790998 nChanged 4 SP:Iteration 47Q (567.127021 sec): 3 clusters Score: Raw -2944209.515294 + Penalty 3330.438377 = -2940879.076917 nChanged 9 SP:Iteration 48Q (567.219240 sec): 3 clusters Score: Raw -2944209.886500 + Penalty 3330.438377 = -2940879.448123 nChanged 6 SP:Iteration 49Q (567.322087 sec): 3 clusters Score: Raw -2944210.142315 + Penalty 3330.438377 = -2940879.703938 nChanged 8 SP:Iteration 50Q (567.403644 sec): 3 clusters Score: Raw -2944210.612166 + Penalty 3330.438377 = -2940880.173789 nChanged 6 SP:Iteration 51Q (567.477447 sec): 3 clusters Score: Raw -2944210.894888 + Penalty 3330.438377 = -2940880.456511 nChanged 10 SP:Iteration 52Q (567.582072 sec): 3 clusters Score: Raw -2944211.399640 + Penalty 3330.438377 = -2940880.961263 nChanged 9 SP:Iteration 53Q (567.671603 sec): 3 clusters Score: Raw -2944211.798654 + Penalty 3330.438377 = -2940881.360277 nChanged 8 SP:Iteration 54Q (567.761784 sec): 3 clusters Score: Raw -2944212.134061 + Penalty 3330.438377 = -2940881.695684 nChanged 7 SP:Iteration 55Q (567.860047 sec): 3 clusters Score: Raw -2944212.570513 + Penalty 3330.438377 = -2940882.132136 nChanged 9 SP:Iteration 56Q (567.952082 sec): 3 clusters Score: Raw -2944213.090714 + Penalty 3330.438377 = -2940882.652338 nChanged 5 SP:Iteration 57Q (568.048275 sec): 3 clusters Score: Raw -2944213.393410 + Penalty 3330.438377 = -2940882.955033 nChanged 3 SP:Iteration 58Q (568.119312 sec): 3 clusters Score: Raw -2944213.520419 + Penalty 3330.438377 = -2940883.082042 nChanged 3 SP:Iteration 59Q (568.203647 sec): 3 clusters Score: Raw -2944213.644415 + Penalty 3330.438377 = -2940883.206038 nChanged 4 SP:Iteration 60F (568.302186 sec): 3 clusters Score: Raw -2944213.764297 + Penalty 3330.438377 = -2940883.325920 nChanged 4 SP:Iteration 61Q (568.389389 sec): 3 clusters Score: Raw -2944213.842563 + Penalty 3330.438377 = -2940883.404186 nChanged 1 SP:Iteration 62Q (568.474443 sec): 3 clusters Score: Raw -2944213.853889 + Penalty 3330.438377 = -2940883.415513 nChanged 0 SP:Iteration 63F (568.565994 sec): 3 clusters Score: Raw -2944213.853889 + Penalty 3330.438377 = -2940883.415513 nChanged 0 Trying to split cluster 23 (96047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (568.702536 sec): 2 clusters Score: Raw -10265249.223270 + Penalty 1864.296352 = -10263384.926918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (568.926739 sec): 3 clusters Score: Raw -10202719.180304 + Penalty 3728.592704 = -10198990.587600 nChanged 45853 SP:Iteration 1F (569.129405 sec): 3 clusters Score: Raw -10230588.104279 + Penalty 3728.592704 = -10226859.511575 nChanged 4626 SP:Iteration 2Q (569.333728 sec): 3 clusters Score: Raw -10232486.454054 + Penalty 3728.592704 = -10228757.861350 nChanged 5121 SP:Iteration 3F (569.524698 sec): 3 clusters Score: Raw -10235022.463606 + Penalty 3728.592704 = -10231293.870902 nChanged 5659 SP:Iteration 4F (569.740355 sec): 3 clusters Score: Raw -10238534.598684 + Penalty 3728.592704 = -10234806.005981 nChanged 6382 SP:Iteration 5F (569.940473 sec): 3 clusters Score: Raw -10243277.433222 + Penalty 3728.592704 = -10239548.840518 nChanged 6668 SP:Iteration 6F (570.149173 sec): 3 clusters Score: Raw -10248590.156806 + Penalty 3728.592704 = -10244861.564102 nChanged 6277 SP:Iteration 7F (570.354772 sec): 3 clusters Score: Raw -10253323.218821 + Penalty 3728.592704 = -10249594.626117 nChanged 5085 SP:Iteration 8F (570.553151 sec): 3 clusters Score: Raw -10256636.072710 + Penalty 3728.592704 = -10252907.480007 nChanged 3937 SP:Iteration 9Q (570.762687 sec): 3 clusters Score: Raw -10259132.539309 + Penalty 3728.592704 = -10255403.946605 nChanged 3190 SP:Iteration 10Q (570.968430 sec): 3 clusters Score: Raw -10261402.704409 + Penalty 3728.592704 = -10257674.111706 nChanged 2779 SP:Iteration 11Q (571.174864 sec): 3 clusters Score: Raw -10263884.557687 + Penalty 3728.592704 = -10260155.964984 nChanged 2555 SP:Iteration 12Q (571.372800 sec): 3 clusters Score: Raw -10266445.985554 + Penalty 3728.592704 = -10262717.392850 nChanged 2233 SP:Iteration 13Q (571.567068 sec): 3 clusters Score: Raw -10268439.680296 + Penalty 3728.592704 = -10264711.087593 nChanged 1845 SP:Iteration 14Q (571.754419 sec): 3 clusters Score: Raw -10269639.704013 + Penalty 3728.592704 = -10265911.111309 nChanged 1375 SP:Iteration 15Q (571.929524 sec): 3 clusters Score: Raw -10270235.332712 + Penalty 3728.592704 = -10266506.740009 nChanged 991 SP:Iteration 16Q (572.117268 sec): 3 clusters Score: Raw -10270533.107997 + Penalty 3728.592704 = -10266804.515293 nChanged 750 SP:Iteration 17Q (572.308381 sec): 3 clusters Score: Raw -10270712.093265 + Penalty 3728.592704 = -10266983.500562 nChanged 588 SP:Iteration 18Q (572.508220 sec): 3 clusters Score: Raw -10270829.122868 + Penalty 3728.592704 = -10267100.530164 nChanged 460 SP:Iteration 19Q (572.696648 sec): 3 clusters Score: Raw -10270906.402742 + Penalty 3728.592704 = -10267177.810038 nChanged 369 SP:Iteration 20F (572.895618 sec): 3 clusters Score: Raw -10270962.934231 + Penalty 3728.592704 = -10267234.341527 nChanged 326 SP:Iteration 21Q (573.086391 sec): 3 clusters Score: Raw -10271007.064676 + Penalty 3728.592704 = -10267278.471973 nChanged 306 SP:Iteration 22Q (573.274522 sec): 3 clusters Score: Raw -10271046.521465 + Penalty 3728.592704 = -10267317.928762 nChanged 261 SP:Iteration 23Q (573.465167 sec): 3 clusters Score: Raw -10271076.036902 + Penalty 3728.592704 = -10267347.444199 nChanged 230 SP:Iteration 24Q (573.653143 sec): 3 clusters Score: Raw -10271100.388610 + Penalty 3728.592704 = -10267371.795906 nChanged 207 SP:Iteration 25Q (573.830084 sec): 3 clusters Score: Raw -10271118.908221 + Penalty 3728.592704 = -10267390.315518 nChanged 177 SP:Iteration 26Q (574.004238 sec): 3 clusters Score: Raw -10271132.552550 + Penalty 3728.592704 = -10267403.959847 nChanged 153 SP:Iteration 27Q (574.178427 sec): 3 clusters Score: Raw -10271142.651342 + Penalty 3728.592704 = -10267414.058638 nChanged 132 SP:Iteration 28Q (574.336798 sec): 3 clusters Score: Raw -10271150.836176 + Penalty 3728.592704 = -10267422.243473 nChanged 105 SP:Iteration 29Q (574.492348 sec): 3 clusters Score: Raw -10271156.608064 + Penalty 3728.592704 = -10267428.015360 nChanged 80 SP:Iteration 30Q (574.671664 sec): 3 clusters Score: Raw -10271160.118179 + Penalty 3728.592704 = -10267431.525475 nChanged 74 SP:Iteration 31Q (574.849396 sec): 3 clusters Score: Raw -10271162.839443 + Penalty 3728.592704 = -10267434.246739 nChanged 62 SP:Iteration 32Q (575.027788 sec): 3 clusters Score: Raw -10271165.008211 + Penalty 3728.592704 = -10267436.415507 nChanged 50 SP:Iteration 33Q (575.214984 sec): 3 clusters Score: Raw -10271166.637407 + Penalty 3728.592704 = -10267438.044703 nChanged 48 SP:Iteration 34Q (575.393898 sec): 3 clusters Score: Raw -10271168.079007 + Penalty 3728.592704 = -10267439.486303 nChanged 46 SP:Iteration 35Q (575.579972 sec): 3 clusters Score: Raw -10271169.467474 + Penalty 3728.592704 = -10267440.874770 nChanged 44 SP:Iteration 36Q (575.757336 sec): 3 clusters Score: Raw -10271170.869094 + Penalty 3728.592704 = -10267442.276390 nChanged 48 SP:Iteration 37Q (575.934228 sec): 3 clusters Score: Raw -10271172.377717 + Penalty 3728.592704 = -10267443.785013 nChanged 40 SP:Iteration 38Q (576.129198 sec): 3 clusters Score: Raw -10271173.614324 + Penalty 3728.592704 = -10267445.021621 nChanged 43 SP:Iteration 39Q (576.308216 sec): 3 clusters Score: Raw -10271175.392216 + Penalty 3728.592704 = -10267446.799513 nChanged 48 SP:Iteration 40F (576.504428 sec): 3 clusters Score: Raw -10271177.397816 + Penalty 3728.592704 = -10267448.805112 nChanged 41 SP:Iteration 41Q (576.685771 sec): 3 clusters Score: Raw -10271179.358303 + Penalty 3728.592704 = -10267450.765600 nChanged 33 SP:Iteration 42Q (576.858136 sec): 3 clusters Score: Raw -10271180.460765 + Penalty 3728.592704 = -10267451.868061 nChanged 49 SP:Iteration 43Q (577.029502 sec): 3 clusters Score: Raw -10271182.010956 + Penalty 3728.592704 = -10267453.418252 nChanged 35 SP:Iteration 44Q (577.201856 sec): 3 clusters Score: Raw -10271182.855722 + Penalty 3728.592704 = -10267454.263018 nChanged 30 SP:Iteration 45Q (577.397375 sec): 3 clusters Score: Raw -10271183.571794 + Penalty 3728.592704 = -10267454.979090 nChanged 16 SP:Iteration 46Q (577.587139 sec): 3 clusters Score: Raw -10271183.915386 + Penalty 3728.592704 = -10267455.322682 nChanged 17 SP:Iteration 47Q (577.772243 sec): 3 clusters Score: Raw -10271184.235490 + Penalty 3728.592704 = -10267455.642786 nChanged 14 SP:Iteration 48Q (577.960583 sec): 3 clusters Score: Raw -10271184.523893 + Penalty 3728.592704 = -10267455.931189 nChanged 18 SP:Iteration 49Q (578.146199 sec): 3 clusters Score: Raw -10271184.879880 + Penalty 3728.592704 = -10267456.287177 nChanged 14 SP:Iteration 50Q (578.338129 sec): 3 clusters Score: Raw -10271185.240492 + Penalty 3728.592704 = -10267456.647788 nChanged 20 SP:Iteration 51Q (578.526081 sec): 3 clusters Score: Raw -10271185.864306 + Penalty 3728.592704 = -10267457.271603 nChanged 26 SP:Iteration 52Q (578.704686 sec): 3 clusters Score: Raw -10271186.629586 + Penalty 3728.592704 = -10267458.036883 nChanged 28 SP:Iteration 53Q (578.897062 sec): 3 clusters Score: Raw -10271187.498638 + Penalty 3728.592704 = -10267458.905934 nChanged 29 SP:Iteration 54Q (579.076277 sec): 3 clusters Score: Raw -10271188.180501 + Penalty 3728.592704 = -10267459.587798 nChanged 19 SP:Iteration 55Q (579.256894 sec): 3 clusters Score: Raw -10271188.545473 + Penalty 3728.592704 = -10267459.952769 nChanged 14 SP:Iteration 56Q (579.418031 sec): 3 clusters Score: Raw -10271188.747512 + Penalty 3728.592704 = -10267460.154808 nChanged 10 SP:Iteration 57Q (579.596072 sec): 3 clusters Score: Raw -10271188.925660 + Penalty 3728.592704 = -10267460.332957 nChanged 6 SP:Iteration 58Q (579.772336 sec): 3 clusters Score: Raw -10271189.062000 + Penalty 3728.592704 = -10267460.469296 nChanged 6 SP:Iteration 59Q (579.957964 sec): 3 clusters Score: Raw -10271189.187036 + Penalty 3728.592704 = -10267460.594332 nChanged 6 SP:Iteration 60F (580.164665 sec): 3 clusters Score: Raw -10271189.283965 + Penalty 3728.592704 = -10267460.691261 nChanged 4 SP:Iteration 61Q (580.358730 sec): 3 clusters Score: Raw -10271189.326036 + Penalty 3728.592704 = -10267460.733333 nChanged 4 SP:Iteration 62Q (580.544261 sec): 3 clusters Score: Raw -10271189.410633 + Penalty 3728.592704 = -10267460.817930 nChanged 7 SP:Iteration 63Q (580.741321 sec): 3 clusters Score: Raw -10271189.656793 + Penalty 3728.592704 = -10267461.064090 nChanged 6 SP:Iteration 64Q (580.944517 sec): 3 clusters Score: Raw -10271189.752097 + Penalty 3728.592704 = -10267461.159393 nChanged 3 SP:Iteration 65Q (581.128045 sec): 3 clusters Score: Raw -10271189.789888 + Penalty 3728.592704 = -10267461.197184 nChanged 4 SP:Iteration 66Q (581.298414 sec): 3 clusters Score: Raw -10271189.844599 + Penalty 3728.592704 = -10267461.251896 nChanged 2 SP:Iteration 67Q (581.470502 sec): 3 clusters Score: Raw -10271189.869158 + Penalty 3728.592704 = -10267461.276454 nChanged 3 SP:Iteration 68Q (581.655541 sec): 3 clusters Score: Raw -10271189.938585 + Penalty 3728.592704 = -10267461.345882 nChanged 5 SP:Iteration 69Q (581.830845 sec): 3 clusters Score: Raw -10271190.021206 + Penalty 3728.592704 = -10267461.428503 nChanged 5 SP:Iteration 70Q (582.016945 sec): 3 clusters Score: Raw -10271190.092199 + Penalty 3728.592704 = -10267461.499496 nChanged 7 SP:Iteration 71Q (582.214814 sec): 3 clusters Score: Raw -10271190.252146 + Penalty 3728.592704 = -10267461.659442 nChanged 10 SP:Iteration 72Q (582.403279 sec): 3 clusters Score: Raw -10271190.466670 + Penalty 3728.592704 = -10267461.873966 nChanged 7 SP:Iteration 73Q (582.594326 sec): 3 clusters Score: Raw -10271190.575813 + Penalty 3728.592704 = -10267461.983109 nChanged 3 SP:Iteration 74Q (582.784780 sec): 3 clusters Score: Raw -10271190.611646 + Penalty 3728.592704 = -10267462.018942 nChanged 2 SP:Iteration 75Q (582.976768 sec): 3 clusters Score: Raw -10271190.676834 + Penalty 3728.592704 = -10267462.084130 nChanged 4 SP:Iteration 76Q (583.167477 sec): 3 clusters Score: Raw -10271190.803854 + Penalty 3728.592704 = -10267462.211151 nChanged 4 SP:Iteration 77Q (583.359153 sec): 3 clusters Score: Raw -10271190.866314 + Penalty 3728.592704 = -10267462.273610 nChanged 2 SP:Iteration 78Q (583.549251 sec): 3 clusters Score: Raw -10271190.889253 + Penalty 3728.592704 = -10267462.296549 nChanged 2 SP:Iteration 79Q (583.734904 sec): 3 clusters Score: Raw -10271190.923564 + Penalty 3728.592704 = -10267462.330860 nChanged 0 SP:Iteration 80F (583.919752 sec): 3 clusters Score: Raw -10271190.923564 + Penalty 3728.592704 = -10267462.330860 nChanged 0 Score: Raw -50005235.193038 + Penalty 76677.494123 = -49928557.698915 Splitting cluster 23 changes total score from -49919890.462860 to -49928557.698915 So it's getting split into cluster 36. Trying to split cluster 24 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (594.863996 sec): 2 clusters Score: Raw -14340.912822 + Penalty 863.395972 = -13477.516851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (594.912515 sec): 3 clusters Score: Raw -14540.261402 + Penalty 1726.791943 = -12813.469459 nChanged 41 SP:Iteration 1F (594.960129 sec): 3 clusters Score: Raw -14705.331766 + Penalty 1726.791943 = -12978.539823 nChanged 9 SP:Iteration 2Q (594.996654 sec): 3 clusters Score: Raw -14772.389114 + Penalty 1726.791943 = -13045.597171 nChanged 5 SP:Iteration 3Q (595.046342 sec): 3 clusters Score: Raw -14801.407398 + Penalty 1726.791943 = -13074.615455 nChanged 1 SP:Iteration 4Q (595.102608 sec): 3 clusters Score: Raw -14806.812941 + Penalty 1726.791943 = -13080.020998 nChanged 2 SP:Iteration 5Q (595.146779 sec): 3 clusters Score: Raw -14810.234697 + Penalty 1726.791943 = -13083.442754 nChanged 0 SP:Iteration 6F (595.192928 sec): 3 clusters Score: Raw -14810.234697 + Penalty 1726.791943 = -13083.442754 nChanged 0 Trying to split cluster 25 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (595.215787 sec): 2 clusters Score: Raw -51904.897343 + Penalty 1022.680633 = -50882.216710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (595.266637 sec): 3 clusters Score: Raw -51841.648305 + Penalty 2045.361266 = -49796.287040 nChanged 130 SP:Iteration 1F (595.317049 sec): 3 clusters Score: Raw -52074.022547 + Penalty 2045.361266 = -50028.661281 nChanged 59 SP:Iteration 2F (595.364923 sec): 3 clusters Score: Raw -52257.290169 + Penalty 2045.361266 = -50211.928904 nChanged 58 SP:Iteration 3F (595.410198 sec): 3 clusters Score: Raw -52476.811462 + Penalty 2045.361266 = -50431.450197 nChanged 47 SP:Iteration 4F (595.455720 sec): 3 clusters Score: Raw -52643.725818 + Penalty 2045.361266 = -50598.364553 nChanged 22 SP:Iteration 5Q (595.496926 sec): 3 clusters Score: Raw -52724.367127 + Penalty 2045.361266 = -50679.005861 nChanged 14 SP:Iteration 6Q (595.538652 sec): 3 clusters Score: Raw -52786.112313 + Penalty 2045.361266 = -50740.751047 nChanged 10 SP:Iteration 7Q (595.581287 sec): 3 clusters Score: Raw -52834.976592 + Penalty 2045.361266 = -50789.615326 nChanged 5 SP:Iteration 8Q (595.625665 sec): 3 clusters Score: Raw -52853.127285 + Penalty 2045.361266 = -50807.766019 nChanged 6 SP:Iteration 9Q (595.672728 sec): 3 clusters Score: Raw -52872.344947 + Penalty 2045.361266 = -50826.983681 nChanged 2 SP:Iteration 10Q (595.707940 sec): 3 clusters Score: Raw -52876.211076 + Penalty 2045.361266 = -50830.849811 nChanged 0 SP:Iteration 11F (595.763926 sec): 3 clusters Score: Raw -52876.211076 + Penalty 2045.361266 = -50830.849811 nChanged 0 Trying to split cluster 26 (13266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (595.802723 sec): 2 clusters Score: Raw -1320708.318227 + Penalty 1542.605943 = -1319165.712284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (595.877485 sec): 3 clusters Score: Raw -1313088.755343 + Penalty 3085.211886 = -1310003.543456 nChanged 5818 SP:Iteration 1F (595.937977 sec): 3 clusters Score: Raw -1316140.710111 + Penalty 3085.211886 = -1313055.498225 nChanged 738 SP:Iteration 2F (596.011435 sec): 3 clusters Score: Raw -1316442.532133 + Penalty 3085.211886 = -1313357.320246 nChanged 656 SP:Iteration 3Q (596.081772 sec): 3 clusters Score: Raw -1316737.178131 + Penalty 3085.211886 = -1313651.966244 nChanged 657 SP:Iteration 4Q (596.140919 sec): 3 clusters Score: Raw -1317109.474875 + Penalty 3085.211886 = -1314024.262989 nChanged 724 SP:Iteration 5F (596.220787 sec): 3 clusters Score: Raw -1317583.767537 + Penalty 3085.211886 = -1314498.555651 nChanged 851 SP:Iteration 6F (596.286470 sec): 3 clusters Score: Raw -1318228.199862 + Penalty 3085.211886 = -1315142.987976 nChanged 882 SP:Iteration 7F (596.348975 sec): 3 clusters Score: Raw -1318875.784612 + Penalty 3085.211886 = -1315790.572725 nChanged 768 SP:Iteration 8F (596.407713 sec): 3 clusters Score: Raw -1319381.802625 + Penalty 3085.211886 = -1316296.590739 nChanged 690 SP:Iteration 9F (596.472011 sec): 3 clusters Score: Raw -1319825.422994 + Penalty 3085.211886 = -1316740.211108 nChanged 522 SP:Iteration 10Q (596.547503 sec): 3 clusters Score: Raw -1320156.821065 + Penalty 3085.211886 = -1317071.609179 nChanged 443 SP:Iteration 11Q (596.599959 sec): 3 clusters Score: Raw -1320511.808338 + Penalty 3085.211886 = -1317426.596451 nChanged 375 SP:Iteration 12Q (596.677093 sec): 3 clusters Score: Raw -1320927.959316 + Penalty 3085.211886 = -1317842.747429 nChanged 369 SP:Iteration 13Q (596.730356 sec): 3 clusters Score: Raw -1321493.948628 + Penalty 3085.211886 = -1318408.736742 nChanged 309 SP:Iteration 14Q (596.796400 sec): 3 clusters Score: Raw -1321958.927451 + Penalty 3085.211886 = -1318873.715565 nChanged 242 SP:Iteration 15Q (596.869097 sec): 3 clusters Score: Raw -1322179.078657 + Penalty 3085.211886 = -1319093.866770 nChanged 193 SP:Iteration 16Q (596.927486 sec): 3 clusters Score: Raw -1322297.519249 + Penalty 3085.211886 = -1319212.307363 nChanged 160 SP:Iteration 17Q (597.000839 sec): 3 clusters Score: Raw -1322360.475647 + Penalty 3085.211886 = -1319275.263761 nChanged 123 SP:Iteration 18Q (597.069562 sec): 3 clusters Score: Raw -1322406.172386 + Penalty 3085.211886 = -1319320.960500 nChanged 129 SP:Iteration 19Q (597.119408 sec): 3 clusters Score: Raw -1322456.485677 + Penalty 3085.211886 = -1319371.273790 nChanged 140 SP:Iteration 20F (597.190804 sec): 3 clusters Score: Raw -1322519.725268 + Penalty 3085.211886 = -1319434.513382 nChanged 196 SP:Iteration 21Q (597.245539 sec): 3 clusters Score: Raw -1322618.549894 + Penalty 3085.211886 = -1319533.338008 nChanged 228 SP:Iteration 22Q (597.307202 sec): 3 clusters Score: Raw -1322764.298910 + Penalty 3085.211886 = -1319679.087024 nChanged 271 SP:Iteration 23Q (597.374705 sec): 3 clusters Score: Raw -1322984.430909 + Penalty 3085.211886 = -1319899.219023 nChanged 309 SP:Iteration 24Q (597.428042 sec): 3 clusters Score: Raw -1323319.680763 + Penalty 3085.211886 = -1320234.468877 nChanged 379 SP:Iteration 25Q (597.494169 sec): 3 clusters Score: Raw -1323900.076838 + Penalty 3085.211886 = -1320814.864952 nChanged 468 SP:Iteration 26Q (597.556443 sec): 3 clusters Score: Raw -1325032.202853 + Penalty 3085.211886 = -1321946.990967 nChanged 451 SP:Iteration 27Q (597.624455 sec): 3 clusters Score: Raw -1326713.971615 + Penalty 3085.211886 = -1323628.759729 nChanged 290 SP:Iteration 28Q (597.684861 sec): 3 clusters Score: Raw -1327945.425745 + Penalty 3085.211886 = -1324860.213859 nChanged 174 SP:Iteration 29Q (597.743857 sec): 3 clusters Score: Raw -1328433.422956 + Penalty 3085.211886 = -1325348.211070 nChanged 75 SP:Iteration 30Q (597.801576 sec): 3 clusters Score: Raw -1328528.630039 + Penalty 3085.211886 = -1325443.418153 nChanged 10 SP:Iteration 31Q (597.876769 sec): 3 clusters Score: Raw -1328532.263457 + Penalty 3085.211886 = -1325447.051570 nChanged 1 SP:Iteration 32Q (597.937259 sec): 3 clusters Score: Raw -1328532.462614 + Penalty 3085.211886 = -1325447.250728 nChanged 0 SP:Iteration 33F (597.998205 sec): 3 clusters Score: Raw -1328541.566275 + Penalty 3085.211886 = -1325456.354389 nChanged 3 SP:Iteration 34Q (598.063339 sec): 3 clusters Score: Raw -1328542.228686 + Penalty 3085.211886 = -1325457.016800 nChanged 0 SP:Iteration 35F (598.123730 sec): 3 clusters Score: Raw -1328542.228686 + Penalty 3085.211886 = -1325457.016800 nChanged 0 Score: Raw -50013069.103497 + Penalty 78807.424516 = -49934261.678981 Splitting cluster 26 changes total score from -49919890.462860 to -49934261.678981 So it's getting split into cluster 37. Iteration 59Q (616.997219 sec): 38 clusters Score: Raw -50020417.115159 + Penalty 78807.424516 = -49941609.690644 nChanged 11913 Iteration 60F (628.216364 sec): 38 clusters Score: Raw -50027732.839466 + Penalty 78807.424516 = -49948925.414950 nChanged 10360 Iteration 61Q (632.975613 sec): 38 clusters Score: Raw -50031543.925068 + Penalty 78807.424516 = -49952736.500552 nChanged 6198 Iteration 62Q (637.713660 sec): 38 clusters Score: Raw -50033369.881817 + Penalty 78807.424516 = -49954562.457302 nChanged 4593 Iteration 63Q (642.459551 sec): 38 clusters Score: Raw -50034460.447706 + Penalty 78807.424516 = -49955653.023190 nChanged 3596 Iteration 64Q (647.054453 sec): 38 clusters Score: Raw -50035218.431482 + Penalty 78807.424516 = -49956411.006967 nChanged 3108 Iteration 65Q (651.352589 sec): 38 clusters Score: Raw -50035809.229929 + Penalty 78807.424516 = -49957001.805413 nChanged 2712 Iteration 66Q (656.307856 sec): 38 clusters Score: Raw -50036319.669693 + Penalty 78807.424516 = -49957512.245177 nChanged 2500 Iteration 67Q (661.195084 sec): 38 clusters Score: Raw -50036785.194827 + Penalty 78807.424516 = -49957977.770312 nChanged 2280 Iteration 68Q (666.029227 sec): 38 clusters Score: Raw -50037149.610245 + Penalty 78807.424516 = -49958342.185729 nChanged 2062 Iteration 69Q (670.696385 sec): 38 clusters Score: Raw -50037455.550189 + Penalty 78807.424516 = -49958648.125674 nChanged 1927 Iteration 70Q (675.631977 sec): 38 clusters Score: Raw -50037713.082227 + Penalty 78807.424516 = -49958905.657712 nChanged 1696 Iteration 71Q (680.608490 sec): 38 clusters Score: Raw -50037908.391386 + Penalty 78807.424516 = -49959100.966870 nChanged 1466 Iteration 72Q (685.289595 sec): 38 clusters Score: Raw -50038071.538408 + Penalty 78807.424516 = -49959264.113893 nChanged 1290 Iteration 73Q (689.682622 sec): 38 clusters Score: Raw -50038204.340014 + Penalty 78807.424516 = -49959396.915498 nChanged 1171 Iteration 74Q (694.303488 sec): 38 clusters Score: Raw -50038311.788292 + Penalty 78807.424516 = -49959504.363776 nChanged 1110 Iteration 75Q (699.332628 sec): 38 clusters Score: Raw -50038419.952446 + Penalty 78807.424516 = -49959612.527931 nChanged 1088 Iteration 76Q (703.906454 sec): 38 clusters Score: Raw -50038517.521605 + Penalty 78807.424516 = -49959710.097089 nChanged 1015 Iteration 77Q (708.579825 sec): 38 clusters Score: Raw -50038605.723415 + Penalty 78807.424516 = -49959798.298899 nChanged 986 Iteration 78Q (713.319704 sec): 38 clusters Score: Raw -50038689.074132 + Penalty 78807.424516 = -49959881.649616 nChanged 926 Iteration 79Q (717.726224 sec): 38 clusters Score: Raw -50038768.460008 + Penalty 78807.424516 = -49959961.035492 nChanged 936 Iteration 80F (729.225546 sec): 38 clusters Score: Raw -50038923.007677 + Penalty 78807.424516 = -49960115.583161 nChanged 979 Iteration 81Q (734.369594 sec): 38 clusters Score: Raw -50039052.721469 + Penalty 78807.424516 = -49960245.296954 nChanged 928 Iteration 82Q (739.530785 sec): 38 clusters Score: Raw -50039162.734877 + Penalty 78807.424516 = -49960355.310361 nChanged 911 Iteration 83Q (744.232030 sec): 38 clusters Score: Raw -50039263.084548 + Penalty 78807.424516 = -49960455.660032 nChanged 894 Iteration 84Q (749.326045 sec): 38 clusters Score: Raw -50039349.015758 + Penalty 78807.424516 = -49960541.591243 nChanged 845 Iteration 85Q (754.207481 sec): 38 clusters Score: Raw -50039434.984719 + Penalty 78807.424516 = -49960627.560204 nChanged 881 Iteration 86Q (758.704405 sec): 38 clusters Score: Raw -50039523.645590 + Penalty 78807.424516 = -49960716.221075 nChanged 848 Iteration 87Q (763.270371 sec): 38 clusters Score: Raw -50039615.402977 + Penalty 78807.424516 = -49960807.978462 nChanged 856 Iteration 88Q (768.255002 sec): 38 clusters Score: Raw -50039726.805416 + Penalty 78807.424516 = -49960919.380901 nChanged 802 Iteration 89Q (773.278962 sec): 38 clusters Score: Raw -50039866.071122 + Penalty 78807.424516 = -49961058.646607 nChanged 849 Iteration 90Q (778.081022 sec): 38 clusters Score: Raw -50040075.839796 + Penalty 78807.424516 = -49961268.415280 nChanged 901 Iteration 91Q (783.403139 sec): 38 clusters Score: Raw -50040496.998460 + Penalty 78807.424516 = -49961689.573944 nChanged 1037 Iteration 92Q (788.722230 sec): 38 clusters Score: Raw -50041553.798839 + Penalty 78807.424516 = -49962746.374323 nChanged 1185 Iteration 93Q (793.645381 sec): 38 clusters Score: Raw -50043232.356913 + Penalty 78807.424516 = -49964424.932398 nChanged 1258 Iteration 94Q (798.286891 sec): 38 clusters Score: Raw -50043847.540168 + Penalty 78807.424516 = -49965040.115652 nChanged 1085 Iteration 95Q (803.300102 sec): 38 clusters Score: Raw -50044103.607730 + Penalty 78807.424516 = -49965296.183214 nChanged 922 Iteration 96Q (808.157296 sec): 38 clusters Score: Raw -50044250.116433 + Penalty 78807.424516 = -49965442.691917 nChanged 725 Iteration 97Q (812.977717 sec): 38 clusters Score: Raw -50044347.657063 + Penalty 78807.424516 = -49965540.232547 nChanged 648 Iteration 98Q (817.727504 sec): 38 clusters Score: Raw -50044418.332890 + Penalty 78807.424516 = -49965610.908374 nChanged 552 Writing temp clu file Because OldScore, -49965540.232547, is greater than current (better) Score,-49965610.908374 Compute initial score before splitting: Score: Raw -50044418.332890 + Penalty 78807.424516 = -49965610.908374 Trying to split cluster 1 (10655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (817.937839 sec): 2 clusters Score: Raw -1136984.831092 + Penalty 1506.989988 = -1135477.841104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (817.998430 sec): 3 clusters Score: Raw -1130907.370778 + Penalty 3013.979977 = -1127893.390801 nChanged 4636 SP:Iteration 1F (818.063763 sec): 3 clusters Score: Raw -1133519.055321 + Penalty 3013.979977 = -1130505.075344 nChanged 613 SP:Iteration 2F (818.109573 sec): 3 clusters Score: Raw -1133785.099247 + Penalty 3013.979977 = -1130771.119270 nChanged 506 SP:Iteration 3Q (818.176011 sec): 3 clusters Score: Raw -1134011.725496 + Penalty 3013.979977 = -1130997.745519 nChanged 466 SP:Iteration 4Q (818.246714 sec): 3 clusters Score: Raw -1134219.709165 + Penalty 3013.979977 = -1131205.729188 nChanged 436 SP:Iteration 5Q (818.291696 sec): 3 clusters Score: Raw -1134445.640301 + Penalty 3013.979977 = -1131431.660324 nChanged 463 SP:Iteration 6Q (818.356273 sec): 3 clusters Score: Raw -1134679.747516 + Penalty 3013.979977 = -1131665.767539 nChanged 451 SP:Iteration 7Q (818.424225 sec): 3 clusters Score: Raw -1134910.133315 + Penalty 3013.979977 = -1131896.153338 nChanged 441 SP:Iteration 8Q (818.491762 sec): 3 clusters Score: Raw -1135143.563419 + Penalty 3013.979977 = -1132129.583442 nChanged 435 SP:Iteration 9Q (818.562521 sec): 3 clusters Score: Raw -1135382.093532 + Penalty 3013.979977 = -1132368.113555 nChanged 401 SP:Iteration 10Q (818.611824 sec): 3 clusters Score: Raw -1135575.283561 + Penalty 3013.979977 = -1132561.303584 nChanged 318 SP:Iteration 11Q (818.674094 sec): 3 clusters Score: Raw -1135734.058118 + Penalty 3013.979977 = -1132720.078141 nChanged 276 SP:Iteration 12Q (818.732100 sec): 3 clusters Score: Raw -1135861.773624 + Penalty 3013.979977 = -1132847.793647 nChanged 241 SP:Iteration 13Q (818.806631 sec): 3 clusters Score: Raw -1135959.090967 + Penalty 3013.979977 = -1132945.110990 nChanged 202 SP:Iteration 14Q (818.858377 sec): 3 clusters Score: Raw -1136031.453428 + Penalty 3013.979977 = -1133017.473451 nChanged 155 SP:Iteration 15Q (818.935897 sec): 3 clusters Score: Raw -1136076.077103 + Penalty 3013.979977 = -1133062.097126 nChanged 121 SP:Iteration 16Q (818.998031 sec): 3 clusters Score: Raw -1136111.690992 + Penalty 3013.979977 = -1133097.711015 nChanged 93 SP:Iteration 17Q (819.052101 sec): 3 clusters Score: Raw -1136136.985913 + Penalty 3013.979977 = -1133123.005936 nChanged 77 SP:Iteration 18Q (819.123407 sec): 3 clusters Score: Raw -1136155.582173 + Penalty 3013.979977 = -1133141.602196 nChanged 77 SP:Iteration 19Q (819.181991 sec): 3 clusters Score: Raw -1136173.398711 + Penalty 3013.979977 = -1133159.418734 nChanged 78 SP:Iteration 20F (819.243663 sec): 3 clusters Score: Raw -1136191.107263 + Penalty 3013.979977 = -1133177.127286 nChanged 79 SP:Iteration 21Q (819.313243 sec): 3 clusters Score: Raw -1136208.340951 + Penalty 3013.979977 = -1133194.360974 nChanged 63 SP:Iteration 22Q (819.381644 sec): 3 clusters Score: Raw -1136221.806996 + Penalty 3013.979977 = -1133207.827019 nChanged 56 SP:Iteration 23Q (819.439583 sec): 3 clusters Score: Raw -1136233.307791 + Penalty 3013.979977 = -1133219.327815 nChanged 58 SP:Iteration 24Q (819.503292 sec): 3 clusters Score: Raw -1136246.422355 + Penalty 3013.979977 = -1133232.442378 nChanged 68 SP:Iteration 25Q (819.574753 sec): 3 clusters Score: Raw -1136265.125375 + Penalty 3013.979977 = -1133251.145398 nChanged 66 SP:Iteration 26Q (819.633155 sec): 3 clusters Score: Raw -1136281.808380 + Penalty 3013.979977 = -1133267.828403 nChanged 67 SP:Iteration 27Q (819.702213 sec): 3 clusters Score: Raw -1136298.091734 + Penalty 3013.979977 = -1133284.111757 nChanged 61 SP:Iteration 28Q (819.760233 sec): 3 clusters Score: Raw -1136311.175491 + Penalty 3013.979977 = -1133297.195514 nChanged 53 SP:Iteration 29Q (819.819402 sec): 3 clusters Score: Raw -1136323.782914 + Penalty 3013.979977 = -1133309.802937 nChanged 64 SP:Iteration 30Q (819.887705 sec): 3 clusters Score: Raw -1136337.126838 + Penalty 3013.979977 = -1133323.146861 nChanged 59 SP:Iteration 31Q (819.951440 sec): 3 clusters Score: Raw -1136349.127278 + Penalty 3013.979977 = -1133335.147301 nChanged 42 SP:Iteration 32Q (820.011781 sec): 3 clusters Score: Raw -1136357.205997 + Penalty 3013.979977 = -1133343.226020 nChanged 32 SP:Iteration 33Q (820.086442 sec): 3 clusters Score: Raw -1136361.915543 + Penalty 3013.979977 = -1133347.935566 nChanged 29 SP:Iteration 34Q (820.150132 sec): 3 clusters Score: Raw -1136365.645681 + Penalty 3013.979977 = -1133351.665704 nChanged 27 SP:Iteration 35Q (820.216336 sec): 3 clusters Score: Raw -1136369.660138 + Penalty 3013.979977 = -1133355.680161 nChanged 28 SP:Iteration 36Q (820.269704 sec): 3 clusters Score: Raw -1136373.597303 + Penalty 3013.979977 = -1133359.617326 nChanged 21 SP:Iteration 37Q (820.337013 sec): 3 clusters Score: Raw -1136377.505799 + Penalty 3013.979977 = -1133363.525822 nChanged 25 SP:Iteration 38Q (820.409650 sec): 3 clusters Score: Raw -1136381.759954 + Penalty 3013.979977 = -1133367.779977 nChanged 19 SP:Iteration 39Q (820.473758 sec): 3 clusters Score: Raw -1136384.902482 + Penalty 3013.979977 = -1133370.922505 nChanged 21 SP:Iteration 40F (820.539181 sec): 3 clusters Score: Raw -1136388.378077 + Penalty 3013.979977 = -1133374.398100 nChanged 26 SP:Iteration 41Q (820.598629 sec): 3 clusters Score: Raw -1136392.373264 + Penalty 3013.979977 = -1133378.393287 nChanged 28 SP:Iteration 42Q (820.666861 sec): 3 clusters Score: Raw -1136396.693716 + Penalty 3013.979977 = -1133382.713739 nChanged 27 SP:Iteration 43Q (820.733225 sec): 3 clusters Score: Raw -1136401.263472 + Penalty 3013.979977 = -1133387.283495 nChanged 29 SP:Iteration 44Q (820.792083 sec): 3 clusters Score: Raw -1136405.682698 + Penalty 3013.979977 = -1133391.702721 nChanged 30 SP:Iteration 45Q (820.856992 sec): 3 clusters Score: Raw -1136410.616172 + Penalty 3013.979977 = -1133396.636195 nChanged 34 SP:Iteration 46Q (820.922997 sec): 3 clusters Score: Raw -1136417.122421 + Penalty 3013.979977 = -1133403.142444 nChanged 43 SP:Iteration 47Q (820.983205 sec): 3 clusters Score: Raw -1136424.387365 + Penalty 3013.979977 = -1133410.407388 nChanged 39 SP:Iteration 48Q (821.050840 sec): 3 clusters Score: Raw -1136430.831160 + Penalty 3013.979977 = -1133416.851183 nChanged 37 SP:Iteration 49Q (821.112901 sec): 3 clusters Score: Raw -1136437.282057 + Penalty 3013.979977 = -1133423.302080 nChanged 42 SP:Iteration 50Q (821.175484 sec): 3 clusters Score: Raw -1136446.167428 + Penalty 3013.979977 = -1133432.187451 nChanged 42 SP:Iteration 51Q (821.242320 sec): 3 clusters Score: Raw -1136454.682550 + Penalty 3013.979977 = -1133440.702573 nChanged 43 SP:Iteration 52Q (821.298154 sec): 3 clusters Score: Raw -1136463.411972 + Penalty 3013.979977 = -1133449.431995 nChanged 44 SP:Iteration 53Q (821.360901 sec): 3 clusters Score: Raw -1136473.448914 + Penalty 3013.979977 = -1133459.468937 nChanged 46 SP:Iteration 54Q (821.435428 sec): 3 clusters Score: Raw -1136483.702459 + Penalty 3013.979977 = -1133469.722482 nChanged 41 SP:Iteration 55Q (821.489101 sec): 3 clusters Score: Raw -1136493.557747 + Penalty 3013.979977 = -1133479.577770 nChanged 44 SP:Iteration 56Q (821.560215 sec): 3 clusters Score: Raw -1136503.102599 + Penalty 3013.979977 = -1133489.122622 nChanged 37 SP:Iteration 57Q (821.617608 sec): 3 clusters Score: Raw -1136510.736358 + Penalty 3013.979977 = -1133496.756381 nChanged 38 SP:Iteration 58Q (821.675732 sec): 3 clusters Score: Raw -1136519.279194 + Penalty 3013.979977 = -1133505.299217 nChanged 41 SP:Iteration 59Q (821.735823 sec): 3 clusters Score: Raw -1136529.877626 + Penalty 3013.979977 = -1133515.897649 nChanged 41 SP:Iteration 60F (821.802473 sec): 3 clusters Score: Raw -1136539.961812 + Penalty 3013.979977 = -1133525.981835 nChanged 50 SP:Iteration 61Q (821.857218 sec): 3 clusters Score: Raw -1136553.084156 + Penalty 3013.979977 = -1133539.104179 nChanged 42 SP:Iteration 62Q (821.921119 sec): 3 clusters Score: Raw -1136564.287345 + Penalty 3013.979977 = -1133550.307368 nChanged 40 SP:Iteration 63Q (821.994307 sec): 3 clusters Score: Raw -1136573.233272 + Penalty 3013.979977 = -1133559.253296 nChanged 33 SP:Iteration 64Q (822.044149 sec): 3 clusters Score: Raw -1136578.658129 + Penalty 3013.979977 = -1133564.678152 nChanged 29 SP:Iteration 65Q (822.120617 sec): 3 clusters Score: Raw -1136584.049020 + Penalty 3013.979977 = -1133570.069043 nChanged 35 SP:Iteration 66Q (822.177761 sec): 3 clusters Score: Raw -1136593.028560 + Penalty 3013.979977 = -1133579.048583 nChanged 40 SP:Iteration 67Q (822.240442 sec): 3 clusters Score: Raw -1136602.858256 + Penalty 3013.979977 = -1133588.878280 nChanged 45 SP:Iteration 68Q (822.296860 sec): 3 clusters Score: Raw -1136611.445203 + Penalty 3013.979977 = -1133597.465226 nChanged 37 SP:Iteration 69Q (822.354522 sec): 3 clusters Score: Raw -1136619.315994 + Penalty 3013.979977 = -1133605.336017 nChanged 43 SP:Iteration 70Q (822.424984 sec): 3 clusters Score: Raw -1136630.368324 + Penalty 3013.979977 = -1133616.388347 nChanged 55 SP:Iteration 71Q (822.484218 sec): 3 clusters Score: Raw -1136645.966292 + Penalty 3013.979977 = -1133631.986315 nChanged 54 SP:Iteration 72Q (822.554103 sec): 3 clusters Score: Raw -1136659.385312 + Penalty 3013.979977 = -1133645.405335 nChanged 45 SP:Iteration 73Q (822.615487 sec): 3 clusters Score: Raw -1136672.211409 + Penalty 3013.979977 = -1133658.231432 nChanged 44 SP:Iteration 74Q (822.666977 sec): 3 clusters Score: Raw -1136684.906394 + Penalty 3013.979977 = -1133670.926417 nChanged 47 SP:Iteration 75Q (822.721444 sec): 3 clusters Score: Raw -1136697.353316 + Penalty 3013.979977 = -1133683.373339 nChanged 46 SP:Iteration 76Q (822.790155 sec): 3 clusters Score: Raw -1136711.230453 + Penalty 3013.979977 = -1133697.250476 nChanged 40 SP:Iteration 77Q (822.848955 sec): 3 clusters Score: Raw -1136722.924883 + Penalty 3013.979977 = -1133708.944906 nChanged 49 SP:Iteration 78Q (822.904744 sec): 3 clusters Score: Raw -1136738.181875 + Penalty 3013.979977 = -1133724.201898 nChanged 46 SP:Iteration 79Q (822.968819 sec): 3 clusters Score: Raw -1136751.267715 + Penalty 3013.979977 = -1133737.287738 nChanged 37 SP:Iteration 80F (823.039242 sec): 3 clusters Score: Raw -1136764.406566 + Penalty 3013.979977 = -1133750.426589 nChanged 42 SP:Iteration 81Q (823.092549 sec): 3 clusters Score: Raw -1136779.968931 + Penalty 3013.979977 = -1133765.988954 nChanged 45 SP:Iteration 82Q (823.156203 sec): 3 clusters Score: Raw -1136796.321367 + Penalty 3013.979977 = -1133782.341390 nChanged 46 SP:Iteration 83Q (823.219197 sec): 3 clusters Score: Raw -1136811.891154 + Penalty 3013.979977 = -1133797.911177 nChanged 45 SP:Iteration 84Q (823.286302 sec): 3 clusters Score: Raw -1136826.483567 + Penalty 3013.979977 = -1133812.503590 nChanged 39 SP:Iteration 85Q (823.352983 sec): 3 clusters Score: Raw -1136840.838838 + Penalty 3013.979977 = -1133826.858861 nChanged 40 SP:Iteration 86Q (823.406088 sec): 3 clusters Score: Raw -1136853.823482 + Penalty 3013.979977 = -1133839.843505 nChanged 39 SP:Iteration 87Q (823.468827 sec): 3 clusters Score: Raw -1136867.781268 + Penalty 3013.979977 = -1133853.801291 nChanged 35 SP:Iteration 88Q (823.541259 sec): 3 clusters Score: Raw -1136881.045076 + Penalty 3013.979977 = -1133867.065099 nChanged 39 SP:Iteration 89Q (823.597185 sec): 3 clusters Score: Raw -1136891.237393 + Penalty 3013.979977 = -1133877.257416 nChanged 39 SP:Iteration 90Q (823.650298 sec): 3 clusters Score: Raw -1136906.009576 + Penalty 3013.979977 = -1133892.029599 nChanged 39 SP:Iteration 91Q (823.718947 sec): 3 clusters Score: Raw -1136920.593820 + Penalty 3013.979977 = -1133906.613843 nChanged 35 SP:Iteration 92Q (823.779932 sec): 3 clusters Score: Raw -1136933.151133 + Penalty 3013.979977 = -1133919.171156 nChanged 31 SP:Iteration 93Q (823.847967 sec): 3 clusters Score: Raw -1136945.062989 + Penalty 3013.979977 = -1133931.083012 nChanged 29 SP:Iteration 94Q (823.911145 sec): 3 clusters Score: Raw -1136956.585529 + Penalty 3013.979977 = -1133942.605552 nChanged 32 SP:Iteration 95Q (823.972635 sec): 3 clusters Score: Raw -1136968.915212 + Penalty 3013.979977 = -1133954.935235 nChanged 22 SP:Iteration 96Q (824.038847 sec): 3 clusters Score: Raw -1136974.773000 + Penalty 3013.979977 = -1133960.793023 nChanged 20 SP:Iteration 97Q (824.101247 sec): 3 clusters Score: Raw -1136981.091876 + Penalty 3013.979977 = -1133967.111899 nChanged 19 SP:Iteration 98Q (824.156535 sec): 3 clusters Score: Raw -1136987.217964 + Penalty 3013.979977 = -1133973.237987 nChanged 17 SP:Iteration 99Q (824.215858 sec): 3 clusters Score: Raw -1136992.678727 + Penalty 3013.979977 = -1133978.698750 nChanged 16 SP:Iteration 100F (824.285572 sec): 3 clusters Score: Raw -1136996.961989 + Penalty 3013.979977 = -1133982.982012 nChanged 11 SP:Iteration 101Q (824.338389 sec): 3 clusters Score: Raw -1137000.468990 + Penalty 3013.979977 = -1133986.489013 nChanged 9 SP:Iteration 102Q (824.405111 sec): 3 clusters Score: Raw -1137002.535416 + Penalty 3013.979977 = -1133988.555439 nChanged 8 SP:Iteration 103Q (824.461367 sec): 3 clusters Score: Raw -1137004.617810 + Penalty 3013.979977 = -1133990.637833 nChanged 7 SP:Iteration 104Q (824.526878 sec): 3 clusters Score: Raw -1137007.041968 + Penalty 3013.979977 = -1133993.061991 nChanged 11 SP:Iteration 105Q (824.594846 sec): 3 clusters Score: Raw -1137009.871548 + Penalty 3013.979977 = -1133995.891571 nChanged 11 SP:Iteration 106Q (824.653281 sec): 3 clusters Score: Raw -1137013.132931 + Penalty 3013.979977 = -1133999.152954 nChanged 7 SP:Iteration 107Q (824.713877 sec): 3 clusters Score: Raw -1137016.455248 + Penalty 3013.979977 = -1134002.475271 nChanged 8 SP:Iteration 108Q (824.782498 sec): 3 clusters Score: Raw -1137019.462732 + Penalty 3013.979977 = -1134005.482755 nChanged 6 SP:Iteration 109Q (824.843900 sec): 3 clusters Score: Raw -1137021.189373 + Penalty 3013.979977 = -1134007.209396 nChanged 10 SP:Iteration 110Q (824.903057 sec): 3 clusters Score: Raw -1137024.522649 + Penalty 3013.979977 = -1134010.542673 nChanged 8 SP:Iteration 111Q (824.968249 sec): 3 clusters Score: Raw -1137028.078928 + Penalty 3013.979977 = -1134014.098951 nChanged 6 SP:Iteration 112Q (825.032935 sec): 3 clusters Score: Raw -1137030.825694 + Penalty 3013.979977 = -1134016.845718 nChanged 7 SP:Iteration 113Q (825.094207 sec): 3 clusters Score: Raw -1137033.841369 + Penalty 3013.979977 = -1134019.861392 nChanged 7 SP:Iteration 114Q (825.148390 sec): 3 clusters Score: Raw -1137036.447650 + Penalty 3013.979977 = -1134022.467673 nChanged 12 SP:Iteration 115Q (825.212456 sec): 3 clusters Score: Raw -1137040.300905 + Penalty 3013.979977 = -1134026.320928 nChanged 9 SP:Iteration 116Q (825.276022 sec): 3 clusters Score: Raw -1137043.644871 + Penalty 3013.979977 = -1134029.664894 nChanged 7 SP:Iteration 117Q (825.325996 sec): 3 clusters Score: Raw -1137046.907831 + Penalty 3013.979977 = -1134032.927854 nChanged 12 SP:Iteration 118Q (825.398958 sec): 3 clusters Score: Raw -1137050.776002 + Penalty 3013.979977 = -1134036.796026 nChanged 8 SP:Iteration 119Q (825.459201 sec): 3 clusters Score: Raw -1137052.779261 + Penalty 3013.979977 = -1134038.799284 nChanged 7 SP:Iteration 120F (825.510013 sec): 3 clusters Score: Raw -1137056.720496 + Penalty 3013.979977 = -1134042.740519 nChanged 11 SP:Iteration 121Q (825.571774 sec): 3 clusters Score: Raw -1137063.806328 + Penalty 3013.979977 = -1134049.826351 nChanged 16 SP:Iteration 122Q (825.637340 sec): 3 clusters Score: Raw -1137070.038073 + Penalty 3013.979977 = -1134056.058096 nChanged 17 SP:Iteration 123Q (825.692989 sec): 3 clusters Score: Raw -1137078.267054 + Penalty 3013.979977 = -1134064.287077 nChanged 18 SP:Iteration 124Q (825.751484 sec): 3 clusters Score: Raw -1137083.828087 + Penalty 3013.979977 = -1134069.848110 nChanged 14 SP:Iteration 125Q (825.820295 sec): 3 clusters Score: Raw -1137091.562678 + Penalty 3013.979977 = -1134077.582701 nChanged 16 SP:Iteration 126Q (825.878701 sec): 3 clusters Score: Raw -1137100.554716 + Penalty 3013.979977 = -1134086.574739 nChanged 14 SP:Iteration 127Q (825.935908 sec): 3 clusters Score: Raw -1137110.163745 + Penalty 3013.979977 = -1134096.183768 nChanged 16 SP:Iteration 128Q (825.993053 sec): 3 clusters Score: Raw -1137116.839477 + Penalty 3013.979977 = -1134102.859500 nChanged 9 SP:Iteration 129Q (826.055434 sec): 3 clusters Score: Raw -1137121.462444 + Penalty 3013.979977 = -1134107.482467 nChanged 5 SP:Iteration 130Q (826.114680 sec): 3 clusters Score: Raw -1137123.887448 + Penalty 3013.979977 = -1134109.907471 nChanged 9 SP:Iteration 131Q (826.177123 sec): 3 clusters Score: Raw -1137127.439469 + Penalty 3013.979977 = -1134113.459492 nChanged 9 SP:Iteration 132Q (826.223696 sec): 3 clusters Score: Raw -1137130.814586 + Penalty 3013.979977 = -1134116.834609 nChanged 5 SP:Iteration 133Q (826.280466 sec): 3 clusters Score: Raw -1137132.865488 + Penalty 3013.979977 = -1134118.885511 nChanged 7 SP:Iteration 134Q (826.336565 sec): 3 clusters Score: Raw -1137136.085780 + Penalty 3013.979977 = -1134122.105803 nChanged 5 SP:Iteration 135Q (826.408563 sec): 3 clusters Score: Raw -1137138.333269 + Penalty 3013.979977 = -1134124.353292 nChanged 7 SP:Iteration 136Q (826.464457 sec): 3 clusters Score: Raw -1137141.989828 + Penalty 3013.979977 = -1134128.009851 nChanged 8 SP:Iteration 137Q (826.520297 sec): 3 clusters Score: Raw -1137145.890052 + Penalty 3013.979977 = -1134131.910075 nChanged 13 SP:Iteration 138Q (826.592342 sec): 3 clusters Score: Raw -1137152.404181 + Penalty 3013.979977 = -1134138.424204 nChanged 13 SP:Iteration 139Q (826.653727 sec): 3 clusters Score: Raw -1137158.173935 + Penalty 3013.979977 = -1134144.193958 nChanged 9 SP:Iteration 140F (826.719490 sec): 3 clusters Score: Raw -1137160.967036 + Penalty 3013.979977 = -1134146.987059 nChanged 7 SP:Iteration 141Q (826.781751 sec): 3 clusters Score: Raw -1137165.349081 + Penalty 3013.979977 = -1134151.369104 nChanged 10 SP:Iteration 142Q (826.842150 sec): 3 clusters Score: Raw -1137169.699260 + Penalty 3013.979977 = -1134155.719283 nChanged 11 SP:Iteration 143Q (826.910489 sec): 3 clusters Score: Raw -1137174.719727 + Penalty 3013.979977 = -1134160.739750 nChanged 6 SP:Iteration 144Q (826.964419 sec): 3 clusters Score: Raw -1137177.102584 + Penalty 3013.979977 = -1134163.122607 nChanged 7 SP:Iteration 145Q (827.022273 sec): 3 clusters Score: Raw -1137179.882654 + Penalty 3013.979977 = -1134165.902677 nChanged 6 SP:Iteration 146Q (827.094450 sec): 3 clusters Score: Raw -1137182.409242 + Penalty 3013.979977 = -1134168.429265 nChanged 5 SP:Iteration 147Q (827.156651 sec): 3 clusters Score: Raw -1137184.017871 + Penalty 3013.979977 = -1134170.037894 nChanged 0 SP:Iteration 148F (827.219967 sec): 3 clusters Score: Raw -1137184.017871 + Penalty 3013.979977 = -1134170.037894 nChanged 0 Trying to split cluster 2 (17759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (827.271717 sec): 2 clusters Score: Raw -1799132.364051 + Penalty 1590.005253 = -1797542.358798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (827.349651 sec): 3 clusters Score: Raw -1788623.225574 + Penalty 3180.010505 = -1785443.215069 nChanged 7992 SP:Iteration 1F (827.416020 sec): 3 clusters Score: Raw -1793153.683666 + Penalty 3180.010505 = -1789973.673161 nChanged 1141 SP:Iteration 2F (827.499057 sec): 3 clusters Score: Raw -1793761.802312 + Penalty 3180.010505 = -1790581.791807 nChanged 1161 SP:Iteration 3F (827.581077 sec): 3 clusters Score: Raw -1794472.567381 + Penalty 3180.010505 = -1791292.556876 nChanged 1167 SP:Iteration 4F (827.652271 sec): 3 clusters Score: Raw -1795242.716400 + Penalty 3180.010505 = -1792062.705895 nChanged 1153 SP:Iteration 5F (827.728187 sec): 3 clusters Score: Raw -1796103.181973 + Penalty 3180.010505 = -1792923.171468 nChanged 1067 SP:Iteration 6F (827.814627 sec): 3 clusters Score: Raw -1796942.092292 + Penalty 3180.010505 = -1793762.081786 nChanged 905 SP:Iteration 7F (827.881450 sec): 3 clusters Score: Raw -1797663.375191 + Penalty 3180.010505 = -1794483.364686 nChanged 722 SP:Iteration 8Q (827.966176 sec): 3 clusters Score: Raw -1798175.329672 + Penalty 3180.010505 = -1794995.319167 nChanged 509 SP:Iteration 9Q (828.044504 sec): 3 clusters Score: Raw -1798458.690469 + Penalty 3180.010505 = -1795278.679964 nChanged 365 SP:Iteration 10Q (828.109973 sec): 3 clusters Score: Raw -1798630.621689 + Penalty 3180.010505 = -1795450.611184 nChanged 310 SP:Iteration 11Q (828.194128 sec): 3 clusters Score: Raw -1798760.917392 + Penalty 3180.010505 = -1795580.906886 nChanged 253 SP:Iteration 12Q (828.272558 sec): 3 clusters Score: Raw -1798853.022335 + Penalty 3180.010505 = -1795673.011829 nChanged 209 SP:Iteration 13Q (828.337858 sec): 3 clusters Score: Raw -1798918.323954 + Penalty 3180.010505 = -1795738.313449 nChanged 178 SP:Iteration 14Q (828.416131 sec): 3 clusters Score: Raw -1798969.517121 + Penalty 3180.010505 = -1795789.506616 nChanged 158 SP:Iteration 15Q (828.497857 sec): 3 clusters Score: Raw -1799012.137308 + Penalty 3180.010505 = -1795832.126802 nChanged 137 SP:Iteration 16Q (828.572843 sec): 3 clusters Score: Raw -1799041.949562 + Penalty 3180.010505 = -1795861.939057 nChanged 99 SP:Iteration 17Q (828.649899 sec): 3 clusters Score: Raw -1799063.922884 + Penalty 3180.010505 = -1795883.912379 nChanged 86 SP:Iteration 18Q (828.726072 sec): 3 clusters Score: Raw -1799083.378654 + Penalty 3180.010505 = -1795903.368148 nChanged 80 SP:Iteration 19Q (828.794211 sec): 3 clusters Score: Raw -1799096.966278 + Penalty 3180.010505 = -1795916.955773 nChanged 61 SP:Iteration 20F (828.872797 sec): 3 clusters Score: Raw -1799106.226515 + Penalty 3180.010505 = -1795926.216009 nChanged 50 SP:Iteration 21Q (828.950890 sec): 3 clusters Score: Raw -1799113.868205 + Penalty 3180.010505 = -1795933.857700 nChanged 56 SP:Iteration 22Q (829.013863 sec): 3 clusters Score: Raw -1799124.257647 + Penalty 3180.010505 = -1795944.247142 nChanged 60 SP:Iteration 23Q (829.091238 sec): 3 clusters Score: Raw -1799136.265103 + Penalty 3180.010505 = -1795956.254598 nChanged 60 SP:Iteration 24Q (829.157846 sec): 3 clusters Score: Raw -1799146.914963 + Penalty 3180.010505 = -1795966.904458 nChanged 50 SP:Iteration 25Q (829.233372 sec): 3 clusters Score: Raw -1799158.551542 + Penalty 3180.010505 = -1795978.541036 nChanged 57 SP:Iteration 26Q (829.298620 sec): 3 clusters Score: Raw -1799171.502261 + Penalty 3180.010505 = -1795991.491756 nChanged 57 SP:Iteration 27Q (829.367535 sec): 3 clusters Score: Raw -1799181.941893 + Penalty 3180.010505 = -1796001.931388 nChanged 54 SP:Iteration 28Q (829.450554 sec): 3 clusters Score: Raw -1799191.111323 + Penalty 3180.010505 = -1796011.100818 nChanged 45 SP:Iteration 29Q (829.513032 sec): 3 clusters Score: Raw -1799198.787412 + Penalty 3180.010505 = -1796018.776906 nChanged 46 SP:Iteration 30Q (829.591425 sec): 3 clusters Score: Raw -1799207.612982 + Penalty 3180.010505 = -1796027.602477 nChanged 57 SP:Iteration 31Q (829.664221 sec): 3 clusters Score: Raw -1799218.328833 + Penalty 3180.010505 = -1796038.318328 nChanged 52 SP:Iteration 32Q (829.729170 sec): 3 clusters Score: Raw -1799228.753670 + Penalty 3180.010505 = -1796048.743165 nChanged 49 SP:Iteration 33Q (829.797641 sec): 3 clusters Score: Raw -1799235.626754 + Penalty 3180.010505 = -1796055.616249 nChanged 41 SP:Iteration 34Q (829.876995 sec): 3 clusters Score: Raw -1799241.504376 + Penalty 3180.010505 = -1796061.493870 nChanged 47 SP:Iteration 35Q (829.951703 sec): 3 clusters Score: Raw -1799249.702277 + Penalty 3180.010505 = -1796069.691772 nChanged 50 SP:Iteration 36Q (830.024539 sec): 3 clusters Score: Raw -1799258.167716 + Penalty 3180.010505 = -1796078.157210 nChanged 42 SP:Iteration 37Q (830.103507 sec): 3 clusters Score: Raw -1799265.869340 + Penalty 3180.010505 = -1796085.858835 nChanged 41 SP:Iteration 38Q (830.179664 sec): 3 clusters Score: Raw -1799273.857028 + Penalty 3180.010505 = -1796093.846523 nChanged 32 SP:Iteration 39Q (830.248629 sec): 3 clusters Score: Raw -1799279.564895 + Penalty 3180.010505 = -1796099.554389 nChanged 39 SP:Iteration 40F (830.328682 sec): 3 clusters Score: Raw -1799285.944764 + Penalty 3180.010505 = -1796105.934259 nChanged 39 SP:Iteration 41Q (830.393572 sec): 3 clusters Score: Raw -1799292.027040 + Penalty 3180.010505 = -1796112.016535 nChanged 33 SP:Iteration 42Q (830.478894 sec): 3 clusters Score: Raw -1799296.627890 + Penalty 3180.010505 = -1796116.617384 nChanged 27 SP:Iteration 43Q (830.552319 sec): 3 clusters Score: Raw -1799300.238710 + Penalty 3180.010505 = -1796120.228205 nChanged 22 SP:Iteration 44Q (830.631711 sec): 3 clusters Score: Raw -1799302.839156 + Penalty 3180.010505 = -1796122.828651 nChanged 18 SP:Iteration 45Q (830.708216 sec): 3 clusters Score: Raw -1799305.213575 + Penalty 3180.010505 = -1796125.203070 nChanged 20 SP:Iteration 46Q (830.785086 sec): 3 clusters Score: Raw -1799307.895243 + Penalty 3180.010505 = -1796127.884738 nChanged 19 SP:Iteration 47Q (830.859728 sec): 3 clusters Score: Raw -1799310.394475 + Penalty 3180.010505 = -1796130.383970 nChanged 16 SP:Iteration 48Q (830.937110 sec): 3 clusters Score: Raw -1799312.246516 + Penalty 3180.010505 = -1796132.236010 nChanged 5 SP:Iteration 49Q (831.013089 sec): 3 clusters Score: Raw -1799312.558973 + Penalty 3180.010505 = -1796132.548468 nChanged 3 SP:Iteration 50Q (831.086995 sec): 3 clusters Score: Raw -1799312.663349 + Penalty 3180.010505 = -1796132.652843 nChanged 2 SP:Iteration 51Q (831.157231 sec): 3 clusters Score: Raw -1799312.827284 + Penalty 3180.010505 = -1796132.816779 nChanged 4 SP:Iteration 52Q (831.231497 sec): 3 clusters Score: Raw -1799312.964406 + Penalty 3180.010505 = -1796132.953901 nChanged 2 SP:Iteration 53Q (831.304658 sec): 3 clusters Score: Raw -1799313.084816 + Penalty 3180.010505 = -1796133.074311 nChanged 2 SP:Iteration 54Q (831.372906 sec): 3 clusters Score: Raw -1799313.255961 + Penalty 3180.010505 = -1796133.245455 nChanged 2 SP:Iteration 55Q (831.439723 sec): 3 clusters Score: Raw -1799313.421675 + Penalty 3180.010505 = -1796133.411170 nChanged 2 SP:Iteration 56Q (831.518882 sec): 3 clusters Score: Raw -1799313.520435 + Penalty 3180.010505 = -1796133.509930 nChanged 1 SP:Iteration 57Q (831.596567 sec): 3 clusters Score: Raw -1799313.602165 + Penalty 3180.010505 = -1796133.591659 nChanged 2 SP:Iteration 58Q (831.673082 sec): 3 clusters Score: Raw -1799313.848843 + Penalty 3180.010505 = -1796133.838338 nChanged 2 SP:Iteration 59Q (831.747529 sec): 3 clusters Score: Raw -1799313.932289 + Penalty 3180.010505 = -1796133.921783 nChanged 1 SP:Iteration 60F (831.826893 sec): 3 clusters Score: Raw -1799314.021908 + Penalty 3180.010505 = -1796134.011403 nChanged 1 SP:Iteration 61Q (831.899828 sec): 3 clusters Score: Raw -1799314.192904 + Penalty 3180.010505 = -1796134.182398 nChanged 5 SP:Iteration 62Q (831.965353 sec): 3 clusters Score: Raw -1799314.815864 + Penalty 3180.010505 = -1796134.805358 nChanged 4 SP:Iteration 63Q (832.034000 sec): 3 clusters Score: Raw -1799315.060147 + Penalty 3180.010505 = -1796135.049641 nChanged 3 SP:Iteration 64Q (832.101586 sec): 3 clusters Score: Raw -1799315.310099 + Penalty 3180.010505 = -1796135.299594 nChanged 4 SP:Iteration 65Q (832.179525 sec): 3 clusters Score: Raw -1799315.535135 + Penalty 3180.010505 = -1796135.524630 nChanged 4 SP:Iteration 66Q (832.251723 sec): 3 clusters Score: Raw -1799315.809938 + Penalty 3180.010505 = -1796135.799433 nChanged 6 SP:Iteration 67Q (832.316375 sec): 3 clusters Score: Raw -1799316.520470 + Penalty 3180.010505 = -1796136.509965 nChanged 5 SP:Iteration 68Q (832.387034 sec): 3 clusters Score: Raw -1799317.115207 + Penalty 3180.010505 = -1796137.104702 nChanged 4 SP:Iteration 69Q (832.458690 sec): 3 clusters Score: Raw -1799317.549207 + Penalty 3180.010505 = -1796137.538702 nChanged 10 SP:Iteration 70Q (832.525259 sec): 3 clusters Score: Raw -1799318.387846 + Penalty 3180.010505 = -1796138.377341 nChanged 11 SP:Iteration 71Q (832.600305 sec): 3 clusters Score: Raw -1799319.681968 + Penalty 3180.010505 = -1796139.671463 nChanged 13 SP:Iteration 72Q (832.675933 sec): 3 clusters Score: Raw -1799320.943990 + Penalty 3180.010505 = -1796140.933485 nChanged 11 SP:Iteration 73Q (832.734153 sec): 3 clusters Score: Raw -1799322.156241 + Penalty 3180.010505 = -1796142.145736 nChanged 11 SP:Iteration 74Q (832.817838 sec): 3 clusters Score: Raw -1799323.511568 + Penalty 3180.010505 = -1796143.501063 nChanged 11 SP:Iteration 75Q (832.895017 sec): 3 clusters Score: Raw -1799324.586719 + Penalty 3180.010505 = -1796144.576213 nChanged 7 SP:Iteration 76Q (832.971600 sec): 3 clusters Score: Raw -1799325.242323 + Penalty 3180.010505 = -1796145.231818 nChanged 7 SP:Iteration 77Q (833.046040 sec): 3 clusters Score: Raw -1799326.438511 + Penalty 3180.010505 = -1796146.428006 nChanged 9 SP:Iteration 78Q (833.120086 sec): 3 clusters Score: Raw -1799327.383556 + Penalty 3180.010505 = -1796147.373051 nChanged 4 SP:Iteration 79Q (833.184841 sec): 3 clusters Score: Raw -1799327.835977 + Penalty 3180.010505 = -1796147.825472 nChanged 6 SP:Iteration 80F (833.260628 sec): 3 clusters Score: Raw -1799328.218509 + Penalty 3180.010505 = -1796148.208003 nChanged 5 SP:Iteration 81Q (833.344271 sec): 3 clusters Score: Raw -1799328.776288 + Penalty 3180.010505 = -1796148.765783 nChanged 8 SP:Iteration 82Q (833.418813 sec): 3 clusters Score: Raw -1799330.502112 + Penalty 3180.010505 = -1796150.491607 nChanged 13 SP:Iteration 83Q (833.491412 sec): 3 clusters Score: Raw -1799332.598631 + Penalty 3180.010505 = -1796152.588125 nChanged 15 SP:Iteration 84Q (833.568180 sec): 3 clusters Score: Raw -1799334.646335 + Penalty 3180.010505 = -1796154.635830 nChanged 13 SP:Iteration 85Q (833.640647 sec): 3 clusters Score: Raw -1799336.533049 + Penalty 3180.010505 = -1796156.522544 nChanged 18 SP:Iteration 86Q (833.705341 sec): 3 clusters Score: Raw -1799339.535881 + Penalty 3180.010505 = -1796159.525375 nChanged 22 SP:Iteration 87Q (833.788750 sec): 3 clusters Score: Raw -1799343.403258 + Penalty 3180.010505 = -1796163.392753 nChanged 25 SP:Iteration 88Q (833.855783 sec): 3 clusters Score: Raw -1799346.587750 + Penalty 3180.010505 = -1796166.577245 nChanged 20 SP:Iteration 89Q (833.929865 sec): 3 clusters Score: Raw -1799349.135084 + Penalty 3180.010505 = -1796169.124578 nChanged 20 SP:Iteration 90Q (833.997844 sec): 3 clusters Score: Raw -1799351.656207 + Penalty 3180.010505 = -1796171.645702 nChanged 13 SP:Iteration 91Q (834.074304 sec): 3 clusters Score: Raw -1799353.187886 + Penalty 3180.010505 = -1796173.177381 nChanged 14 SP:Iteration 92Q (834.147209 sec): 3 clusters Score: Raw -1799354.689946 + Penalty 3180.010505 = -1796174.679441 nChanged 16 SP:Iteration 93Q (834.215257 sec): 3 clusters Score: Raw -1799356.611257 + Penalty 3180.010505 = -1796176.600752 nChanged 17 SP:Iteration 94Q (834.285389 sec): 3 clusters Score: Raw -1799359.046220 + Penalty 3180.010505 = -1796179.035715 nChanged 24 SP:Iteration 95Q (834.351334 sec): 3 clusters Score: Raw -1799362.445560 + Penalty 3180.010505 = -1796182.435055 nChanged 20 SP:Iteration 96Q (834.432993 sec): 3 clusters Score: Raw -1799364.425173 + Penalty 3180.010505 = -1796184.414668 nChanged 18 SP:Iteration 97Q (834.506894 sec): 3 clusters Score: Raw -1799366.623677 + Penalty 3180.010505 = -1796186.613171 nChanged 10 SP:Iteration 98Q (834.576853 sec): 3 clusters Score: Raw -1799367.845998 + Penalty 3180.010505 = -1796187.835493 nChanged 11 SP:Iteration 99Q (834.644950 sec): 3 clusters Score: Raw -1799369.360963 + Penalty 3180.010505 = -1796189.350457 nChanged 12 SP:Iteration 100F (834.710276 sec): 3 clusters Score: Raw -1799371.069211 + Penalty 3180.010505 = -1796191.058706 nChanged 9 SP:Iteration 101Q (834.789882 sec): 3 clusters Score: Raw -1799372.171789 + Penalty 3180.010505 = -1796192.161284 nChanged 9 SP:Iteration 102Q (834.860158 sec): 3 clusters Score: Raw -1799373.332153 + Penalty 3180.010505 = -1796193.321647 nChanged 11 SP:Iteration 103Q (834.936795 sec): 3 clusters Score: Raw -1799374.493633 + Penalty 3180.010505 = -1796194.483128 nChanged 11 SP:Iteration 104Q (834.998137 sec): 3 clusters Score: Raw -1799375.853267 + Penalty 3180.010505 = -1796195.842762 nChanged 9 SP:Iteration 105Q (835.080873 sec): 3 clusters Score: Raw -1799377.040973 + Penalty 3180.010505 = -1796197.030467 nChanged 9 SP:Iteration 106Q (835.142328 sec): 3 clusters Score: Raw -1799378.516648 + Penalty 3180.010505 = -1796198.506143 nChanged 10 SP:Iteration 107Q (835.212106 sec): 3 clusters Score: Raw -1799379.770904 + Penalty 3180.010505 = -1796199.760399 nChanged 12 SP:Iteration 108Q (835.282003 sec): 3 clusters Score: Raw -1799382.164640 + Penalty 3180.010505 = -1796202.154134 nChanged 20 SP:Iteration 109Q (835.356165 sec): 3 clusters Score: Raw -1799385.207949 + Penalty 3180.010505 = -1796205.197443 nChanged 11 SP:Iteration 110Q (835.437585 sec): 3 clusters Score: Raw -1799386.263991 + Penalty 3180.010505 = -1796206.253486 nChanged 6 SP:Iteration 111Q (835.510300 sec): 3 clusters Score: Raw -1799386.988382 + Penalty 3180.010505 = -1796206.977876 nChanged 8 SP:Iteration 112Q (835.582045 sec): 3 clusters Score: Raw -1799387.908329 + Penalty 3180.010505 = -1796207.897823 nChanged 9 SP:Iteration 113Q (835.648291 sec): 3 clusters Score: Raw -1799388.546682 + Penalty 3180.010505 = -1796208.536177 nChanged 7 SP:Iteration 114Q (835.725850 sec): 3 clusters Score: Raw -1799389.102240 + Penalty 3180.010505 = -1796209.091735 nChanged 8 SP:Iteration 115Q (835.792336 sec): 3 clusters Score: Raw -1799390.249838 + Penalty 3180.010505 = -1796210.239333 nChanged 9 SP:Iteration 116Q (835.862237 sec): 3 clusters Score: Raw -1799391.156815 + Penalty 3180.010505 = -1796211.146310 nChanged 5 SP:Iteration 117Q (835.928439 sec): 3 clusters Score: Raw -1799391.914172 + Penalty 3180.010505 = -1796211.903667 nChanged 8 SP:Iteration 118Q (836.005711 sec): 3 clusters Score: Raw -1799392.897340 + Penalty 3180.010505 = -1796212.886835 nChanged 10 SP:Iteration 119Q (836.078135 sec): 3 clusters Score: Raw -1799393.957120 + Penalty 3180.010505 = -1796213.946614 nChanged 9 SP:Iteration 120F (836.164115 sec): 3 clusters Score: Raw -1799394.706665 + Penalty 3180.010505 = -1796214.696160 nChanged 9 SP:Iteration 121Q (836.225815 sec): 3 clusters Score: Raw -1799395.589290 + Penalty 3180.010505 = -1796215.578785 nChanged 10 SP:Iteration 122Q (836.308086 sec): 3 clusters Score: Raw -1799396.635532 + Penalty 3180.010505 = -1796216.625027 nChanged 6 SP:Iteration 123Q (836.367249 sec): 3 clusters Score: Raw -1799397.749539 + Penalty 3180.010505 = -1796217.739033 nChanged 10 SP:Iteration 124Q (836.440716 sec): 3 clusters Score: Raw -1799398.639787 + Penalty 3180.010505 = -1796218.629282 nChanged 3 SP:Iteration 125Q (836.515935 sec): 3 clusters Score: Raw -1799398.796636 + Penalty 3180.010505 = -1796218.786131 nChanged 2 SP:Iteration 126Q (836.590965 sec): 3 clusters Score: Raw -1799398.896560 + Penalty 3180.010505 = -1796218.886055 nChanged 0 SP:Iteration 127F (836.661976 sec): 3 clusters Score: Raw -1799398.896560 + Penalty 3180.010505 = -1796218.886055 nChanged 0 Trying to split cluster 3 (7601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (836.690281 sec): 2 clusters Score: Raw -761500.301844 + Penalty 1452.105703 = -760048.196141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (836.754137 sec): 3 clusters Score: Raw -757421.332241 + Penalty 2904.211406 = -754517.120834 nChanged 3173 SP:Iteration 1F (836.809321 sec): 3 clusters Score: Raw -759133.699416 + Penalty 2904.211406 = -756229.488010 nChanged 469 SP:Iteration 2F (836.864083 sec): 3 clusters Score: Raw -759338.974765 + Penalty 2904.211406 = -756434.763359 nChanged 361 SP:Iteration 3Q (836.923576 sec): 3 clusters Score: Raw -759496.293595 + Penalty 2904.211406 = -756592.082188 nChanged 311 SP:Iteration 4Q (836.981608 sec): 3 clusters Score: Raw -759626.812088 + Penalty 2904.211406 = -756722.600682 nChanged 255 SP:Iteration 5Q (837.052705 sec): 3 clusters Score: Raw -759740.371085 + Penalty 2904.211406 = -756836.159679 nChanged 278 SP:Iteration 6Q (837.103746 sec): 3 clusters Score: Raw -759886.058389 + Penalty 2904.211406 = -756981.846982 nChanged 293 SP:Iteration 7Q (837.172632 sec): 3 clusters Score: Raw -760074.851325 + Penalty 2904.211406 = -757170.639919 nChanged 307 SP:Iteration 8Q (837.230022 sec): 3 clusters Score: Raw -760293.700556 + Penalty 2904.211406 = -757389.489149 nChanged 303 SP:Iteration 9Q (837.290918 sec): 3 clusters Score: Raw -760519.284634 + Penalty 2904.211406 = -757615.073228 nChanged 285 SP:Iteration 10Q (837.344620 sec): 3 clusters Score: Raw -760719.131446 + Penalty 2904.211406 = -757814.920040 nChanged 271 SP:Iteration 11Q (837.395871 sec): 3 clusters Score: Raw -760876.500744 + Penalty 2904.211406 = -757972.289338 nChanged 190 SP:Iteration 12Q (837.455888 sec): 3 clusters Score: Raw -760989.544611 + Penalty 2904.211406 = -758085.333205 nChanged 164 SP:Iteration 13Q (837.525913 sec): 3 clusters Score: Raw -761077.917691 + Penalty 2904.211406 = -758173.706285 nChanged 136 SP:Iteration 14Q (837.586165 sec): 3 clusters Score: Raw -761152.651186 + Penalty 2904.211406 = -758248.439780 nChanged 134 SP:Iteration 15Q (837.647557 sec): 3 clusters Score: Raw -761220.420187 + Penalty 2904.211406 = -758316.208780 nChanged 114 SP:Iteration 16Q (837.692766 sec): 3 clusters Score: Raw -761275.502788 + Penalty 2904.211406 = -758371.291381 nChanged 101 SP:Iteration 17Q (837.750428 sec): 3 clusters Score: Raw -761323.492007 + Penalty 2904.211406 = -758419.280600 nChanged 96 SP:Iteration 18Q (837.817873 sec): 3 clusters Score: Raw -761369.069361 + Penalty 2904.211406 = -758464.857954 nChanged 98 SP:Iteration 19Q (837.866922 sec): 3 clusters Score: Raw -761421.854106 + Penalty 2904.211406 = -758517.642700 nChanged 91 SP:Iteration 20F (837.932911 sec): 3 clusters Score: Raw -761474.093867 + Penalty 2904.211406 = -758569.882460 nChanged 97 SP:Iteration 21Q (837.978646 sec): 3 clusters Score: Raw -761532.008075 + Penalty 2904.211406 = -758627.796669 nChanged 75 SP:Iteration 22Q (838.041622 sec): 3 clusters Score: Raw -761572.689895 + Penalty 2904.211406 = -758668.478489 nChanged 59 SP:Iteration 23Q (838.096025 sec): 3 clusters Score: Raw -761596.906634 + Penalty 2904.211406 = -758692.695227 nChanged 47 SP:Iteration 24Q (838.155352 sec): 3 clusters Score: Raw -761616.071265 + Penalty 2904.211406 = -758711.859859 nChanged 48 SP:Iteration 25Q (838.216858 sec): 3 clusters Score: Raw -761631.120599 + Penalty 2904.211406 = -758726.909193 nChanged 45 SP:Iteration 26Q (838.284355 sec): 3 clusters Score: Raw -761643.172169 + Penalty 2904.211406 = -758738.960762 nChanged 28 SP:Iteration 27Q (838.331093 sec): 3 clusters Score: Raw -761650.263914 + Penalty 2904.211406 = -758746.052508 nChanged 22 SP:Iteration 28Q (838.391264 sec): 3 clusters Score: Raw -761657.006813 + Penalty 2904.211406 = -758752.795407 nChanged 29 SP:Iteration 29Q (838.442284 sec): 3 clusters Score: Raw -761667.348676 + Penalty 2904.211406 = -758763.137269 nChanged 30 SP:Iteration 30Q (838.508032 sec): 3 clusters Score: Raw -761674.482371 + Penalty 2904.211406 = -758770.270964 nChanged 17 SP:Iteration 31Q (838.555808 sec): 3 clusters Score: Raw -761678.398305 + Penalty 2904.211406 = -758774.186899 nChanged 18 SP:Iteration 32Q (838.607796 sec): 3 clusters Score: Raw -761683.409319 + Penalty 2904.211406 = -758779.197912 nChanged 19 SP:Iteration 33Q (838.663240 sec): 3 clusters Score: Raw -761688.356970 + Penalty 2904.211406 = -758784.145564 nChanged 18 SP:Iteration 34Q (838.728700 sec): 3 clusters Score: Raw -761693.343812 + Penalty 2904.211406 = -758789.132406 nChanged 16 SP:Iteration 35Q (838.784143 sec): 3 clusters Score: Raw -761695.808589 + Penalty 2904.211406 = -758791.597182 nChanged 7 SP:Iteration 36Q (838.844623 sec): 3 clusters Score: Raw -761697.624964 + Penalty 2904.211406 = -758793.413558 nChanged 6 SP:Iteration 37Q (838.896246 sec): 3 clusters Score: Raw -761698.651530 + Penalty 2904.211406 = -758794.440124 nChanged 4 SP:Iteration 38Q (838.954955 sec): 3 clusters Score: Raw -761699.268977 + Penalty 2904.211406 = -758795.057571 nChanged 1 SP:Iteration 39Q (839.026658 sec): 3 clusters Score: Raw -761699.464031 + Penalty 2904.211406 = -758795.252624 nChanged 2 SP:Iteration 40F (839.084259 sec): 3 clusters Score: Raw -761699.830017 + Penalty 2904.211406 = -758795.618611 nChanged 3 SP:Iteration 41Q (839.145432 sec): 3 clusters Score: Raw -761700.621696 + Penalty 2904.211406 = -758796.410290 nChanged 7 SP:Iteration 42Q (839.187834 sec): 3 clusters Score: Raw -761702.067706 + Penalty 2904.211406 = -758797.856299 nChanged 5 SP:Iteration 43Q (839.251594 sec): 3 clusters Score: Raw -761703.624217 + Penalty 2904.211406 = -758799.412810 nChanged 8 SP:Iteration 44Q (839.298864 sec): 3 clusters Score: Raw -761705.734145 + Penalty 2904.211406 = -758801.522739 nChanged 12 SP:Iteration 45Q (839.363164 sec): 3 clusters Score: Raw -761707.572229 + Penalty 2904.211406 = -758803.360822 nChanged 8 SP:Iteration 46Q (839.414082 sec): 3 clusters Score: Raw -761709.235421 + Penalty 2904.211406 = -758805.024015 nChanged 11 SP:Iteration 47Q (839.467131 sec): 3 clusters Score: Raw -761711.550356 + Penalty 2904.211406 = -758807.338949 nChanged 6 SP:Iteration 48Q (839.522470 sec): 3 clusters Score: Raw -761712.764084 + Penalty 2904.211406 = -758808.552677 nChanged 10 SP:Iteration 49Q (839.579553 sec): 3 clusters Score: Raw -761714.354281 + Penalty 2904.211406 = -758810.142875 nChanged 6 SP:Iteration 50Q (839.635230 sec): 3 clusters Score: Raw -761715.620342 + Penalty 2904.211406 = -758811.408936 nChanged 4 SP:Iteration 51Q (839.691764 sec): 3 clusters Score: Raw -761716.392250 + Penalty 2904.211406 = -758812.180843 nChanged 4 SP:Iteration 52Q (839.742185 sec): 3 clusters Score: Raw -761716.750940 + Penalty 2904.211406 = -758812.539533 nChanged 4 SP:Iteration 53Q (839.800449 sec): 3 clusters Score: Raw -761717.276218 + Penalty 2904.211406 = -758813.064812 nChanged 2 SP:Iteration 54Q (839.866673 sec): 3 clusters Score: Raw -761717.604558 + Penalty 2904.211406 = -758813.393152 nChanged 3 SP:Iteration 55Q (839.926275 sec): 3 clusters Score: Raw -761718.079565 + Penalty 2904.211406 = -758813.868159 nChanged 1 SP:Iteration 56Q (839.984727 sec): 3 clusters Score: Raw -761718.258915 + Penalty 2904.211406 = -758814.047508 nChanged 2 SP:Iteration 57Q (840.043154 sec): 3 clusters Score: Raw -761718.660495 + Penalty 2904.211406 = -758814.449088 nChanged 2 SP:Iteration 58Q (840.093254 sec): 3 clusters Score: Raw -761719.099722 + Penalty 2904.211406 = -758814.888316 nChanged 3 SP:Iteration 59Q (840.158469 sec): 3 clusters Score: Raw -761719.554682 + Penalty 2904.211406 = -758815.343276 nChanged 3 SP:Iteration 60F (840.208182 sec): 3 clusters Score: Raw -761720.261958 + Penalty 2904.211406 = -758816.050551 nChanged 2 SP:Iteration 61Q (840.261032 sec): 3 clusters Score: Raw -761720.712455 + Penalty 2904.211406 = -758816.501049 nChanged 1 SP:Iteration 62Q (840.316174 sec): 3 clusters Score: Raw -761720.924771 + Penalty 2904.211406 = -758816.713364 nChanged 0 SP:Iteration 63F (840.380574 sec): 3 clusters Score: Raw -761720.924771 + Penalty 2904.211406 = -758816.713364 nChanged 0 Trying to split cluster 4 (2258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (840.412788 sec): 2 clusters Score: Raw -242642.544123 + Penalty 1254.863146 = -241387.680977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (840.461468 sec): 3 clusters Score: Raw -241625.360523 + Penalty 2509.726292 = -239115.634231 nChanged 823 SP:Iteration 1F (840.510563 sec): 3 clusters Score: Raw -242181.563492 + Penalty 2509.726292 = -239671.837200 nChanged 185 SP:Iteration 2F (840.559128 sec): 3 clusters Score: Raw -242340.485084 + Penalty 2509.726292 = -239830.758792 nChanged 143 SP:Iteration 3F (840.610578 sec): 3 clusters Score: Raw -242463.845669 + Penalty 2509.726292 = -239954.119377 nChanged 106 SP:Iteration 4Q (840.648775 sec): 3 clusters Score: Raw -242562.391722 + Penalty 2509.726292 = -240052.665430 nChanged 118 SP:Iteration 5F (840.704084 sec): 3 clusters Score: Raw -242673.202945 + Penalty 2509.726292 = -240163.476653 nChanged 97 SP:Iteration 6Q (840.755923 sec): 3 clusters Score: Raw -242770.335449 + Penalty 2509.726292 = -240260.609157 nChanged 86 SP:Iteration 7Q (840.799890 sec): 3 clusters Score: Raw -242852.341426 + Penalty 2509.726292 = -240342.615134 nChanged 85 SP:Iteration 8Q (840.846820 sec): 3 clusters Score: Raw -242931.232166 + Penalty 2509.726292 = -240421.505874 nChanged 62 SP:Iteration 9Q (840.893949 sec): 3 clusters Score: Raw -242998.909140 + Penalty 2509.726292 = -240489.182848 nChanged 77 SP:Iteration 10Q (840.949708 sec): 3 clusters Score: Raw -243089.213332 + Penalty 2509.726292 = -240579.487040 nChanged 65 SP:Iteration 11Q (841.000596 sec): 3 clusters Score: Raw -243159.222373 + Penalty 2509.726292 = -240649.496081 nChanged 43 SP:Iteration 12Q (841.052758 sec): 3 clusters Score: Raw -243211.307062 + Penalty 2509.726292 = -240701.580770 nChanged 45 SP:Iteration 13Q (841.104214 sec): 3 clusters Score: Raw -243268.608617 + Penalty 2509.726292 = -240758.882325 nChanged 52 SP:Iteration 14Q (841.142727 sec): 3 clusters Score: Raw -243367.072252 + Penalty 2509.726292 = -240857.345960 nChanged 56 SP:Iteration 15Q (841.192987 sec): 3 clusters Score: Raw -243632.802578 + Penalty 2509.726292 = -241123.076286 nChanged 66 SP:Iteration 16Q (841.250459 sec): 3 clusters Score: Raw -244213.559488 + Penalty 2509.726292 = -241703.833196 nChanged 69 SP:Iteration 17Q (841.296170 sec): 3 clusters Score: Raw -244312.725185 + Penalty 2509.726292 = -241802.998893 nChanged 54 SP:Iteration 18Q (841.335326 sec): 3 clusters Score: Raw -244361.754021 + Penalty 2509.726292 = -241852.027729 nChanged 37 SP:Iteration 19Q (841.387705 sec): 3 clusters Score: Raw -244404.367284 + Penalty 2509.726292 = -241894.640992 nChanged 38 SP:Iteration 20F (841.428164 sec): 3 clusters Score: Raw -244451.631859 + Penalty 2509.726292 = -241941.905567 nChanged 34 SP:Iteration 21Q (841.481603 sec): 3 clusters Score: Raw -244487.128287 + Penalty 2509.726292 = -241977.401995 nChanged 33 SP:Iteration 22Q (841.533556 sec): 3 clusters Score: Raw -244523.926022 + Penalty 2509.726292 = -242014.199730 nChanged 23 SP:Iteration 23Q (841.575877 sec): 3 clusters Score: Raw -244553.599199 + Penalty 2509.726292 = -242043.872907 nChanged 24 SP:Iteration 24Q (841.630972 sec): 3 clusters Score: Raw -244587.121518 + Penalty 2509.726292 = -242077.395226 nChanged 26 SP:Iteration 25Q (841.677326 sec): 3 clusters Score: Raw -244634.656162 + Penalty 2509.726292 = -242124.929870 nChanged 35 SP:Iteration 26Q (841.736287 sec): 3 clusters Score: Raw -244726.683985 + Penalty 2509.726292 = -242216.957693 nChanged 43 SP:Iteration 27Q (841.780908 sec): 3 clusters Score: Raw -244966.678377 + Penalty 2509.726292 = -242456.952085 nChanged 28 SP:Iteration 28Q (841.833334 sec): 3 clusters Score: Raw -245176.255182 + Penalty 2509.726292 = -242666.528890 nChanged 8 SP:Iteration 29Q (841.869480 sec): 3 clusters Score: Raw -245221.084739 + Penalty 2509.726292 = -242711.358446 nChanged 7 SP:Iteration 30Q (841.915721 sec): 3 clusters Score: Raw -245281.555644 + Penalty 2509.726292 = -242771.829352 nChanged 5 SP:Iteration 31Q (841.972578 sec): 3 clusters Score: Raw -245335.249243 + Penalty 2509.726292 = -242825.522951 nChanged 3 SP:Iteration 32Q (842.009254 sec): 3 clusters Score: Raw -245357.317034 + Penalty 2509.726292 = -242847.590742 nChanged 1 SP:Iteration 33Q (842.062543 sec): 3 clusters Score: Raw -245359.531359 + Penalty 2509.726292 = -242849.805067 nChanged 0 SP:Iteration 34F (842.108055 sec): 3 clusters Score: Raw -245359.531359 + Penalty 2509.726292 = -242849.805067 nChanged 0 Score: Raw -50047170.394083 + Penalty 80937.354908 = -49966233.039175 Splitting cluster 4 changes total score from -49965610.908374 to -49966233.039175 So it's getting split into cluster 38. Trying to split cluster 5 (32356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (853.903410 sec): 2 clusters Score: Raw -3373064.609482 + Penalty 1687.490148 = -3371377.119335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (854.002357 sec): 3 clusters Score: Raw -3353054.009425 + Penalty 3374.980295 = -3349679.029130 nChanged 14845 SP:Iteration 1F (854.089725 sec): 3 clusters Score: Raw -3361458.497136 + Penalty 3374.980295 = -3358083.516841 nChanged 1691 SP:Iteration 2F (854.192361 sec): 3 clusters Score: Raw -3362142.930960 + Penalty 3374.980295 = -3358767.950665 nChanged 1738 SP:Iteration 3F (854.288923 sec): 3 clusters Score: Raw -3362951.836182 + Penalty 3374.980295 = -3359576.855887 nChanged 1842 SP:Iteration 4F (854.386159 sec): 3 clusters Score: Raw -3363976.702301 + Penalty 3374.980295 = -3360601.722006 nChanged 2021 SP:Iteration 5F (854.492897 sec): 3 clusters Score: Raw -3365299.364986 + Penalty 3374.980295 = -3361924.384691 nChanged 2129 SP:Iteration 6F (854.591638 sec): 3 clusters Score: Raw -3366859.342797 + Penalty 3374.980295 = -3363484.362502 nChanged 2032 SP:Iteration 7F (854.678606 sec): 3 clusters Score: Raw -3368442.497563 + Penalty 3374.980295 = -3365067.517268 nChanged 1725 SP:Iteration 8F (854.790105 sec): 3 clusters Score: Raw -3369829.115314 + Penalty 3374.980295 = -3366454.135018 nChanged 1327 SP:Iteration 9Q (854.894218 sec): 3 clusters Score: Raw -3370833.257287 + Penalty 3374.980295 = -3367458.276992 nChanged 936 SP:Iteration 10Q (854.990458 sec): 3 clusters Score: Raw -3371407.137728 + Penalty 3374.980295 = -3368032.157433 nChanged 647 SP:Iteration 11Q (855.083157 sec): 3 clusters Score: Raw -3371774.527894 + Penalty 3374.980295 = -3368399.547599 nChanged 532 SP:Iteration 12Q (855.175277 sec): 3 clusters Score: Raw -3372074.862058 + Penalty 3374.980295 = -3368699.881763 nChanged 451 SP:Iteration 13Q (855.271208 sec): 3 clusters Score: Raw -3372325.032205 + Penalty 3374.980295 = -3368950.051910 nChanged 365 SP:Iteration 14Q (855.364452 sec): 3 clusters Score: Raw -3372504.184036 + Penalty 3374.980295 = -3369129.203741 nChanged 303 SP:Iteration 15Q (855.461043 sec): 3 clusters Score: Raw -3372639.544329 + Penalty 3374.980295 = -3369264.564034 nChanged 243 SP:Iteration 16Q (855.552566 sec): 3 clusters Score: Raw -3372737.026855 + Penalty 3374.980295 = -3369362.046560 nChanged 208 SP:Iteration 17Q (855.648389 sec): 3 clusters Score: Raw -3372824.459380 + Penalty 3374.980295 = -3369449.479085 nChanged 199 SP:Iteration 18Q (855.745876 sec): 3 clusters Score: Raw -3372904.922732 + Penalty 3374.980295 = -3369529.942437 nChanged 205 SP:Iteration 19Q (855.838506 sec): 3 clusters Score: Raw -3372985.793524 + Penalty 3374.980295 = -3369610.813229 nChanged 162 SP:Iteration 20F (855.930689 sec): 3 clusters Score: Raw -3373048.540837 + Penalty 3374.980295 = -3369673.560542 nChanged 153 SP:Iteration 21Q (856.022305 sec): 3 clusters Score: Raw -3373107.011145 + Penalty 3374.980295 = -3369732.030850 nChanged 126 SP:Iteration 22Q (856.106479 sec): 3 clusters Score: Raw -3373146.815500 + Penalty 3374.980295 = -3369771.835205 nChanged 108 SP:Iteration 23Q (856.205164 sec): 3 clusters Score: Raw -3373186.674762 + Penalty 3374.980295 = -3369811.694467 nChanged 87 SP:Iteration 24Q (856.295592 sec): 3 clusters Score: Raw -3373210.250432 + Penalty 3374.980295 = -3369835.270137 nChanged 75 SP:Iteration 25Q (856.389653 sec): 3 clusters Score: Raw -3373229.584823 + Penalty 3374.980295 = -3369854.604528 nChanged 64 SP:Iteration 26Q (856.475305 sec): 3 clusters Score: Raw -3373246.104808 + Penalty 3374.980295 = -3369871.124513 nChanged 54 SP:Iteration 27Q (856.567042 sec): 3 clusters Score: Raw -3373261.465722 + Penalty 3374.980295 = -3369886.485427 nChanged 57 SP:Iteration 28Q (856.660565 sec): 3 clusters Score: Raw -3373279.609875 + Penalty 3374.980295 = -3369904.629580 nChanged 50 SP:Iteration 29Q (856.758805 sec): 3 clusters Score: Raw -3373293.481878 + Penalty 3374.980295 = -3369918.501583 nChanged 45 SP:Iteration 30Q (856.849652 sec): 3 clusters Score: Raw -3373307.717064 + Penalty 3374.980295 = -3369932.736769 nChanged 42 SP:Iteration 31Q (856.938136 sec): 3 clusters Score: Raw -3373318.054545 + Penalty 3374.980295 = -3369943.074250 nChanged 36 SP:Iteration 32Q (857.014197 sec): 3 clusters Score: Raw -3373326.880484 + Penalty 3374.980295 = -3369951.900189 nChanged 33 SP:Iteration 33Q (857.104870 sec): 3 clusters Score: Raw -3373334.465940 + Penalty 3374.980295 = -3369959.485645 nChanged 33 SP:Iteration 34Q (857.206181 sec): 3 clusters Score: Raw -3373341.103923 + Penalty 3374.980295 = -3369966.123627 nChanged 29 SP:Iteration 35Q (857.294471 sec): 3 clusters Score: Raw -3373347.062459 + Penalty 3374.980295 = -3369972.082164 nChanged 20 SP:Iteration 36Q (857.387703 sec): 3 clusters Score: Raw -3373351.370995 + Penalty 3374.980295 = -3369976.390700 nChanged 20 SP:Iteration 37Q (857.467810 sec): 3 clusters Score: Raw -3373355.369457 + Penalty 3374.980295 = -3369980.389162 nChanged 11 SP:Iteration 38Q (857.569378 sec): 3 clusters Score: Raw -3373357.918669 + Penalty 3374.980295 = -3369982.938374 nChanged 15 SP:Iteration 39Q (857.660913 sec): 3 clusters Score: Raw -3373360.347439 + Penalty 3374.980295 = -3369985.367144 nChanged 8 SP:Iteration 40F (857.759476 sec): 3 clusters Score: Raw -3373361.866780 + Penalty 3374.980295 = -3369986.886484 nChanged 9 SP:Iteration 41Q (857.854201 sec): 3 clusters Score: Raw -3373363.915463 + Penalty 3374.980295 = -3369988.935168 nChanged 7 SP:Iteration 42Q (857.945299 sec): 3 clusters Score: Raw -3373365.618628 + Penalty 3374.980295 = -3369990.638333 nChanged 11 SP:Iteration 43Q (858.033676 sec): 3 clusters Score: Raw -3373367.435479 + Penalty 3374.980295 = -3369992.455184 nChanged 11 SP:Iteration 44Q (858.130724 sec): 3 clusters Score: Raw -3373369.357397 + Penalty 3374.980295 = -3369994.377102 nChanged 14 SP:Iteration 45Q (858.215642 sec): 3 clusters Score: Raw -3373371.328643 + Penalty 3374.980295 = -3369996.348348 nChanged 6 SP:Iteration 46Q (858.314404 sec): 3 clusters Score: Raw -3373372.102281 + Penalty 3374.980295 = -3369997.121986 nChanged 6 SP:Iteration 47Q (858.408538 sec): 3 clusters Score: Raw -3373372.996355 + Penalty 3374.980295 = -3369998.016060 nChanged 5 SP:Iteration 48Q (858.499865 sec): 3 clusters Score: Raw -3373373.863901 + Penalty 3374.980295 = -3369998.883606 nChanged 4 SP:Iteration 49Q (858.591075 sec): 3 clusters Score: Raw -3373374.377442 + Penalty 3374.980295 = -3369999.397147 nChanged 3 SP:Iteration 50Q (858.678808 sec): 3 clusters Score: Raw -3373374.985510 + Penalty 3374.980295 = -3370000.005215 nChanged 2 SP:Iteration 51Q (858.774542 sec): 3 clusters Score: Raw -3373375.240529 + Penalty 3374.980295 = -3370000.260234 nChanged 0 SP:Iteration 52F (858.875438 sec): 3 clusters Score: Raw -3373375.240529 + Penalty 3374.980295 = -3370000.260234 nChanged 0 Trying to split cluster 6 (2786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (858.904417 sec): 2 clusters Score: Raw -286278.756115 + Penalty 1289.008850 = -284989.747265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (858.954256 sec): 3 clusters Score: Raw -284966.235443 + Penalty 2578.017700 = -282388.217742 nChanged 1020 SP:Iteration 1F (859.006696 sec): 3 clusters Score: Raw -285570.656543 + Penalty 2578.017700 = -282992.638843 nChanged 228 SP:Iteration 2F (859.054012 sec): 3 clusters Score: Raw -285704.575902 + Penalty 2578.017700 = -283126.558201 nChanged 139 SP:Iteration 3Q (859.102037 sec): 3 clusters Score: Raw -285778.961835 + Penalty 2578.017700 = -283200.944135 nChanged 106 SP:Iteration 4Q (859.151267 sec): 3 clusters Score: Raw -285839.181456 + Penalty 2578.017700 = -283261.163756 nChanged 95 SP:Iteration 5Q (859.197848 sec): 3 clusters Score: Raw -285885.242667 + Penalty 2578.017700 = -283307.224967 nChanged 78 SP:Iteration 6Q (859.239576 sec): 3 clusters Score: Raw -285921.858090 + Penalty 2578.017700 = -283343.840390 nChanged 60 SP:Iteration 7Q (859.293195 sec): 3 clusters Score: Raw -285946.432972 + Penalty 2578.017700 = -283368.415272 nChanged 46 SP:Iteration 8Q (859.330724 sec): 3 clusters Score: Raw -285965.655427 + Penalty 2578.017700 = -283387.637727 nChanged 43 SP:Iteration 9Q (859.391834 sec): 3 clusters Score: Raw -285980.350791 + Penalty 2578.017700 = -283402.333091 nChanged 33 SP:Iteration 10Q (859.432847 sec): 3 clusters Score: Raw -285995.297378 + Penalty 2578.017700 = -283417.279678 nChanged 32 SP:Iteration 11Q (859.486463 sec): 3 clusters Score: Raw -286008.089952 + Penalty 2578.017700 = -283430.072252 nChanged 25 SP:Iteration 12Q (859.541981 sec): 3 clusters Score: Raw -286016.561686 + Penalty 2578.017700 = -283438.543985 nChanged 19 SP:Iteration 13Q (859.585234 sec): 3 clusters Score: Raw -286025.799080 + Penalty 2578.017700 = -283447.781379 nChanged 21 SP:Iteration 14Q (859.632160 sec): 3 clusters Score: Raw -286035.837198 + Penalty 2578.017700 = -283457.819498 nChanged 26 SP:Iteration 15Q (859.680103 sec): 3 clusters Score: Raw -286049.175625 + Penalty 2578.017700 = -283471.157925 nChanged 25 SP:Iteration 16Q (859.727578 sec): 3 clusters Score: Raw -286059.119932 + Penalty 2578.017700 = -283481.102232 nChanged 17 SP:Iteration 17Q (859.777165 sec): 3 clusters Score: Raw -286065.780331 + Penalty 2578.017700 = -283487.762631 nChanged 19 SP:Iteration 18Q (859.817740 sec): 3 clusters Score: Raw -286072.393901 + Penalty 2578.017700 = -283494.376201 nChanged 15 SP:Iteration 19Q (859.874716 sec): 3 clusters Score: Raw -286080.617707 + Penalty 2578.017700 = -283502.600007 nChanged 14 SP:Iteration 20F (859.907244 sec): 3 clusters Score: Raw -286087.927994 + Penalty 2578.017700 = -283509.910293 nChanged 13 SP:Iteration 21Q (859.960001 sec): 3 clusters Score: Raw -286095.181125 + Penalty 2578.017700 = -283517.163425 nChanged 16 SP:Iteration 22Q (860.007910 sec): 3 clusters Score: Raw -286100.303414 + Penalty 2578.017700 = -283522.285714 nChanged 8 SP:Iteration 23Q (860.049305 sec): 3 clusters Score: Raw -286102.122245 + Penalty 2578.017700 = -283524.104545 nChanged 6 SP:Iteration 24Q (860.102263 sec): 3 clusters Score: Raw -286104.001625 + Penalty 2578.017700 = -283525.983925 nChanged 8 SP:Iteration 25Q (860.152237 sec): 3 clusters Score: Raw -286106.588187 + Penalty 2578.017700 = -283528.570486 nChanged 9 SP:Iteration 26Q (860.192595 sec): 3 clusters Score: Raw -286110.206258 + Penalty 2578.017700 = -283532.188558 nChanged 15 SP:Iteration 27Q (860.233358 sec): 3 clusters Score: Raw -286118.562111 + Penalty 2578.017700 = -283540.544411 nChanged 27 SP:Iteration 28Q (860.281226 sec): 3 clusters Score: Raw -286134.934269 + Penalty 2578.017700 = -283556.916569 nChanged 25 SP:Iteration 29Q (860.330914 sec): 3 clusters Score: Raw -286152.143025 + Penalty 2578.017700 = -283574.125325 nChanged 39 SP:Iteration 30Q (860.385738 sec): 3 clusters Score: Raw -286188.425047 + Penalty 2578.017700 = -283610.407347 nChanged 58 SP:Iteration 31Q (860.427291 sec): 3 clusters Score: Raw -286314.133272 + Penalty 2578.017700 = -283736.115572 nChanged 105 SP:Iteration 32Q (860.482211 sec): 3 clusters Score: Raw -286673.565551 + Penalty 2578.017700 = -284095.547851 nChanged 167 SP:Iteration 33F (860.531002 sec): 3 clusters Score: Raw -287250.647198 + Penalty 2578.017700 = -284672.629498 nChanged 221 SP:Iteration 34F (860.577743 sec): 3 clusters Score: Raw -287551.997472 + Penalty 2578.017700 = -284973.979772 nChanged 183 SP:Iteration 35F (860.628069 sec): 3 clusters Score: Raw -287773.050190 + Penalty 2578.017700 = -285195.032490 nChanged 145 SP:Iteration 36F (860.680680 sec): 3 clusters Score: Raw -287962.560287 + Penalty 2578.017700 = -285384.542587 nChanged 99 SP:Iteration 37Q (860.729734 sec): 3 clusters Score: Raw -288072.633305 + Penalty 2578.017700 = -285494.615605 nChanged 56 SP:Iteration 38Q (860.777580 sec): 3 clusters Score: Raw -288127.159212 + Penalty 2578.017700 = -285549.141512 nChanged 33 SP:Iteration 39Q (860.822340 sec): 3 clusters Score: Raw -288158.557242 + Penalty 2578.017700 = -285580.539542 nChanged 13 SP:Iteration 40F (860.874149 sec): 3 clusters Score: Raw -288164.299922 + Penalty 2578.017700 = -285586.282222 nChanged 8 SP:Iteration 41Q (860.927493 sec): 3 clusters Score: Raw -288168.303476 + Penalty 2578.017700 = -285590.285776 nChanged 3 SP:Iteration 42Q (860.967747 sec): 3 clusters Score: Raw -288169.803261 + Penalty 2578.017700 = -285591.785561 nChanged 3 SP:Iteration 43Q (861.022889 sec): 3 clusters Score: Raw -288172.394737 + Penalty 2578.017700 = -285594.377037 nChanged 2 SP:Iteration 44Q (861.071119 sec): 3 clusters Score: Raw -288173.466793 + Penalty 2578.017700 = -285595.449093 nChanged 2 SP:Iteration 45Q (861.123689 sec): 3 clusters Score: Raw -288174.062536 + Penalty 2578.017700 = -285596.044836 nChanged 0 SP:Iteration 46F (861.161699 sec): 3 clusters Score: Raw -288174.062536 + Penalty 2578.017700 = -285596.044836 nChanged 0 Score: Raw -50049065.700504 + Penalty 83067.285300 = -49965998.415204 Splitting cluster 6 changes total score from -49965610.908374 to -49965998.415204 So it's getting split into cluster 39. Trying to split cluster 7 (18756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (873.241328 sec): 2 clusters Score: Raw -1969597.708011 + Penalty 1598.881209 = -1967998.826802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (873.328547 sec): 3 clusters Score: Raw -1958405.409510 + Penalty 3197.762419 = -1955207.647092 nChanged 8422 SP:Iteration 1F (873.390819 sec): 3 clusters Score: Raw -1963009.468775 + Penalty 3197.762419 = -1959811.706357 nChanged 959 SP:Iteration 2F (873.469233 sec): 3 clusters Score: Raw -1963380.049174 + Penalty 3197.762419 = -1960182.286755 nChanged 903 SP:Iteration 3Q (873.545544 sec): 3 clusters Score: Raw -1963766.713026 + Penalty 3197.762419 = -1960568.950608 nChanged 874 SP:Iteration 4Q (873.624222 sec): 3 clusters Score: Raw -1964204.592546 + Penalty 3197.762419 = -1961006.830128 nChanged 945 SP:Iteration 5F (873.698039 sec): 3 clusters Score: Raw -1964709.887584 + Penalty 3197.762419 = -1961512.125165 nChanged 958 SP:Iteration 6F (873.779306 sec): 3 clusters Score: Raw -1965268.417137 + Penalty 3197.762419 = -1962070.654719 nChanged 987 SP:Iteration 7F (873.854813 sec): 3 clusters Score: Raw -1965875.714602 + Penalty 3197.762419 = -1962677.952184 nChanged 1015 SP:Iteration 8F (873.914877 sec): 3 clusters Score: Raw -1966458.098186 + Penalty 3197.762419 = -1963260.335768 nChanged 960 SP:Iteration 9F (873.992544 sec): 3 clusters Score: Raw -1967036.299356 + Penalty 3197.762419 = -1963838.536937 nChanged 879 SP:Iteration 10Q (874.073514 sec): 3 clusters Score: Raw -1967536.043369 + Penalty 3197.762419 = -1964338.280950 nChanged 762 SP:Iteration 11Q (874.144823 sec): 3 clusters Score: Raw -1967951.329250 + Penalty 3197.762419 = -1964753.566831 nChanged 629 SP:Iteration 12Q (874.226047 sec): 3 clusters Score: Raw -1968257.986443 + Penalty 3197.762419 = -1965060.224024 nChanged 548 SP:Iteration 13Q (874.293019 sec): 3 clusters Score: Raw -1968607.461681 + Penalty 3197.762419 = -1965409.699262 nChanged 525 SP:Iteration 14Q (874.378726 sec): 3 clusters Score: Raw -1968984.358102 + Penalty 3197.762419 = -1965786.595683 nChanged 480 SP:Iteration 15Q (874.455891 sec): 3 clusters Score: Raw -1969330.327698 + Penalty 3197.762419 = -1966132.565279 nChanged 466 SP:Iteration 16Q (874.531132 sec): 3 clusters Score: Raw -1969672.167584 + Penalty 3197.762419 = -1966474.405165 nChanged 473 SP:Iteration 17Q (874.601448 sec): 3 clusters Score: Raw -1970029.100905 + Penalty 3197.762419 = -1966831.338487 nChanged 495 SP:Iteration 18Q (874.680697 sec): 3 clusters Score: Raw -1970389.472199 + Penalty 3197.762419 = -1967191.709780 nChanged 465 SP:Iteration 19Q (874.763877 sec): 3 clusters Score: Raw -1970731.359254 + Penalty 3197.762419 = -1967533.596835 nChanged 450 SP:Iteration 20F (874.830916 sec): 3 clusters Score: Raw -1971079.635155 + Penalty 3197.762419 = -1967881.872736 nChanged 440 SP:Iteration 21Q (874.908031 sec): 3 clusters Score: Raw -1971445.135346 + Penalty 3197.762419 = -1968247.372927 nChanged 448 SP:Iteration 22Q (874.994105 sec): 3 clusters Score: Raw -1971785.248763 + Penalty 3197.762419 = -1968587.486344 nChanged 425 SP:Iteration 23Q (875.070331 sec): 3 clusters Score: Raw -1972119.776890 + Penalty 3197.762419 = -1968922.014471 nChanged 362 SP:Iteration 24Q (875.141389 sec): 3 clusters Score: Raw -1972366.134622 + Penalty 3197.762419 = -1969168.372204 nChanged 327 SP:Iteration 25Q (875.213644 sec): 3 clusters Score: Raw -1972561.384500 + Penalty 3197.762419 = -1969363.622081 nChanged 260 SP:Iteration 26Q (875.292688 sec): 3 clusters Score: Raw -1972699.659649 + Penalty 3197.762419 = -1969501.897231 nChanged 224 SP:Iteration 27Q (875.370030 sec): 3 clusters Score: Raw -1972805.916851 + Penalty 3197.762419 = -1969608.154433 nChanged 207 SP:Iteration 28Q (875.445111 sec): 3 clusters Score: Raw -1972898.603921 + Penalty 3197.762419 = -1969700.841503 nChanged 211 SP:Iteration 29Q (875.519754 sec): 3 clusters Score: Raw -1972984.028185 + Penalty 3197.762419 = -1969786.265766 nChanged 193 SP:Iteration 30Q (875.589316 sec): 3 clusters Score: Raw -1973061.947781 + Penalty 3197.762419 = -1969864.185363 nChanged 170 SP:Iteration 31Q (875.666090 sec): 3 clusters Score: Raw -1973124.982462 + Penalty 3197.762419 = -1969927.220043 nChanged 161 SP:Iteration 32Q (875.744675 sec): 3 clusters Score: Raw -1973183.090460 + Penalty 3197.762419 = -1969985.328041 nChanged 148 SP:Iteration 33Q (875.817116 sec): 3 clusters Score: Raw -1973238.311194 + Penalty 3197.762419 = -1970040.548775 nChanged 143 SP:Iteration 34Q (875.889486 sec): 3 clusters Score: Raw -1973295.366427 + Penalty 3197.762419 = -1970097.604009 nChanged 143 SP:Iteration 35Q (875.956855 sec): 3 clusters Score: Raw -1973339.107767 + Penalty 3197.762419 = -1970141.345348 nChanged 115 SP:Iteration 36Q (876.030107 sec): 3 clusters Score: Raw -1973369.206545 + Penalty 3197.762419 = -1970171.444126 nChanged 97 SP:Iteration 37Q (876.114157 sec): 3 clusters Score: Raw -1973393.012288 + Penalty 3197.762419 = -1970195.249870 nChanged 81 SP:Iteration 38Q (876.183167 sec): 3 clusters Score: Raw -1973408.748646 + Penalty 3197.762419 = -1970210.986227 nChanged 57 SP:Iteration 39Q (876.258325 sec): 3 clusters Score: Raw -1973419.405000 + Penalty 3197.762419 = -1970221.642581 nChanged 40 SP:Iteration 40F (876.330474 sec): 3 clusters Score: Raw -1973427.822070 + Penalty 3197.762419 = -1970230.059652 nChanged 41 SP:Iteration 41Q (876.399491 sec): 3 clusters Score: Raw -1973433.771927 + Penalty 3197.762419 = -1970236.009508 nChanged 35 SP:Iteration 42Q (876.472675 sec): 3 clusters Score: Raw -1973439.421610 + Penalty 3197.762419 = -1970241.659191 nChanged 30 SP:Iteration 43Q (876.545330 sec): 3 clusters Score: Raw -1973442.934689 + Penalty 3197.762419 = -1970245.172271 nChanged 20 SP:Iteration 44Q (876.626534 sec): 3 clusters Score: Raw -1973445.509654 + Penalty 3197.762419 = -1970247.747235 nChanged 18 SP:Iteration 45Q (876.693843 sec): 3 clusters Score: Raw -1973447.744104 + Penalty 3197.762419 = -1970249.981685 nChanged 10 SP:Iteration 46Q (876.774307 sec): 3 clusters Score: Raw -1973448.359399 + Penalty 3197.762419 = -1970250.596980 nChanged 8 SP:Iteration 47Q (876.850007 sec): 3 clusters Score: Raw -1973448.908045 + Penalty 3197.762419 = -1970251.145627 nChanged 6 SP:Iteration 48Q (876.926727 sec): 3 clusters Score: Raw -1973449.211551 + Penalty 3197.762419 = -1970251.449133 nChanged 4 SP:Iteration 49Q (876.997313 sec): 3 clusters Score: Raw -1973449.555297 + Penalty 3197.762419 = -1970251.792878 nChanged 3 SP:Iteration 50Q (877.069694 sec): 3 clusters Score: Raw -1973449.718445 + Penalty 3197.762419 = -1970251.956027 nChanged 2 SP:Iteration 51Q (877.149833 sec): 3 clusters Score: Raw -1973449.872286 + Penalty 3197.762419 = -1970252.109868 nChanged 4 SP:Iteration 52Q (877.223150 sec): 3 clusters Score: Raw -1973450.135606 + Penalty 3197.762419 = -1970252.373188 nChanged 3 SP:Iteration 53Q (877.300686 sec): 3 clusters Score: Raw -1973450.351323 + Penalty 3197.762419 = -1970252.588905 nChanged 3 SP:Iteration 54Q (877.375132 sec): 3 clusters Score: Raw -1973450.525921 + Penalty 3197.762419 = -1970252.763503 nChanged 4 SP:Iteration 55Q (877.447730 sec): 3 clusters Score: Raw -1973450.829221 + Penalty 3197.762419 = -1970253.066802 nChanged 5 SP:Iteration 56Q (877.517691 sec): 3 clusters Score: Raw -1973451.063796 + Penalty 3197.762419 = -1970253.301377 nChanged 3 SP:Iteration 57Q (877.596440 sec): 3 clusters Score: Raw -1973451.402825 + Penalty 3197.762419 = -1970253.640406 nChanged 4 SP:Iteration 58Q (877.660068 sec): 3 clusters Score: Raw -1973451.737856 + Penalty 3197.762419 = -1970253.975438 nChanged 2 SP:Iteration 59Q (877.746515 sec): 3 clusters Score: Raw -1973451.856389 + Penalty 3197.762419 = -1970254.093970 nChanged 2 SP:Iteration 60F (877.827979 sec): 3 clusters Score: Raw -1973452.144049 + Penalty 3197.762419 = -1970254.381631 nChanged 3 SP:Iteration 61Q (877.892833 sec): 3 clusters Score: Raw -1973452.437037 + Penalty 3197.762419 = -1970254.674619 nChanged 6 SP:Iteration 62Q (877.970537 sec): 3 clusters Score: Raw -1973452.923008 + Penalty 3197.762419 = -1970255.160589 nChanged 4 SP:Iteration 63Q (878.046131 sec): 3 clusters Score: Raw -1973453.142931 + Penalty 3197.762419 = -1970255.380512 nChanged 5 SP:Iteration 64Q (878.113495 sec): 3 clusters Score: Raw -1973453.362142 + Penalty 3197.762419 = -1970255.599723 nChanged 4 SP:Iteration 65Q (878.191504 sec): 3 clusters Score: Raw -1973453.575576 + Penalty 3197.762419 = -1970255.813157 nChanged 4 SP:Iteration 66Q (878.260199 sec): 3 clusters Score: Raw -1973453.890622 + Penalty 3197.762419 = -1970256.128203 nChanged 5 SP:Iteration 67Q (878.327408 sec): 3 clusters Score: Raw -1973454.197286 + Penalty 3197.762419 = -1970256.434867 nChanged 5 SP:Iteration 68Q (878.400117 sec): 3 clusters Score: Raw -1973454.354252 + Penalty 3197.762419 = -1970256.591834 nChanged 2 SP:Iteration 69Q (878.481365 sec): 3 clusters Score: Raw -1973454.434715 + Penalty 3197.762419 = -1970256.672297 nChanged 1 SP:Iteration 70Q (878.557838 sec): 3 clusters Score: Raw -1973454.463468 + Penalty 3197.762419 = -1970256.701050 nChanged 0 SP:Iteration 71F (878.635640 sec): 3 clusters Score: Raw -1973454.463468 + Penalty 3197.762419 = -1970256.701050 nChanged 0 Score: Raw -50052922.455961 + Penalty 85197.215692 = -49967725.240269 Splitting cluster 7 changes total score from -49965610.908374 to -49967725.240269 So it's getting split into cluster 40. Trying to split cluster 8 (25052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (890.999207 sec): 2 clusters Score: Raw -2566537.553778 + Penalty 1645.915203 = -2564891.638574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (891.091865 sec): 3 clusters Score: Raw -2551396.808372 + Penalty 3291.830407 = -2548104.977965 nChanged 11347 SP:Iteration 1F (891.180738 sec): 3 clusters Score: Raw -2557738.531798 + Penalty 3291.830407 = -2554446.701391 nChanged 1315 SP:Iteration 2F (891.275606 sec): 3 clusters Score: Raw -2558315.719474 + Penalty 3291.830407 = -2555023.889067 nChanged 1331 SP:Iteration 3F (891.368768 sec): 3 clusters Score: Raw -2559018.364450 + Penalty 3291.830407 = -2555726.534044 nChanged 1410 SP:Iteration 4F (891.444971 sec): 3 clusters Score: Raw -2559916.794178 + Penalty 3291.830407 = -2556624.963771 nChanged 1500 SP:Iteration 5F (891.538976 sec): 3 clusters Score: Raw -2561015.911071 + Penalty 3291.830407 = -2557724.080664 nChanged 1497 SP:Iteration 6F (891.626386 sec): 3 clusters Score: Raw -2562123.457242 + Penalty 3291.830407 = -2558831.626835 nChanged 1414 SP:Iteration 7F (891.725599 sec): 3 clusters Score: Raw -2563140.004533 + Penalty 3291.830407 = -2559848.174127 nChanged 1284 SP:Iteration 8F (891.816181 sec): 3 clusters Score: Raw -2563957.881662 + Penalty 3291.830407 = -2560666.051255 nChanged 995 SP:Iteration 9Q (891.900452 sec): 3 clusters Score: Raw -2564495.029559 + Penalty 3291.830407 = -2561203.199152 nChanged 735 SP:Iteration 10Q (891.982224 sec): 3 clusters Score: Raw -2564841.792569 + Penalty 3291.830407 = -2561549.962162 nChanged 572 SP:Iteration 11Q (892.081589 sec): 3 clusters Score: Raw -2565096.363620 + Penalty 3291.830407 = -2561804.533213 nChanged 467 SP:Iteration 12Q (892.174711 sec): 3 clusters Score: Raw -2565283.894874 + Penalty 3291.830407 = -2561992.064467 nChanged 390 SP:Iteration 13Q (892.254521 sec): 3 clusters Score: Raw -2565431.343906 + Penalty 3291.830407 = -2562139.513499 nChanged 370 SP:Iteration 14Q (892.353590 sec): 3 clusters Score: Raw -2565559.067014 + Penalty 3291.830407 = -2562267.236608 nChanged 304 SP:Iteration 15Q (892.443108 sec): 3 clusters Score: Raw -2565667.620120 + Penalty 3291.830407 = -2562375.789713 nChanged 291 SP:Iteration 16Q (892.526410 sec): 3 clusters Score: Raw -2565774.186125 + Penalty 3291.830407 = -2562482.355718 nChanged 289 SP:Iteration 17Q (892.607406 sec): 3 clusters Score: Raw -2565875.326568 + Penalty 3291.830407 = -2562583.496161 nChanged 253 SP:Iteration 18Q (892.702406 sec): 3 clusters Score: Raw -2565956.436696 + Penalty 3291.830407 = -2562664.606290 nChanged 226 SP:Iteration 19Q (892.791179 sec): 3 clusters Score: Raw -2566021.156634 + Penalty 3291.830407 = -2562729.326227 nChanged 187 SP:Iteration 20F (892.871925 sec): 3 clusters Score: Raw -2566072.021119 + Penalty 3291.830407 = -2562780.190713 nChanged 167 SP:Iteration 21Q (892.955486 sec): 3 clusters Score: Raw -2566117.280275 + Penalty 3291.830407 = -2562825.449869 nChanged 159 SP:Iteration 22Q (893.050281 sec): 3 clusters Score: Raw -2566159.891580 + Penalty 3291.830407 = -2562868.061173 nChanged 165 SP:Iteration 23Q (893.134873 sec): 3 clusters Score: Raw -2566206.572519 + Penalty 3291.830407 = -2562914.742112 nChanged 167 SP:Iteration 24Q (893.223114 sec): 3 clusters Score: Raw -2566260.102679 + Penalty 3291.830407 = -2562968.272272 nChanged 159 SP:Iteration 25Q (893.302052 sec): 3 clusters Score: Raw -2566304.236191 + Penalty 3291.830407 = -2563012.405784 nChanged 148 SP:Iteration 26Q (893.398229 sec): 3 clusters Score: Raw -2566339.953394 + Penalty 3291.830407 = -2563048.122987 nChanged 127 SP:Iteration 27Q (893.485434 sec): 3 clusters Score: Raw -2566371.085316 + Penalty 3291.830407 = -2563079.254909 nChanged 124 SP:Iteration 28Q (893.569781 sec): 3 clusters Score: Raw -2566401.070404 + Penalty 3291.830407 = -2563109.239998 nChanged 114 SP:Iteration 29Q (893.653800 sec): 3 clusters Score: Raw -2566429.648178 + Penalty 3291.830407 = -2563137.817772 nChanged 111 SP:Iteration 30Q (893.734035 sec): 3 clusters Score: Raw -2566457.237679 + Penalty 3291.830407 = -2563165.407272 nChanged 105 SP:Iteration 31Q (893.817826 sec): 3 clusters Score: Raw -2566484.870447 + Penalty 3291.830407 = -2563193.040040 nChanged 92 SP:Iteration 32Q (893.896806 sec): 3 clusters Score: Raw -2566507.390024 + Penalty 3291.830407 = -2563215.559617 nChanged 87 SP:Iteration 33Q (893.973493 sec): 3 clusters Score: Raw -2566529.798332 + Penalty 3291.830407 = -2563237.967926 nChanged 76 SP:Iteration 34Q (894.064945 sec): 3 clusters Score: Raw -2566548.980427 + Penalty 3291.830407 = -2563257.150021 nChanged 72 SP:Iteration 35Q (894.148147 sec): 3 clusters Score: Raw -2566565.885999 + Penalty 3291.830407 = -2563274.055592 nChanged 68 SP:Iteration 36Q (894.223961 sec): 3 clusters Score: Raw -2566582.668068 + Penalty 3291.830407 = -2563290.837661 nChanged 75 SP:Iteration 37Q (894.294909 sec): 3 clusters Score: Raw -2566603.001808 + Penalty 3291.830407 = -2563311.171402 nChanged 65 SP:Iteration 38Q (894.385483 sec): 3 clusters Score: Raw -2566617.635609 + Penalty 3291.830407 = -2563325.805202 nChanged 62 SP:Iteration 39Q (894.462551 sec): 3 clusters Score: Raw -2566632.510250 + Penalty 3291.830407 = -2563340.679844 nChanged 66 SP:Iteration 40F (894.557091 sec): 3 clusters Score: Raw -2566654.405702 + Penalty 3291.830407 = -2563362.575295 nChanged 67 SP:Iteration 41Q (894.640806 sec): 3 clusters Score: Raw -2566672.921252 + Penalty 3291.830407 = -2563381.090845 nChanged 66 SP:Iteration 42Q (894.725985 sec): 3 clusters Score: Raw -2566690.652611 + Penalty 3291.830407 = -2563398.822204 nChanged 62 SP:Iteration 43Q (894.809063 sec): 3 clusters Score: Raw -2566709.488540 + Penalty 3291.830407 = -2563417.658133 nChanged 49 SP:Iteration 44Q (894.894201 sec): 3 clusters Score: Raw -2566723.572866 + Penalty 3291.830407 = -2563431.742460 nChanged 50 SP:Iteration 45Q (894.986941 sec): 3 clusters Score: Raw -2566738.914595 + Penalty 3291.830407 = -2563447.084188 nChanged 44 SP:Iteration 46Q (895.061107 sec): 3 clusters Score: Raw -2566751.549567 + Penalty 3291.830407 = -2563459.719160 nChanged 37 SP:Iteration 47Q (895.140255 sec): 3 clusters Score: Raw -2566761.820309 + Penalty 3291.830407 = -2563469.989902 nChanged 34 SP:Iteration 48Q (895.232729 sec): 3 clusters Score: Raw -2566771.526627 + Penalty 3291.830407 = -2563479.696221 nChanged 44 SP:Iteration 49Q (895.316114 sec): 3 clusters Score: Raw -2566783.989585 + Penalty 3291.830407 = -2563492.159178 nChanged 34 SP:Iteration 50Q (895.397396 sec): 3 clusters Score: Raw -2566791.781654 + Penalty 3291.830407 = -2563499.951247 nChanged 33 SP:Iteration 51Q (895.484283 sec): 3 clusters Score: Raw -2566800.005763 + Penalty 3291.830407 = -2563508.175356 nChanged 30 SP:Iteration 52Q (895.561495 sec): 3 clusters Score: Raw -2566806.766702 + Penalty 3291.830407 = -2563514.936296 nChanged 20 SP:Iteration 53Q (895.653682 sec): 3 clusters Score: Raw -2566813.641457 + Penalty 3291.830407 = -2563521.811051 nChanged 20 SP:Iteration 54Q (895.728237 sec): 3 clusters Score: Raw -2566818.344777 + Penalty 3291.830407 = -2563526.514370 nChanged 22 SP:Iteration 55Q (895.803870 sec): 3 clusters Score: Raw -2566823.790504 + Penalty 3291.830407 = -2563531.960097 nChanged 18 SP:Iteration 56Q (895.884036 sec): 3 clusters Score: Raw -2566829.072375 + Penalty 3291.830407 = -2563537.241968 nChanged 13 SP:Iteration 57Q (895.967366 sec): 3 clusters Score: Raw -2566831.124994 + Penalty 3291.830407 = -2563539.294588 nChanged 10 SP:Iteration 58Q (896.042340 sec): 3 clusters Score: Raw -2566834.573946 + Penalty 3291.830407 = -2563542.743539 nChanged 14 SP:Iteration 59Q (896.128220 sec): 3 clusters Score: Raw -2566838.928282 + Penalty 3291.830407 = -2563547.097875 nChanged 14 SP:Iteration 60F (896.232598 sec): 3 clusters Score: Raw -2566842.063515 + Penalty 3291.830407 = -2563550.233108 nChanged 14 SP:Iteration 61Q (896.308486 sec): 3 clusters Score: Raw -2566846.702546 + Penalty 3291.830407 = -2563554.872140 nChanged 18 SP:Iteration 62Q (896.392339 sec): 3 clusters Score: Raw -2566851.498975 + Penalty 3291.830407 = -2563559.668568 nChanged 18 SP:Iteration 63Q (896.461490 sec): 3 clusters Score: Raw -2566856.772881 + Penalty 3291.830407 = -2563564.942475 nChanged 11 SP:Iteration 64Q (896.545563 sec): 3 clusters Score: Raw -2566859.242922 + Penalty 3291.830407 = -2563567.412515 nChanged 6 SP:Iteration 65Q (896.633508 sec): 3 clusters Score: Raw -2566860.809927 + Penalty 3291.830407 = -2563568.979521 nChanged 5 SP:Iteration 66Q (896.714014 sec): 3 clusters Score: Raw -2566863.235974 + Penalty 3291.830407 = -2563571.405568 nChanged 8 SP:Iteration 67Q (896.797144 sec): 3 clusters Score: Raw -2566866.680433 + Penalty 3291.830407 = -2563574.850026 nChanged 13 SP:Iteration 68Q (896.870697 sec): 3 clusters Score: Raw -2566869.814477 + Penalty 3291.830407 = -2563577.984070 nChanged 7 SP:Iteration 69Q (896.964557 sec): 3 clusters Score: Raw -2566871.396911 + Penalty 3291.830407 = -2563579.566504 nChanged 1 SP:Iteration 70Q (897.047609 sec): 3 clusters Score: Raw -2566871.741504 + Penalty 3291.830407 = -2563579.911098 nChanged 3 SP:Iteration 71Q (897.131140 sec): 3 clusters Score: Raw -2566872.614061 + Penalty 3291.830407 = -2563580.783654 nChanged 4 SP:Iteration 72Q (897.212943 sec): 3 clusters Score: Raw -2566873.475680 + Penalty 3291.830407 = -2563581.645274 nChanged 2 SP:Iteration 73Q (897.285082 sec): 3 clusters Score: Raw -2566874.157513 + Penalty 3291.830407 = -2563582.327106 nChanged 4 SP:Iteration 74Q (897.369934 sec): 3 clusters Score: Raw -2566874.910306 + Penalty 3291.830407 = -2563583.079900 nChanged 6 SP:Iteration 75Q (897.449358 sec): 3 clusters Score: Raw -2566876.363163 + Penalty 3291.830407 = -2563584.532757 nChanged 6 SP:Iteration 76Q (897.529719 sec): 3 clusters Score: Raw -2566877.855283 + Penalty 3291.830407 = -2563586.024877 nChanged 3 SP:Iteration 77Q (897.609966 sec): 3 clusters Score: Raw -2566878.544478 + Penalty 3291.830407 = -2563586.714071 nChanged 7 SP:Iteration 78Q (897.701760 sec): 3 clusters Score: Raw -2566880.340525 + Penalty 3291.830407 = -2563588.510119 nChanged 6 SP:Iteration 79Q (897.791015 sec): 3 clusters Score: Raw -2566882.005342 + Penalty 3291.830407 = -2563590.174936 nChanged 6 SP:Iteration 80F (897.875705 sec): 3 clusters Score: Raw -2566883.528274 + Penalty 3291.830407 = -2563591.697868 nChanged 6 SP:Iteration 81Q (897.957436 sec): 3 clusters Score: Raw -2566885.097479 + Penalty 3291.830407 = -2563593.267073 nChanged 7 SP:Iteration 82Q (898.023334 sec): 3 clusters Score: Raw -2566886.197019 + Penalty 3291.830407 = -2563594.366612 nChanged 4 SP:Iteration 83Q (898.113463 sec): 3 clusters Score: Raw -2566887.504545 + Penalty 3291.830407 = -2563595.674138 nChanged 9 SP:Iteration 84Q (898.185990 sec): 3 clusters Score: Raw -2566889.728962 + Penalty 3291.830407 = -2563597.898555 nChanged 9 SP:Iteration 85Q (898.268518 sec): 3 clusters Score: Raw -2566892.644001 + Penalty 3291.830407 = -2563600.813595 nChanged 7 SP:Iteration 86Q (898.349652 sec): 3 clusters Score: Raw -2566894.404813 + Penalty 3291.830407 = -2563602.574406 nChanged 8 SP:Iteration 87Q (898.427281 sec): 3 clusters Score: Raw -2566895.993644 + Penalty 3291.830407 = -2563604.163238 nChanged 7 SP:Iteration 88Q (898.510451 sec): 3 clusters Score: Raw -2566897.087123 + Penalty 3291.830407 = -2563605.256716 nChanged 3 SP:Iteration 89Q (898.592369 sec): 3 clusters Score: Raw -2566897.530501 + Penalty 3291.830407 = -2563605.700095 nChanged 3 SP:Iteration 90Q (898.666744 sec): 3 clusters Score: Raw -2566897.993893 + Penalty 3291.830407 = -2563606.163487 nChanged 2 SP:Iteration 91Q (898.755458 sec): 3 clusters Score: Raw -2566898.574349 + Penalty 3291.830407 = -2563606.743942 nChanged 3 SP:Iteration 92Q (898.834634 sec): 3 clusters Score: Raw -2566899.447996 + Penalty 3291.830407 = -2563607.617590 nChanged 4 SP:Iteration 93Q (898.918856 sec): 3 clusters Score: Raw -2566900.585411 + Penalty 3291.830407 = -2563608.755004 nChanged 4 SP:Iteration 94Q (899.000711 sec): 3 clusters Score: Raw -2566902.168959 + Penalty 3291.830407 = -2563610.338553 nChanged 9 SP:Iteration 95Q (899.079093 sec): 3 clusters Score: Raw -2566905.537526 + Penalty 3291.830407 = -2563613.707119 nChanged 11 SP:Iteration 96Q (899.156201 sec): 3 clusters Score: Raw -2566908.950454 + Penalty 3291.830407 = -2563617.120047 nChanged 9 SP:Iteration 97Q (899.234298 sec): 3 clusters Score: Raw -2566911.598845 + Penalty 3291.830407 = -2563619.768438 nChanged 14 SP:Iteration 98Q (899.327748 sec): 3 clusters Score: Raw -2566914.681247 + Penalty 3291.830407 = -2563622.850840 nChanged 12 SP:Iteration 99Q (899.407494 sec): 3 clusters Score: Raw -2566918.166830 + Penalty 3291.830407 = -2563626.336424 nChanged 12 SP:Iteration 100F (899.501197 sec): 3 clusters Score: Raw -2566922.868908 + Penalty 3291.830407 = -2563631.038501 nChanged 12 SP:Iteration 101Q (899.582790 sec): 3 clusters Score: Raw -2566927.295342 + Penalty 3291.830407 = -2563635.464935 nChanged 12 SP:Iteration 102Q (899.668059 sec): 3 clusters Score: Raw -2566931.791108 + Penalty 3291.830407 = -2563639.960701 nChanged 10 SP:Iteration 103Q (899.752016 sec): 3 clusters Score: Raw -2566934.711636 + Penalty 3291.830407 = -2563642.881229 nChanged 3 SP:Iteration 104Q (899.830914 sec): 3 clusters Score: Raw -2566935.648505 + Penalty 3291.830407 = -2563643.818098 nChanged 1 SP:Iteration 105Q (899.912180 sec): 3 clusters Score: Raw -2566936.033291 + Penalty 3291.830407 = -2563644.202884 nChanged 4 SP:Iteration 106Q (899.992242 sec): 3 clusters Score: Raw -2566936.956336 + Penalty 3291.830407 = -2563645.125930 nChanged 2 SP:Iteration 107Q (900.072356 sec): 3 clusters Score: Raw -2566937.803974 + Penalty 3291.830407 = -2563645.973567 nChanged 4 SP:Iteration 108Q (900.155891 sec): 3 clusters Score: Raw -2566938.807323 + Penalty 3291.830407 = -2563646.976916 nChanged 1 SP:Iteration 109Q (900.246357 sec): 3 clusters Score: Raw -2566939.382564 + Penalty 3291.830407 = -2563647.552158 nChanged 2 SP:Iteration 110Q (900.333190 sec): 3 clusters Score: Raw -2566939.874043 + Penalty 3291.830407 = -2563648.043636 nChanged 1 SP:Iteration 111Q (900.411946 sec): 3 clusters Score: Raw -2566940.563929 + Penalty 3291.830407 = -2563648.733522 nChanged 4 SP:Iteration 112Q (900.498568 sec): 3 clusters Score: Raw -2566942.666804 + Penalty 3291.830407 = -2563650.836398 nChanged 7 SP:Iteration 113Q (900.570959 sec): 3 clusters Score: Raw -2566944.782979 + Penalty 3291.830407 = -2563652.952572 nChanged 5 SP:Iteration 114Q (900.651210 sec): 3 clusters Score: Raw -2566945.497184 + Penalty 3291.830407 = -2563653.666777 nChanged 4 SP:Iteration 115Q (900.741222 sec): 3 clusters Score: Raw -2566946.501383 + Penalty 3291.830407 = -2563654.670976 nChanged 3 SP:Iteration 116Q (900.825134 sec): 3 clusters Score: Raw -2566946.978104 + Penalty 3291.830407 = -2563655.147697 nChanged 1 SP:Iteration 117Q (900.904912 sec): 3 clusters Score: Raw -2566947.113234 + Penalty 3291.830407 = -2563655.282827 nChanged 1 SP:Iteration 118Q (900.976589 sec): 3 clusters Score: Raw -2566947.369182 + Penalty 3291.830407 = -2563655.538775 nChanged 1 SP:Iteration 119Q (901.059774 sec): 3 clusters Score: Raw -2566947.572054 + Penalty 3291.830407 = -2563655.741647 nChanged 2 SP:Iteration 120F (901.157548 sec): 3 clusters Score: Raw -2566948.527647 + Penalty 3291.830407 = -2563656.697240 nChanged 4 SP:Iteration 121Q (901.239279 sec): 3 clusters Score: Raw -2566950.325609 + Penalty 3291.830407 = -2563658.495202 nChanged 5 SP:Iteration 122Q (901.314716 sec): 3 clusters Score: Raw -2566951.405689 + Penalty 3291.830407 = -2563659.575282 nChanged 4 SP:Iteration 123Q (901.408249 sec): 3 clusters Score: Raw -2566952.321369 + Penalty 3291.830407 = -2563660.490963 nChanged 3 SP:Iteration 124Q (901.479115 sec): 3 clusters Score: Raw -2566953.007516 + Penalty 3291.830407 = -2563661.177110 nChanged 2 SP:Iteration 125Q (901.571719 sec): 3 clusters Score: Raw -2566953.323259 + Penalty 3291.830407 = -2563661.492852 nChanged 1 SP:Iteration 126Q (901.643602 sec): 3 clusters Score: Raw -2566953.540330 + Penalty 3291.830407 = -2563661.709923 nChanged 1 SP:Iteration 127Q (901.724136 sec): 3 clusters Score: Raw -2566953.684420 + Penalty 3291.830407 = -2563661.854013 nChanged 0 SP:Iteration 128F (901.817530 sec): 3 clusters Score: Raw -2566953.684420 + Penalty 3291.830407 = -2563661.854013 nChanged 0 Trying to split cluster 9 (13354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (901.856231 sec): 2 clusters Score: Raw -1341982.977194 + Penalty 1543.680327 = -1340439.296867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (901.920954 sec): 3 clusters Score: Raw -1334212.114458 + Penalty 3087.360654 = -1331124.753803 nChanged 5921 SP:Iteration 1F (901.987374 sec): 3 clusters Score: Raw -1337469.261864 + Penalty 3087.360654 = -1334381.901209 nChanged 767 SP:Iteration 2F (902.064787 sec): 3 clusters Score: Raw -1337780.760802 + Penalty 3087.360654 = -1334693.400147 nChanged 710 SP:Iteration 3F (902.124264 sec): 3 clusters Score: Raw -1338099.066686 + Penalty 3087.360654 = -1335011.706031 nChanged 678 SP:Iteration 4F (902.191875 sec): 3 clusters Score: Raw -1338427.008775 + Penalty 3087.360654 = -1335339.648120 nChanged 693 SP:Iteration 5F (902.263131 sec): 3 clusters Score: Raw -1338806.285247 + Penalty 3087.360654 = -1335718.924593 nChanged 718 SP:Iteration 6F (902.332784 sec): 3 clusters Score: Raw -1339229.435121 + Penalty 3087.360654 = -1336142.074467 nChanged 758 SP:Iteration 7F (902.409711 sec): 3 clusters Score: Raw -1339749.303817 + Penalty 3087.360654 = -1336661.943162 nChanged 746 SP:Iteration 8F (902.478658 sec): 3 clusters Score: Raw -1340320.794310 + Penalty 3087.360654 = -1337233.433655 nChanged 725 SP:Iteration 9F (902.549276 sec): 3 clusters Score: Raw -1340923.984834 + Penalty 3087.360654 = -1337836.624180 nChanged 548 SP:Iteration 10Q (902.610102 sec): 3 clusters Score: Raw -1341379.305820 + Penalty 3087.360654 = -1338291.945165 nChanged 392 SP:Iteration 11Q (902.670988 sec): 3 clusters Score: Raw -1341703.057773 + Penalty 3087.360654 = -1338615.697118 nChanged 217 SP:Iteration 12Q (902.746697 sec): 3 clusters Score: Raw -1341876.121842 + Penalty 3087.360654 = -1338788.761188 nChanged 134 SP:Iteration 13Q (902.816642 sec): 3 clusters Score: Raw -1341979.738250 + Penalty 3087.360654 = -1338892.377595 nChanged 73 SP:Iteration 14Q (902.878346 sec): 3 clusters Score: Raw -1342036.038464 + Penalty 3087.360654 = -1338948.677809 nChanged 46 SP:Iteration 15Q (902.953424 sec): 3 clusters Score: Raw -1342080.082238 + Penalty 3087.360654 = -1338992.721584 nChanged 33 SP:Iteration 16Q (903.020980 sec): 3 clusters Score: Raw -1342111.242035 + Penalty 3087.360654 = -1339023.881381 nChanged 21 SP:Iteration 17Q (903.076779 sec): 3 clusters Score: Raw -1342131.112455 + Penalty 3087.360654 = -1339043.751800 nChanged 19 SP:Iteration 18Q (903.152349 sec): 3 clusters Score: Raw -1342148.075244 + Penalty 3087.360654 = -1339060.714589 nChanged 12 SP:Iteration 19Q (903.220471 sec): 3 clusters Score: Raw -1342160.564083 + Penalty 3087.360654 = -1339073.203429 nChanged 10 SP:Iteration 20F (903.285375 sec): 3 clusters Score: Raw -1342169.428501 + Penalty 3087.360654 = -1339082.067847 nChanged 6 SP:Iteration 21Q (903.351417 sec): 3 clusters Score: Raw -1342177.757309 + Penalty 3087.360654 = -1339090.396655 nChanged 10 SP:Iteration 22Q (903.419362 sec): 3 clusters Score: Raw -1342191.525285 + Penalty 3087.360654 = -1339104.164630 nChanged 2 SP:Iteration 23Q (903.485318 sec): 3 clusters Score: Raw -1342193.356792 + Penalty 3087.360654 = -1339105.996137 nChanged 1 SP:Iteration 24Q (903.552132 sec): 3 clusters Score: Raw -1342193.762499 + Penalty 3087.360654 = -1339106.401845 nChanged 0 SP:Iteration 25F (903.609596 sec): 3 clusters Score: Raw -1342193.762499 + Penalty 3087.360654 = -1339106.401845 nChanged 0 Trying to split cluster 10 (2192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (903.644533 sec): 2 clusters Score: Raw -213082.246672 + Penalty 1250.042568 = -211832.204104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (903.687619 sec): 3 clusters Score: Raw -212129.662913 + Penalty 2500.085136 = -209629.577777 nChanged 785 SP:Iteration 1F (903.744640 sec): 3 clusters Score: Raw -212626.532096 + Penalty 2500.085136 = -210126.446960 nChanged 152 SP:Iteration 2F (903.793816 sec): 3 clusters Score: Raw -212738.687419 + Penalty 2500.085136 = -210238.602283 nChanged 109 SP:Iteration 3Q (903.838328 sec): 3 clusters Score: Raw -212811.639352 + Penalty 2500.085136 = -210311.554216 nChanged 78 SP:Iteration 4Q (903.885948 sec): 3 clusters Score: Raw -212859.377718 + Penalty 2500.085136 = -210359.292582 nChanged 52 SP:Iteration 5Q (903.937197 sec): 3 clusters Score: Raw -212886.267452 + Penalty 2500.085136 = -210386.182316 nChanged 33 SP:Iteration 6Q (903.980878 sec): 3 clusters Score: Raw -212902.170793 + Penalty 2500.085136 = -210402.085658 nChanged 26 SP:Iteration 7Q (904.028482 sec): 3 clusters Score: Raw -212920.099719 + Penalty 2500.085136 = -210420.014584 nChanged 22 SP:Iteration 8Q (904.081267 sec): 3 clusters Score: Raw -212932.216985 + Penalty 2500.085136 = -210432.131849 nChanged 26 SP:Iteration 9Q (904.121486 sec): 3 clusters Score: Raw -212945.305198 + Penalty 2500.085136 = -210445.220063 nChanged 21 SP:Iteration 10Q (904.170262 sec): 3 clusters Score: Raw -212955.125033 + Penalty 2500.085136 = -210455.039898 nChanged 18 SP:Iteration 11Q (904.226431 sec): 3 clusters Score: Raw -212963.550790 + Penalty 2500.085136 = -210463.465655 nChanged 16 SP:Iteration 12Q (904.270106 sec): 3 clusters Score: Raw -212971.989171 + Penalty 2500.085136 = -210471.904035 nChanged 17 SP:Iteration 13Q (904.322752 sec): 3 clusters Score: Raw -212980.047455 + Penalty 2500.085136 = -210479.962319 nChanged 18 SP:Iteration 14Q (904.377592 sec): 3 clusters Score: Raw -212989.418226 + Penalty 2500.085136 = -210489.333090 nChanged 20 SP:Iteration 15Q (904.426685 sec): 3 clusters Score: Raw -213000.137101 + Penalty 2500.085136 = -210500.051965 nChanged 15 SP:Iteration 16Q (904.464284 sec): 3 clusters Score: Raw -213006.821697 + Penalty 2500.085136 = -210506.736561 nChanged 9 SP:Iteration 17Q (904.511190 sec): 3 clusters Score: Raw -213009.678109 + Penalty 2500.085136 = -210509.592973 nChanged 4 SP:Iteration 18Q (904.558943 sec): 3 clusters Score: Raw -213011.118255 + Penalty 2500.085136 = -210511.033120 nChanged 3 SP:Iteration 19Q (904.601248 sec): 3 clusters Score: Raw -213011.941398 + Penalty 2500.085136 = -210511.856262 nChanged 2 SP:Iteration 20F (904.661204 sec): 3 clusters Score: Raw -213013.123601 + Penalty 2500.085136 = -210513.038465 nChanged 5 SP:Iteration 21Q (904.710487 sec): 3 clusters Score: Raw -213015.354901 + Penalty 2500.085136 = -210515.269766 nChanged 5 SP:Iteration 22Q (904.755448 sec): 3 clusters Score: Raw -213018.151354 + Penalty 2500.085136 = -210518.066218 nChanged 4 SP:Iteration 23Q (904.805589 sec): 3 clusters Score: Raw -213020.618198 + Penalty 2500.085136 = -210520.533062 nChanged 8 SP:Iteration 24Q (904.860646 sec): 3 clusters Score: Raw -213023.162818 + Penalty 2500.085136 = -210523.077683 nChanged 5 SP:Iteration 25Q (904.907936 sec): 3 clusters Score: Raw -213026.224441 + Penalty 2500.085136 = -210526.139305 nChanged 5 SP:Iteration 26Q (904.952831 sec): 3 clusters Score: Raw -213028.575621 + Penalty 2500.085136 = -210528.490485 nChanged 8 SP:Iteration 27Q (904.999290 sec): 3 clusters Score: Raw -213031.588901 + Penalty 2500.085136 = -210531.503766 nChanged 5 SP:Iteration 28Q (905.043106 sec): 3 clusters Score: Raw -213033.182603 + Penalty 2500.085136 = -210533.097467 nChanged 6 SP:Iteration 29Q (905.095207 sec): 3 clusters Score: Raw -213034.728818 + Penalty 2500.085136 = -210534.643683 nChanged 6 SP:Iteration 30Q (905.150741 sec): 3 clusters Score: Raw -213037.113991 + Penalty 2500.085136 = -210537.028855 nChanged 8 SP:Iteration 31Q (905.197943 sec): 3 clusters Score: Raw -213041.747218 + Penalty 2500.085136 = -210541.662083 nChanged 8 SP:Iteration 32Q (905.241287 sec): 3 clusters Score: Raw -213045.340606 + Penalty 2500.085136 = -210545.255470 nChanged 8 SP:Iteration 33Q (905.296864 sec): 3 clusters Score: Raw -213048.497599 + Penalty 2500.085136 = -210548.412464 nChanged 3 SP:Iteration 34Q (905.348244 sec): 3 clusters Score: Raw -213051.417783 + Penalty 2500.085136 = -210551.332647 nChanged 7 SP:Iteration 35Q (905.384935 sec): 3 clusters Score: Raw -213054.875508 + Penalty 2500.085136 = -210554.790372 nChanged 6 SP:Iteration 36Q (905.435407 sec): 3 clusters Score: Raw -213058.031999 + Penalty 2500.085136 = -210557.946864 nChanged 4 SP:Iteration 37Q (905.485333 sec): 3 clusters Score: Raw -213060.431760 + Penalty 2500.085136 = -210560.346624 nChanged 6 SP:Iteration 38Q (905.536167 sec): 3 clusters Score: Raw -213063.422638 + Penalty 2500.085136 = -210563.337502 nChanged 3 SP:Iteration 39Q (905.576052 sec): 3 clusters Score: Raw -213065.949233 + Penalty 2500.085136 = -210565.864097 nChanged 1 SP:Iteration 40F (905.630217 sec): 3 clusters Score: Raw -213066.625740 + Penalty 2500.085136 = -210566.540604 nChanged 3 SP:Iteration 41Q (905.673804 sec): 3 clusters Score: Raw -213068.338829 + Penalty 2500.085136 = -210568.253693 nChanged 5 SP:Iteration 42Q (905.717149 sec): 3 clusters Score: Raw -213069.567645 + Penalty 2500.085136 = -210569.482509 nChanged 3 SP:Iteration 43Q (905.776883 sec): 3 clusters Score: Raw -213071.490470 + Penalty 2500.085136 = -210571.405335 nChanged 7 SP:Iteration 44Q (905.829088 sec): 3 clusters Score: Raw -213077.416454 + Penalty 2500.085136 = -210577.331318 nChanged 6 SP:Iteration 45Q (905.865774 sec): 3 clusters Score: Raw -213081.379833 + Penalty 2500.085136 = -210581.294697 nChanged 8 SP:Iteration 46Q (905.913344 sec): 3 clusters Score: Raw -213087.293490 + Penalty 2500.085136 = -210587.208355 nChanged 11 SP:Iteration 47Q (905.975339 sec): 3 clusters Score: Raw -213092.988899 + Penalty 2500.085136 = -210592.903763 nChanged 11 SP:Iteration 48Q (906.024468 sec): 3 clusters Score: Raw -213100.978990 + Penalty 2500.085136 = -210600.893854 nChanged 18 SP:Iteration 49Q (906.078573 sec): 3 clusters Score: Raw -213112.521292 + Penalty 2500.085136 = -210612.436157 nChanged 16 SP:Iteration 50Q (906.124146 sec): 3 clusters Score: Raw -213123.665209 + Penalty 2500.085136 = -210623.580073 nChanged 12 SP:Iteration 51Q (906.170605 sec): 3 clusters Score: Raw -213129.859321 + Penalty 2500.085136 = -210629.774185 nChanged 6 SP:Iteration 52Q (906.224353 sec): 3 clusters Score: Raw -213132.405367 + Penalty 2500.085136 = -210632.320231 nChanged 5 SP:Iteration 53Q (906.275819 sec): 3 clusters Score: Raw -213133.474298 + Penalty 2500.085136 = -210633.389162 nChanged 2 SP:Iteration 54Q (906.315944 sec): 3 clusters Score: Raw -213134.269950 + Penalty 2500.085136 = -210634.184814 nChanged 1 SP:Iteration 55Q (906.367575 sec): 3 clusters Score: Raw -213134.627572 + Penalty 2500.085136 = -210634.542437 nChanged 0 SP:Iteration 56F (906.409259 sec): 3 clusters Score: Raw -213134.627572 + Penalty 2500.085136 = -210634.542437 nChanged 0 Trying to split cluster 11 (45372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (906.505858 sec): 2 clusters Score: Raw -4882812.942108 + Penalty 1742.430699 = -4881070.511409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (906.624448 sec): 3 clusters Score: Raw -4854209.947366 + Penalty 3484.861397 = -4850725.085968 nChanged 21179 SP:Iteration 1F (906.745065 sec): 3 clusters Score: Raw -4868112.428938 + Penalty 3484.861397 = -4864627.567540 nChanged 3495 SP:Iteration 2F (906.866921 sec): 3 clusters Score: Raw -4871397.168700 + Penalty 3484.861397 = -4867912.307302 nChanged 4004 SP:Iteration 3F (906.995282 sec): 3 clusters Score: Raw -4875634.947463 + Penalty 3484.861397 = -4872150.086066 nChanged 3958 SP:Iteration 4F (907.115219 sec): 3 clusters Score: Raw -4879727.713874 + Penalty 3484.861397 = -4876242.852477 nChanged 3363 SP:Iteration 5F (907.230511 sec): 3 clusters Score: Raw -4882557.513795 + Penalty 3484.861397 = -4879072.652398 nChanged 2484 SP:Iteration 6F (907.359909 sec): 3 clusters Score: Raw -4884429.854896 + Penalty 3484.861397 = -4880944.993499 nChanged 1852 SP:Iteration 7Q (907.484896 sec): 3 clusters Score: Raw -4885768.123885 + Penalty 3484.861397 = -4882283.262488 nChanged 1432 SP:Iteration 8Q (907.608024 sec): 3 clusters Score: Raw -4886814.888340 + Penalty 3484.861397 = -4883330.026943 nChanged 1203 SP:Iteration 9Q (907.724519 sec): 3 clusters Score: Raw -4887657.308156 + Penalty 3484.861397 = -4884172.446759 nChanged 980 SP:Iteration 10Q (907.850022 sec): 3 clusters Score: Raw -4888237.937907 + Penalty 3484.861397 = -4884753.076510 nChanged 723 SP:Iteration 11Q (907.967220 sec): 3 clusters Score: Raw -4888546.089885 + Penalty 3484.861397 = -4885061.228488 nChanged 488 SP:Iteration 12Q (908.086505 sec): 3 clusters Score: Raw -4888683.280262 + Penalty 3484.861397 = -4885198.418865 nChanged 317 SP:Iteration 13Q (908.198434 sec): 3 clusters Score: Raw -4888739.844345 + Penalty 3484.861397 = -4885254.982948 nChanged 190 SP:Iteration 14Q (908.311539 sec): 3 clusters Score: Raw -4888763.167012 + Penalty 3484.861397 = -4885278.305614 nChanged 129 SP:Iteration 15Q (908.432772 sec): 3 clusters Score: Raw -4888776.992593 + Penalty 3484.861397 = -4885292.131195 nChanged 98 SP:Iteration 16Q (908.542789 sec): 3 clusters Score: Raw -4888784.078999 + Penalty 3484.861397 = -4885299.217601 nChanged 53 SP:Iteration 17Q (908.649022 sec): 3 clusters Score: Raw -4888786.710654 + Penalty 3484.861397 = -4885301.849257 nChanged 32 SP:Iteration 18Q (908.769733 sec): 3 clusters Score: Raw -4888788.096204 + Penalty 3484.861397 = -4885303.234807 nChanged 29 SP:Iteration 19Q (908.893112 sec): 3 clusters Score: Raw -4888789.398321 + Penalty 3484.861397 = -4885304.536924 nChanged 29 SP:Iteration 20F (909.006360 sec): 3 clusters Score: Raw -4888790.530828 + Penalty 3484.861397 = -4885305.669431 nChanged 20 SP:Iteration 21Q (909.129610 sec): 3 clusters Score: Raw -4888791.031634 + Penalty 3484.861397 = -4885306.170236 nChanged 11 SP:Iteration 22Q (909.238619 sec): 3 clusters Score: Raw -4888791.329077 + Penalty 3484.861397 = -4885306.467679 nChanged 11 SP:Iteration 23Q (909.353951 sec): 3 clusters Score: Raw -4888791.781442 + Penalty 3484.861397 = -4885306.920045 nChanged 15 SP:Iteration 24Q (909.461092 sec): 3 clusters Score: Raw -4888792.401922 + Penalty 3484.861397 = -4885307.540524 nChanged 14 SP:Iteration 25Q (909.581906 sec): 3 clusters Score: Raw -4888792.807714 + Penalty 3484.861397 = -4885307.946317 nChanged 16 SP:Iteration 26Q (909.694840 sec): 3 clusters Score: Raw -4888793.433772 + Penalty 3484.861397 = -4885308.572374 nChanged 11 SP:Iteration 27Q (909.814796 sec): 3 clusters Score: Raw -4888793.822487 + Penalty 3484.861397 = -4885308.961090 nChanged 7 SP:Iteration 28Q (909.930563 sec): 3 clusters Score: Raw -4888794.040207 + Penalty 3484.861397 = -4885309.178809 nChanged 4 SP:Iteration 29Q (910.040762 sec): 3 clusters Score: Raw -4888794.163889 + Penalty 3484.861397 = -4885309.302492 nChanged 5 SP:Iteration 30Q (910.163827 sec): 3 clusters Score: Raw -4888794.304482 + Penalty 3484.861397 = -4885309.443084 nChanged 5 SP:Iteration 31Q (910.275999 sec): 3 clusters Score: Raw -4888794.443409 + Penalty 3484.861397 = -4885309.582012 nChanged 5 SP:Iteration 32Q (910.405270 sec): 3 clusters Score: Raw -4888794.511658 + Penalty 3484.861397 = -4885309.650260 nChanged 1 SP:Iteration 33Q (910.517780 sec): 3 clusters Score: Raw -4888794.528777 + Penalty 3484.861397 = -4885309.667380 nChanged 0 SP:Iteration 34F (910.638649 sec): 3 clusters Score: Raw -4888794.528777 + Penalty 3484.861397 = -4885309.667380 nChanged 0 Score: Raw -50058904.042631 + Penalty 87327.146085 = -49971576.896546 Splitting cluster 11 changes total score from -49965610.908374 to -49971576.896546 So it's getting split into cluster 41. Trying to split cluster 12 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (923.297000 sec): 2 clusters Score: Raw -31142.790395 + Penalty 974.018732 = -30168.771663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (923.344013 sec): 3 clusters Score: Raw -31230.236823 + Penalty 1948.037464 = -29282.199359 nChanged 104 SP:Iteration 1F (923.389541 sec): 3 clusters Score: Raw -31360.851943 + Penalty 1948.037464 = -29412.814479 nChanged 15 SP:Iteration 2Q (923.435859 sec): 3 clusters Score: Raw -31393.117026 + Penalty 1948.037464 = -29445.079563 nChanged 14 SP:Iteration 3Q (923.484317 sec): 3 clusters Score: Raw -31415.049807 + Penalty 1948.037464 = -29467.012343 nChanged 8 SP:Iteration 4Q (923.520849 sec): 3 clusters Score: Raw -31443.764203 + Penalty 1948.037464 = -29495.726739 nChanged 9 SP:Iteration 5Q (923.563790 sec): 3 clusters Score: Raw -31467.331289 + Penalty 1948.037464 = -29519.293825 nChanged 10 SP:Iteration 6Q (923.621485 sec): 3 clusters Score: Raw -31497.905276 + Penalty 1948.037464 = -29549.867813 nChanged 9 SP:Iteration 7Q (923.662843 sec): 3 clusters Score: Raw -31536.892610 + Penalty 1948.037464 = -29588.855146 nChanged 12 SP:Iteration 8Q (923.696852 sec): 3 clusters Score: Raw -31587.817785 + Penalty 1948.037464 = -29639.780321 nChanged 13 SP:Iteration 9Q (923.736375 sec): 3 clusters Score: Raw -31624.487464 + Penalty 1948.037464 = -29676.450000 nChanged 12 SP:Iteration 10Q (923.767792 sec): 3 clusters Score: Raw -31644.978927 + Penalty 1948.037464 = -29696.941463 nChanged 4 SP:Iteration 11Q (923.805283 sec): 3 clusters Score: Raw -31656.471088 + Penalty 1948.037464 = -29708.433624 nChanged 3 SP:Iteration 12Q (923.849244 sec): 3 clusters Score: Raw -31665.843694 + Penalty 1948.037464 = -29717.806230 nChanged 7 SP:Iteration 13Q (923.895360 sec): 3 clusters Score: Raw -31678.814101 + Penalty 1948.037464 = -29730.776637 nChanged 2 SP:Iteration 14Q (923.932817 sec): 3 clusters Score: Raw -31684.133898 + Penalty 1948.037464 = -29736.096434 nChanged 2 SP:Iteration 15Q (923.961479 sec): 3 clusters Score: Raw -31686.250824 + Penalty 1948.037464 = -29738.213360 nChanged 1 SP:Iteration 16Q (923.997247 sec): 3 clusters Score: Raw -31687.391443 + Penalty 1948.037464 = -29739.353979 nChanged 1 SP:Iteration 17Q (924.034026 sec): 3 clusters Score: Raw -31689.106004 + Penalty 1948.037464 = -29741.068540 nChanged 1 SP:Iteration 18Q (924.076841 sec): 3 clusters Score: Raw -31690.081688 + Penalty 1948.037464 = -29742.044224 nChanged 1 SP:Iteration 19Q (924.121358 sec): 3 clusters Score: Raw -31691.653905 + Penalty 1948.037464 = -29743.616441 nChanged 0 SP:Iteration 20F (924.168267 sec): 3 clusters Score: Raw -31693.139987 + Penalty 1948.037464 = -29745.102523 nChanged 1 SP:Iteration 21Q (924.208044 sec): 3 clusters Score: Raw -31723.390211 + Penalty 1948.037464 = -29775.352747 nChanged 2 SP:Iteration 22Q (924.260007 sec): 3 clusters Score: Raw -31730.144429 + Penalty 1948.037464 = -29782.106965 nChanged 5 SP:Iteration 23Q (924.296170 sec): 3 clusters Score: Raw -31748.524398 + Penalty 1948.037464 = -29800.486934 nChanged 4 SP:Iteration 24Q (924.346441 sec): 3 clusters Score: Raw -31765.036426 + Penalty 1948.037464 = -29816.998962 nChanged 7 SP:Iteration 25Q (924.390223 sec): 3 clusters Score: Raw -31789.451423 + Penalty 1948.037464 = -29841.413959 nChanged 5 SP:Iteration 26Q (924.444508 sec): 3 clusters Score: Raw -31802.312124 + Penalty 1948.037464 = -29854.274660 nChanged 3 SP:Iteration 27Q (924.477036 sec): 3 clusters Score: Raw -31811.885109 + Penalty 1948.037464 = -29863.847645 nChanged 3 SP:Iteration 28Q (924.529571 sec): 3 clusters Score: Raw -31821.018691 + Penalty 1948.037464 = -29872.981227 nChanged 1 SP:Iteration 29Q (924.571291 sec): 3 clusters Score: Raw -31822.203921 + Penalty 1948.037464 = -29874.166457 nChanged 0 SP:Iteration 30F (924.620612 sec): 3 clusters Score: Raw -31822.203921 + Penalty 1948.037464 = -29874.166457 nChanged 0 Trying to split cluster 13 (3029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (924.652718 sec): 2 clusters Score: Raw -296529.335722 + Penalty 1302.598019 = -295226.737703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (924.698901 sec): 3 clusters Score: Raw -295058.881953 + Penalty 2605.196039 = -292453.685915 nChanged 1152 SP:Iteration 1F (924.742963 sec): 3 clusters Score: Raw -295729.205302 + Penalty 2605.196039 = -293124.009263 nChanged 227 SP:Iteration 2F (924.803540 sec): 3 clusters Score: Raw -295855.549608 + Penalty 2605.196039 = -293250.353570 nChanged 139 SP:Iteration 3Q (924.846166 sec): 3 clusters Score: Raw -295916.569294 + Penalty 2605.196039 = -293311.373256 nChanged 85 SP:Iteration 4Q (924.892927 sec): 3 clusters Score: Raw -295957.401895 + Penalty 2605.196039 = -293352.205856 nChanged 75 SP:Iteration 5Q (924.943270 sec): 3 clusters Score: Raw -295998.189203 + Penalty 2605.196039 = -293392.993164 nChanged 67 SP:Iteration 6Q (924.996608 sec): 3 clusters Score: Raw -296030.675171 + Penalty 2605.196039 = -293425.479132 nChanged 60 SP:Iteration 7Q (925.030066 sec): 3 clusters Score: Raw -296058.719553 + Penalty 2605.196039 = -293453.523514 nChanged 51 SP:Iteration 8Q (925.079727 sec): 3 clusters Score: Raw -296079.681364 + Penalty 2605.196039 = -293474.485326 nChanged 43 SP:Iteration 9Q (925.130627 sec): 3 clusters Score: Raw -296092.923470 + Penalty 2605.196039 = -293487.727432 nChanged 32 SP:Iteration 10Q (925.189552 sec): 3 clusters Score: Raw -296104.598432 + Penalty 2605.196039 = -293499.402393 nChanged 28 SP:Iteration 11Q (925.236013 sec): 3 clusters Score: Raw -296114.841023 + Penalty 2605.196039 = -293509.644984 nChanged 26 SP:Iteration 12Q (925.282845 sec): 3 clusters Score: Raw -296123.507149 + Penalty 2605.196039 = -293518.311110 nChanged 26 SP:Iteration 13Q (925.331522 sec): 3 clusters Score: Raw -296133.319588 + Penalty 2605.196039 = -293528.123549 nChanged 25 SP:Iteration 14Q (925.381404 sec): 3 clusters Score: Raw -296143.066624 + Penalty 2605.196039 = -293537.870585 nChanged 24 SP:Iteration 15Q (925.435456 sec): 3 clusters Score: Raw -296153.423080 + Penalty 2605.196039 = -293548.227042 nChanged 24 SP:Iteration 16Q (925.492968 sec): 3 clusters Score: Raw -296160.729580 + Penalty 2605.196039 = -293555.533542 nChanged 15 SP:Iteration 17Q (925.531348 sec): 3 clusters Score: Raw -296168.625339 + Penalty 2605.196039 = -293563.429300 nChanged 16 SP:Iteration 18Q (925.585142 sec): 3 clusters Score: Raw -296175.362138 + Penalty 2605.196039 = -293570.166099 nChanged 16 SP:Iteration 19Q (925.645313 sec): 3 clusters Score: Raw -296179.797610 + Penalty 2605.196039 = -293574.601572 nChanged 15 SP:Iteration 20F (925.698756 sec): 3 clusters Score: Raw -296184.205668 + Penalty 2605.196039 = -293579.009629 nChanged 14 SP:Iteration 21Q (925.746172 sec): 3 clusters Score: Raw -296188.302749 + Penalty 2605.196039 = -293583.106710 nChanged 13 SP:Iteration 22Q (925.800475 sec): 3 clusters Score: Raw -296193.543568 + Penalty 2605.196039 = -293588.347529 nChanged 14 SP:Iteration 23Q (925.838695 sec): 3 clusters Score: Raw -296197.973985 + Penalty 2605.196039 = -293592.777946 nChanged 13 SP:Iteration 24Q (925.894772 sec): 3 clusters Score: Raw -296203.419323 + Penalty 2605.196039 = -293598.223284 nChanged 15 SP:Iteration 25Q (925.934987 sec): 3 clusters Score: Raw -296210.873503 + Penalty 2605.196039 = -293605.677464 nChanged 14 SP:Iteration 26Q (925.985951 sec): 3 clusters Score: Raw -296217.006133 + Penalty 2605.196039 = -293611.810094 nChanged 17 SP:Iteration 27Q (926.033463 sec): 3 clusters Score: Raw -296223.648775 + Penalty 2605.196039 = -293618.452736 nChanged 27 SP:Iteration 28Q (926.090387 sec): 3 clusters Score: Raw -296234.836871 + Penalty 2605.196039 = -293629.640832 nChanged 31 SP:Iteration 29Q (926.145285 sec): 3 clusters Score: Raw -296249.289657 + Penalty 2605.196039 = -293644.093618 nChanged 32 SP:Iteration 30Q (926.185302 sec): 3 clusters Score: Raw -296264.173403 + Penalty 2605.196039 = -293658.977364 nChanged 40 SP:Iteration 31Q (926.239382 sec): 3 clusters Score: Raw -296289.558849 + Penalty 2605.196039 = -293684.362810 nChanged 40 SP:Iteration 32Q (926.287747 sec): 3 clusters Score: Raw -296318.509048 + Penalty 2605.196039 = -293713.313010 nChanged 41 SP:Iteration 33Q (926.335491 sec): 3 clusters Score: Raw -296347.027136 + Penalty 2605.196039 = -293741.831097 nChanged 50 SP:Iteration 34Q (926.390718 sec): 3 clusters Score: Raw -296376.491596 + Penalty 2605.196039 = -293771.295557 nChanged 60 SP:Iteration 35Q (926.443334 sec): 3 clusters Score: Raw -296409.617842 + Penalty 2605.196039 = -293804.421803 nChanged 58 SP:Iteration 36Q (926.487824 sec): 3 clusters Score: Raw -296443.530175 + Penalty 2605.196039 = -293838.334136 nChanged 63 SP:Iteration 37Q (926.542240 sec): 3 clusters Score: Raw -296481.626595 + Penalty 2605.196039 = -293876.430556 nChanged 59 SP:Iteration 38Q (926.584383 sec): 3 clusters Score: Raw -296513.998843 + Penalty 2605.196039 = -293908.802805 nChanged 49 SP:Iteration 39Q (926.640265 sec): 3 clusters Score: Raw -296536.963218 + Penalty 2605.196039 = -293931.767180 nChanged 50 SP:Iteration 40F (926.685718 sec): 3 clusters Score: Raw -296559.873851 + Penalty 2605.196039 = -293954.677813 nChanged 42 SP:Iteration 41Q (926.739558 sec): 3 clusters Score: Raw -296580.945963 + Penalty 2605.196039 = -293975.749924 nChanged 43 SP:Iteration 42Q (926.797437 sec): 3 clusters Score: Raw -296603.752394 + Penalty 2605.196039 = -293998.556355 nChanged 29 SP:Iteration 43Q (926.842634 sec): 3 clusters Score: Raw -296616.557017 + Penalty 2605.196039 = -294011.360979 nChanged 25 SP:Iteration 44Q (926.896934 sec): 3 clusters Score: Raw -296627.014064 + Penalty 2605.196039 = -294021.818026 nChanged 20 SP:Iteration 45Q (926.946445 sec): 3 clusters Score: Raw -296636.210214 + Penalty 2605.196039 = -294031.014176 nChanged 19 SP:Iteration 46Q (926.988586 sec): 3 clusters Score: Raw -296644.294246 + Penalty 2605.196039 = -294039.098207 nChanged 27 SP:Iteration 47Q (927.037151 sec): 3 clusters Score: Raw -296656.041872 + Penalty 2605.196039 = -294050.845833 nChanged 24 SP:Iteration 48Q (927.098694 sec): 3 clusters Score: Raw -296665.717217 + Penalty 2605.196039 = -294060.521178 nChanged 20 SP:Iteration 49Q (927.134701 sec): 3 clusters Score: Raw -296673.316136 + Penalty 2605.196039 = -294068.120098 nChanged 15 SP:Iteration 50Q (927.185998 sec): 3 clusters Score: Raw -296679.387491 + Penalty 2605.196039 = -294074.191452 nChanged 16 SP:Iteration 51Q (927.240625 sec): 3 clusters Score: Raw -296685.244254 + Penalty 2605.196039 = -294080.048215 nChanged 23 SP:Iteration 52Q (927.289897 sec): 3 clusters Score: Raw -296695.341975 + Penalty 2605.196039 = -294090.145937 nChanged 21 SP:Iteration 53Q (927.337254 sec): 3 clusters Score: Raw -296704.520023 + Penalty 2605.196039 = -294099.323985 nChanged 21 SP:Iteration 54Q (927.388120 sec): 3 clusters Score: Raw -296710.750619 + Penalty 2605.196039 = -294105.554580 nChanged 11 SP:Iteration 55Q (927.439845 sec): 3 clusters Score: Raw -296714.877460 + Penalty 2605.196039 = -294109.681421 nChanged 11 SP:Iteration 56Q (927.492878 sec): 3 clusters Score: Raw -296720.005037 + Penalty 2605.196039 = -294114.808998 nChanged 8 SP:Iteration 57Q (927.538742 sec): 3 clusters Score: Raw -296723.495725 + Penalty 2605.196039 = -294118.299686 nChanged 11 SP:Iteration 58Q (927.590040 sec): 3 clusters Score: Raw -296727.778809 + Penalty 2605.196039 = -294122.582771 nChanged 14 SP:Iteration 59Q (927.636586 sec): 3 clusters Score: Raw -296732.468926 + Penalty 2605.196039 = -294127.272888 nChanged 10 SP:Iteration 60F (927.687610 sec): 3 clusters Score: Raw -296736.571717 + Penalty 2605.196039 = -294131.375679 nChanged 11 SP:Iteration 61Q (927.731422 sec): 3 clusters Score: Raw -296741.154654 + Penalty 2605.196039 = -294135.958616 nChanged 12 SP:Iteration 62Q (927.780839 sec): 3 clusters Score: Raw -296746.543096 + Penalty 2605.196039 = -294141.347057 nChanged 19 SP:Iteration 63Q (927.828451 sec): 3 clusters Score: Raw -296754.696148 + Penalty 2605.196039 = -294149.500110 nChanged 15 SP:Iteration 64Q (927.879464 sec): 3 clusters Score: Raw -296760.373768 + Penalty 2605.196039 = -294155.177729 nChanged 14 SP:Iteration 65Q (927.930946 sec): 3 clusters Score: Raw -296763.874992 + Penalty 2605.196039 = -294158.678954 nChanged 10 SP:Iteration 66Q (927.980356 sec): 3 clusters Score: Raw -296766.942504 + Penalty 2605.196039 = -294161.746465 nChanged 8 SP:Iteration 67Q (928.027705 sec): 3 clusters Score: Raw -296769.570985 + Penalty 2605.196039 = -294164.374946 nChanged 6 SP:Iteration 68Q (928.083464 sec): 3 clusters Score: Raw -296772.419011 + Penalty 2605.196039 = -294167.222973 nChanged 9 SP:Iteration 69Q (928.129832 sec): 3 clusters Score: Raw -296776.025770 + Penalty 2605.196039 = -294170.829731 nChanged 11 SP:Iteration 70Q (928.176198 sec): 3 clusters Score: Raw -296779.497403 + Penalty 2605.196039 = -294174.301365 nChanged 11 SP:Iteration 71Q (928.221084 sec): 3 clusters Score: Raw -296782.776230 + Penalty 2605.196039 = -294177.580191 nChanged 9 SP:Iteration 72Q (928.271050 sec): 3 clusters Score: Raw -296785.171527 + Penalty 2605.196039 = -294179.975488 nChanged 8 SP:Iteration 73Q (928.323654 sec): 3 clusters Score: Raw -296787.690827 + Penalty 2605.196039 = -294182.494788 nChanged 7 SP:Iteration 74Q (928.362902 sec): 3 clusters Score: Raw -296790.335042 + Penalty 2605.196039 = -294185.139003 nChanged 7 SP:Iteration 75Q (928.421344 sec): 3 clusters Score: Raw -296793.539089 + Penalty 2605.196039 = -294188.343050 nChanged 9 SP:Iteration 76Q (928.468519 sec): 3 clusters Score: Raw -296797.929526 + Penalty 2605.196039 = -294192.733488 nChanged 6 SP:Iteration 77Q (928.519996 sec): 3 clusters Score: Raw -296800.353318 + Penalty 2605.196039 = -294195.157279 nChanged 4 SP:Iteration 78Q (928.562984 sec): 3 clusters Score: Raw -296801.314441 + Penalty 2605.196039 = -294196.118403 nChanged 1 SP:Iteration 79Q (928.611712 sec): 3 clusters Score: Raw -296801.580555 + Penalty 2605.196039 = -294196.384517 nChanged 0 SP:Iteration 80F (928.662174 sec): 3 clusters Score: Raw -296801.580555 + Penalty 2605.196039 = -294196.384517 nChanged 0 Trying to split cluster 14 (1856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (928.693066 sec): 2 clusters Score: Raw -164885.105419 + Penalty 1223.004073 = -163662.101345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (928.740238 sec): 3 clusters Score: Raw -164128.735749 + Penalty 2446.008147 = -161682.727602 nChanged 633 SP:Iteration 1F (928.779496 sec): 3 clusters Score: Raw -164612.546207 + Penalty 2446.008147 = -162166.538060 nChanged 170 SP:Iteration 2F (928.819463 sec): 3 clusters Score: Raw -164752.579337 + Penalty 2446.008147 = -162306.571190 nChanged 92 SP:Iteration 3Q (928.876973 sec): 3 clusters Score: Raw -164837.842749 + Penalty 2446.008147 = -162391.834602 nChanged 69 SP:Iteration 4Q (928.915411 sec): 3 clusters Score: Raw -164896.903424 + Penalty 2446.008147 = -162450.895277 nChanged 60 SP:Iteration 5Q (928.979152 sec): 3 clusters Score: Raw -164954.363459 + Penalty 2446.008147 = -162508.355312 nChanged 50 SP:Iteration 6Q (929.023289 sec): 3 clusters Score: Raw -164997.665857 + Penalty 2446.008147 = -162551.657710 nChanged 43 SP:Iteration 7Q (929.069236 sec): 3 clusters Score: Raw -165032.233453 + Penalty 2446.008147 = -162586.225306 nChanged 42 SP:Iteration 8Q (929.115262 sec): 3 clusters Score: Raw -165071.048519 + Penalty 2446.008147 = -162625.040372 nChanged 37 SP:Iteration 9Q (929.156029 sec): 3 clusters Score: Raw -165100.201343 + Penalty 2446.008147 = -162654.193196 nChanged 33 SP:Iteration 10Q (929.200020 sec): 3 clusters Score: Raw -165131.291892 + Penalty 2446.008147 = -162685.283745 nChanged 33 SP:Iteration 11Q (929.253581 sec): 3 clusters Score: Raw -165168.889369 + Penalty 2446.008147 = -162722.881222 nChanged 41 SP:Iteration 12Q (929.306674 sec): 3 clusters Score: Raw -165198.800632 + Penalty 2446.008147 = -162752.792485 nChanged 34 SP:Iteration 13Q (929.358787 sec): 3 clusters Score: Raw -165240.239134 + Penalty 2446.008147 = -162794.230988 nChanged 41 SP:Iteration 14Q (929.404518 sec): 3 clusters Score: Raw -165296.114825 + Penalty 2446.008147 = -162850.106678 nChanged 54 SP:Iteration 15Q (929.443936 sec): 3 clusters Score: Raw -165352.101152 + Penalty 2446.008147 = -162906.093005 nChanged 49 SP:Iteration 16Q (929.502269 sec): 3 clusters Score: Raw -165400.751033 + Penalty 2446.008147 = -162954.742886 nChanged 43 SP:Iteration 17Q (929.548210 sec): 3 clusters Score: Raw -165435.404864 + Penalty 2446.008147 = -162989.396717 nChanged 28 SP:Iteration 18Q (929.591458 sec): 3 clusters Score: Raw -165461.302400 + Penalty 2446.008147 = -163015.294254 nChanged 38 SP:Iteration 19Q (929.648120 sec): 3 clusters Score: Raw -165485.672756 + Penalty 2446.008147 = -163039.664609 nChanged 26 SP:Iteration 20F (929.703429 sec): 3 clusters Score: Raw -165500.892421 + Penalty 2446.008147 = -163054.884274 nChanged 18 SP:Iteration 21Q (929.747631 sec): 3 clusters Score: Raw -165510.588553 + Penalty 2446.008147 = -163064.580406 nChanged 13 SP:Iteration 22Q (929.796058 sec): 3 clusters Score: Raw -165516.611473 + Penalty 2446.008147 = -163070.603326 nChanged 8 SP:Iteration 23Q (929.844029 sec): 3 clusters Score: Raw -165521.026441 + Penalty 2446.008147 = -163075.018294 nChanged 11 SP:Iteration 24Q (929.893455 sec): 3 clusters Score: Raw -165525.679458 + Penalty 2446.008147 = -163079.671311 nChanged 8 SP:Iteration 25Q (929.937080 sec): 3 clusters Score: Raw -165529.809321 + Penalty 2446.008147 = -163083.801174 nChanged 2 SP:Iteration 26Q (929.983339 sec): 3 clusters Score: Raw -165530.962822 + Penalty 2446.008147 = -163084.954675 nChanged 3 SP:Iteration 27Q (930.031333 sec): 3 clusters Score: Raw -165532.070445 + Penalty 2446.008147 = -163086.062298 nChanged 7 SP:Iteration 28Q (930.078339 sec): 3 clusters Score: Raw -165534.697000 + Penalty 2446.008147 = -163088.688853 nChanged 6 SP:Iteration 29Q (930.119731 sec): 3 clusters Score: Raw -165537.438830 + Penalty 2446.008147 = -163091.430683 nChanged 3 SP:Iteration 30Q (930.169067 sec): 3 clusters Score: Raw -165538.800726 + Penalty 2446.008147 = -163092.792580 nChanged 1 SP:Iteration 31Q (930.230059 sec): 3 clusters Score: Raw -165539.464104 + Penalty 2446.008147 = -163093.455957 nChanged 3 SP:Iteration 32Q (930.272471 sec): 3 clusters Score: Raw -165541.157521 + Penalty 2446.008147 = -163095.149374 nChanged 3 SP:Iteration 33Q (930.320881 sec): 3 clusters Score: Raw -165542.213369 + Penalty 2446.008147 = -163096.205223 nChanged 3 SP:Iteration 34Q (930.361921 sec): 3 clusters Score: Raw -165544.064039 + Penalty 2446.008147 = -163098.055892 nChanged 3 SP:Iteration 35Q (930.409580 sec): 3 clusters Score: Raw -165545.794381 + Penalty 2446.008147 = -163099.786234 nChanged 2 SP:Iteration 36Q (930.458035 sec): 3 clusters Score: Raw -165546.820311 + Penalty 2446.008147 = -163100.812164 nChanged 2 SP:Iteration 37Q (930.505064 sec): 3 clusters Score: Raw -165547.277459 + Penalty 2446.008147 = -163101.269312 nChanged 2 SP:Iteration 38Q (930.550412 sec): 3 clusters Score: Raw -165547.729257 + Penalty 2446.008147 = -163101.721110 nChanged 2 SP:Iteration 39Q (930.593935 sec): 3 clusters Score: Raw -165548.553243 + Penalty 2446.008147 = -163102.545096 nChanged 0 SP:Iteration 40F (930.645596 sec): 3 clusters Score: Raw -165548.553243 + Penalty 2446.008147 = -163102.545096 nChanged 0 Trying to split cluster 15 (9897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (930.677085 sec): 2 clusters Score: Raw -1043029.639859 + Penalty 1494.997881 = -1041534.641978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (930.749814 sec): 3 clusters Score: Raw -1037423.754208 + Penalty 2989.995762 = -1034433.758446 nChanged 4243 SP:Iteration 1F (930.816037 sec): 3 clusters Score: Raw -1039729.232769 + Penalty 2989.995762 = -1036739.237007 nChanged 635 SP:Iteration 2F (930.865809 sec): 3 clusters Score: Raw -1040006.216522 + Penalty 2989.995762 = -1037016.220760 nChanged 516 SP:Iteration 3F (930.927331 sec): 3 clusters Score: Raw -1040194.451304 + Penalty 2989.995762 = -1037204.455542 nChanged 375 SP:Iteration 4Q (930.995029 sec): 3 clusters Score: Raw -1040329.633203 + Penalty 2989.995762 = -1037339.637441 nChanged 310 SP:Iteration 5Q (931.066010 sec): 3 clusters Score: Raw -1040439.083608 + Penalty 2989.995762 = -1037449.087846 nChanged 298 SP:Iteration 6Q (931.116397 sec): 3 clusters Score: Raw -1040541.507444 + Penalty 2989.995762 = -1037551.511682 nChanged 293 SP:Iteration 7Q (931.177108 sec): 3 clusters Score: Raw -1040632.347351 + Penalty 2989.995762 = -1037642.351589 nChanged 265 SP:Iteration 8Q (931.242795 sec): 3 clusters Score: Raw -1040717.731895 + Penalty 2989.995762 = -1037727.736133 nChanged 272 SP:Iteration 9Q (931.303207 sec): 3 clusters Score: Raw -1040807.555698 + Penalty 2989.995762 = -1037817.559937 nChanged 256 SP:Iteration 10Q (931.357954 sec): 3 clusters Score: Raw -1040901.436929 + Penalty 2989.995762 = -1037911.441167 nChanged 261 SP:Iteration 11Q (931.418945 sec): 3 clusters Score: Raw -1041006.585369 + Penalty 2989.995762 = -1038016.589607 nChanged 287 SP:Iteration 12Q (931.484845 sec): 3 clusters Score: Raw -1041146.364905 + Penalty 2989.995762 = -1038156.369143 nChanged 326 SP:Iteration 13Q (931.542016 sec): 3 clusters Score: Raw -1041327.660886 + Penalty 2989.995762 = -1038337.665124 nChanged 340 SP:Iteration 14Q (931.614016 sec): 3 clusters Score: Raw -1041523.000852 + Penalty 2989.995762 = -1038533.005090 nChanged 351 SP:Iteration 15Q (931.671159 sec): 3 clusters Score: Raw -1041725.511353 + Penalty 2989.995762 = -1038735.515591 nChanged 354 SP:Iteration 16Q (931.737885 sec): 3 clusters Score: Raw -1041958.427848 + Penalty 2989.995762 = -1038968.432086 nChanged 358 SP:Iteration 17Q (931.792096 sec): 3 clusters Score: Raw -1042176.184336 + Penalty 2989.995762 = -1039186.188574 nChanged 280 SP:Iteration 18Q (931.865100 sec): 3 clusters Score: Raw -1042329.262708 + Penalty 2989.995762 = -1039339.266946 nChanged 266 SP:Iteration 19Q (931.923520 sec): 3 clusters Score: Raw -1042469.679135 + Penalty 2989.995762 = -1039479.683373 nChanged 225 SP:Iteration 20F (931.982690 sec): 3 clusters Score: Raw -1042578.486816 + Penalty 2989.995762 = -1039588.491054 nChanged 171 SP:Iteration 21Q (932.052213 sec): 3 clusters Score: Raw -1042643.030858 + Penalty 2989.995762 = -1039653.035096 nChanged 141 SP:Iteration 22Q (932.116848 sec): 3 clusters Score: Raw -1042702.852478 + Penalty 2989.995762 = -1039712.856716 nChanged 130 SP:Iteration 23Q (932.172555 sec): 3 clusters Score: Raw -1042755.272500 + Penalty 2989.995762 = -1039765.276738 nChanged 124 SP:Iteration 24Q (932.242394 sec): 3 clusters Score: Raw -1042806.329040 + Penalty 2989.995762 = -1039816.333278 nChanged 122 SP:Iteration 25Q (932.304329 sec): 3 clusters Score: Raw -1042862.942339 + Penalty 2989.995762 = -1039872.946577 nChanged 122 SP:Iteration 26Q (932.357556 sec): 3 clusters Score: Raw -1042923.675496 + Penalty 2989.995762 = -1039933.679734 nChanged 125 SP:Iteration 27Q (932.421916 sec): 3 clusters Score: Raw -1042982.759078 + Penalty 2989.995762 = -1039992.763316 nChanged 121 SP:Iteration 28Q (932.476257 sec): 3 clusters Score: Raw -1043047.000190 + Penalty 2989.995762 = -1040057.004428 nChanged 99 SP:Iteration 29Q (932.543608 sec): 3 clusters Score: Raw -1043091.187705 + Penalty 2989.995762 = -1040101.191943 nChanged 93 SP:Iteration 30Q (932.596667 sec): 3 clusters Score: Raw -1043133.966998 + Penalty 2989.995762 = -1040143.971236 nChanged 87 SP:Iteration 31Q (932.654099 sec): 3 clusters Score: Raw -1043171.808426 + Penalty 2989.995762 = -1040181.812664 nChanged 80 SP:Iteration 32Q (932.720924 sec): 3 clusters Score: Raw -1043215.115344 + Penalty 2989.995762 = -1040225.119582 nChanged 84 SP:Iteration 33Q (932.779713 sec): 3 clusters Score: Raw -1043255.146565 + Penalty 2989.995762 = -1040265.150803 nChanged 71 SP:Iteration 34Q (932.836136 sec): 3 clusters Score: Raw -1043292.329616 + Penalty 2989.995762 = -1040302.333854 nChanged 63 SP:Iteration 35Q (932.901086 sec): 3 clusters Score: Raw -1043321.092895 + Penalty 2989.995762 = -1040331.097133 nChanged 58 SP:Iteration 36Q (932.965494 sec): 3 clusters Score: Raw -1043343.861300 + Penalty 2989.995762 = -1040353.865538 nChanged 45 SP:Iteration 37Q (933.030113 sec): 3 clusters Score: Raw -1043357.589812 + Penalty 2989.995762 = -1040367.594050 nChanged 36 SP:Iteration 38Q (933.076290 sec): 3 clusters Score: Raw -1043368.972575 + Penalty 2989.995762 = -1040378.976813 nChanged 28 SP:Iteration 39Q (933.144800 sec): 3 clusters Score: Raw -1043376.536072 + Penalty 2989.995762 = -1040386.540310 nChanged 25 SP:Iteration 40F (933.204826 sec): 3 clusters Score: Raw -1043384.938200 + Penalty 2989.995762 = -1040394.942438 nChanged 22 SP:Iteration 41Q (933.262432 sec): 3 clusters Score: Raw -1043390.778673 + Penalty 2989.995762 = -1040400.782911 nChanged 12 SP:Iteration 42Q (933.320990 sec): 3 clusters Score: Raw -1043393.704941 + Penalty 2989.995762 = -1040403.709179 nChanged 15 SP:Iteration 43Q (933.371486 sec): 3 clusters Score: Raw -1043396.899117 + Penalty 2989.995762 = -1040406.903356 nChanged 12 SP:Iteration 44Q (933.437733 sec): 3 clusters Score: Raw -1043399.390527 + Penalty 2989.995762 = -1040409.394765 nChanged 11 SP:Iteration 45Q (933.491006 sec): 3 clusters Score: Raw -1043402.099399 + Penalty 2989.995762 = -1040412.103637 nChanged 11 SP:Iteration 46Q (933.557315 sec): 3 clusters Score: Raw -1043403.874501 + Penalty 2989.995762 = -1040413.878740 nChanged 4 SP:Iteration 47Q (933.615788 sec): 3 clusters Score: Raw -1043404.682535 + Penalty 2989.995762 = -1040414.686773 nChanged 6 SP:Iteration 48Q (933.678165 sec): 3 clusters Score: Raw -1043405.738750 + Penalty 2989.995762 = -1040415.742988 nChanged 5 SP:Iteration 49Q (933.735876 sec): 3 clusters Score: Raw -1043407.159827 + Penalty 2989.995762 = -1040417.164065 nChanged 6 SP:Iteration 50Q (933.794654 sec): 3 clusters Score: Raw -1043408.357844 + Penalty 2989.995762 = -1040418.362082 nChanged 7 SP:Iteration 51Q (933.859128 sec): 3 clusters Score: Raw -1043409.714119 + Penalty 2989.995762 = -1040419.718357 nChanged 6 SP:Iteration 52Q (933.918944 sec): 3 clusters Score: Raw -1043411.215671 + Penalty 2989.995762 = -1040421.219909 nChanged 9 SP:Iteration 53Q (933.966149 sec): 3 clusters Score: Raw -1043413.412359 + Penalty 2989.995762 = -1040423.416597 nChanged 13 SP:Iteration 54Q (934.019337 sec): 3 clusters Score: Raw -1043416.244058 + Penalty 2989.995762 = -1040426.248296 nChanged 13 SP:Iteration 55Q (934.084851 sec): 3 clusters Score: Raw -1043419.624929 + Penalty 2989.995762 = -1040429.629167 nChanged 15 SP:Iteration 56Q (934.147827 sec): 3 clusters Score: Raw -1043423.841760 + Penalty 2989.995762 = -1040433.845998 nChanged 10 SP:Iteration 57Q (934.204604 sec): 3 clusters Score: Raw -1043426.163663 + Penalty 2989.995762 = -1040436.167901 nChanged 10 SP:Iteration 58Q (934.267980 sec): 3 clusters Score: Raw -1043428.620163 + Penalty 2989.995762 = -1040438.624401 nChanged 9 SP:Iteration 59Q (934.318428 sec): 3 clusters Score: Raw -1043431.497876 + Penalty 2989.995762 = -1040441.502114 nChanged 11 SP:Iteration 60F (934.384771 sec): 3 clusters Score: Raw -1043433.373806 + Penalty 2989.995762 = -1040443.378045 nChanged 7 SP:Iteration 61Q (934.433480 sec): 3 clusters Score: Raw -1043434.813496 + Penalty 2989.995762 = -1040444.817734 nChanged 4 SP:Iteration 62Q (934.488499 sec): 3 clusters Score: Raw -1043435.522208 + Penalty 2989.995762 = -1040445.526446 nChanged 3 SP:Iteration 63Q (934.548911 sec): 3 clusters Score: Raw -1043436.346100 + Penalty 2989.995762 = -1040446.350338 nChanged 2 SP:Iteration 64Q (934.608511 sec): 3 clusters Score: Raw -1043436.623894 + Penalty 2989.995762 = -1040446.628132 nChanged 1 SP:Iteration 65Q (934.674087 sec): 3 clusters Score: Raw -1043436.722755 + Penalty 2989.995762 = -1040446.726993 nChanged 1 SP:Iteration 66Q (934.720529 sec): 3 clusters Score: Raw -1043436.870647 + Penalty 2989.995762 = -1040446.874885 nChanged 1 SP:Iteration 67Q (934.787650 sec): 3 clusters Score: Raw -1043437.027805 + Penalty 2989.995762 = -1040447.032043 nChanged 0 SP:Iteration 68F (934.845327 sec): 3 clusters Score: Raw -1043437.027805 + Penalty 2989.995762 = -1040447.032043 nChanged 0 Trying to split cluster 16 (5941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (934.874434 sec): 2 clusters Score: Raw -564282.634353 + Penalty 1412.065322 = -562870.569032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (934.929780 sec): 3 clusters Score: Raw -561080.824867 + Penalty 2824.130643 = -558256.694224 nChanged 2469 SP:Iteration 1F (934.980739 sec): 3 clusters Score: Raw -562489.291041 + Penalty 2824.130643 = -559665.160398 nChanged 468 SP:Iteration 2F (935.032384 sec): 3 clusters Score: Raw -562781.576734 + Penalty 2824.130643 = -559957.446091 nChanged 355 SP:Iteration 3F (935.088764 sec): 3 clusters Score: Raw -563024.460769 + Penalty 2824.130643 = -560200.330126 nChanged 322 SP:Iteration 4F (935.141541 sec): 3 clusters Score: Raw -563288.934640 + Penalty 2824.130643 = -560464.803997 nChanged 314 SP:Iteration 5F (935.200623 sec): 3 clusters Score: Raw -563588.729461 + Penalty 2824.130643 = -560764.598817 nChanged 355 SP:Iteration 6F (935.252450 sec): 3 clusters Score: Raw -563893.557432 + Penalty 2824.130643 = -561069.426789 nChanged 325 SP:Iteration 7F (935.312998 sec): 3 clusters Score: Raw -564184.275385 + Penalty 2824.130643 = -561360.144742 nChanged 309 SP:Iteration 8F (935.365484 sec): 3 clusters Score: Raw -564405.034637 + Penalty 2824.130643 = -561580.903994 nChanged 262 SP:Iteration 9Q (935.417774 sec): 3 clusters Score: Raw -564576.323762 + Penalty 2824.130643 = -561752.193118 nChanged 233 SP:Iteration 10Q (935.476614 sec): 3 clusters Score: Raw -564720.307283 + Penalty 2824.130643 = -561896.176640 nChanged 214 SP:Iteration 11Q (935.523521 sec): 3 clusters Score: Raw -564838.808983 + Penalty 2824.130643 = -562014.678340 nChanged 175 SP:Iteration 12Q (935.580576 sec): 3 clusters Score: Raw -564922.383150 + Penalty 2824.130643 = -562098.252507 nChanged 127 SP:Iteration 13Q (935.643297 sec): 3 clusters Score: Raw -564991.682266 + Penalty 2824.130643 = -562167.551623 nChanged 139 SP:Iteration 14Q (935.690299 sec): 3 clusters Score: Raw -565058.049727 + Penalty 2824.130643 = -562233.919083 nChanged 118 SP:Iteration 15Q (935.750592 sec): 3 clusters Score: Raw -565106.641697 + Penalty 2824.130643 = -562282.511054 nChanged 77 SP:Iteration 16Q (935.809860 sec): 3 clusters Score: Raw -565131.789711 + Penalty 2824.130643 = -562307.659068 nChanged 66 SP:Iteration 17Q (935.860678 sec): 3 clusters Score: Raw -565154.335562 + Penalty 2824.130643 = -562330.204919 nChanged 58 SP:Iteration 18Q (935.924611 sec): 3 clusters Score: Raw -565173.226749 + Penalty 2824.130643 = -562349.096105 nChanged 47 SP:Iteration 19Q (935.982984 sec): 3 clusters Score: Raw -565186.820531 + Penalty 2824.130643 = -562362.689887 nChanged 42 SP:Iteration 20F (936.028306 sec): 3 clusters Score: Raw -565198.244093 + Penalty 2824.130643 = -562374.113450 nChanged 36 SP:Iteration 21Q (936.085648 sec): 3 clusters Score: Raw -565210.402394 + Penalty 2824.130643 = -562386.271751 nChanged 42 SP:Iteration 22Q (936.142393 sec): 3 clusters Score: Raw -565226.246613 + Penalty 2824.130643 = -562402.115970 nChanged 46 SP:Iteration 23Q (936.205517 sec): 3 clusters Score: Raw -565247.245648 + Penalty 2824.130643 = -562423.115005 nChanged 54 SP:Iteration 24Q (936.266188 sec): 3 clusters Score: Raw -565270.633174 + Penalty 2824.130643 = -562446.502530 nChanged 49 SP:Iteration 25Q (936.312308 sec): 3 clusters Score: Raw -565290.313313 + Penalty 2824.130643 = -562466.182670 nChanged 46 SP:Iteration 26Q (936.366981 sec): 3 clusters Score: Raw -565311.728886 + Penalty 2824.130643 = -562487.598243 nChanged 53 SP:Iteration 27Q (936.429496 sec): 3 clusters Score: Raw -565334.199567 + Penalty 2824.130643 = -562510.068923 nChanged 62 SP:Iteration 28Q (936.484089 sec): 3 clusters Score: Raw -565360.858546 + Penalty 2824.130643 = -562536.727903 nChanged 54 SP:Iteration 29Q (936.528141 sec): 3 clusters Score: Raw -565386.773959 + Penalty 2824.130643 = -562562.643316 nChanged 39 SP:Iteration 30Q (936.592575 sec): 3 clusters Score: Raw -565406.317204 + Penalty 2824.130643 = -562582.186560 nChanged 44 SP:Iteration 31Q (936.646905 sec): 3 clusters Score: Raw -565428.295868 + Penalty 2824.130643 = -562604.165225 nChanged 45 SP:Iteration 32Q (936.705377 sec): 3 clusters Score: Raw -565449.764710 + Penalty 2824.130643 = -562625.634067 nChanged 42 SP:Iteration 33Q (936.760394 sec): 3 clusters Score: Raw -565469.141594 + Penalty 2824.130643 = -562645.010951 nChanged 42 SP:Iteration 34Q (936.809195 sec): 3 clusters Score: Raw -565488.789420 + Penalty 2824.130643 = -562664.658777 nChanged 36 SP:Iteration 35Q (936.865244 sec): 3 clusters Score: Raw -565503.045879 + Penalty 2824.130643 = -562678.915236 nChanged 29 SP:Iteration 36Q (936.913383 sec): 3 clusters Score: Raw -565512.409021 + Penalty 2824.130643 = -562688.278378 nChanged 31 SP:Iteration 37Q (936.973841 sec): 3 clusters Score: Raw -565524.082506 + Penalty 2824.130643 = -562699.951863 nChanged 28 SP:Iteration 38Q (937.037850 sec): 3 clusters Score: Raw -565536.802374 + Penalty 2824.130643 = -562712.671730 nChanged 31 SP:Iteration 39Q (937.091019 sec): 3 clusters Score: Raw -565549.885531 + Penalty 2824.130643 = -562725.754888 nChanged 29 SP:Iteration 40F (937.150622 sec): 3 clusters Score: Raw -565561.986758 + Penalty 2824.130643 = -562737.856115 nChanged 26 SP:Iteration 41Q (937.193765 sec): 3 clusters Score: Raw -565572.460651 + Penalty 2824.130643 = -562748.330007 nChanged 16 SP:Iteration 42Q (937.260370 sec): 3 clusters Score: Raw -565579.968715 + Penalty 2824.130643 = -562755.838072 nChanged 18 SP:Iteration 43Q (937.315172 sec): 3 clusters Score: Raw -565588.771798 + Penalty 2824.130643 = -562764.641155 nChanged 19 SP:Iteration 44Q (937.360617 sec): 3 clusters Score: Raw -565600.835274 + Penalty 2824.130643 = -562776.704631 nChanged 21 SP:Iteration 45Q (937.427747 sec): 3 clusters Score: Raw -565612.854896 + Penalty 2824.130643 = -562788.724253 nChanged 20 SP:Iteration 46Q (937.473855 sec): 3 clusters Score: Raw -565625.347930 + Penalty 2824.130643 = -562801.217287 nChanged 20 SP:Iteration 47Q (937.533142 sec): 3 clusters Score: Raw -565635.826291 + Penalty 2824.130643 = -562811.695648 nChanged 10 SP:Iteration 48Q (937.597293 sec): 3 clusters Score: Raw -565641.056860 + Penalty 2824.130643 = -562816.926216 nChanged 9 SP:Iteration 49Q (937.642001 sec): 3 clusters Score: Raw -565644.006881 + Penalty 2824.130643 = -562819.876238 nChanged 8 SP:Iteration 50Q (937.696633 sec): 3 clusters Score: Raw -565649.602377 + Penalty 2824.130643 = -562825.471733 nChanged 5 SP:Iteration 51Q (937.756952 sec): 3 clusters Score: Raw -565652.395387 + Penalty 2824.130643 = -562828.264744 nChanged 5 SP:Iteration 52Q (937.811218 sec): 3 clusters Score: Raw -565653.725289 + Penalty 2824.130643 = -562829.594646 nChanged 3 SP:Iteration 53Q (937.873314 sec): 3 clusters Score: Raw -565654.428741 + Penalty 2824.130643 = -562830.298098 nChanged 5 SP:Iteration 54Q (937.919075 sec): 3 clusters Score: Raw -565655.239281 + Penalty 2824.130643 = -562831.108638 nChanged 2 SP:Iteration 55Q (937.974599 sec): 3 clusters Score: Raw -565655.794325 + Penalty 2824.130643 = -562831.663682 nChanged 1 SP:Iteration 56Q (938.028960 sec): 3 clusters Score: Raw -565655.843593 + Penalty 2824.130643 = -562831.712949 nChanged 0 SP:Iteration 57F (938.094028 sec): 3 clusters Score: Raw -565655.843593 + Penalty 2824.130643 = -562831.712949 nChanged 0 Trying to split cluster 17 (5590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (938.112932 sec): 2 clusters Score: Raw -565320.004610 + Penalty 1402.169367 = -563917.835243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (938.167016 sec): 3 clusters Score: Raw -562327.874536 + Penalty 2804.338734 = -559523.535802 nChanged 2308 SP:Iteration 1F (938.220516 sec): 3 clusters Score: Raw -563662.503531 + Penalty 2804.338734 = -560858.164797 nChanged 441 SP:Iteration 2F (938.281855 sec): 3 clusters Score: Raw -563921.548920 + Penalty 2804.338734 = -561117.210186 nChanged 346 SP:Iteration 3F (938.343721 sec): 3 clusters Score: Raw -564139.928246 + Penalty 2804.338734 = -561335.589512 nChanged 344 SP:Iteration 4F (938.396490 sec): 3 clusters Score: Raw -564387.937043 + Penalty 2804.338734 = -561583.598309 nChanged 299 SP:Iteration 5F (938.449583 sec): 3 clusters Score: Raw -564604.525625 + Penalty 2804.338734 = -561800.186891 nChanged 270 SP:Iteration 6Q (938.514939 sec): 3 clusters Score: Raw -564807.834192 + Penalty 2804.338734 = -562003.495458 nChanged 241 SP:Iteration 7Q (938.559293 sec): 3 clusters Score: Raw -564978.250478 + Penalty 2804.338734 = -562173.911744 nChanged 214 SP:Iteration 8Q (938.615936 sec): 3 clusters Score: Raw -565114.810968 + Penalty 2804.338734 = -562310.472234 nChanged 175 SP:Iteration 9Q (938.674581 sec): 3 clusters Score: Raw -565215.913024 + Penalty 2804.338734 = -562411.574290 nChanged 134 SP:Iteration 10Q (938.734119 sec): 3 clusters Score: Raw -565285.851155 + Penalty 2804.338734 = -562481.512421 nChanged 124 SP:Iteration 11Q (938.781692 sec): 3 clusters Score: Raw -565353.335105 + Penalty 2804.338734 = -562548.996371 nChanged 108 SP:Iteration 12Q (938.840201 sec): 3 clusters Score: Raw -565415.903509 + Penalty 2804.338734 = -562611.564775 nChanged 101 SP:Iteration 13Q (938.889829 sec): 3 clusters Score: Raw -565472.294647 + Penalty 2804.338734 = -562667.955913 nChanged 89 SP:Iteration 14Q (938.955622 sec): 3 clusters Score: Raw -565523.538094 + Penalty 2804.338734 = -562719.199360 nChanged 85 SP:Iteration 15Q (939.007291 sec): 3 clusters Score: Raw -565567.454070 + Penalty 2804.338734 = -562763.115336 nChanged 80 SP:Iteration 16Q (939.065414 sec): 3 clusters Score: Raw -565600.877830 + Penalty 2804.338734 = -562796.539096 nChanged 75 SP:Iteration 17Q (939.110794 sec): 3 clusters Score: Raw -565636.158239 + Penalty 2804.338734 = -562831.819505 nChanged 75 SP:Iteration 18Q (939.172195 sec): 3 clusters Score: Raw -565666.698371 + Penalty 2804.338734 = -562862.359637 nChanged 71 SP:Iteration 19Q (939.225969 sec): 3 clusters Score: Raw -565695.180715 + Penalty 2804.338734 = -562890.841981 nChanged 52 SP:Iteration 20F (939.267554 sec): 3 clusters Score: Raw -565721.104592 + Penalty 2804.338734 = -562916.765858 nChanged 58 SP:Iteration 21Q (939.329867 sec): 3 clusters Score: Raw -565743.910391 + Penalty 2804.338734 = -562939.571657 nChanged 47 SP:Iteration 22Q (939.385251 sec): 3 clusters Score: Raw -565764.400444 + Penalty 2804.338734 = -562960.061710 nChanged 41 SP:Iteration 23Q (939.436005 sec): 3 clusters Score: Raw -565780.416648 + Penalty 2804.338734 = -562976.077914 nChanged 54 SP:Iteration 24Q (939.485723 sec): 3 clusters Score: Raw -565801.919180 + Penalty 2804.338734 = -562997.580446 nChanged 45 SP:Iteration 25Q (939.540149 sec): 3 clusters Score: Raw -565818.750694 + Penalty 2804.338734 = -563014.411960 nChanged 33 SP:Iteration 26Q (939.583614 sec): 3 clusters Score: Raw -565830.334145 + Penalty 2804.338734 = -563025.995411 nChanged 27 SP:Iteration 27Q (939.641453 sec): 3 clusters Score: Raw -565837.507211 + Penalty 2804.338734 = -563033.168477 nChanged 20 SP:Iteration 28Q (939.692850 sec): 3 clusters Score: Raw -565842.614968 + Penalty 2804.338734 = -563038.276234 nChanged 18 SP:Iteration 29Q (939.748555 sec): 3 clusters Score: Raw -565848.411455 + Penalty 2804.338734 = -563044.072721 nChanged 20 SP:Iteration 30Q (939.791226 sec): 3 clusters Score: Raw -565853.345785 + Penalty 2804.338734 = -563049.007051 nChanged 16 SP:Iteration 31Q (939.847294 sec): 3 clusters Score: Raw -565856.358558 + Penalty 2804.338734 = -563052.019824 nChanged 11 SP:Iteration 32Q (939.901880 sec): 3 clusters Score: Raw -565858.810138 + Penalty 2804.338734 = -563054.471404 nChanged 7 SP:Iteration 33Q (939.953696 sec): 3 clusters Score: Raw -565859.546386 + Penalty 2804.338734 = -563055.207652 nChanged 3 SP:Iteration 34Q (940.016082 sec): 3 clusters Score: Raw -565859.795510 + Penalty 2804.338734 = -563055.456776 nChanged 2 SP:Iteration 35Q (940.068911 sec): 3 clusters Score: Raw -565860.031914 + Penalty 2804.338734 = -563055.693180 nChanged 0 SP:Iteration 36F (940.126815 sec): 3 clusters Score: Raw -565860.031914 + Penalty 2804.338734 = -563055.693180 nChanged 0 Trying to split cluster 18 (27858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (940.190510 sec): 2 clusters Score: Raw -3041226.913026 + Penalty 1663.167262 = -3039563.745764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (940.276216 sec): 3 clusters Score: Raw -3024061.368615 + Penalty 3326.334524 = -3020735.034091 nChanged 12859 SP:Iteration 1F (940.370049 sec): 3 clusters Score: Raw -3031586.553642 + Penalty 3326.334524 = -3028260.219118 nChanged 1645 SP:Iteration 2F (940.450318 sec): 3 clusters Score: Raw -3032443.474405 + Penalty 3326.334524 = -3029117.139881 nChanged 1767 SP:Iteration 3F (940.553575 sec): 3 clusters Score: Raw -3033556.521303 + Penalty 3326.334524 = -3030230.186779 nChanged 2000 SP:Iteration 4F (940.638564 sec): 3 clusters Score: Raw -3034978.702472 + Penalty 3326.334524 = -3031652.367948 nChanged 1942 SP:Iteration 5F (940.729990 sec): 3 clusters Score: Raw -3036388.774930 + Penalty 3326.334524 = -3033062.440407 nChanged 1777 SP:Iteration 6F (940.827390 sec): 3 clusters Score: Raw -3037686.300904 + Penalty 3326.334524 = -3034359.966380 nChanged 1506 SP:Iteration 7F (940.921164 sec): 3 clusters Score: Raw -3038792.788213 + Penalty 3326.334524 = -3035466.453689 nChanged 1208 SP:Iteration 8Q (941.017139 sec): 3 clusters Score: Raw -3039668.441613 + Penalty 3326.334524 = -3036342.107090 nChanged 924 SP:Iteration 9Q (941.101567 sec): 3 clusters Score: Raw -3040229.225675 + Penalty 3326.334524 = -3036902.891152 nChanged 622 SP:Iteration 10Q (941.193265 sec): 3 clusters Score: Raw -3040552.803261 + Penalty 3326.334524 = -3037226.468737 nChanged 476 SP:Iteration 11Q (941.289512 sec): 3 clusters Score: Raw -3040764.445712 + Penalty 3326.334524 = -3037438.111189 nChanged 351 SP:Iteration 12Q (941.375461 sec): 3 clusters Score: Raw -3040912.270325 + Penalty 3326.334524 = -3037585.935802 nChanged 298 SP:Iteration 13Q (941.473657 sec): 3 clusters Score: Raw -3041026.026250 + Penalty 3326.334524 = -3037699.691726 nChanged 270 SP:Iteration 14Q (941.567699 sec): 3 clusters Score: Raw -3041116.654907 + Penalty 3326.334524 = -3037790.320384 nChanged 224 SP:Iteration 15Q (941.653790 sec): 3 clusters Score: Raw -3041184.308502 + Penalty 3326.334524 = -3037857.973978 nChanged 217 SP:Iteration 16Q (941.753208 sec): 3 clusters Score: Raw -3041238.921531 + Penalty 3326.334524 = -3037912.587008 nChanged 181 SP:Iteration 17Q (941.840567 sec): 3 clusters Score: Raw -3041280.779111 + Penalty 3326.334524 = -3037954.444588 nChanged 154 SP:Iteration 18Q (941.924053 sec): 3 clusters Score: Raw -3041310.920329 + Penalty 3326.334524 = -3037984.585806 nChanged 139 SP:Iteration 19Q (942.015576 sec): 3 clusters Score: Raw -3041338.752069 + Penalty 3326.334524 = -3038012.417545 nChanged 139 SP:Iteration 20F (942.110527 sec): 3 clusters Score: Raw -3041366.260160 + Penalty 3326.334524 = -3038039.925636 nChanged 141 SP:Iteration 21Q (942.200802 sec): 3 clusters Score: Raw -3041389.396111 + Penalty 3326.334524 = -3038063.061587 nChanged 112 SP:Iteration 22Q (942.290958 sec): 3 clusters Score: Raw -3041407.141422 + Penalty 3326.334524 = -3038080.806899 nChanged 93 SP:Iteration 23Q (942.372051 sec): 3 clusters Score: Raw -3041419.265830 + Penalty 3326.334524 = -3038092.931306 nChanged 85 SP:Iteration 24Q (942.465319 sec): 3 clusters Score: Raw -3041430.401103 + Penalty 3326.334524 = -3038104.066579 nChanged 74 SP:Iteration 25Q (942.547439 sec): 3 clusters Score: Raw -3041440.651647 + Penalty 3326.334524 = -3038114.317124 nChanged 81 SP:Iteration 26Q (942.633579 sec): 3 clusters Score: Raw -3041451.334562 + Penalty 3326.334524 = -3038125.000038 nChanged 63 SP:Iteration 27Q (942.726006 sec): 3 clusters Score: Raw -3041459.451743 + Penalty 3326.334524 = -3038133.117219 nChanged 76 SP:Iteration 28Q (942.809931 sec): 3 clusters Score: Raw -3041470.006759 + Penalty 3326.334524 = -3038143.672235 nChanged 73 SP:Iteration 29Q (942.893900 sec): 3 clusters Score: Raw -3041480.732769 + Penalty 3326.334524 = -3038154.398246 nChanged 70 SP:Iteration 30Q (942.987362 sec): 3 clusters Score: Raw -3041490.876843 + Penalty 3326.334524 = -3038164.542320 nChanged 63 SP:Iteration 31Q (943.079015 sec): 3 clusters Score: Raw -3041499.902726 + Penalty 3326.334524 = -3038173.568202 nChanged 67 SP:Iteration 32Q (943.169582 sec): 3 clusters Score: Raw -3041509.824872 + Penalty 3326.334524 = -3038183.490349 nChanged 81 SP:Iteration 33Q (943.254822 sec): 3 clusters Score: Raw -3041521.514725 + Penalty 3326.334524 = -3038195.180201 nChanged 77 SP:Iteration 34Q (943.338797 sec): 3 clusters Score: Raw -3041532.996400 + Penalty 3326.334524 = -3038206.661876 nChanged 68 SP:Iteration 35Q (943.434266 sec): 3 clusters Score: Raw -3041542.468207 + Penalty 3326.334524 = -3038216.133683 nChanged 79 SP:Iteration 36Q (943.519054 sec): 3 clusters Score: Raw -3041553.964819 + Penalty 3326.334524 = -3038227.630295 nChanged 70 SP:Iteration 37Q (943.610184 sec): 3 clusters Score: Raw -3041563.707708 + Penalty 3326.334524 = -3038237.373185 nChanged 64 SP:Iteration 38Q (943.685962 sec): 3 clusters Score: Raw -3041572.735830 + Penalty 3326.334524 = -3038246.401306 nChanged 58 SP:Iteration 39Q (943.782897 sec): 3 clusters Score: Raw -3041580.153583 + Penalty 3326.334524 = -3038253.819060 nChanged 49 SP:Iteration 40F (943.872948 sec): 3 clusters Score: Raw -3041585.534439 + Penalty 3326.334524 = -3038259.199915 nChanged 43 SP:Iteration 41Q (943.961227 sec): 3 clusters Score: Raw -3041592.451424 + Penalty 3326.334524 = -3038266.116901 nChanged 51 SP:Iteration 42Q (944.051716 sec): 3 clusters Score: Raw -3041601.668881 + Penalty 3326.334524 = -3038275.334357 nChanged 48 SP:Iteration 43Q (944.132257 sec): 3 clusters Score: Raw -3041608.515375 + Penalty 3326.334524 = -3038282.180852 nChanged 48 SP:Iteration 44Q (944.217129 sec): 3 clusters Score: Raw -3041615.243991 + Penalty 3326.334524 = -3038288.909467 nChanged 47 SP:Iteration 45Q (944.304996 sec): 3 clusters Score: Raw -3041622.186178 + Penalty 3326.334524 = -3038295.851655 nChanged 48 SP:Iteration 46Q (944.384229 sec): 3 clusters Score: Raw -3041629.411614 + Penalty 3326.334524 = -3038303.077090 nChanged 36 SP:Iteration 47Q (944.469075 sec): 3 clusters Score: Raw -3041634.167794 + Penalty 3326.334524 = -3038307.833270 nChanged 44 SP:Iteration 48Q (944.556527 sec): 3 clusters Score: Raw -3041640.817174 + Penalty 3326.334524 = -3038314.482651 nChanged 47 SP:Iteration 49Q (944.648737 sec): 3 clusters Score: Raw -3041647.798753 + Penalty 3326.334524 = -3038321.464229 nChanged 51 SP:Iteration 50Q (944.734145 sec): 3 clusters Score: Raw -3041655.773023 + Penalty 3326.334524 = -3038329.438500 nChanged 49 SP:Iteration 51Q (944.822607 sec): 3 clusters Score: Raw -3041661.349936 + Penalty 3326.334524 = -3038335.015413 nChanged 47 SP:Iteration 52Q (944.906644 sec): 3 clusters Score: Raw -3041667.438638 + Penalty 3326.334524 = -3038341.104115 nChanged 47 SP:Iteration 53Q (944.998552 sec): 3 clusters Score: Raw -3041672.977307 + Penalty 3326.334524 = -3038346.642783 nChanged 34 SP:Iteration 54Q (945.089689 sec): 3 clusters Score: Raw -3041676.891523 + Penalty 3326.334524 = -3038350.557000 nChanged 48 SP:Iteration 55Q (945.171310 sec): 3 clusters Score: Raw -3041682.753515 + Penalty 3326.334524 = -3038356.418991 nChanged 45 SP:Iteration 56Q (945.263502 sec): 3 clusters Score: Raw -3041688.466917 + Penalty 3326.334524 = -3038362.132393 nChanged 35 SP:Iteration 57Q (945.350994 sec): 3 clusters Score: Raw -3041692.663404 + Penalty 3326.334524 = -3038366.328880 nChanged 37 SP:Iteration 58Q (945.439353 sec): 3 clusters Score: Raw -3041697.454917 + Penalty 3326.334524 = -3038371.120394 nChanged 33 SP:Iteration 59Q (945.524204 sec): 3 clusters Score: Raw -3041701.182423 + Penalty 3326.334524 = -3038374.847899 nChanged 26 SP:Iteration 60F (945.617016 sec): 3 clusters Score: Raw -3041703.866360 + Penalty 3326.334524 = -3038377.531836 nChanged 31 SP:Iteration 61Q (945.704053 sec): 3 clusters Score: Raw -3041707.495769 + Penalty 3326.334524 = -3038381.161245 nChanged 33 SP:Iteration 62Q (945.781157 sec): 3 clusters Score: Raw -3041712.187616 + Penalty 3326.334524 = -3038385.853092 nChanged 38 SP:Iteration 63Q (945.865328 sec): 3 clusters Score: Raw -3041717.689630 + Penalty 3326.334524 = -3038391.355107 nChanged 34 SP:Iteration 64Q (945.958024 sec): 3 clusters Score: Raw -3041723.005749 + Penalty 3326.334524 = -3038396.671225 nChanged 45 SP:Iteration 65Q (946.049639 sec): 3 clusters Score: Raw -3041728.444473 + Penalty 3326.334524 = -3038402.109949 nChanged 42 SP:Iteration 66Q (946.136980 sec): 3 clusters Score: Raw -3041733.875132 + Penalty 3326.334524 = -3038407.540608 nChanged 37 SP:Iteration 67Q (946.215258 sec): 3 clusters Score: Raw -3041737.644850 + Penalty 3326.334524 = -3038411.310326 nChanged 23 SP:Iteration 68Q (946.307497 sec): 3 clusters Score: Raw -3041739.817484 + Penalty 3326.334524 = -3038413.482961 nChanged 24 SP:Iteration 69Q (946.397665 sec): 3 clusters Score: Raw -3041742.897537 + Penalty 3326.334524 = -3038416.563013 nChanged 27 SP:Iteration 70Q (946.468645 sec): 3 clusters Score: Raw -3041746.679620 + Penalty 3326.334524 = -3038420.345096 nChanged 24 SP:Iteration 71Q (946.559101 sec): 3 clusters Score: Raw -3041749.723443 + Penalty 3326.334524 = -3038423.388920 nChanged 30 SP:Iteration 72Q (946.644744 sec): 3 clusters Score: Raw -3041753.476721 + Penalty 3326.334524 = -3038427.142197 nChanged 29 SP:Iteration 73Q (946.730974 sec): 3 clusters Score: Raw -3041756.863765 + Penalty 3326.334524 = -3038430.529242 nChanged 24 SP:Iteration 74Q (946.820215 sec): 3 clusters Score: Raw -3041759.125990 + Penalty 3326.334524 = -3038432.791466 nChanged 16 SP:Iteration 75Q (946.893183 sec): 3 clusters Score: Raw -3041761.366759 + Penalty 3326.334524 = -3038435.032235 nChanged 17 SP:Iteration 76Q (946.977087 sec): 3 clusters Score: Raw -3041764.693954 + Penalty 3326.334524 = -3038438.359431 nChanged 27 SP:Iteration 77Q (947.056494 sec): 3 clusters Score: Raw -3041768.542932 + Penalty 3326.334524 = -3038442.208408 nChanged 31 SP:Iteration 78Q (947.141840 sec): 3 clusters Score: Raw -3041773.246333 + Penalty 3326.334524 = -3038446.911810 nChanged 34 SP:Iteration 79Q (947.232931 sec): 3 clusters Score: Raw -3041778.186078 + Penalty 3326.334524 = -3038451.851555 nChanged 26 SP:Iteration 80F (947.325806 sec): 3 clusters Score: Raw -3041782.054301 + Penalty 3326.334524 = -3038455.719777 nChanged 27 SP:Iteration 81Q (947.408582 sec): 3 clusters Score: Raw -3041786.602666 + Penalty 3326.334524 = -3038460.268142 nChanged 29 SP:Iteration 82Q (947.497825 sec): 3 clusters Score: Raw -3041790.640835 + Penalty 3326.334524 = -3038464.306311 nChanged 28 SP:Iteration 83Q (947.576855 sec): 3 clusters Score: Raw -3041795.270519 + Penalty 3326.334524 = -3038468.935995 nChanged 27 SP:Iteration 84Q (947.664613 sec): 3 clusters Score: Raw -3041798.843950 + Penalty 3326.334524 = -3038472.509427 nChanged 23 SP:Iteration 85Q (947.746538 sec): 3 clusters Score: Raw -3041801.755878 + Penalty 3326.334524 = -3038475.421355 nChanged 21 SP:Iteration 86Q (947.831047 sec): 3 clusters Score: Raw -3041804.020448 + Penalty 3326.334524 = -3038477.685924 nChanged 18 SP:Iteration 87Q (947.916435 sec): 3 clusters Score: Raw -3041806.002935 + Penalty 3326.334524 = -3038479.668412 nChanged 19 SP:Iteration 88Q (947.991137 sec): 3 clusters Score: Raw -3041808.099504 + Penalty 3326.334524 = -3038481.764981 nChanged 14 SP:Iteration 89Q (948.077773 sec): 3 clusters Score: Raw -3041810.007428 + Penalty 3326.334524 = -3038483.672904 nChanged 16 SP:Iteration 90Q (948.162350 sec): 3 clusters Score: Raw -3041811.432795 + Penalty 3326.334524 = -3038485.098271 nChanged 13 SP:Iteration 91Q (948.253064 sec): 3 clusters Score: Raw -3041813.003452 + Penalty 3326.334524 = -3038486.668929 nChanged 15 SP:Iteration 92Q (948.329441 sec): 3 clusters Score: Raw -3041814.645021 + Penalty 3326.334524 = -3038488.310497 nChanged 13 SP:Iteration 93Q (948.408839 sec): 3 clusters Score: Raw -3041815.762097 + Penalty 3326.334524 = -3038489.427574 nChanged 11 SP:Iteration 94Q (948.496408 sec): 3 clusters Score: Raw -3041817.366737 + Penalty 3326.334524 = -3038491.032214 nChanged 8 SP:Iteration 95Q (948.581494 sec): 3 clusters Score: Raw -3041818.190458 + Penalty 3326.334524 = -3038491.855934 nChanged 11 SP:Iteration 96Q (948.669676 sec): 3 clusters Score: Raw -3041819.100004 + Penalty 3326.334524 = -3038492.765480 nChanged 6 SP:Iteration 97Q (948.750945 sec): 3 clusters Score: Raw -3041819.718446 + Penalty 3326.334524 = -3038493.383923 nChanged 6 SP:Iteration 98Q (948.836728 sec): 3 clusters Score: Raw -3041820.201438 + Penalty 3326.334524 = -3038493.866914 nChanged 6 SP:Iteration 99Q (948.911993 sec): 3 clusters Score: Raw -3041820.704800 + Penalty 3326.334524 = -3038494.370276 nChanged 10 SP:Iteration 100F (949.013369 sec): 3 clusters Score: Raw -3041821.625547 + Penalty 3326.334524 = -3038495.291023 nChanged 8 SP:Iteration 101Q (949.092792 sec): 3 clusters Score: Raw -3041822.261102 + Penalty 3326.334524 = -3038495.926579 nChanged 8 SP:Iteration 102Q (949.179207 sec): 3 clusters Score: Raw -3041823.042421 + Penalty 3326.334524 = -3038496.707897 nChanged 11 SP:Iteration 103Q (949.257604 sec): 3 clusters Score: Raw -3041823.944590 + Penalty 3326.334524 = -3038497.610067 nChanged 10 SP:Iteration 104Q (949.346712 sec): 3 clusters Score: Raw -3041825.042546 + Penalty 3326.334524 = -3038498.708022 nChanged 9 SP:Iteration 105Q (949.432830 sec): 3 clusters Score: Raw -3041825.944813 + Penalty 3326.334524 = -3038499.610290 nChanged 11 SP:Iteration 106Q (949.523799 sec): 3 clusters Score: Raw -3041827.021749 + Penalty 3326.334524 = -3038500.687225 nChanged 8 SP:Iteration 107Q (949.608998 sec): 3 clusters Score: Raw -3041827.930252 + Penalty 3326.334524 = -3038501.595728 nChanged 5 SP:Iteration 108Q (949.684572 sec): 3 clusters Score: Raw -3041828.253273 + Penalty 3326.334524 = -3038501.918750 nChanged 3 SP:Iteration 109Q (949.778988 sec): 3 clusters Score: Raw -3041828.430882 + Penalty 3326.334524 = -3038502.096358 nChanged 2 SP:Iteration 110Q (949.861383 sec): 3 clusters Score: Raw -3041828.626939 + Penalty 3326.334524 = -3038502.292415 nChanged 3 SP:Iteration 111Q (949.942773 sec): 3 clusters Score: Raw -3041828.999329 + Penalty 3326.334524 = -3038502.664806 nChanged 1 SP:Iteration 112Q (950.030438 sec): 3 clusters Score: Raw -3041829.130414 + Penalty 3326.334524 = -3038502.795891 nChanged 1 SP:Iteration 113Q (950.114710 sec): 3 clusters Score: Raw -3041829.176382 + Penalty 3326.334524 = -3038502.841858 nChanged 0 SP:Iteration 114F (950.207755 sec): 3 clusters Score: Raw -3041829.176382 + Penalty 3326.334524 = -3038502.841858 nChanged 0 Trying to split cluster 19 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (950.234911 sec): 2 clusters Score: Raw -29056.338647 + Penalty 950.982903 = -28105.355744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (950.277816 sec): 3 clusters Score: Raw -29121.620963 + Penalty 1901.965806 = -27219.655157 nChanged 73 SP:Iteration 1F (950.326631 sec): 3 clusters Score: Raw -29244.689742 + Penalty 1901.965806 = -27342.723936 nChanged 18 SP:Iteration 2F (950.369921 sec): 3 clusters Score: Raw -29303.446424 + Penalty 1901.965806 = -27401.480618 nChanged 9 SP:Iteration 3Q (950.411079 sec): 3 clusters Score: Raw -29338.998778 + Penalty 1901.965806 = -27437.032972 nChanged 6 SP:Iteration 4Q (950.450513 sec): 3 clusters Score: Raw -29357.543605 + Penalty 1901.965806 = -27455.577799 nChanged 5 SP:Iteration 5Q (950.500659 sec): 3 clusters Score: Raw -29367.603380 + Penalty 1901.965806 = -27465.637574 nChanged 2 SP:Iteration 6Q (950.542629 sec): 3 clusters Score: Raw -29386.915044 + Penalty 1901.965806 = -27484.949238 nChanged 2 SP:Iteration 7Q (950.583712 sec): 3 clusters Score: Raw -29390.697595 + Penalty 1901.965806 = -27488.731789 nChanged 0 SP:Iteration 8F (950.632752 sec): 3 clusters Score: Raw -29390.697595 + Penalty 1901.965806 = -27488.731789 nChanged 0 Trying to split cluster 20 (4492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (950.662153 sec): 2 clusters Score: Raw -438286.559302 + Penalty 1366.633664 = -436919.925638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (950.722772 sec): 3 clusters Score: Raw -436023.225959 + Penalty 2733.267328 = -433289.958632 nChanged 1783 SP:Iteration 1F (950.767025 sec): 3 clusters Score: Raw -437163.100713 + Penalty 2733.267328 = -434429.833386 nChanged 388 SP:Iteration 2F (950.816438 sec): 3 clusters Score: Raw -437394.776058 + Penalty 2733.267328 = -434661.508730 nChanged 268 SP:Iteration 3F (950.880127 sec): 3 clusters Score: Raw -437572.365570 + Penalty 2733.267328 = -434839.098242 nChanged 230 SP:Iteration 4F (950.923356 sec): 3 clusters Score: Raw -437730.727545 + Penalty 2733.267328 = -434997.460217 nChanged 210 SP:Iteration 5Q (950.980761 sec): 3 clusters Score: Raw -437865.200968 + Penalty 2733.267328 = -435131.933640 nChanged 184 SP:Iteration 6Q (951.030455 sec): 3 clusters Score: Raw -437960.811115 + Penalty 2733.267328 = -435227.543787 nChanged 117 SP:Iteration 7Q (951.081548 sec): 3 clusters Score: Raw -438016.717303 + Penalty 2733.267328 = -435283.449975 nChanged 108 SP:Iteration 8Q (951.126100 sec): 3 clusters Score: Raw -438066.954109 + Penalty 2733.267328 = -435333.686781 nChanged 97 SP:Iteration 9Q (951.181142 sec): 3 clusters Score: Raw -438108.639727 + Penalty 2733.267328 = -435375.372400 nChanged 81 SP:Iteration 10Q (951.238219 sec): 3 clusters Score: Raw -438148.547440 + Penalty 2733.267328 = -435415.280112 nChanged 74 SP:Iteration 11Q (951.288322 sec): 3 clusters Score: Raw -438180.091073 + Penalty 2733.267328 = -435446.823745 nChanged 70 SP:Iteration 12Q (951.326910 sec): 3 clusters Score: Raw -438210.912823 + Penalty 2733.267328 = -435477.645495 nChanged 60 SP:Iteration 13Q (951.382975 sec): 3 clusters Score: Raw -438233.811686 + Penalty 2733.267328 = -435500.544358 nChanged 55 SP:Iteration 14Q (951.441696 sec): 3 clusters Score: Raw -438257.494895 + Penalty 2733.267328 = -435524.227567 nChanged 33 SP:Iteration 15Q (951.496279 sec): 3 clusters Score: Raw -438267.595594 + Penalty 2733.267328 = -435534.328266 nChanged 24 SP:Iteration 16Q (951.549367 sec): 3 clusters Score: Raw -438275.621539 + Penalty 2733.267328 = -435542.354211 nChanged 16 SP:Iteration 17Q (951.595250 sec): 3 clusters Score: Raw -438278.976276 + Penalty 2733.267328 = -435545.708948 nChanged 14 SP:Iteration 18Q (951.644949 sec): 3 clusters Score: Raw -438281.139297 + Penalty 2733.267328 = -435547.871969 nChanged 11 SP:Iteration 19Q (951.699660 sec): 3 clusters Score: Raw -438283.139153 + Penalty 2733.267328 = -435549.871825 nChanged 7 SP:Iteration 20F (951.760063 sec): 3 clusters Score: Raw -438285.003734 + Penalty 2733.267328 = -435551.736406 nChanged 6 SP:Iteration 21Q (951.804709 sec): 3 clusters Score: Raw -438286.467511 + Penalty 2733.267328 = -435553.200183 nChanged 9 SP:Iteration 22Q (951.858032 sec): 3 clusters Score: Raw -438288.798923 + Penalty 2733.267328 = -435555.531595 nChanged 8 SP:Iteration 23Q (951.913907 sec): 3 clusters Score: Raw -438291.723827 + Penalty 2733.267328 = -435558.456500 nChanged 16 SP:Iteration 24Q (951.961845 sec): 3 clusters Score: Raw -438296.516118 + Penalty 2733.267328 = -435563.248791 nChanged 13 SP:Iteration 25Q (952.022574 sec): 3 clusters Score: Raw -438301.596026 + Penalty 2733.267328 = -435568.328698 nChanged 14 SP:Iteration 26Q (952.076150 sec): 3 clusters Score: Raw -438304.085146 + Penalty 2733.267328 = -435570.817819 nChanged 6 SP:Iteration 27Q (952.125883 sec): 3 clusters Score: Raw -438305.507423 + Penalty 2733.267328 = -435572.240096 nChanged 5 SP:Iteration 28Q (952.183470 sec): 3 clusters Score: Raw -438307.001167 + Penalty 2733.267328 = -435573.733840 nChanged 2 SP:Iteration 29Q (952.225686 sec): 3 clusters Score: Raw -438307.357735 + Penalty 2733.267328 = -435574.090408 nChanged 3 SP:Iteration 30Q (952.279335 sec): 3 clusters Score: Raw -438308.387154 + Penalty 2733.267328 = -435575.119827 nChanged 5 SP:Iteration 31Q (952.330045 sec): 3 clusters Score: Raw -438309.353966 + Penalty 2733.267328 = -435576.086638 nChanged 1 SP:Iteration 32Q (952.380643 sec): 3 clusters Score: Raw -438309.975676 + Penalty 2733.267328 = -435576.708348 nChanged 3 SP:Iteration 33Q (952.432980 sec): 3 clusters Score: Raw -438310.701639 + Penalty 2733.267328 = -435577.434312 nChanged 3 SP:Iteration 34Q (952.479800 sec): 3 clusters Score: Raw -438311.387099 + Penalty 2733.267328 = -435578.119772 nChanged 1 SP:Iteration 35Q (952.533808 sec): 3 clusters Score: Raw -438311.450237 + Penalty 2733.267328 = -435578.182910 nChanged 0 SP:Iteration 36F (952.586224 sec): 3 clusters Score: Raw -438311.450237 + Penalty 2733.267328 = -435578.182910 nChanged 0 Trying to split cluster 21 (11404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (952.629994 sec): 2 clusters Score: Raw -1203117.598688 + Penalty 1518.029411 = -1201599.569277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (952.683004 sec): 3 clusters Score: Raw -1196512.226613 + Penalty 3036.058821 = -1193476.167792 nChanged 5029 SP:Iteration 1F (952.751516 sec): 3 clusters Score: Raw -1199291.016264 + Penalty 3036.058821 = -1196254.957443 nChanged 731 SP:Iteration 2F (952.812495 sec): 3 clusters Score: Raw -1199654.780172 + Penalty 3036.058821 = -1196618.721350 nChanged 685 SP:Iteration 3F (952.877235 sec): 3 clusters Score: Raw -1200027.013778 + Penalty 3036.058821 = -1196990.954957 nChanged 692 SP:Iteration 4F (952.940267 sec): 3 clusters Score: Raw -1200448.130514 + Penalty 3036.058821 = -1197412.071692 nChanged 726 SP:Iteration 5F (953.013663 sec): 3 clusters Score: Raw -1200964.665840 + Penalty 3036.058821 = -1197928.607019 nChanged 731 SP:Iteration 6F (953.069860 sec): 3 clusters Score: Raw -1201595.608567 + Penalty 3036.058821 = -1198559.549746 nChanged 732 SP:Iteration 7F (953.138350 sec): 3 clusters Score: Raw -1202317.177312 + Penalty 3036.058821 = -1199281.118491 nChanged 609 SP:Iteration 8F (953.213258 sec): 3 clusters Score: Raw -1202884.400652 + Penalty 3036.058821 = -1199848.341831 nChanged 432 SP:Iteration 9Q (953.274215 sec): 3 clusters Score: Raw -1203253.442526 + Penalty 3036.058821 = -1200217.383705 nChanged 331 SP:Iteration 10Q (953.345279 sec): 3 clusters Score: Raw -1203475.717446 + Penalty 3036.058821 = -1200439.658625 nChanged 195 SP:Iteration 11Q (953.406245 sec): 3 clusters Score: Raw -1203594.504902 + Penalty 3036.058821 = -1200558.446080 nChanged 121 SP:Iteration 12Q (953.476303 sec): 3 clusters Score: Raw -1203673.153308 + Penalty 3036.058821 = -1200637.094487 nChanged 105 SP:Iteration 13Q (953.542805 sec): 3 clusters Score: Raw -1203720.247029 + Penalty 3036.058821 = -1200684.188207 nChanged 93 SP:Iteration 14Q (953.603692 sec): 3 clusters Score: Raw -1203758.988788 + Penalty 3036.058821 = -1200722.929966 nChanged 81 SP:Iteration 15Q (953.657662 sec): 3 clusters Score: Raw -1203786.194041 + Penalty 3036.058821 = -1200750.135220 nChanged 58 SP:Iteration 16Q (953.719513 sec): 3 clusters Score: Raw -1203805.912580 + Penalty 3036.058821 = -1200769.853759 nChanged 46 SP:Iteration 17Q (953.785526 sec): 3 clusters Score: Raw -1203815.315285 + Penalty 3036.058821 = -1200779.256464 nChanged 23 SP:Iteration 18Q (953.859404 sec): 3 clusters Score: Raw -1203819.278241 + Penalty 3036.058821 = -1200783.219420 nChanged 17 SP:Iteration 19Q (953.922348 sec): 3 clusters Score: Raw -1203821.636727 + Penalty 3036.058821 = -1200785.577906 nChanged 6 SP:Iteration 20F (953.980188 sec): 3 clusters Score: Raw -1203822.229459 + Penalty 3036.058821 = -1200786.170638 nChanged 4 SP:Iteration 21Q (954.041294 sec): 3 clusters Score: Raw -1203822.608534 + Penalty 3036.058821 = -1200786.549713 nChanged 3 SP:Iteration 22Q (954.103526 sec): 3 clusters Score: Raw -1203823.197945 + Penalty 3036.058821 = -1200787.139124 nChanged 1 SP:Iteration 23Q (954.174373 sec): 3 clusters Score: Raw -1203823.344123 + Penalty 3036.058821 = -1200787.285301 nChanged 1 SP:Iteration 24Q (954.232525 sec): 3 clusters Score: Raw -1203823.459779 + Penalty 3036.058821 = -1200787.400958 nChanged 1 SP:Iteration 25Q (954.300574 sec): 3 clusters Score: Raw -1203823.591310 + Penalty 3036.058821 = -1200787.532489 nChanged 2 SP:Iteration 26Q (954.360829 sec): 3 clusters Score: Raw -1203823.961659 + Penalty 3036.058821 = -1200787.902838 nChanged 2 SP:Iteration 27Q (954.423160 sec): 3 clusters Score: Raw -1203824.282827 + Penalty 3036.058821 = -1200788.224005 nChanged 1 SP:Iteration 28Q (954.491480 sec): 3 clusters Score: Raw -1203824.433997 + Penalty 3036.058821 = -1200788.375175 nChanged 1 SP:Iteration 29Q (954.553548 sec): 3 clusters Score: Raw -1203824.509895 + Penalty 3036.058821 = -1200788.451074 nChanged 1 SP:Iteration 30Q (954.620849 sec): 3 clusters Score: Raw -1203824.798516 + Penalty 3036.058821 = -1200788.739694 nChanged 0 SP:Iteration 31F (954.680848 sec): 3 clusters Score: Raw -1203824.798516 + Penalty 3036.058821 = -1200788.739694 nChanged 0 Trying to split cluster 22 (28533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (954.743537 sec): 2 clusters Score: Raw -2975653.721891 + Penalty 1667.057696 = -2973986.664195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (954.841384 sec): 3 clusters Score: Raw -2958129.824168 + Penalty 3334.115392 = -2954795.708776 nChanged 13122 SP:Iteration 1F (954.934163 sec): 3 clusters Score: Raw -2965670.999879 + Penalty 3334.115392 = -2962336.884487 nChanged 1766 SP:Iteration 2F (955.017632 sec): 3 clusters Score: Raw -2966789.646734 + Penalty 3334.115392 = -2963455.531342 nChanged 1926 SP:Iteration 3F (955.109540 sec): 3 clusters Score: Raw -2968215.109276 + Penalty 3334.115392 = -2964880.993884 nChanged 2011 SP:Iteration 4F (955.201827 sec): 3 clusters Score: Raw -2969733.052164 + Penalty 3334.115392 = -2966398.936772 nChanged 1967 SP:Iteration 5F (955.288196 sec): 3 clusters Score: Raw -2971063.754179 + Penalty 3334.115392 = -2967729.638787 nChanged 1775 SP:Iteration 6F (955.387059 sec): 3 clusters Score: Raw -2972118.544077 + Penalty 3334.115392 = -2968784.428685 nChanged 1474 SP:Iteration 7F (955.476108 sec): 3 clusters Score: Raw -2972844.572402 + Penalty 3334.115392 = -2969510.457010 nChanged 1178 SP:Iteration 8Q (955.569760 sec): 3 clusters Score: Raw -2973285.773810 + Penalty 3334.115392 = -2969951.658418 nChanged 948 SP:Iteration 9Q (955.670506 sec): 3 clusters Score: Raw -2973601.187914 + Penalty 3334.115392 = -2970267.072522 nChanged 821 SP:Iteration 10Q (955.762105 sec): 3 clusters Score: Raw -2973946.404252 + Penalty 3334.115392 = -2970612.288860 nChanged 921 SP:Iteration 11Q (955.855296 sec): 3 clusters Score: Raw -2974440.704933 + Penalty 3334.115392 = -2971106.589541 nChanged 1083 SP:Iteration 12Q (955.950461 sec): 3 clusters Score: Raw -2975110.334072 + Penalty 3334.115392 = -2971776.218680 nChanged 1158 SP:Iteration 13Q (956.049337 sec): 3 clusters Score: Raw -2975812.438226 + Penalty 3334.115392 = -2972478.322834 nChanged 1006 SP:Iteration 14Q (956.145516 sec): 3 clusters Score: Raw -2976353.358766 + Penalty 3334.115392 = -2973019.243374 nChanged 795 SP:Iteration 15Q (956.229438 sec): 3 clusters Score: Raw -2976727.605495 + Penalty 3334.115392 = -2973393.490103 nChanged 613 SP:Iteration 16Q (956.325103 sec): 3 clusters Score: Raw -2976961.706653 + Penalty 3334.115392 = -2973627.591261 nChanged 493 SP:Iteration 17Q (956.419860 sec): 3 clusters Score: Raw -2977122.753448 + Penalty 3334.115392 = -2973788.638055 nChanged 404 SP:Iteration 18Q (956.519116 sec): 3 clusters Score: Raw -2977245.482473 + Penalty 3334.115392 = -2973911.367081 nChanged 354 SP:Iteration 19Q (956.612269 sec): 3 clusters Score: Raw -2977345.447111 + Penalty 3334.115392 = -2974011.331719 nChanged 306 SP:Iteration 20F (956.691257 sec): 3 clusters Score: Raw -2977425.084029 + Penalty 3334.115392 = -2974090.968637 nChanged 278 SP:Iteration 21Q (956.790557 sec): 3 clusters Score: Raw -2977490.033300 + Penalty 3334.115392 = -2974155.917908 nChanged 248 SP:Iteration 22Q (956.888633 sec): 3 clusters Score: Raw -2977536.764465 + Penalty 3334.115392 = -2974202.649073 nChanged 179 SP:Iteration 23Q (956.981794 sec): 3 clusters Score: Raw -2977564.161053 + Penalty 3334.115392 = -2974230.045660 nChanged 148 SP:Iteration 24Q (957.080991 sec): 3 clusters Score: Raw -2977586.245163 + Penalty 3334.115392 = -2974252.129771 nChanged 128 SP:Iteration 25Q (957.167347 sec): 3 clusters Score: Raw -2977605.914416 + Penalty 3334.115392 = -2974271.799024 nChanged 135 SP:Iteration 26Q (957.270585 sec): 3 clusters Score: Raw -2977632.264256 + Penalty 3334.115392 = -2974298.148864 nChanged 137 SP:Iteration 27Q (957.362538 sec): 3 clusters Score: Raw -2977662.408834 + Penalty 3334.115392 = -2974328.293442 nChanged 163 SP:Iteration 28Q (957.455389 sec): 3 clusters Score: Raw -2977701.289400 + Penalty 3334.115392 = -2974367.174008 nChanged 172 SP:Iteration 29Q (957.553681 sec): 3 clusters Score: Raw -2977737.691953 + Penalty 3334.115392 = -2974403.576561 nChanged 155 SP:Iteration 30Q (957.646471 sec): 3 clusters Score: Raw -2977767.153329 + Penalty 3334.115392 = -2974433.037937 nChanged 142 SP:Iteration 31Q (957.731005 sec): 3 clusters Score: Raw -2977790.504651 + Penalty 3334.115392 = -2974456.389259 nChanged 144 SP:Iteration 32Q (957.830538 sec): 3 clusters Score: Raw -2977816.021575 + Penalty 3334.115392 = -2974481.906183 nChanged 152 SP:Iteration 33Q (957.925226 sec): 3 clusters Score: Raw -2977840.567810 + Penalty 3334.115392 = -2974506.452418 nChanged 124 SP:Iteration 34Q (958.021697 sec): 3 clusters Score: Raw -2977855.494500 + Penalty 3334.115392 = -2974521.379108 nChanged 87 SP:Iteration 35Q (958.120049 sec): 3 clusters Score: Raw -2977864.686781 + Penalty 3334.115392 = -2974530.571388 nChanged 64 SP:Iteration 36Q (958.213042 sec): 3 clusters Score: Raw -2977869.920841 + Penalty 3334.115392 = -2974535.805449 nChanged 53 SP:Iteration 37Q (958.301861 sec): 3 clusters Score: Raw -2977873.796325 + Penalty 3334.115392 = -2974539.680933 nChanged 40 SP:Iteration 38Q (958.391158 sec): 3 clusters Score: Raw -2977877.044220 + Penalty 3334.115392 = -2974542.928828 nChanged 38 SP:Iteration 39Q (958.497315 sec): 3 clusters Score: Raw -2977880.250102 + Penalty 3334.115392 = -2974546.134710 nChanged 31 SP:Iteration 40F (958.579373 sec): 3 clusters Score: Raw -2977882.416251 + Penalty 3334.115392 = -2974548.300859 nChanged 36 SP:Iteration 41Q (958.678202 sec): 3 clusters Score: Raw -2977884.440895 + Penalty 3334.115392 = -2974550.325503 nChanged 23 SP:Iteration 42Q (958.757763 sec): 3 clusters Score: Raw -2977885.744901 + Penalty 3334.115392 = -2974551.629509 nChanged 18 SP:Iteration 43Q (958.849517 sec): 3 clusters Score: Raw -2977886.585756 + Penalty 3334.115392 = -2974552.470363 nChanged 17 SP:Iteration 44Q (958.948259 sec): 3 clusters Score: Raw -2977887.297808 + Penalty 3334.115392 = -2974553.182415 nChanged 17 SP:Iteration 45Q (959.039509 sec): 3 clusters Score: Raw -2977888.089816 + Penalty 3334.115392 = -2974553.974424 nChanged 20 SP:Iteration 46Q (959.138302 sec): 3 clusters Score: Raw -2977889.277125 + Penalty 3334.115392 = -2974555.161733 nChanged 18 SP:Iteration 47Q (959.221023 sec): 3 clusters Score: Raw -2977890.220919 + Penalty 3334.115392 = -2974556.105527 nChanged 18 SP:Iteration 48Q (959.315419 sec): 3 clusters Score: Raw -2977891.113025 + Penalty 3334.115392 = -2974556.997633 nChanged 10 SP:Iteration 49Q (959.404664 sec): 3 clusters Score: Raw -2977891.516300 + Penalty 3334.115392 = -2974557.400908 nChanged 8 SP:Iteration 50Q (959.510536 sec): 3 clusters Score: Raw -2977891.877870 + Penalty 3334.115392 = -2974557.762478 nChanged 9 SP:Iteration 51Q (959.599834 sec): 3 clusters Score: Raw -2977892.375415 + Penalty 3334.115392 = -2974558.260023 nChanged 9 SP:Iteration 52Q (959.688180 sec): 3 clusters Score: Raw -2977892.932725 + Penalty 3334.115392 = -2974558.817333 nChanged 14 SP:Iteration 53Q (959.778396 sec): 3 clusters Score: Raw -2977893.531430 + Penalty 3334.115392 = -2974559.416038 nChanged 10 SP:Iteration 54Q (959.877194 sec): 3 clusters Score: Raw -2977893.885078 + Penalty 3334.115392 = -2974559.769685 nChanged 11 SP:Iteration 55Q (959.972987 sec): 3 clusters Score: Raw -2977894.216886 + Penalty 3334.115392 = -2974560.101494 nChanged 7 SP:Iteration 56Q (960.067240 sec): 3 clusters Score: Raw -2977894.469015 + Penalty 3334.115392 = -2974560.353623 nChanged 5 SP:Iteration 57Q (960.158351 sec): 3 clusters Score: Raw -2977894.584669 + Penalty 3334.115392 = -2974560.469276 nChanged 7 SP:Iteration 58Q (960.255256 sec): 3 clusters Score: Raw -2977894.803096 + Penalty 3334.115392 = -2974560.687704 nChanged 6 SP:Iteration 59Q (960.352566 sec): 3 clusters Score: Raw -2977894.987858 + Penalty 3334.115392 = -2974560.872466 nChanged 0 SP:Iteration 60F (960.437929 sec): 3 clusters Score: Raw -2977894.987858 + Penalty 3334.115392 = -2974560.872466 nChanged 0 Score: Raw -50061145.308597 + Penalty 89457.076477 = -49971688.232120 Splitting cluster 22 changes total score from -49965610.908374 to -49971688.232120 So it's getting split into cluster 42. Trying to split cluster 23 (23477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (973.407910 sec): 2 clusters Score: Raw -2553004.858189 + Penalty 1635.363681 = -2551369.494508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (973.493091 sec): 3 clusters Score: Raw -2538756.024040 + Penalty 3270.727362 = -2535485.296679 nChanged 10635 SP:Iteration 1F (973.580744 sec): 3 clusters Score: Raw -2544548.420163 + Penalty 3270.727362 = -2541277.692801 nChanged 1155 SP:Iteration 2Q (973.667098 sec): 3 clusters Score: Raw -2544912.969256 + Penalty 3270.727362 = -2541642.241895 nChanged 1012 SP:Iteration 3Q (973.749165 sec): 3 clusters Score: Raw -2545241.921448 + Penalty 3270.727362 = -2541971.194087 nChanged 1010 SP:Iteration 4Q (973.836738 sec): 3 clusters Score: Raw -2545596.725893 + Penalty 3270.727362 = -2542325.998532 nChanged 950 SP:Iteration 5Q (973.932252 sec): 3 clusters Score: Raw -2545931.728856 + Penalty 3270.727362 = -2542661.001494 nChanged 976 SP:Iteration 6Q (974.016198 sec): 3 clusters Score: Raw -2546302.399982 + Penalty 3270.727362 = -2543031.672620 nChanged 1042 SP:Iteration 7Q (974.094587 sec): 3 clusters Score: Raw -2546756.344521 + Penalty 3270.727362 = -2543485.617160 nChanged 1141 SP:Iteration 8Q (974.187976 sec): 3 clusters Score: Raw -2547316.364718 + Penalty 3270.727362 = -2544045.637357 nChanged 1236 SP:Iteration 9F (974.275915 sec): 3 clusters Score: Raw -2547968.395065 + Penalty 3270.727362 = -2544697.667703 nChanged 1203 SP:Iteration 10F (974.360499 sec): 3 clusters Score: Raw -2548666.342584 + Penalty 3270.727362 = -2545395.615223 nChanged 1199 SP:Iteration 11F (974.435954 sec): 3 clusters Score: Raw -2549433.202730 + Penalty 3270.727362 = -2546162.475368 nChanged 1193 SP:Iteration 12F (974.524414 sec): 3 clusters Score: Raw -2550272.107860 + Penalty 3270.727362 = -2547001.380498 nChanged 1051 SP:Iteration 13Q (974.608489 sec): 3 clusters Score: Raw -2551046.317498 + Penalty 3270.727362 = -2547775.590136 nChanged 862 SP:Iteration 14Q (974.703948 sec): 3 clusters Score: Raw -2551741.802462 + Penalty 3270.727362 = -2548471.075100 nChanged 688 SP:Iteration 15Q (974.787847 sec): 3 clusters Score: Raw -2552321.105008 + Penalty 3270.727362 = -2549050.377646 nChanged 406 SP:Iteration 16Q (974.866618 sec): 3 clusters Score: Raw -2552672.262844 + Penalty 3270.727362 = -2549401.535482 nChanged 240 SP:Iteration 17Q (974.953020 sec): 3 clusters Score: Raw -2552898.352160 + Penalty 3270.727362 = -2549627.624798 nChanged 129 SP:Iteration 18Q (975.033399 sec): 3 clusters Score: Raw -2553020.599662 + Penalty 3270.727362 = -2549749.872300 nChanged 71 SP:Iteration 19Q (975.115886 sec): 3 clusters Score: Raw -2553098.260168 + Penalty 3270.727362 = -2549827.532806 nChanged 40 SP:Iteration 20F (975.193342 sec): 3 clusters Score: Raw -2553137.201631 + Penalty 3270.727362 = -2549866.474269 nChanged 24 SP:Iteration 21Q (975.280011 sec): 3 clusters Score: Raw -2553154.794224 + Penalty 3270.727362 = -2549884.066863 nChanged 19 SP:Iteration 22Q (975.351444 sec): 3 clusters Score: Raw -2553169.643983 + Penalty 3270.727362 = -2549898.916621 nChanged 14 SP:Iteration 23Q (975.424570 sec): 3 clusters Score: Raw -2553178.089878 + Penalty 3270.727362 = -2549907.362516 nChanged 11 SP:Iteration 24Q (975.509452 sec): 3 clusters Score: Raw -2553182.910692 + Penalty 3270.727362 = -2549912.183330 nChanged 8 SP:Iteration 25Q (975.581762 sec): 3 clusters Score: Raw -2553186.879065 + Penalty 3270.727362 = -2549916.151703 nChanged 3 SP:Iteration 26Q (975.656592 sec): 3 clusters Score: Raw -2553188.198018 + Penalty 3270.727362 = -2549917.470656 nChanged 2 SP:Iteration 27Q (975.741587 sec): 3 clusters Score: Raw -2553189.200724 + Penalty 3270.727362 = -2549918.473362 nChanged 1 SP:Iteration 28Q (975.811037 sec): 3 clusters Score: Raw -2553190.059506 + Penalty 3270.727362 = -2549919.332145 nChanged 4 SP:Iteration 29Q (975.892426 sec): 3 clusters Score: Raw -2553193.669056 + Penalty 3270.727362 = -2549922.941694 nChanged 4 SP:Iteration 30Q (975.968599 sec): 3 clusters Score: Raw -2553198.128650 + Penalty 3270.727362 = -2549927.401288 nChanged 3 SP:Iteration 31Q (976.039617 sec): 3 clusters Score: Raw -2553201.145917 + Penalty 3270.727362 = -2549930.418555 nChanged 6 SP:Iteration 32Q (976.116309 sec): 3 clusters Score: Raw -2553205.153192 + Penalty 3270.727362 = -2549934.425831 nChanged 3 SP:Iteration 33Q (976.195601 sec): 3 clusters Score: Raw -2553207.049678 + Penalty 3270.727362 = -2549936.322317 nChanged 3 SP:Iteration 34Q (976.282140 sec): 3 clusters Score: Raw -2553209.203436 + Penalty 3270.727362 = -2549938.476074 nChanged 3 SP:Iteration 35Q (976.359757 sec): 3 clusters Score: Raw -2553211.001836 + Penalty 3270.727362 = -2549940.274474 nChanged 0 SP:Iteration 36F (976.445179 sec): 3 clusters Score: Raw -2553211.001836 + Penalty 3270.727362 = -2549940.274474 nChanged 0 Trying to split cluster 24 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (976.459302 sec): 2 clusters Score: Raw -14269.535857 + Penalty 862.593501 = -13406.942356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (976.504889 sec): 3 clusters Score: Raw -14426.011914 + Penalty 1725.187002 = -12700.824912 nChanged 35 SP:Iteration 1F (976.558430 sec): 3 clusters Score: Raw -14525.846615 + Penalty 1725.187002 = -12800.659613 nChanged 9 SP:Iteration 2Q (976.605133 sec): 3 clusters Score: Raw -14586.095445 + Penalty 1725.187002 = -12860.908444 nChanged 4 SP:Iteration 3Q (976.649105 sec): 3 clusters Score: Raw -14602.268084 + Penalty 1725.187002 = -12877.081082 nChanged 2 SP:Iteration 4Q (976.688671 sec): 3 clusters Score: Raw -14613.994758 + Penalty 1725.187002 = -12888.807756 nChanged 0 SP:Iteration 5F (976.725001 sec): 3 clusters Score: Raw -14613.994758 + Penalty 1725.187002 = -12888.807756 nChanged 0 Trying to split cluster 25 (489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (976.750142 sec): 2 clusters Score: Raw -47104.781612 + Penalty 1006.258905 = -46098.522707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (976.801316 sec): 3 clusters Score: Raw -47078.936690 + Penalty 2012.517809 = -45066.418881 nChanged 119 SP:Iteration 1F (976.848115 sec): 3 clusters Score: Raw -47360.592265 + Penalty 2012.517809 = -45348.074456 nChanged 56 SP:Iteration 2F (976.898015 sec): 3 clusters Score: Raw -47655.583581 + Penalty 2012.517809 = -45643.065772 nChanged 42 SP:Iteration 3F (976.934291 sec): 3 clusters Score: Raw -47834.130002 + Penalty 2012.517809 = -45821.612193 nChanged 28 SP:Iteration 4F (976.970305 sec): 3 clusters Score: Raw -47906.558277 + Penalty 2012.517809 = -45894.040468 nChanged 14 SP:Iteration 5Q (977.021746 sec): 3 clusters Score: Raw -47950.842617 + Penalty 2012.517809 = -45938.324808 nChanged 8 SP:Iteration 6Q (977.074168 sec): 3 clusters Score: Raw -47984.218225 + Penalty 2012.517809 = -45971.700416 nChanged 1 SP:Iteration 7Q (977.120567 sec): 3 clusters Score: Raw -47987.047895 + Penalty 2012.517809 = -45974.530086 nChanged 2 SP:Iteration 8Q (977.156942 sec): 3 clusters Score: Raw -47990.937636 + Penalty 2012.517809 = -45978.419827 nChanged 2 SP:Iteration 9Q (977.206905 sec): 3 clusters Score: Raw -47993.870074 + Penalty 2012.517809 = -45981.352265 nChanged 1 SP:Iteration 10Q (977.248845 sec): 3 clusters Score: Raw -47995.564367 + Penalty 2012.517809 = -45983.046558 nChanged 0 SP:Iteration 11F (977.285740 sec): 3 clusters Score: Raw -47996.906967 + Penalty 2012.517809 = -45984.389158 nChanged 1 SP:Iteration 12Q (977.341298 sec): 3 clusters Score: Raw -48004.711600 + Penalty 2012.517809 = -45992.193791 nChanged 2 SP:Iteration 13Q (977.375094 sec): 3 clusters Score: Raw -48010.535466 + Penalty 2012.517809 = -45998.017656 nChanged 0 SP:Iteration 14F (977.429519 sec): 3 clusters Score: Raw -48010.535466 + Penalty 2012.517809 = -45998.017656 nChanged 0 Trying to split cluster 26 (11721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (977.462649 sec): 2 clusters Score: Raw -1162212.660546 + Penalty 1522.484825 = -1160690.175721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (977.537377 sec): 3 clusters Score: Raw -1155568.296754 + Penalty 3044.969650 = -1152523.327105 nChanged 5153 SP:Iteration 1F (977.598195 sec): 3 clusters Score: Raw -1158807.457404 + Penalty 3044.969650 = -1155762.487754 nChanged 978 SP:Iteration 2F (977.664856 sec): 3 clusters Score: Raw -1159477.859167 + Penalty 3044.969650 = -1156432.889518 nChanged 882 SP:Iteration 3F (977.721251 sec): 3 clusters Score: Raw -1160108.412008 + Penalty 3044.969650 = -1157063.442359 nChanged 849 SP:Iteration 4F (977.787357 sec): 3 clusters Score: Raw -1160711.727701 + Penalty 3044.969650 = -1157666.758052 nChanged 714 SP:Iteration 5F (977.851177 sec): 3 clusters Score: Raw -1161208.220555 + Penalty 3044.969650 = -1158163.250906 nChanged 627 SP:Iteration 6F (977.919953 sec): 3 clusters Score: Raw -1161618.416108 + Penalty 3044.969650 = -1158573.446458 nChanged 530 SP:Iteration 7Q (977.978180 sec): 3 clusters Score: Raw -1161922.727913 + Penalty 3044.969650 = -1158877.758263 nChanged 393 SP:Iteration 8Q (978.050814 sec): 3 clusters Score: Raw -1162097.310201 + Penalty 3044.969650 = -1159052.340551 nChanged 279 SP:Iteration 9Q (978.117384 sec): 3 clusters Score: Raw -1162202.984058 + Penalty 3044.969650 = -1159158.014408 nChanged 212 SP:Iteration 10Q (978.180744 sec): 3 clusters Score: Raw -1162280.345592 + Penalty 3044.969650 = -1159235.375943 nChanged 187 SP:Iteration 11Q (978.237284 sec): 3 clusters Score: Raw -1162349.142478 + Penalty 3044.969650 = -1159304.172829 nChanged 190 SP:Iteration 12Q (978.312336 sec): 3 clusters Score: Raw -1162412.029391 + Penalty 3044.969650 = -1159367.059742 nChanged 155 SP:Iteration 13Q (978.376507 sec): 3 clusters Score: Raw -1162456.370032 + Penalty 3044.969650 = -1159411.400382 nChanged 132 SP:Iteration 14Q (978.431655 sec): 3 clusters Score: Raw -1162491.399905 + Penalty 3044.969650 = -1159446.430255 nChanged 120 SP:Iteration 15Q (978.500779 sec): 3 clusters Score: Raw -1162522.226574 + Penalty 3044.969650 = -1159477.256924 nChanged 115 SP:Iteration 16Q (978.564653 sec): 3 clusters Score: Raw -1162552.654546 + Penalty 3044.969650 = -1159507.684896 nChanged 116 SP:Iteration 17Q (978.629959 sec): 3 clusters Score: Raw -1162584.557155 + Penalty 3044.969650 = -1159539.587506 nChanged 109 SP:Iteration 18Q (978.701380 sec): 3 clusters Score: Raw -1162609.537694 + Penalty 3044.969650 = -1159564.568044 nChanged 98 SP:Iteration 19Q (978.766370 sec): 3 clusters Score: Raw -1162639.944238 + Penalty 3044.969650 = -1159594.974588 nChanged 87 SP:Iteration 20F (978.825491 sec): 3 clusters Score: Raw -1162664.993002 + Penalty 3044.969650 = -1159620.023352 nChanged 88 SP:Iteration 21Q (978.886968 sec): 3 clusters Score: Raw -1162687.082836 + Penalty 3044.969650 = -1159642.113186 nChanged 81 SP:Iteration 22Q (978.956595 sec): 3 clusters Score: Raw -1162705.053474 + Penalty 3044.969650 = -1159660.083825 nChanged 86 SP:Iteration 23Q (979.024760 sec): 3 clusters Score: Raw -1162723.496026 + Penalty 3044.969650 = -1159678.526376 nChanged 71 SP:Iteration 24Q (979.086207 sec): 3 clusters Score: Raw -1162740.927745 + Penalty 3044.969650 = -1159695.958096 nChanged 78 SP:Iteration 25Q (979.148095 sec): 3 clusters Score: Raw -1162759.274584 + Penalty 3044.969650 = -1159714.304934 nChanged 73 SP:Iteration 26Q (979.217253 sec): 3 clusters Score: Raw -1162779.037672 + Penalty 3044.969650 = -1159734.068023 nChanged 84 SP:Iteration 27Q (979.281136 sec): 3 clusters Score: Raw -1162801.154766 + Penalty 3044.969650 = -1159756.185116 nChanged 89 SP:Iteration 28Q (979.352569 sec): 3 clusters Score: Raw -1162823.645540 + Penalty 3044.969650 = -1159778.675890 nChanged 65 SP:Iteration 29Q (979.414670 sec): 3 clusters Score: Raw -1162838.068928 + Penalty 3044.969650 = -1159793.099278 nChanged 71 SP:Iteration 30Q (979.471012 sec): 3 clusters Score: Raw -1162856.774135 + Penalty 3044.969650 = -1159811.804486 nChanged 83 SP:Iteration 31Q (979.533924 sec): 3 clusters Score: Raw -1162877.969860 + Penalty 3044.969650 = -1159833.000210 nChanged 83 SP:Iteration 32Q (979.597744 sec): 3 clusters Score: Raw -1162900.977931 + Penalty 3044.969650 = -1159856.008281 nChanged 85 SP:Iteration 33Q (979.673877 sec): 3 clusters Score: Raw -1162926.625676 + Penalty 3044.969650 = -1159881.656026 nChanged 83 SP:Iteration 34Q (979.726883 sec): 3 clusters Score: Raw -1162952.567000 + Penalty 3044.969650 = -1159907.597351 nChanged 79 SP:Iteration 35Q (979.800134 sec): 3 clusters Score: Raw -1162977.658369 + Penalty 3044.969650 = -1159932.688719 nChanged 77 SP:Iteration 36Q (979.856894 sec): 3 clusters Score: Raw -1163004.271804 + Penalty 3044.969650 = -1159959.302154 nChanged 72 SP:Iteration 37Q (979.923133 sec): 3 clusters Score: Raw -1163032.438491 + Penalty 3044.969650 = -1159987.468841 nChanged 79 SP:Iteration 38Q (979.971743 sec): 3 clusters Score: Raw -1163060.758892 + Penalty 3044.969650 = -1160015.789243 nChanged 68 SP:Iteration 39Q (980.041120 sec): 3 clusters Score: Raw -1163085.619065 + Penalty 3044.969650 = -1160040.649415 nChanged 82 SP:Iteration 40F (980.097002 sec): 3 clusters Score: Raw -1163127.342423 + Penalty 3044.969650 = -1160082.372773 nChanged 104 SP:Iteration 41Q (980.174794 sec): 3 clusters Score: Raw -1163175.665932 + Penalty 3044.969650 = -1160130.696282 nChanged 88 SP:Iteration 42Q (980.226819 sec): 3 clusters Score: Raw -1163220.077777 + Penalty 3044.969650 = -1160175.108127 nChanged 89 SP:Iteration 43Q (980.293118 sec): 3 clusters Score: Raw -1163265.515613 + Penalty 3044.969650 = -1160220.545963 nChanged 79 SP:Iteration 44Q (980.362865 sec): 3 clusters Score: Raw -1163303.404195 + Penalty 3044.969650 = -1160258.434545 nChanged 79 SP:Iteration 45Q (980.429749 sec): 3 clusters Score: Raw -1163334.368255 + Penalty 3044.969650 = -1160289.398605 nChanged 71 SP:Iteration 46Q (980.500034 sec): 3 clusters Score: Raw -1163369.797950 + Penalty 3044.969650 = -1160324.828300 nChanged 70 SP:Iteration 47Q (980.564538 sec): 3 clusters Score: Raw -1163403.911213 + Penalty 3044.969650 = -1160358.941563 nChanged 63 SP:Iteration 48Q (980.621734 sec): 3 clusters Score: Raw -1163432.395283 + Penalty 3044.969650 = -1160387.425633 nChanged 52 SP:Iteration 49Q (980.680563 sec): 3 clusters Score: Raw -1163450.894602 + Penalty 3044.969650 = -1160405.924952 nChanged 43 SP:Iteration 50Q (980.740254 sec): 3 clusters Score: Raw -1163467.143111 + Penalty 3044.969650 = -1160422.173461 nChanged 38 SP:Iteration 51Q (980.806140 sec): 3 clusters Score: Raw -1163479.113032 + Penalty 3044.969650 = -1160434.143382 nChanged 20 SP:Iteration 52Q (980.862095 sec): 3 clusters Score: Raw -1163485.163891 + Penalty 3044.969650 = -1160440.194242 nChanged 15 SP:Iteration 53Q (980.927389 sec): 3 clusters Score: Raw -1163488.836527 + Penalty 3044.969650 = -1160443.866878 nChanged 9 SP:Iteration 54Q (980.986451 sec): 3 clusters Score: Raw -1163490.527171 + Penalty 3044.969650 = -1160445.557521 nChanged 5 SP:Iteration 55Q (981.044333 sec): 3 clusters Score: Raw -1163491.316946 + Penalty 3044.969650 = -1160446.347296 nChanged 4 SP:Iteration 56Q (981.110350 sec): 3 clusters Score: Raw -1163491.726007 + Penalty 3044.969650 = -1160446.756357 nChanged 2 SP:Iteration 57Q (981.168944 sec): 3 clusters Score: Raw -1163492.277185 + Penalty 3044.969650 = -1160447.307536 nChanged 1 SP:Iteration 58Q (981.236240 sec): 3 clusters Score: Raw -1163492.556517 + Penalty 3044.969650 = -1160447.586867 nChanged 2 SP:Iteration 59Q (981.298394 sec): 3 clusters Score: Raw -1163492.837441 + Penalty 3044.969650 = -1160447.867792 nChanged 0 SP:Iteration 60F (981.356137 sec): 3 clusters Score: Raw -1163493.789682 + Penalty 3044.969650 = -1160448.820032 nChanged 1 SP:Iteration 61Q (981.420460 sec): 3 clusters Score: Raw -1163495.540528 + Penalty 3044.969650 = -1160450.570879 nChanged 3 SP:Iteration 62Q (981.490823 sec): 3 clusters Score: Raw -1163496.444832 + Penalty 3044.969650 = -1160451.475182 nChanged 5 SP:Iteration 63Q (981.556711 sec): 3 clusters Score: Raw -1163498.520626 + Penalty 3044.969650 = -1160453.550976 nChanged 6 SP:Iteration 64Q (981.607258 sec): 3 clusters Score: Raw -1163501.059017 + Penalty 3044.969650 = -1160456.089367 nChanged 6 SP:Iteration 65Q (981.665399 sec): 3 clusters Score: Raw -1163502.374084 + Penalty 3044.969650 = -1160457.404434 nChanged 6 SP:Iteration 66Q (981.725876 sec): 3 clusters Score: Raw -1163504.114079 + Penalty 3044.969650 = -1160459.144430 nChanged 5 SP:Iteration 67Q (981.792377 sec): 3 clusters Score: Raw -1163505.750378 + Penalty 3044.969650 = -1160460.780729 nChanged 5 SP:Iteration 68Q (981.847748 sec): 3 clusters Score: Raw -1163508.196957 + Penalty 3044.969650 = -1160463.227307 nChanged 7 SP:Iteration 69Q (981.908419 sec): 3 clusters Score: Raw -1163510.790226 + Penalty 3044.969650 = -1160465.820576 nChanged 6 SP:Iteration 70Q (981.981207 sec): 3 clusters Score: Raw -1163513.030516 + Penalty 3044.969650 = -1160468.060867 nChanged 7 SP:Iteration 71Q (982.041071 sec): 3 clusters Score: Raw -1163514.741773 + Penalty 3044.969650 = -1160469.772123 nChanged 7 SP:Iteration 72Q (982.101098 sec): 3 clusters Score: Raw -1163517.569850 + Penalty 3044.969650 = -1160472.600200 nChanged 5 SP:Iteration 73Q (982.163253 sec): 3 clusters Score: Raw -1163518.353485 + Penalty 3044.969650 = -1160473.383835 nChanged 3 SP:Iteration 74Q (982.226261 sec): 3 clusters Score: Raw -1163519.312305 + Penalty 3044.969650 = -1160474.342656 nChanged 1 SP:Iteration 75Q (982.280040 sec): 3 clusters Score: Raw -1163519.381162 + Penalty 3044.969650 = -1160474.411512 nChanged 0 SP:Iteration 76F (982.350042 sec): 3 clusters Score: Raw -1163519.381162 + Penalty 3044.969650 = -1160474.411512 nChanged 0 Trying to split cluster 27 (47292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (982.436105 sec): 2 clusters Score: Raw -4937146.339320 + Penalty 1749.165669 = -4935397.173650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (982.566249 sec): 3 clusters Score: Raw -4907047.008911 + Penalty 3498.331339 = -4903548.677572 nChanged 22225 SP:Iteration 1F (982.690249 sec): 3 clusters Score: Raw -4919879.625177 + Penalty 3498.331339 = -4916381.293838 nChanged 2262 SP:Iteration 2Q (982.824520 sec): 3 clusters Score: Raw -4920771.957878 + Penalty 3498.331339 = -4917273.626540 nChanged 2430 SP:Iteration 3F (982.949406 sec): 3 clusters Score: Raw -4921843.153324 + Penalty 3498.331339 = -4918344.821986 nChanged 2717 SP:Iteration 4F (983.068859 sec): 3 clusters Score: Raw -4923277.755762 + Penalty 3498.331339 = -4919779.424423 nChanged 2923 SP:Iteration 5F (983.201372 sec): 3 clusters Score: Raw -4925046.081249 + Penalty 3498.331339 = -4921547.749911 nChanged 3094 SP:Iteration 6F (983.319081 sec): 3 clusters Score: Raw -4927085.424092 + Penalty 3498.331339 = -4923587.092753 nChanged 3109 SP:Iteration 7F (983.441125 sec): 3 clusters Score: Raw -4929072.383045 + Penalty 3498.331339 = -4925574.051707 nChanged 2669 SP:Iteration 8F (983.561384 sec): 3 clusters Score: Raw -4930716.097604 + Penalty 3498.331339 = -4927217.766266 nChanged 2181 SP:Iteration 9Q (983.692055 sec): 3 clusters Score: Raw -4932032.111746 + Penalty 3498.331339 = -4928533.780407 nChanged 1778 SP:Iteration 10Q (983.810514 sec): 3 clusters Score: Raw -4933049.799118 + Penalty 3498.331339 = -4929551.467779 nChanged 1473 SP:Iteration 11Q (983.921099 sec): 3 clusters Score: Raw -4933843.774178 + Penalty 3498.331339 = -4930345.442839 nChanged 1267 SP:Iteration 12Q (984.053433 sec): 3 clusters Score: Raw -4934491.147347 + Penalty 3498.331339 = -4930992.816008 nChanged 1076 SP:Iteration 13Q (984.174090 sec): 3 clusters Score: Raw -4934997.271769 + Penalty 3498.331339 = -4931498.940430 nChanged 945 SP:Iteration 14Q (984.299106 sec): 3 clusters Score: Raw -4935470.422707 + Penalty 3498.331339 = -4931972.091368 nChanged 849 SP:Iteration 15Q (984.412344 sec): 3 clusters Score: Raw -4935911.757214 + Penalty 3498.331339 = -4932413.425876 nChanged 777 SP:Iteration 16Q (984.544276 sec): 3 clusters Score: Raw -4936310.900583 + Penalty 3498.331339 = -4932812.569244 nChanged 686 SP:Iteration 17Q (984.656430 sec): 3 clusters Score: Raw -4936653.053568 + Penalty 3498.331339 = -4933154.722230 nChanged 604 SP:Iteration 18Q (984.777701 sec): 3 clusters Score: Raw -4936939.847737 + Penalty 3498.331339 = -4933441.516398 nChanged 515 SP:Iteration 19Q (984.888881 sec): 3 clusters Score: Raw -4937173.811112 + Penalty 3498.331339 = -4933675.479773 nChanged 421 SP:Iteration 20F (985.018352 sec): 3 clusters Score: Raw -4937356.025504 + Penalty 3498.331339 = -4933857.694166 nChanged 364 SP:Iteration 21Q (985.137391 sec): 3 clusters Score: Raw -4937503.679166 + Penalty 3498.331339 = -4934005.347827 nChanged 341 SP:Iteration 22Q (985.245744 sec): 3 clusters Score: Raw -4937645.035860 + Penalty 3498.331339 = -4934146.704521 nChanged 317 SP:Iteration 23Q (985.368154 sec): 3 clusters Score: Raw -4937769.700926 + Penalty 3498.331339 = -4934271.369587 nChanged 296 SP:Iteration 24Q (985.475230 sec): 3 clusters Score: Raw -4937890.341280 + Penalty 3498.331339 = -4934392.009941 nChanged 258 SP:Iteration 25Q (985.591692 sec): 3 clusters Score: Raw -4938016.544975 + Penalty 3498.331339 = -4934518.213636 nChanged 271 SP:Iteration 26Q (985.702915 sec): 3 clusters Score: Raw -4938151.384620 + Penalty 3498.331339 = -4934653.053281 nChanged 262 SP:Iteration 27Q (985.824883 sec): 3 clusters Score: Raw -4938321.448563 + Penalty 3498.331339 = -4934823.117224 nChanged 260 SP:Iteration 28Q (985.938645 sec): 3 clusters Score: Raw -4938508.720439 + Penalty 3498.331339 = -4935010.389100 nChanged 256 SP:Iteration 29Q (986.056224 sec): 3 clusters Score: Raw -4938654.631590 + Penalty 3498.331339 = -4935156.300251 nChanged 248 SP:Iteration 30Q (986.161304 sec): 3 clusters Score: Raw -4938771.160247 + Penalty 3498.331339 = -4935272.828908 nChanged 205 SP:Iteration 31Q (986.274343 sec): 3 clusters Score: Raw -4938852.035930 + Penalty 3498.331339 = -4935353.704591 nChanged 175 SP:Iteration 32Q (986.390940 sec): 3 clusters Score: Raw -4938921.341074 + Penalty 3498.331339 = -4935423.009736 nChanged 156 SP:Iteration 33Q (986.505932 sec): 3 clusters Score: Raw -4938972.707174 + Penalty 3498.331339 = -4935474.375835 nChanged 132 SP:Iteration 34Q (986.611074 sec): 3 clusters Score: Raw -4939010.185334 + Penalty 3498.331339 = -4935511.853995 nChanged 107 SP:Iteration 35Q (986.724382 sec): 3 clusters Score: Raw -4939032.433028 + Penalty 3498.331339 = -4935534.101689 nChanged 86 SP:Iteration 36Q (986.845605 sec): 3 clusters Score: Raw -4939050.824726 + Penalty 3498.331339 = -4935552.493387 nChanged 67 SP:Iteration 37Q (986.960121 sec): 3 clusters Score: Raw -4939064.107034 + Penalty 3498.331339 = -4935565.775695 nChanged 47 SP:Iteration 38Q (987.065552 sec): 3 clusters Score: Raw -4939072.246444 + Penalty 3498.331339 = -4935573.915105 nChanged 55 SP:Iteration 39Q (987.171169 sec): 3 clusters Score: Raw -4939082.700755 + Penalty 3498.331339 = -4935584.369417 nChanged 57 SP:Iteration 40F (987.298436 sec): 3 clusters Score: Raw -4939093.121534 + Penalty 3498.331339 = -4935594.790195 nChanged 56 SP:Iteration 41Q (987.401994 sec): 3 clusters Score: Raw -4939100.367242 + Penalty 3498.331339 = -4935602.035903 nChanged 31 SP:Iteration 42Q (987.513835 sec): 3 clusters Score: Raw -4939104.157714 + Penalty 3498.331339 = -4935605.826375 nChanged 30 SP:Iteration 43Q (987.627134 sec): 3 clusters Score: Raw -4939107.210565 + Penalty 3498.331339 = -4935608.879226 nChanged 26 SP:Iteration 44Q (987.728059 sec): 3 clusters Score: Raw -4939110.173647 + Penalty 3498.331339 = -4935611.842309 nChanged 24 SP:Iteration 45Q (987.845688 sec): 3 clusters Score: Raw -4939112.031284 + Penalty 3498.331339 = -4935613.699945 nChanged 12 SP:Iteration 46Q (987.945747 sec): 3 clusters Score: Raw -4939113.015672 + Penalty 3498.331339 = -4935614.684333 nChanged 7 SP:Iteration 47Q (988.060646 sec): 3 clusters Score: Raw -4939113.574814 + Penalty 3498.331339 = -4935615.243475 nChanged 10 SP:Iteration 48Q (988.179224 sec): 3 clusters Score: Raw -4939114.567115 + Penalty 3498.331339 = -4935616.235776 nChanged 7 SP:Iteration 49Q (988.288375 sec): 3 clusters Score: Raw -4939115.124318 + Penalty 3498.331339 = -4935616.792979 nChanged 8 SP:Iteration 50Q (988.403492 sec): 3 clusters Score: Raw -4939115.658332 + Penalty 3498.331339 = -4935617.326993 nChanged 6 SP:Iteration 51Q (988.507595 sec): 3 clusters Score: Raw -4939116.014088 + Penalty 3498.331339 = -4935617.682749 nChanged 3 SP:Iteration 52Q (988.614336 sec): 3 clusters Score: Raw -4939116.248912 + Penalty 3498.331339 = -4935617.917573 nChanged 7 SP:Iteration 53Q (988.721874 sec): 3 clusters Score: Raw -4939116.833735 + Penalty 3498.331339 = -4935618.502396 nChanged 8 SP:Iteration 54Q (988.830154 sec): 3 clusters Score: Raw -4939117.451359 + Penalty 3498.331339 = -4935619.120020 nChanged 7 SP:Iteration 55Q (988.938895 sec): 3 clusters Score: Raw -4939117.921425 + Penalty 3498.331339 = -4935619.590086 nChanged 2 SP:Iteration 56Q (989.050049 sec): 3 clusters Score: Raw -4939118.044876 + Penalty 3498.331339 = -4935619.713538 nChanged 3 SP:Iteration 57Q (989.154025 sec): 3 clusters Score: Raw -4939118.375476 + Penalty 3498.331339 = -4935620.044138 nChanged 3 SP:Iteration 58Q (989.272748 sec): 3 clusters Score: Raw -4939118.627019 + Penalty 3498.331339 = -4935620.295680 nChanged 1 SP:Iteration 59Q (989.373291 sec): 3 clusters Score: Raw -4939118.718640 + Penalty 3498.331339 = -4935620.387301 nChanged 0 SP:Iteration 60F (989.501173 sec): 3 clusters Score: Raw -4939118.718640 + Penalty 3498.331339 = -4935620.387301 nChanged 0 Score: Raw -50063117.687917 + Penalty 91587.006869 = -49971530.681048 Splitting cluster 27 changes total score from -49965610.908374 to -49971530.681048 So it's getting split into cluster 43. Trying to split cluster 28 (2186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1002.721749 sec): 2 clusters Score: Raw -206267.636070 + Penalty 1249.597159 = -205018.038911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1002.760200 sec): 3 clusters Score: Raw -205323.569029 + Penalty 2499.194317 = -202824.374712 nChanged 784 SP:Iteration 1F (1002.817460 sec): 3 clusters Score: Raw -205794.953919 + Penalty 2499.194317 = -203295.759601 nChanged 133 SP:Iteration 2F (1002.868440 sec): 3 clusters Score: Raw -205882.111950 + Penalty 2499.194317 = -203382.917632 nChanged 100 SP:Iteration 3Q (1002.924479 sec): 3 clusters Score: Raw -205958.876092 + Penalty 2499.194317 = -203459.681775 nChanged 90 SP:Iteration 4Q (1002.977871 sec): 3 clusters Score: Raw -206023.086688 + Penalty 2499.194317 = -203523.892371 nChanged 71 SP:Iteration 5Q (1003.026896 sec): 3 clusters Score: Raw -206070.141214 + Penalty 2499.194317 = -203570.946897 nChanged 70 SP:Iteration 6Q (1003.075930 sec): 3 clusters Score: Raw -206119.462174 + Penalty 2499.194317 = -203620.267857 nChanged 57 SP:Iteration 7Q (1003.124349 sec): 3 clusters Score: Raw -206164.408155 + Penalty 2499.194317 = -203665.213838 nChanged 64 SP:Iteration 8Q (1003.176414 sec): 3 clusters Score: Raw -206215.707207 + Penalty 2499.194317 = -203716.512890 nChanged 64 SP:Iteration 9Q (1003.222409 sec): 3 clusters Score: Raw -206270.536281 + Penalty 2499.194317 = -203771.341964 nChanged 57 SP:Iteration 10Q (1003.266798 sec): 3 clusters Score: Raw -206326.423979 + Penalty 2499.194317 = -203827.229662 nChanged 70 SP:Iteration 11Q (1003.319113 sec): 3 clusters Score: Raw -206395.110186 + Penalty 2499.194317 = -203895.915868 nChanged 73 SP:Iteration 12Q (1003.367237 sec): 3 clusters Score: Raw -206466.765485 + Penalty 2499.194317 = -203967.571167 nChanged 71 SP:Iteration 13Q (1003.414643 sec): 3 clusters Score: Raw -206535.207005 + Penalty 2499.194317 = -204036.012687 nChanged 76 SP:Iteration 14Q (1003.458528 sec): 3 clusters Score: Raw -206601.326176 + Penalty 2499.194317 = -204102.131859 nChanged 66 SP:Iteration 15Q (1003.498780 sec): 3 clusters Score: Raw -206667.541490 + Penalty 2499.194317 = -204168.347173 nChanged 55 SP:Iteration 16Q (1003.555665 sec): 3 clusters Score: Raw -206728.058818 + Penalty 2499.194317 = -204228.864501 nChanged 59 SP:Iteration 17Q (1003.609377 sec): 3 clusters Score: Raw -206789.012500 + Penalty 2499.194317 = -204289.818182 nChanged 65 SP:Iteration 18Q (1003.660692 sec): 3 clusters Score: Raw -206885.821237 + Penalty 2499.194317 = -204386.626919 nChanged 68 SP:Iteration 19Q (1003.709039 sec): 3 clusters Score: Raw -206989.650263 + Penalty 2499.194317 = -204490.455945 nChanged 55 SP:Iteration 20F (1003.753845 sec): 3 clusters Score: Raw -207053.386769 + Penalty 2499.194317 = -204554.192452 nChanged 31 SP:Iteration 21Q (1003.810289 sec): 3 clusters Score: Raw -207074.489053 + Penalty 2499.194317 = -204575.294736 nChanged 13 SP:Iteration 22Q (1003.849112 sec): 3 clusters Score: Raw -207081.830153 + Penalty 2499.194317 = -204582.635835 nChanged 6 SP:Iteration 23Q (1003.897946 sec): 3 clusters Score: Raw -207087.056344 + Penalty 2499.194317 = -204587.862026 nChanged 8 SP:Iteration 24Q (1003.937700 sec): 3 clusters Score: Raw -207092.061959 + Penalty 2499.194317 = -204592.867641 nChanged 7 SP:Iteration 25Q (1003.982760 sec): 3 clusters Score: Raw -207095.966034 + Penalty 2499.194317 = -204596.771717 nChanged 7 SP:Iteration 26Q (1004.025137 sec): 3 clusters Score: Raw -207100.555903 + Penalty 2499.194317 = -204601.361585 nChanged 5 SP:Iteration 27Q (1004.078332 sec): 3 clusters Score: Raw -207102.487922 + Penalty 2499.194317 = -204603.293605 nChanged 4 SP:Iteration 28Q (1004.125476 sec): 3 clusters Score: Raw -207104.655926 + Penalty 2499.194317 = -204605.461609 nChanged 3 SP:Iteration 29Q (1004.160610 sec): 3 clusters Score: Raw -207105.802408 + Penalty 2499.194317 = -204606.608091 nChanged 2 SP:Iteration 30Q (1004.190492 sec): 3 clusters Score: Raw -207106.396733 + Penalty 2499.194317 = -204607.202415 nChanged 0 SP:Iteration 31F (1004.221245 sec): 3 clusters Score: Raw -207106.396733 + Penalty 2499.194317 = -204607.202415 nChanged 0 Trying to split cluster 29 (1601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1004.242194 sec): 2 clusters Score: Raw -181615.112903 + Penalty 1198.987353 = -180416.125550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1004.295039 sec): 3 clusters Score: Raw -180993.075688 + Penalty 2397.974707 = -178595.100981 nChanged 556 SP:Iteration 1F (1004.335306 sec): 3 clusters Score: Raw -181405.897949 + Penalty 2397.974707 = -179007.923242 nChanged 129 SP:Iteration 2F (1004.385387 sec): 3 clusters Score: Raw -181500.196016 + Penalty 2397.974707 = -179102.221309 nChanged 72 SP:Iteration 3Q (1004.439039 sec): 3 clusters Score: Raw -181566.131480 + Penalty 2397.974707 = -179168.156773 nChanged 67 SP:Iteration 4Q (1004.485208 sec): 3 clusters Score: Raw -181621.534322 + Penalty 2397.974707 = -179223.559615 nChanged 54 SP:Iteration 5Q (1004.541669 sec): 3 clusters Score: Raw -181670.996732 + Penalty 2397.974707 = -179273.022025 nChanged 49 SP:Iteration 6Q (1004.582083 sec): 3 clusters Score: Raw -181708.183975 + Penalty 2397.974707 = -179310.209268 nChanged 38 SP:Iteration 7Q (1004.630305 sec): 3 clusters Score: Raw -181738.629428 + Penalty 2397.974707 = -179340.654721 nChanged 44 SP:Iteration 8Q (1004.669659 sec): 3 clusters Score: Raw -181783.546274 + Penalty 2397.974707 = -179385.571567 nChanged 34 SP:Iteration 9Q (1004.723804 sec): 3 clusters Score: Raw -181813.551274 + Penalty 2397.974707 = -179415.576567 nChanged 34 SP:Iteration 10Q (1004.768779 sec): 3 clusters Score: Raw -181839.881909 + Penalty 2397.974707 = -179441.907203 nChanged 31 SP:Iteration 11Q (1004.808337 sec): 3 clusters Score: Raw -181867.270094 + Penalty 2397.974707 = -179469.295387 nChanged 30 SP:Iteration 12Q (1004.863606 sec): 3 clusters Score: Raw -181892.405022 + Penalty 2397.974707 = -179494.430315 nChanged 23 SP:Iteration 13Q (1004.912663 sec): 3 clusters Score: Raw -181912.997584 + Penalty 2397.974707 = -179515.022878 nChanged 23 SP:Iteration 14Q (1004.959888 sec): 3 clusters Score: Raw -181938.227609 + Penalty 2397.974707 = -179540.252903 nChanged 21 SP:Iteration 15Q (1004.994910 sec): 3 clusters Score: Raw -181955.503016 + Penalty 2397.974707 = -179557.528310 nChanged 14 SP:Iteration 16Q (1005.046040 sec): 3 clusters Score: Raw -181967.701539 + Penalty 2397.974707 = -179569.726833 nChanged 12 SP:Iteration 17Q (1005.091280 sec): 3 clusters Score: Raw -181973.852202 + Penalty 2397.974707 = -179575.877495 nChanged 8 SP:Iteration 18Q (1005.136504 sec): 3 clusters Score: Raw -181979.138429 + Penalty 2397.974707 = -179581.163723 nChanged 9 SP:Iteration 19Q (1005.180852 sec): 3 clusters Score: Raw -181986.406921 + Penalty 2397.974707 = -179588.432214 nChanged 12 SP:Iteration 20F (1005.237605 sec): 3 clusters Score: Raw -181995.745691 + Penalty 2397.974707 = -179597.770985 nChanged 12 SP:Iteration 21Q (1005.289075 sec): 3 clusters Score: Raw -182001.588249 + Penalty 2397.974707 = -179603.613542 nChanged 7 SP:Iteration 22Q (1005.340098 sec): 3 clusters Score: Raw -182005.082150 + Penalty 2397.974707 = -179607.107444 nChanged 8 SP:Iteration 23Q (1005.383763 sec): 3 clusters Score: Raw -182010.115673 + Penalty 2397.974707 = -179612.140967 nChanged 5 SP:Iteration 24Q (1005.435570 sec): 3 clusters Score: Raw -182012.132771 + Penalty 2397.974707 = -179614.158065 nChanged 4 SP:Iteration 25Q (1005.481291 sec): 3 clusters Score: Raw -182015.240342 + Penalty 2397.974707 = -179617.265635 nChanged 4 SP:Iteration 26Q (1005.527940 sec): 3 clusters Score: Raw -182018.047263 + Penalty 2397.974707 = -179620.072556 nChanged 2 SP:Iteration 27Q (1005.565537 sec): 3 clusters Score: Raw -182018.642860 + Penalty 2397.974707 = -179620.668153 nChanged 1 SP:Iteration 28Q (1005.612406 sec): 3 clusters Score: Raw -182019.104761 + Penalty 2397.974707 = -179621.130054 nChanged 0 SP:Iteration 29F (1005.644483 sec): 3 clusters Score: Raw -182019.104761 + Penalty 2397.974707 = -179621.130054 nChanged 0 Trying to split cluster 30 (10690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1005.697213 sec): 2 clusters Score: Raw -1121596.239065 + Penalty 1507.522901 = -1120088.716165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1005.759574 sec): 3 clusters Score: Raw -1115485.112228 + Penalty 3015.045801 = -1112470.066427 nChanged 4648 SP:Iteration 1F (1005.827425 sec): 3 clusters Score: Raw -1118009.730336 + Penalty 3015.045801 = -1114994.684535 nChanged 686 SP:Iteration 2F (1005.890128 sec): 3 clusters Score: Raw -1118312.326652 + Penalty 3015.045801 = -1115297.280851 nChanged 544 SP:Iteration 3F (1005.943041 sec): 3 clusters Score: Raw -1118553.763090 + Penalty 3015.045801 = -1115538.717289 nChanged 496 SP:Iteration 4Q (1006.007559 sec): 3 clusters Score: Raw -1118838.636903 + Penalty 3015.045801 = -1115823.591102 nChanged 535 SP:Iteration 5F (1006.077827 sec): 3 clusters Score: Raw -1119230.061367 + Penalty 3015.045801 = -1116215.015566 nChanged 636 SP:Iteration 6F (1006.136769 sec): 3 clusters Score: Raw -1119774.295130 + Penalty 3015.045801 = -1116759.249329 nChanged 790 SP:Iteration 7F (1006.203400 sec): 3 clusters Score: Raw -1120581.056208 + Penalty 3015.045801 = -1117566.010407 nChanged 872 SP:Iteration 8F (1006.267215 sec): 3 clusters Score: Raw -1121553.911212 + Penalty 3015.045801 = -1118538.865411 nChanged 795 SP:Iteration 9F (1006.323157 sec): 3 clusters Score: Raw -1122368.083434 + Penalty 3015.045801 = -1119353.037633 nChanged 566 SP:Iteration 10F (1006.384149 sec): 3 clusters Score: Raw -1122806.660618 + Penalty 3015.045801 = -1119791.614817 nChanged 354 SP:Iteration 11Q (1006.452414 sec): 3 clusters Score: Raw -1123021.147368 + Penalty 3015.045801 = -1120006.101567 nChanged 214 SP:Iteration 12Q (1006.510405 sec): 3 clusters Score: Raw -1123121.589576 + Penalty 3015.045801 = -1120106.543774 nChanged 132 SP:Iteration 13Q (1006.576849 sec): 3 clusters Score: Raw -1123168.503182 + Penalty 3015.045801 = -1120153.457380 nChanged 99 SP:Iteration 14Q (1006.638599 sec): 3 clusters Score: Raw -1123196.537980 + Penalty 3015.045801 = -1120181.492179 nChanged 77 SP:Iteration 15Q (1006.704187 sec): 3 clusters Score: Raw -1123215.306337 + Penalty 3015.045801 = -1120200.260535 nChanged 53 SP:Iteration 16Q (1006.762090 sec): 3 clusters Score: Raw -1123227.512055 + Penalty 3015.045801 = -1120212.466254 nChanged 39 SP:Iteration 17Q (1006.833617 sec): 3 clusters Score: Raw -1123234.826893 + Penalty 3015.045801 = -1120219.781092 nChanged 28 SP:Iteration 18Q (1006.900919 sec): 3 clusters Score: Raw -1123241.453045 + Penalty 3015.045801 = -1120226.407244 nChanged 26 SP:Iteration 19Q (1006.948123 sec): 3 clusters Score: Raw -1123248.417403 + Penalty 3015.045801 = -1120233.371602 nChanged 33 SP:Iteration 20F (1007.025344 sec): 3 clusters Score: Raw -1123253.557791 + Penalty 3015.045801 = -1120238.511990 nChanged 21 SP:Iteration 21Q (1007.083038 sec): 3 clusters Score: Raw -1123256.574662 + Penalty 3015.045801 = -1120241.528861 nChanged 23 SP:Iteration 22Q (1007.148871 sec): 3 clusters Score: Raw -1123259.151898 + Penalty 3015.045801 = -1120244.106096 nChanged 13 SP:Iteration 23Q (1007.211380 sec): 3 clusters Score: Raw -1123261.493788 + Penalty 3015.045801 = -1120246.447986 nChanged 18 SP:Iteration 24Q (1007.270828 sec): 3 clusters Score: Raw -1123263.887031 + Penalty 3015.045801 = -1120248.841230 nChanged 15 SP:Iteration 25Q (1007.331249 sec): 3 clusters Score: Raw -1123265.328139 + Penalty 3015.045801 = -1120250.282338 nChanged 12 SP:Iteration 26Q (1007.404312 sec): 3 clusters Score: Raw -1123266.546147 + Penalty 3015.045801 = -1120251.500346 nChanged 8 SP:Iteration 27Q (1007.465231 sec): 3 clusters Score: Raw -1123267.107803 + Penalty 3015.045801 = -1120252.062002 nChanged 2 SP:Iteration 28Q (1007.527651 sec): 3 clusters Score: Raw -1123267.217585 + Penalty 3015.045801 = -1120252.171784 nChanged 1 SP:Iteration 29Q (1007.595699 sec): 3 clusters Score: Raw -1123267.289544 + Penalty 3015.045801 = -1120252.243743 nChanged 0 SP:Iteration 30F (1007.660089 sec): 3 clusters Score: Raw -1123267.289544 + Penalty 3015.045801 = -1120252.243743 nChanged 0 Score: Raw -50064788.738396 + Penalty 93716.937262 = -49971071.801134 Splitting cluster 30 changes total score from -49965610.908374 to -49971071.801134 So it's getting split into cluster 44. Trying to split cluster 31 (6335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.196283 sec): 2 clusters Score: Raw -626294.680056 + Penalty 1422.499828 = -624872.180228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.250918 sec): 3 clusters Score: Raw -622928.921166 + Penalty 2844.999655 = -620083.921511 nChanged 2602 SP:Iteration 1F (1021.303907 sec): 3 clusters Score: Raw -624451.600193 + Penalty 2844.999655 = -621606.600538 nChanged 424 SP:Iteration 2F (1021.358740 sec): 3 clusters Score: Raw -624712.881199 + Penalty 2844.999655 = -621867.881544 nChanged 382 SP:Iteration 3F (1021.403167 sec): 3 clusters Score: Raw -624935.670969 + Penalty 2844.999655 = -622090.671314 nChanged 355 SP:Iteration 4F (1021.471364 sec): 3 clusters Score: Raw -625140.330025 + Penalty 2844.999655 = -622295.330370 nChanged 309 SP:Iteration 5Q (1021.518354 sec): 3 clusters Score: Raw -625329.548450 + Penalty 2844.999655 = -622484.548795 nChanged 298 SP:Iteration 6Q (1021.581562 sec): 3 clusters Score: Raw -625491.477127 + Penalty 2844.999655 = -622646.477472 nChanged 230 SP:Iteration 7Q (1021.631780 sec): 3 clusters Score: Raw -625608.852799 + Penalty 2844.999655 = -622763.853144 nChanged 201 SP:Iteration 8Q (1021.693313 sec): 3 clusters Score: Raw -625714.713148 + Penalty 2844.999655 = -622869.713493 nChanged 184 SP:Iteration 9Q (1021.754741 sec): 3 clusters Score: Raw -625806.062282 + Penalty 2844.999655 = -622961.062627 nChanged 137 SP:Iteration 10Q (1021.798742 sec): 3 clusters Score: Raw -625862.444105 + Penalty 2844.999655 = -623017.444449 nChanged 105 SP:Iteration 11Q (1021.853280 sec): 3 clusters Score: Raw -625903.647060 + Penalty 2844.999655 = -623058.647405 nChanged 99 SP:Iteration 12Q (1021.913376 sec): 3 clusters Score: Raw -625940.989572 + Penalty 2844.999655 = -623095.989917 nChanged 79 SP:Iteration 13Q (1021.975171 sec): 3 clusters Score: Raw -625969.672470 + Penalty 2844.999655 = -623124.672815 nChanged 74 SP:Iteration 14Q (1022.034607 sec): 3 clusters Score: Raw -626002.558161 + Penalty 2844.999655 = -623157.558506 nChanged 83 SP:Iteration 15Q (1022.087143 sec): 3 clusters Score: Raw -626034.277331 + Penalty 2844.999655 = -623189.277676 nChanged 71 SP:Iteration 16Q (1022.142149 sec): 3 clusters Score: Raw -626062.874313 + Penalty 2844.999655 = -623217.874658 nChanged 72 SP:Iteration 17Q (1022.185934 sec): 3 clusters Score: Raw -626094.333098 + Penalty 2844.999655 = -623249.333443 nChanged 67 SP:Iteration 18Q (1022.253907 sec): 3 clusters Score: Raw -626116.234923 + Penalty 2844.999655 = -623271.235268 nChanged 49 SP:Iteration 19Q (1022.302437 sec): 3 clusters Score: Raw -626132.351728 + Penalty 2844.999655 = -623287.352073 nChanged 39 SP:Iteration 20F (1022.367177 sec): 3 clusters Score: Raw -626142.815634 + Penalty 2844.999655 = -623297.815978 nChanged 28 SP:Iteration 21Q (1022.413439 sec): 3 clusters Score: Raw -626151.378260 + Penalty 2844.999655 = -623306.378605 nChanged 31 SP:Iteration 22Q (1022.470707 sec): 3 clusters Score: Raw -626159.970933 + Penalty 2844.999655 = -623314.971278 nChanged 32 SP:Iteration 23Q (1022.509257 sec): 3 clusters Score: Raw -626172.235365 + Penalty 2844.999655 = -623327.235710 nChanged 47 SP:Iteration 24Q (1022.559548 sec): 3 clusters Score: Raw -626187.547616 + Penalty 2844.999655 = -623342.547961 nChanged 28 SP:Iteration 25Q (1022.611638 sec): 3 clusters Score: Raw -626194.813969 + Penalty 2844.999655 = -623349.814314 nChanged 21 SP:Iteration 26Q (1022.666479 sec): 3 clusters Score: Raw -626199.962994 + Penalty 2844.999655 = -623354.963339 nChanged 25 SP:Iteration 27Q (1022.730240 sec): 3 clusters Score: Raw -626206.822890 + Penalty 2844.999655 = -623361.823235 nChanged 29 SP:Iteration 28Q (1022.786376 sec): 3 clusters Score: Raw -626214.493049 + Penalty 2844.999655 = -623369.493394 nChanged 22 SP:Iteration 29Q (1022.840513 sec): 3 clusters Score: Raw -626220.151893 + Penalty 2844.999655 = -623375.152237 nChanged 17 SP:Iteration 30Q (1022.895932 sec): 3 clusters Score: Raw -626225.112839 + Penalty 2844.999655 = -623380.113184 nChanged 17 SP:Iteration 31Q (1022.955451 sec): 3 clusters Score: Raw -626229.738454 + Penalty 2844.999655 = -623384.738799 nChanged 14 SP:Iteration 32Q (1023.001576 sec): 3 clusters Score: Raw -626233.407030 + Penalty 2844.999655 = -623388.407374 nChanged 14 SP:Iteration 33Q (1023.065877 sec): 3 clusters Score: Raw -626236.964133 + Penalty 2844.999655 = -623391.964478 nChanged 17 SP:Iteration 34Q (1023.119818 sec): 3 clusters Score: Raw -626241.183487 + Penalty 2844.999655 = -623396.183832 nChanged 11 SP:Iteration 35Q (1023.176803 sec): 3 clusters Score: Raw -626244.128197 + Penalty 2844.999655 = -623399.128542 nChanged 13 SP:Iteration 36Q (1023.235526 sec): 3 clusters Score: Raw -626248.989506 + Penalty 2844.999655 = -623403.989851 nChanged 21 SP:Iteration 37Q (1023.288484 sec): 3 clusters Score: Raw -626255.030462 + Penalty 2844.999655 = -623410.030807 nChanged 17 SP:Iteration 38Q (1023.344034 sec): 3 clusters Score: Raw -626259.722890 + Penalty 2844.999655 = -623414.723235 nChanged 17 SP:Iteration 39Q (1023.400983 sec): 3 clusters Score: Raw -626264.675073 + Penalty 2844.999655 = -623419.675418 nChanged 20 SP:Iteration 40F (1023.446622 sec): 3 clusters Score: Raw -626273.472426 + Penalty 2844.999655 = -623428.472770 nChanged 25 SP:Iteration 41Q (1023.514115 sec): 3 clusters Score: Raw -626280.852730 + Penalty 2844.999655 = -623435.853074 nChanged 21 SP:Iteration 42Q (1023.565460 sec): 3 clusters Score: Raw -626286.849742 + Penalty 2844.999655 = -623441.850087 nChanged 18 SP:Iteration 43Q (1023.621714 sec): 3 clusters Score: Raw -626291.091355 + Penalty 2844.999655 = -623446.091700 nChanged 14 SP:Iteration 44Q (1023.673559 sec): 3 clusters Score: Raw -626294.916103 + Penalty 2844.999655 = -623449.916448 nChanged 15 SP:Iteration 45Q (1023.733187 sec): 3 clusters Score: Raw -626299.540262 + Penalty 2844.999655 = -623454.540607 nChanged 8 SP:Iteration 46Q (1023.783515 sec): 3 clusters Score: Raw -626301.782335 + Penalty 2844.999655 = -623456.782680 nChanged 12 SP:Iteration 47Q (1023.828907 sec): 3 clusters Score: Raw -626304.783092 + Penalty 2844.999655 = -623459.783437 nChanged 12 SP:Iteration 48Q (1023.886828 sec): 3 clusters Score: Raw -626308.463723 + Penalty 2844.999655 = -623463.464067 nChanged 14 SP:Iteration 49Q (1023.944084 sec): 3 clusters Score: Raw -626312.672949 + Penalty 2844.999655 = -623467.673294 nChanged 11 SP:Iteration 50Q (1024.002549 sec): 3 clusters Score: Raw -626316.366987 + Penalty 2844.999655 = -623471.367331 nChanged 14 SP:Iteration 51Q (1024.043446 sec): 3 clusters Score: Raw -626319.906884 + Penalty 2844.999655 = -623474.907229 nChanged 10 SP:Iteration 52Q (1024.107454 sec): 3 clusters Score: Raw -626323.551396 + Penalty 2844.999655 = -623478.551741 nChanged 18 SP:Iteration 53Q (1024.152435 sec): 3 clusters Score: Raw -626330.752373 + Penalty 2844.999655 = -623485.752718 nChanged 17 SP:Iteration 54Q (1024.215376 sec): 3 clusters Score: Raw -626337.827489 + Penalty 2844.999655 = -623492.827833 nChanged 25 SP:Iteration 55Q (1024.258357 sec): 3 clusters Score: Raw -626348.574910 + Penalty 2844.999655 = -623503.575255 nChanged 28 SP:Iteration 56Q (1024.314372 sec): 3 clusters Score: Raw -626357.525018 + Penalty 2844.999655 = -623512.525363 nChanged 17 SP:Iteration 57Q (1024.381415 sec): 3 clusters Score: Raw -626362.100110 + Penalty 2844.999655 = -623517.100455 nChanged 13 SP:Iteration 58Q (1024.435951 sec): 3 clusters Score: Raw -626365.259636 + Penalty 2844.999655 = -623520.259981 nChanged 14 SP:Iteration 59Q (1024.495224 sec): 3 clusters Score: Raw -626369.626763 + Penalty 2844.999655 = -623524.627108 nChanged 9 SP:Iteration 60F (1024.545901 sec): 3 clusters Score: Raw -626371.763624 + Penalty 2844.999655 = -623526.763968 nChanged 5 SP:Iteration 61Q (1024.609411 sec): 3 clusters Score: Raw -626372.713197 + Penalty 2844.999655 = -623527.713542 nChanged 7 SP:Iteration 62Q (1024.663448 sec): 3 clusters Score: Raw -626375.149687 + Penalty 2844.999655 = -623530.150032 nChanged 6 SP:Iteration 63Q (1024.705134 sec): 3 clusters Score: Raw -626377.114741 + Penalty 2844.999655 = -623532.115086 nChanged 6 SP:Iteration 64Q (1024.757863 sec): 3 clusters Score: Raw -626378.676555 + Penalty 2844.999655 = -623533.676900 nChanged 6 SP:Iteration 65Q (1024.819719 sec): 3 clusters Score: Raw -626381.035635 + Penalty 2844.999655 = -623536.035980 nChanged 5 SP:Iteration 66Q (1024.879182 sec): 3 clusters Score: Raw -626382.237999 + Penalty 2844.999655 = -623537.238344 nChanged 2 SP:Iteration 67Q (1024.930783 sec): 3 clusters Score: Raw -626382.854900 + Penalty 2844.999655 = -623537.855245 nChanged 2 SP:Iteration 68Q (1024.979639 sec): 3 clusters Score: Raw -626383.260641 + Penalty 2844.999655 = -623538.260986 nChanged 1 SP:Iteration 69Q (1025.041908 sec): 3 clusters Score: Raw -626383.494354 + Penalty 2844.999655 = -623538.494699 nChanged 1 SP:Iteration 70Q (1025.086108 sec): 3 clusters Score: Raw -626383.804562 + Penalty 2844.999655 = -623538.804907 nChanged 1 SP:Iteration 71Q (1025.148467 sec): 3 clusters Score: Raw -626383.946785 + Penalty 2844.999655 = -623538.947130 nChanged 1 SP:Iteration 72Q (1025.192903 sec): 3 clusters Score: Raw -626384.309552 + Penalty 2844.999655 = -623539.309897 nChanged 3 SP:Iteration 73Q (1025.248502 sec): 3 clusters Score: Raw -626384.759126 + Penalty 2844.999655 = -623539.759471 nChanged 1 SP:Iteration 74Q (1025.312372 sec): 3 clusters Score: Raw -626384.937448 + Penalty 2844.999655 = -623539.937793 nChanged 0 SP:Iteration 75F (1025.371525 sec): 3 clusters Score: Raw -626384.937448 + Penalty 2844.999655 = -623539.937793 nChanged 0 Trying to split cluster 32 (10862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1025.411229 sec): 2 clusters Score: Raw -1148693.598263 + Penalty 1510.116683 = -1147183.481580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1025.477934 sec): 3 clusters Score: Raw -1142559.211509 + Penalty 3020.233365 = -1139538.978144 nChanged 4650 SP:Iteration 1F (1025.541694 sec): 3 clusters Score: Raw -1145125.378491 + Penalty 3020.233365 = -1142105.145126 nChanged 773 SP:Iteration 2F (1025.607630 sec): 3 clusters Score: Raw -1145586.836947 + Penalty 3020.233365 = -1142566.603582 nChanged 739 SP:Iteration 3F (1025.674546 sec): 3 clusters Score: Raw -1146110.053511 + Penalty 3020.233365 = -1143089.820146 nChanged 762 SP:Iteration 4F (1025.740677 sec): 3 clusters Score: Raw -1146757.520259 + Penalty 3020.233365 = -1143737.286894 nChanged 766 SP:Iteration 5F (1025.792741 sec): 3 clusters Score: Raw -1147440.400054 + Penalty 3020.233365 = -1144420.166689 nChanged 756 SP:Iteration 6F (1025.866799 sec): 3 clusters Score: Raw -1148057.258218 + Penalty 3020.233365 = -1145037.024852 nChanged 607 SP:Iteration 7F (1025.926590 sec): 3 clusters Score: Raw -1148483.012786 + Penalty 3020.233365 = -1145462.779421 nChanged 493 SP:Iteration 8Q (1025.990064 sec): 3 clusters Score: Raw -1148815.775484 + Penalty 3020.233365 = -1145795.542119 nChanged 377 SP:Iteration 9Q (1026.050390 sec): 3 clusters Score: Raw -1149028.207932 + Penalty 3020.233365 = -1146007.974567 nChanged 258 SP:Iteration 10Q (1026.117535 sec): 3 clusters Score: Raw -1149161.237772 + Penalty 3020.233365 = -1146141.004407 nChanged 215 SP:Iteration 11Q (1026.181334 sec): 3 clusters Score: Raw -1149263.809559 + Penalty 3020.233365 = -1146243.576194 nChanged 170 SP:Iteration 12Q (1026.232150 sec): 3 clusters Score: Raw -1149329.468251 + Penalty 3020.233365 = -1146309.234886 nChanged 136 SP:Iteration 13Q (1026.302182 sec): 3 clusters Score: Raw -1149373.916096 + Penalty 3020.233365 = -1146353.682731 nChanged 108 SP:Iteration 14Q (1026.362808 sec): 3 clusters Score: Raw -1149403.390517 + Penalty 3020.233365 = -1146383.157152 nChanged 84 SP:Iteration 15Q (1026.418699 sec): 3 clusters Score: Raw -1149428.155286 + Penalty 3020.233365 = -1146407.921921 nChanged 80 SP:Iteration 16Q (1026.491648 sec): 3 clusters Score: Raw -1149449.455470 + Penalty 3020.233365 = -1146429.222105 nChanged 63 SP:Iteration 17Q (1026.557645 sec): 3 clusters Score: Raw -1149466.366367 + Penalty 3020.233365 = -1146446.133002 nChanged 52 SP:Iteration 18Q (1026.614807 sec): 3 clusters Score: Raw -1149479.055407 + Penalty 3020.233365 = -1146458.822042 nChanged 52 SP:Iteration 19Q (1026.684659 sec): 3 clusters Score: Raw -1149494.108939 + Penalty 3020.233365 = -1146473.875574 nChanged 57 SP:Iteration 20F (1026.736998 sec): 3 clusters Score: Raw -1149507.095288 + Penalty 3020.233365 = -1146486.861923 nChanged 46 SP:Iteration 21Q (1026.798509 sec): 3 clusters Score: Raw -1149518.370082 + Penalty 3020.233365 = -1146498.136717 nChanged 44 SP:Iteration 22Q (1026.862401 sec): 3 clusters Score: Raw -1149526.944187 + Penalty 3020.233365 = -1146506.710822 nChanged 29 SP:Iteration 23Q (1026.920233 sec): 3 clusters Score: Raw -1149533.182762 + Penalty 3020.233365 = -1146512.949397 nChanged 29 SP:Iteration 24Q (1026.982539 sec): 3 clusters Score: Raw -1149538.524052 + Penalty 3020.233365 = -1146518.290687 nChanged 25 SP:Iteration 25Q (1027.045524 sec): 3 clusters Score: Raw -1149543.241059 + Penalty 3020.233365 = -1146523.007694 nChanged 22 SP:Iteration 26Q (1027.109406 sec): 3 clusters Score: Raw -1149546.547649 + Penalty 3020.233365 = -1146526.314284 nChanged 24 SP:Iteration 27Q (1027.169583 sec): 3 clusters Score: Raw -1149551.234291 + Penalty 3020.233365 = -1146531.000926 nChanged 34 SP:Iteration 28Q (1027.230446 sec): 3 clusters Score: Raw -1149558.260603 + Penalty 3020.233365 = -1146538.027238 nChanged 27 SP:Iteration 29Q (1027.284147 sec): 3 clusters Score: Raw -1149562.483597 + Penalty 3020.233365 = -1146542.250232 nChanged 26 SP:Iteration 30Q (1027.348609 sec): 3 clusters Score: Raw -1149567.260397 + Penalty 3020.233365 = -1146547.027032 nChanged 32 SP:Iteration 31Q (1027.405721 sec): 3 clusters Score: Raw -1149573.900631 + Penalty 3020.233365 = -1146553.667266 nChanged 32 SP:Iteration 32Q (1027.478737 sec): 3 clusters Score: Raw -1149580.926243 + Penalty 3020.233365 = -1146560.692878 nChanged 26 SP:Iteration 33Q (1027.535816 sec): 3 clusters Score: Raw -1149585.268811 + Penalty 3020.233365 = -1146565.035446 nChanged 20 SP:Iteration 34Q (1027.603127 sec): 3 clusters Score: Raw -1149588.438728 + Penalty 3020.233365 = -1146568.205363 nChanged 16 SP:Iteration 35Q (1027.662133 sec): 3 clusters Score: Raw -1149591.217089 + Penalty 3020.233365 = -1146570.983724 nChanged 7 SP:Iteration 36Q (1027.723766 sec): 3 clusters Score: Raw -1149592.269631 + Penalty 3020.233365 = -1146572.036266 nChanged 8 SP:Iteration 37Q (1027.774092 sec): 3 clusters Score: Raw -1149593.736460 + Penalty 3020.233365 = -1146573.503095 nChanged 15 SP:Iteration 38Q (1027.836117 sec): 3 clusters Score: Raw -1149596.266113 + Penalty 3020.233365 = -1146576.032748 nChanged 20 SP:Iteration 39Q (1027.909932 sec): 3 clusters Score: Raw -1149599.939379 + Penalty 3020.233365 = -1146579.706014 nChanged 20 SP:Iteration 40F (1027.964046 sec): 3 clusters Score: Raw -1149602.823680 + Penalty 3020.233365 = -1146582.590315 nChanged 18 SP:Iteration 41Q (1028.023169 sec): 3 clusters Score: Raw -1149604.812624 + Penalty 3020.233365 = -1146584.579259 nChanged 8 SP:Iteration 42Q (1028.093095 sec): 3 clusters Score: Raw -1149605.986119 + Penalty 3020.233365 = -1146585.752754 nChanged 9 SP:Iteration 43Q (1028.147956 sec): 3 clusters Score: Raw -1149607.260884 + Penalty 3020.233365 = -1146587.027519 nChanged 6 SP:Iteration 44Q (1028.206163 sec): 3 clusters Score: Raw -1149608.207925 + Penalty 3020.233365 = -1146587.974560 nChanged 5 SP:Iteration 45Q (1028.274252 sec): 3 clusters Score: Raw -1149608.802702 + Penalty 3020.233365 = -1146588.569337 nChanged 6 SP:Iteration 46Q (1028.331403 sec): 3 clusters Score: Raw -1149609.711719 + Penalty 3020.233365 = -1146589.478354 nChanged 12 SP:Iteration 47Q (1028.400938 sec): 3 clusters Score: Raw -1149611.706652 + Penalty 3020.233365 = -1146591.473287 nChanged 10 SP:Iteration 48Q (1028.466061 sec): 3 clusters Score: Raw -1149613.101031 + Penalty 3020.233365 = -1146592.867666 nChanged 4 SP:Iteration 49Q (1028.528976 sec): 3 clusters Score: Raw -1149613.665669 + Penalty 3020.233365 = -1146593.432304 nChanged 3 SP:Iteration 50Q (1028.584112 sec): 3 clusters Score: Raw -1149614.006544 + Penalty 3020.233365 = -1146593.773179 nChanged 2 SP:Iteration 51Q (1028.642788 sec): 3 clusters Score: Raw -1149614.221780 + Penalty 3020.233365 = -1146593.988415 nChanged 1 SP:Iteration 52Q (1028.708671 sec): 3 clusters Score: Raw -1149614.292034 + Penalty 3020.233365 = -1146594.058669 nChanged 1 SP:Iteration 53Q (1028.769093 sec): 3 clusters Score: Raw -1149614.522985 + Penalty 3020.233365 = -1146594.289620 nChanged 4 SP:Iteration 54Q (1028.824934 sec): 3 clusters Score: Raw -1149615.372136 + Penalty 3020.233365 = -1146595.138771 nChanged 7 SP:Iteration 55Q (1028.895942 sec): 3 clusters Score: Raw -1149616.288183 + Penalty 3020.233365 = -1146596.054818 nChanged 3 SP:Iteration 56Q (1028.959893 sec): 3 clusters Score: Raw -1149616.628400 + Penalty 3020.233365 = -1146596.395035 nChanged 9 SP:Iteration 57Q (1029.020995 sec): 3 clusters Score: Raw -1149617.890287 + Penalty 3020.233365 = -1146597.656922 nChanged 9 SP:Iteration 58Q (1029.074210 sec): 3 clusters Score: Raw -1149619.117707 + Penalty 3020.233365 = -1146598.884342 nChanged 6 SP:Iteration 59Q (1029.139676 sec): 3 clusters Score: Raw -1149619.808481 + Penalty 3020.233365 = -1146599.575116 nChanged 3 SP:Iteration 60F (1029.205217 sec): 3 clusters Score: Raw -1149620.062905 + Penalty 3020.233365 = -1146599.829540 nChanged 0 Trying to split cluster 33 (2745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1029.228378 sec): 2 clusters Score: Raw -265806.143392 + Penalty 1286.599658 = -264519.543735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1029.280041 sec): 3 clusters Score: Raw -264569.534049 + Penalty 2573.199315 = -261996.334734 nChanged 1003 SP:Iteration 1F (1029.334408 sec): 3 clusters Score: Raw -265148.220711 + Penalty 2573.199315 = -262575.021396 nChanged 213 SP:Iteration 2F (1029.386690 sec): 3 clusters Score: Raw -265283.886691 + Penalty 2573.199315 = -262710.687375 nChanged 140 SP:Iteration 3F (1029.438519 sec): 3 clusters Score: Raw -265360.236641 + Penalty 2573.199315 = -262787.037326 nChanged 105 SP:Iteration 4Q (1029.480853 sec): 3 clusters Score: Raw -265413.356692 + Penalty 2573.199315 = -262840.157377 nChanged 96 SP:Iteration 5Q (1029.537828 sec): 3 clusters Score: Raw -265476.501270 + Penalty 2573.199315 = -262903.301955 nChanged 94 SP:Iteration 6Q (1029.579108 sec): 3 clusters Score: Raw -265544.158344 + Penalty 2573.199315 = -262970.959029 nChanged 90 SP:Iteration 7Q (1029.623279 sec): 3 clusters Score: Raw -265601.194014 + Penalty 2573.199315 = -263027.994699 nChanged 75 SP:Iteration 8Q (1029.678062 sec): 3 clusters Score: Raw -265655.638988 + Penalty 2573.199315 = -263082.439673 nChanged 78 SP:Iteration 9Q (1029.724503 sec): 3 clusters Score: Raw -265715.526932 + Penalty 2573.199315 = -263142.327617 nChanged 77 SP:Iteration 10Q (1029.767524 sec): 3 clusters Score: Raw -265785.545835 + Penalty 2573.199315 = -263212.346520 nChanged 86 SP:Iteration 11Q (1029.817826 sec): 3 clusters Score: Raw -265855.889789 + Penalty 2573.199315 = -263282.690474 nChanged 87 SP:Iteration 12Q (1029.863176 sec): 3 clusters Score: Raw -265932.086478 + Penalty 2573.199315 = -263358.887163 nChanged 81 SP:Iteration 13Q (1029.910305 sec): 3 clusters Score: Raw -265990.271777 + Penalty 2573.199315 = -263417.072462 nChanged 62 SP:Iteration 14Q (1029.968925 sec): 3 clusters Score: Raw -266033.948573 + Penalty 2573.199315 = -263460.749258 nChanged 47 SP:Iteration 15Q (1030.013191 sec): 3 clusters Score: Raw -266067.613158 + Penalty 2573.199315 = -263494.413843 nChanged 44 SP:Iteration 16Q (1030.073961 sec): 3 clusters Score: Raw -266102.058084 + Penalty 2573.199315 = -263528.858769 nChanged 37 SP:Iteration 17Q (1030.115945 sec): 3 clusters Score: Raw -266126.028522 + Penalty 2573.199315 = -263552.829207 nChanged 25 SP:Iteration 18Q (1030.169674 sec): 3 clusters Score: Raw -266143.291234 + Penalty 2573.199315 = -263570.091919 nChanged 24 SP:Iteration 19Q (1030.217894 sec): 3 clusters Score: Raw -266160.254464 + Penalty 2573.199315 = -263587.055149 nChanged 20 SP:Iteration 20F (1030.256286 sec): 3 clusters Score: Raw -266176.869204 + Penalty 2573.199315 = -263603.669889 nChanged 22 SP:Iteration 21Q (1030.315402 sec): 3 clusters Score: Raw -266190.837204 + Penalty 2573.199315 = -263617.637889 nChanged 10 SP:Iteration 22Q (1030.354783 sec): 3 clusters Score: Raw -266202.846550 + Penalty 2573.199315 = -263629.647234 nChanged 14 SP:Iteration 23Q (1030.408718 sec): 3 clusters Score: Raw -266214.524538 + Penalty 2573.199315 = -263641.325223 nChanged 12 SP:Iteration 24Q (1030.464373 sec): 3 clusters Score: Raw -266223.777862 + Penalty 2573.199315 = -263650.578547 nChanged 11 SP:Iteration 25Q (1030.507774 sec): 3 clusters Score: Raw -266229.891901 + Penalty 2573.199315 = -263656.692586 nChanged 10 SP:Iteration 26Q (1030.569798 sec): 3 clusters Score: Raw -266236.467473 + Penalty 2573.199315 = -263663.268158 nChanged 6 SP:Iteration 27Q (1030.611178 sec): 3 clusters Score: Raw -266239.843234 + Penalty 2573.199315 = -263666.643919 nChanged 3 SP:Iteration 28Q (1030.657019 sec): 3 clusters Score: Raw -266241.804542 + Penalty 2573.199315 = -263668.605227 nChanged 3 SP:Iteration 29Q (1030.715497 sec): 3 clusters Score: Raw -266242.905051 + Penalty 2573.199315 = -263669.705736 nChanged 2 SP:Iteration 30Q (1030.769735 sec): 3 clusters Score: Raw -266244.002180 + Penalty 2573.199315 = -263670.802865 nChanged 1 SP:Iteration 31Q (1030.812472 sec): 3 clusters Score: Raw -266244.207257 + Penalty 2573.199315 = -263671.007942 nChanged 2 SP:Iteration 32Q (1030.857753 sec): 3 clusters Score: Raw -266244.702731 + Penalty 2573.199315 = -263671.503416 nChanged 2 SP:Iteration 33Q (1030.909047 sec): 3 clusters Score: Raw -266245.824668 + Penalty 2573.199315 = -263672.625353 nChanged 0 SP:Iteration 34F (1030.963375 sec): 3 clusters Score: Raw -266245.824668 + Penalty 2573.199315 = -263672.625353 nChanged 0 Trying to split cluster 34 (31008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1031.024264 sec): 2 clusters Score: Raw -3261794.539992 + Penalty 1680.575084 = -3260113.964908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1031.125894 sec): 3 clusters Score: Raw -3242660.947417 + Penalty 3361.150167 = -3239299.797249 nChanged 14373 SP:Iteration 1F (1031.222249 sec): 3 clusters Score: Raw -3250602.458642 + Penalty 3361.150167 = -3247241.308474 nChanged 1529 SP:Iteration 2Q (1031.327717 sec): 3 clusters Score: Raw -3251182.635200 + Penalty 3361.150167 = -3247821.485033 nChanged 1594 SP:Iteration 3F (1031.427314 sec): 3 clusters Score: Raw -3251833.026942 + Penalty 3361.150167 = -3248471.876775 nChanged 1689 SP:Iteration 4F (1031.524074 sec): 3 clusters Score: Raw -3252615.016229 + Penalty 3361.150167 = -3249253.866062 nChanged 1794 SP:Iteration 5F (1031.618674 sec): 3 clusters Score: Raw -3253552.153229 + Penalty 3361.150167 = -3250191.003062 nChanged 1915 SP:Iteration 6F (1031.715034 sec): 3 clusters Score: Raw -3254665.926700 + Penalty 3361.150167 = -3251304.776533 nChanged 1892 SP:Iteration 7F (1031.816555 sec): 3 clusters Score: Raw -3255844.967128 + Penalty 3361.150167 = -3252483.816961 nChanged 1733 SP:Iteration 8F (1031.915766 sec): 3 clusters Score: Raw -3256933.166962 + Penalty 3361.150167 = -3253572.016794 nChanged 1536 SP:Iteration 9Q (1032.010045 sec): 3 clusters Score: Raw -3257901.865222 + Penalty 3361.150167 = -3254540.715055 nChanged 1294 SP:Iteration 10Q (1032.108478 sec): 3 clusters Score: Raw -3258746.819802 + Penalty 3361.150167 = -3255385.669634 nChanged 1121 SP:Iteration 11Q (1032.209485 sec): 3 clusters Score: Raw -3259560.596301 + Penalty 3361.150167 = -3256199.446134 nChanged 937 SP:Iteration 12Q (1032.302481 sec): 3 clusters Score: Raw -3260301.100356 + Penalty 3361.150167 = -3256939.950188 nChanged 723 SP:Iteration 13Q (1032.400257 sec): 3 clusters Score: Raw -3260909.571245 + Penalty 3361.150167 = -3257548.421078 nChanged 494 SP:Iteration 14Q (1032.503287 sec): 3 clusters Score: Raw -3261315.602979 + Penalty 3361.150167 = -3257954.452811 nChanged 348 SP:Iteration 15Q (1032.596545 sec): 3 clusters Score: Raw -3261579.998055 + Penalty 3361.150167 = -3258218.847888 nChanged 231 SP:Iteration 16Q (1032.685452 sec): 3 clusters Score: Raw -3261727.733898 + Penalty 3361.150167 = -3258366.583730 nChanged 143 SP:Iteration 17Q (1032.775662 sec): 3 clusters Score: Raw -3261815.490206 + Penalty 3361.150167 = -3258454.340039 nChanged 98 SP:Iteration 18Q (1032.860154 sec): 3 clusters Score: Raw -3261879.357619 + Penalty 3361.150167 = -3258518.207452 nChanged 68 SP:Iteration 19Q (1032.946307 sec): 3 clusters Score: Raw -3261918.148218 + Penalty 3361.150167 = -3258556.998051 nChanged 51 SP:Iteration 20F (1033.028844 sec): 3 clusters Score: Raw -3261955.298960 + Penalty 3361.150167 = -3258594.148793 nChanged 51 SP:Iteration 21Q (1033.122423 sec): 3 clusters Score: Raw -3261988.992957 + Penalty 3361.150167 = -3258627.842790 nChanged 42 SP:Iteration 22Q (1033.211121 sec): 3 clusters Score: Raw -3262015.927175 + Penalty 3361.150167 = -3258654.777008 nChanged 38 SP:Iteration 23Q (1033.298719 sec): 3 clusters Score: Raw -3262038.292939 + Penalty 3361.150167 = -3258677.142772 nChanged 27 SP:Iteration 24Q (1033.379314 sec): 3 clusters Score: Raw -3262053.643187 + Penalty 3361.150167 = -3258692.493020 nChanged 25 SP:Iteration 25Q (1033.462157 sec): 3 clusters Score: Raw -3262065.937090 + Penalty 3361.150167 = -3258704.786922 nChanged 19 SP:Iteration 26Q (1033.543517 sec): 3 clusters Score: Raw -3262076.854047 + Penalty 3361.150167 = -3258715.703880 nChanged 10 SP:Iteration 27Q (1033.628348 sec): 3 clusters Score: Raw -3262083.642406 + Penalty 3361.150167 = -3258722.492239 nChanged 14 SP:Iteration 28Q (1033.715252 sec): 3 clusters Score: Raw -3262088.919482 + Penalty 3361.150167 = -3258727.769315 nChanged 8 SP:Iteration 29Q (1033.797022 sec): 3 clusters Score: Raw -3262092.183298 + Penalty 3361.150167 = -3258731.033131 nChanged 5 SP:Iteration 30Q (1033.883054 sec): 3 clusters Score: Raw -3262093.709685 + Penalty 3361.150167 = -3258732.559518 nChanged 2 SP:Iteration 31Q (1033.953568 sec): 3 clusters Score: Raw -3262094.373425 + Penalty 3361.150167 = -3258733.223257 nChanged 1 SP:Iteration 32Q (1034.046442 sec): 3 clusters Score: Raw -3262094.464473 + Penalty 3361.150167 = -3258733.314306 nChanged 1 SP:Iteration 33Q (1034.131962 sec): 3 clusters Score: Raw -3262094.658981 + Penalty 3361.150167 = -3258733.508814 nChanged 2 SP:Iteration 34Q (1034.221538 sec): 3 clusters Score: Raw -3262095.254246 + Penalty 3361.150167 = -3258734.104078 nChanged 1 SP:Iteration 35Q (1034.303173 sec): 3 clusters Score: Raw -3262095.474882 + Penalty 3361.150167 = -3258734.324715 nChanged 2 SP:Iteration 36Q (1034.389056 sec): 3 clusters Score: Raw -3262097.074478 + Penalty 3361.150167 = -3258735.924310 nChanged 3 SP:Iteration 37Q (1034.469276 sec): 3 clusters Score: Raw -3262098.979817 + Penalty 3361.150167 = -3258737.829650 nChanged 3 SP:Iteration 38Q (1034.544992 sec): 3 clusters Score: Raw -3262100.292708 + Penalty 3361.150167 = -3258739.142541 nChanged 1 SP:Iteration 39Q (1034.642734 sec): 3 clusters Score: Raw -3262100.602058 + Penalty 3361.150167 = -3258739.451891 nChanged 1 SP:Iteration 40F (1034.740307 sec): 3 clusters Score: Raw -3262100.859364 + Penalty 3361.150167 = -3258739.709196 nChanged 0 Trying to split cluster 35 (3385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1034.769103 sec): 2 clusters Score: Raw -353065.907756 + Penalty 1320.655243 = -351745.252514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1034.810339 sec): 3 clusters Score: Raw -351446.805121 + Penalty 2641.310485 = -348805.494636 nChanged 1290 SP:Iteration 1F (1034.870598 sec): 3 clusters Score: Raw -352170.809013 + Penalty 2641.310485 = -349529.498528 nChanged 226 SP:Iteration 2F (1034.920769 sec): 3 clusters Score: Raw -352297.337637 + Penalty 2641.310485 = -349656.027152 nChanged 194 SP:Iteration 3F (1034.970768 sec): 3 clusters Score: Raw -352403.752677 + Penalty 2641.310485 = -349762.442192 nChanged 126 SP:Iteration 4Q (1035.019534 sec): 3 clusters Score: Raw -352470.910956 + Penalty 2641.310485 = -349829.600471 nChanged 115 SP:Iteration 5Q (1035.071430 sec): 3 clusters Score: Raw -352532.204487 + Penalty 2641.310485 = -349890.894001 nChanged 103 SP:Iteration 6Q (1035.119635 sec): 3 clusters Score: Raw -352581.940717 + Penalty 2641.310485 = -349940.630232 nChanged 80 SP:Iteration 7Q (1035.158778 sec): 3 clusters Score: Raw -352620.882382 + Penalty 2641.310485 = -349979.571897 nChanged 68 SP:Iteration 8Q (1035.209997 sec): 3 clusters Score: Raw -352655.592546 + Penalty 2641.310485 = -350014.282061 nChanged 62 SP:Iteration 9Q (1035.264457 sec): 3 clusters Score: Raw -352686.218258 + Penalty 2641.310485 = -350044.907772 nChanged 57 SP:Iteration 10Q (1035.321649 sec): 3 clusters Score: Raw -352713.150400 + Penalty 2641.310485 = -350071.839914 nChanged 49 SP:Iteration 11Q (1035.376357 sec): 3 clusters Score: Raw -352732.434078 + Penalty 2641.310485 = -350091.123593 nChanged 41 SP:Iteration 12Q (1035.416882 sec): 3 clusters Score: Raw -352752.979655 + Penalty 2641.310485 = -350111.669170 nChanged 47 SP:Iteration 13Q (1035.469056 sec): 3 clusters Score: Raw -352771.407502 + Penalty 2641.310485 = -350130.097017 nChanged 37 SP:Iteration 14Q (1035.519823 sec): 3 clusters Score: Raw -352786.533737 + Penalty 2641.310485 = -350145.223252 nChanged 31 SP:Iteration 15Q (1035.574688 sec): 3 clusters Score: Raw -352800.313966 + Penalty 2641.310485 = -350159.003481 nChanged 30 SP:Iteration 16Q (1035.618497 sec): 3 clusters Score: Raw -352809.005535 + Penalty 2641.310485 = -350167.695049 nChanged 21 SP:Iteration 17Q (1035.675736 sec): 3 clusters Score: Raw -352815.959338 + Penalty 2641.310485 = -350174.648852 nChanged 21 SP:Iteration 18Q (1035.717347 sec): 3 clusters Score: Raw -352823.831391 + Penalty 2641.310485 = -350182.520906 nChanged 18 SP:Iteration 19Q (1035.774994 sec): 3 clusters Score: Raw -352831.334010 + Penalty 2641.310485 = -350190.023524 nChanged 22 SP:Iteration 20F (1035.829703 sec): 3 clusters Score: Raw -352837.911980 + Penalty 2641.310485 = -350196.601495 nChanged 14 SP:Iteration 21Q (1035.876838 sec): 3 clusters Score: Raw -352842.502051 + Penalty 2641.310485 = -350201.191565 nChanged 10 SP:Iteration 22Q (1035.916972 sec): 3 clusters Score: Raw -352846.712716 + Penalty 2641.310485 = -350205.402231 nChanged 17 SP:Iteration 23Q (1035.968734 sec): 3 clusters Score: Raw -352852.988639 + Penalty 2641.310485 = -350211.678154 nChanged 17 SP:Iteration 24Q (1036.017913 sec): 3 clusters Score: Raw -352859.894406 + Penalty 2641.310485 = -350218.583921 nChanged 26 SP:Iteration 25Q (1036.074686 sec): 3 clusters Score: Raw -352870.402768 + Penalty 2641.310485 = -350229.092283 nChanged 20 SP:Iteration 26Q (1036.123376 sec): 3 clusters Score: Raw -352877.484709 + Penalty 2641.310485 = -350236.174223 nChanged 24 SP:Iteration 27Q (1036.170501 sec): 3 clusters Score: Raw -352886.627085 + Penalty 2641.310485 = -350245.316600 nChanged 26 SP:Iteration 28Q (1036.232102 sec): 3 clusters Score: Raw -352894.381116 + Penalty 2641.310485 = -350253.070631 nChanged 19 SP:Iteration 29Q (1036.280255 sec): 3 clusters Score: Raw -352899.812246 + Penalty 2641.310485 = -350258.501761 nChanged 19 SP:Iteration 30Q (1036.332991 sec): 3 clusters Score: Raw -352906.065718 + Penalty 2641.310485 = -350264.755232 nChanged 17 SP:Iteration 31Q (1036.385072 sec): 3 clusters Score: Raw -352914.710105 + Penalty 2641.310485 = -350273.399620 nChanged 23 SP:Iteration 32Q (1036.433881 sec): 3 clusters Score: Raw -352926.407777 + Penalty 2641.310485 = -350285.097292 nChanged 27 SP:Iteration 33Q (1036.481293 sec): 3 clusters Score: Raw -352941.303694 + Penalty 2641.310485 = -350299.993209 nChanged 27 SP:Iteration 34Q (1036.526924 sec): 3 clusters Score: Raw -352953.722841 + Penalty 2641.310485 = -350312.412356 nChanged 32 SP:Iteration 35Q (1036.581480 sec): 3 clusters Score: Raw -352969.556987 + Penalty 2641.310485 = -350328.246501 nChanged 26 SP:Iteration 36Q (1036.635018 sec): 3 clusters Score: Raw -352979.131752 + Penalty 2641.310485 = -350337.821266 nChanged 19 SP:Iteration 37Q (1036.680712 sec): 3 clusters Score: Raw -352987.245934 + Penalty 2641.310485 = -350345.935449 nChanged 16 SP:Iteration 38Q (1036.721466 sec): 3 clusters Score: Raw -352997.356589 + Penalty 2641.310485 = -350356.046104 nChanged 22 SP:Iteration 39Q (1036.782470 sec): 3 clusters Score: Raw -353010.608764 + Penalty 2641.310485 = -350369.298279 nChanged 29 SP:Iteration 40F (1036.832007 sec): 3 clusters Score: Raw -353026.307702 + Penalty 2641.310485 = -350384.997217 nChanged 25 SP:Iteration 41Q (1036.879546 sec): 3 clusters Score: Raw -353036.556782 + Penalty 2641.310485 = -350395.246296 nChanged 24 SP:Iteration 42Q (1036.925201 sec): 3 clusters Score: Raw -353049.474947 + Penalty 2641.310485 = -350408.164462 nChanged 24 SP:Iteration 43Q (1036.986946 sec): 3 clusters Score: Raw -353062.700368 + Penalty 2641.310485 = -350421.389882 nChanged 23 SP:Iteration 44Q (1037.042740 sec): 3 clusters Score: Raw -353073.465483 + Penalty 2641.310485 = -350432.154998 nChanged 19 SP:Iteration 45Q (1037.085523 sec): 3 clusters Score: Raw -353081.594904 + Penalty 2641.310485 = -350440.284419 nChanged 11 SP:Iteration 46Q (1037.147241 sec): 3 clusters Score: Raw -353086.881165 + Penalty 2641.310485 = -350445.570680 nChanged 17 SP:Iteration 47Q (1037.194085 sec): 3 clusters Score: Raw -353096.039213 + Penalty 2641.310485 = -350454.728728 nChanged 12 SP:Iteration 48Q (1037.249123 sec): 3 clusters Score: Raw -353102.450754 + Penalty 2641.310485 = -350461.140269 nChanged 10 SP:Iteration 49Q (1037.293957 sec): 3 clusters Score: Raw -353107.734630 + Penalty 2641.310485 = -350466.424145 nChanged 16 SP:Iteration 50Q (1037.332273 sec): 3 clusters Score: Raw -353118.257049 + Penalty 2641.310485 = -350476.946564 nChanged 16 SP:Iteration 51Q (1037.381213 sec): 3 clusters Score: Raw -353127.313994 + Penalty 2641.310485 = -350486.003509 nChanged 13 SP:Iteration 52Q (1037.431197 sec): 3 clusters Score: Raw -353132.421115 + Penalty 2641.310485 = -350491.110630 nChanged 7 SP:Iteration 53Q (1037.478172 sec): 3 clusters Score: Raw -353136.121644 + Penalty 2641.310485 = -350494.811159 nChanged 10 SP:Iteration 54Q (1037.524726 sec): 3 clusters Score: Raw -353143.360868 + Penalty 2641.310485 = -350502.050383 nChanged 16 SP:Iteration 55Q (1037.574775 sec): 3 clusters Score: Raw -353152.163793 + Penalty 2641.310485 = -350510.853308 nChanged 13 SP:Iteration 56Q (1037.628130 sec): 3 clusters Score: Raw -353160.115912 + Penalty 2641.310485 = -350518.805427 nChanged 9 SP:Iteration 57Q (1037.675113 sec): 3 clusters Score: Raw -353165.699160 + Penalty 2641.310485 = -350524.388675 nChanged 7 SP:Iteration 58Q (1037.723634 sec): 3 clusters Score: Raw -353170.052791 + Penalty 2641.310485 = -350528.742305 nChanged 7 SP:Iteration 59Q (1037.771777 sec): 3 clusters Score: Raw -353174.231949 + Penalty 2641.310485 = -350532.921464 nChanged 10 SP:Iteration 60F (1037.809010 sec): 3 clusters Score: Raw -353178.302462 + Penalty 2641.310485 = -350536.991977 nChanged 6 SP:Iteration 61Q (1037.860471 sec): 3 clusters Score: Raw -353182.477861 + Penalty 2641.310485 = -350541.167376 nChanged 7 SP:Iteration 62Q (1037.922374 sec): 3 clusters Score: Raw -353185.662248 + Penalty 2641.310485 = -350544.351763 nChanged 4 SP:Iteration 63Q (1037.962257 sec): 3 clusters Score: Raw -353187.227186 + Penalty 2641.310485 = -350545.916701 nChanged 2 SP:Iteration 64Q (1038.017067 sec): 3 clusters Score: Raw -353188.052022 + Penalty 2641.310485 = -350546.741537 nChanged 2 SP:Iteration 65Q (1038.064143 sec): 3 clusters Score: Raw -353189.102000 + Penalty 2641.310485 = -350547.791515 nChanged 1 SP:Iteration 66Q (1038.112744 sec): 3 clusters Score: Raw -353189.224211 + Penalty 2641.310485 = -350547.913725 nChanged 0 SP:Iteration 67F (1038.166430 sec): 3 clusters Score: Raw -353189.224211 + Penalty 2641.310485 = -350547.913725 nChanged 0 Trying to split cluster 36 (58749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1038.272908 sec): 2 clusters Score: Raw -6331302.236036 + Penalty 1784.417279 = -6329517.818757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1038.424187 sec): 3 clusters Score: Raw -6293963.794484 + Penalty 3568.834558 = -6290394.959926 nChanged 27604 SP:Iteration 1F (1038.576924 sec): 3 clusters Score: Raw -6309822.632008 + Penalty 3568.834558 = -6306253.797450 nChanged 2507 SP:Iteration 2Q (1038.730700 sec): 3 clusters Score: Raw -6310654.238761 + Penalty 3568.834558 = -6307085.404202 nChanged 2632 SP:Iteration 3Q (1038.886218 sec): 3 clusters Score: Raw -6311719.687797 + Penalty 3568.834558 = -6308150.853239 nChanged 2901 SP:Iteration 4Q (1039.032046 sec): 3 clusters Score: Raw -6313160.773921 + Penalty 3568.834558 = -6309591.939363 nChanged 3044 SP:Iteration 5F (1039.181033 sec): 3 clusters Score: Raw -6315056.698078 + Penalty 3568.834558 = -6311487.863520 nChanged 3387 SP:Iteration 6F (1039.332918 sec): 3 clusters Score: Raw -6317472.731608 + Penalty 3568.834558 = -6313903.897050 nChanged 3394 SP:Iteration 7F (1039.478002 sec): 3 clusters Score: Raw -6320190.914874 + Penalty 3568.834558 = -6316622.080316 nChanged 3473 SP:Iteration 8F (1039.603582 sec): 3 clusters Score: Raw -6323081.556261 + Penalty 3568.834558 = -6319512.721703 nChanged 3250 SP:Iteration 9F (1039.748962 sec): 3 clusters Score: Raw -6325451.650845 + Penalty 3568.834558 = -6321882.816286 nChanged 2513 SP:Iteration 10Q (1039.899615 sec): 3 clusters Score: Raw -6326871.053968 + Penalty 3568.834558 = -6323302.219409 nChanged 1762 SP:Iteration 11Q (1040.040730 sec): 3 clusters Score: Raw -6327707.420077 + Penalty 3568.834558 = -6324138.585518 nChanged 1353 SP:Iteration 12Q (1040.185834 sec): 3 clusters Score: Raw -6328258.132652 + Penalty 3568.834558 = -6324689.298094 nChanged 1055 SP:Iteration 13Q (1040.328771 sec): 3 clusters Score: Raw -6328693.316504 + Penalty 3568.834558 = -6325124.481945 nChanged 975 SP:Iteration 14Q (1040.460669 sec): 3 clusters Score: Raw -6329065.940255 + Penalty 3568.834558 = -6325497.105696 nChanged 882 SP:Iteration 15Q (1040.591456 sec): 3 clusters Score: Raw -6329374.587666 + Penalty 3568.834558 = -6325805.753107 nChanged 814 SP:Iteration 16Q (1040.734150 sec): 3 clusters Score: Raw -6329608.616084 + Penalty 3568.834558 = -6326039.781525 nChanged 670 SP:Iteration 17Q (1040.874828 sec): 3 clusters Score: Raw -6329776.866349 + Penalty 3568.834558 = -6326208.031790 nChanged 618 SP:Iteration 18Q (1041.008594 sec): 3 clusters Score: Raw -6329916.238451 + Penalty 3568.834558 = -6326347.403892 nChanged 520 SP:Iteration 19Q (1041.142527 sec): 3 clusters Score: Raw -6330022.552442 + Penalty 3568.834558 = -6326453.717884 nChanged 425 SP:Iteration 20F (1041.274772 sec): 3 clusters Score: Raw -6330094.438487 + Penalty 3568.834558 = -6326525.603928 nChanged 363 SP:Iteration 21Q (1041.414177 sec): 3 clusters Score: Raw -6330151.535991 + Penalty 3568.834558 = -6326582.701433 nChanged 347 SP:Iteration 22Q (1041.561707 sec): 3 clusters Score: Raw -6330207.946159 + Penalty 3568.834558 = -6326639.111600 nChanged 312 SP:Iteration 23Q (1041.703498 sec): 3 clusters Score: Raw -6330252.156489 + Penalty 3568.834558 = -6326683.321931 nChanged 273 SP:Iteration 24Q (1041.831255 sec): 3 clusters Score: Raw -6330290.090793 + Penalty 3568.834558 = -6326721.256234 nChanged 260 SP:Iteration 25Q (1041.978959 sec): 3 clusters Score: Raw -6330324.819953 + Penalty 3568.834558 = -6326755.985394 nChanged 231 SP:Iteration 26Q (1042.117709 sec): 3 clusters Score: Raw -6330356.973599 + Penalty 3568.834558 = -6326788.139041 nChanged 231 SP:Iteration 27Q (1042.254011 sec): 3 clusters Score: Raw -6330386.878962 + Penalty 3568.834558 = -6326818.044403 nChanged 209 SP:Iteration 28Q (1042.391145 sec): 3 clusters Score: Raw -6330411.172840 + Penalty 3568.834558 = -6326842.338282 nChanged 196 SP:Iteration 29Q (1042.523524 sec): 3 clusters Score: Raw -6330436.859130 + Penalty 3568.834558 = -6326868.024572 nChanged 208 SP:Iteration 30Q (1042.655050 sec): 3 clusters Score: Raw -6330460.715588 + Penalty 3568.834558 = -6326891.881030 nChanged 199 SP:Iteration 31Q (1042.795966 sec): 3 clusters Score: Raw -6330484.861530 + Penalty 3568.834558 = -6326916.026971 nChanged 190 SP:Iteration 32Q (1042.937602 sec): 3 clusters Score: Raw -6330505.902031 + Penalty 3568.834558 = -6326937.067473 nChanged 190 SP:Iteration 33Q (1043.076583 sec): 3 clusters Score: Raw -6330525.399658 + Penalty 3568.834558 = -6326956.565099 nChanged 160 SP:Iteration 34Q (1043.215245 sec): 3 clusters Score: Raw -6330540.618129 + Penalty 3568.834558 = -6326971.783570 nChanged 163 SP:Iteration 35Q (1043.363651 sec): 3 clusters Score: Raw -6330556.539340 + Penalty 3568.834558 = -6326987.704782 nChanged 135 SP:Iteration 36Q (1043.502612 sec): 3 clusters Score: Raw -6330568.696938 + Penalty 3568.834558 = -6326999.862380 nChanged 133 SP:Iteration 37Q (1043.640901 sec): 3 clusters Score: Raw -6330578.315918 + Penalty 3568.834558 = -6327009.481359 nChanged 113 SP:Iteration 38Q (1043.767937 sec): 3 clusters Score: Raw -6330584.957489 + Penalty 3568.834558 = -6327016.122930 nChanged 103 SP:Iteration 39Q (1043.913480 sec): 3 clusters Score: Raw -6330590.677952 + Penalty 3568.834558 = -6327021.843393 nChanged 85 SP:Iteration 40F (1044.064458 sec): 3 clusters Score: Raw -6330595.763676 + Penalty 3568.834558 = -6327026.929117 nChanged 88 SP:Iteration 41Q (1044.199341 sec): 3 clusters Score: Raw -6330600.492110 + Penalty 3568.834558 = -6327031.657551 nChanged 84 SP:Iteration 42Q (1044.334249 sec): 3 clusters Score: Raw -6330605.071314 + Penalty 3568.834558 = -6327036.236756 nChanged 72 SP:Iteration 43Q (1044.460378 sec): 3 clusters Score: Raw -6330608.606358 + Penalty 3568.834558 = -6327039.771799 nChanged 57 SP:Iteration 44Q (1044.593790 sec): 3 clusters Score: Raw -6330611.882559 + Penalty 3568.834558 = -6327043.048001 nChanged 65 SP:Iteration 45Q (1044.736365 sec): 3 clusters Score: Raw -6330615.319283 + Penalty 3568.834558 = -6327046.484725 nChanged 68 SP:Iteration 46Q (1044.868579 sec): 3 clusters Score: Raw -6330618.874635 + Penalty 3568.834558 = -6327050.040076 nChanged 65 SP:Iteration 47Q (1045.010942 sec): 3 clusters Score: Raw -6330621.688406 + Penalty 3568.834558 = -6327052.853848 nChanged 61 SP:Iteration 48Q (1045.150613 sec): 3 clusters Score: Raw -6330624.445377 + Penalty 3568.834558 = -6327055.610818 nChanged 64 SP:Iteration 49Q (1045.290594 sec): 3 clusters Score: Raw -6330627.627635 + Penalty 3568.834558 = -6327058.793076 nChanged 54 SP:Iteration 50Q (1045.423328 sec): 3 clusters Score: Raw -6330630.047681 + Penalty 3568.834558 = -6327061.213123 nChanged 65 SP:Iteration 51Q (1045.565428 sec): 3 clusters Score: Raw -6330632.791834 + Penalty 3568.834558 = -6327063.957275 nChanged 59 SP:Iteration 52Q (1045.707451 sec): 3 clusters Score: Raw -6330635.335170 + Penalty 3568.834558 = -6327066.500611 nChanged 61 SP:Iteration 53Q (1045.839801 sec): 3 clusters Score: Raw -6330638.029722 + Penalty 3568.834558 = -6327069.195163 nChanged 62 SP:Iteration 54Q (1045.994285 sec): 3 clusters Score: Raw -6330640.513699 + Penalty 3568.834558 = -6327071.679140 nChanged 56 SP:Iteration 55Q (1046.131337 sec): 3 clusters Score: Raw -6330642.466422 + Penalty 3568.834558 = -6327073.631864 nChanged 44 SP:Iteration 56Q (1046.268462 sec): 3 clusters Score: Raw -6330643.839442 + Penalty 3568.834558 = -6327075.004884 nChanged 34 SP:Iteration 57Q (1046.393436 sec): 3 clusters Score: Raw -6330644.867700 + Penalty 3568.834558 = -6327076.033142 nChanged 25 SP:Iteration 58Q (1046.544513 sec): 3 clusters Score: Raw -6330645.976370 + Penalty 3568.834558 = -6327077.141812 nChanged 35 SP:Iteration 59Q (1046.681608 sec): 3 clusters Score: Raw -6330647.137703 + Penalty 3568.834558 = -6327078.303144 nChanged 38 SP:Iteration 60F (1046.818447 sec): 3 clusters Score: Raw -6330648.356569 + Penalty 3568.834558 = -6327079.522011 nChanged 28 SP:Iteration 61Q (1046.962825 sec): 3 clusters Score: Raw -6330649.270475 + Penalty 3568.834558 = -6327080.435916 nChanged 24 SP:Iteration 62Q (1047.099819 sec): 3 clusters Score: Raw -6330649.999457 + Penalty 3568.834558 = -6327081.164899 nChanged 28 SP:Iteration 63Q (1047.232968 sec): 3 clusters Score: Raw -6330650.626072 + Penalty 3568.834558 = -6327081.791513 nChanged 15 SP:Iteration 64Q (1047.375963 sec): 3 clusters Score: Raw -6330651.017968 + Penalty 3568.834558 = -6327082.183410 nChanged 19 SP:Iteration 65Q (1047.503985 sec): 3 clusters Score: Raw -6330651.584568 + Penalty 3568.834558 = -6327082.750010 nChanged 14 SP:Iteration 66Q (1047.658131 sec): 3 clusters Score: Raw -6330651.938271 + Penalty 3568.834558 = -6327083.103713 nChanged 14 SP:Iteration 67Q (1047.797472 sec): 3 clusters Score: Raw -6330652.284776 + Penalty 3568.834558 = -6327083.450218 nChanged 12 SP:Iteration 68Q (1047.935123 sec): 3 clusters Score: Raw -6330652.576515 + Penalty 3568.834558 = -6327083.741957 nChanged 11 SP:Iteration 69Q (1048.075603 sec): 3 clusters Score: Raw -6330652.892392 + Penalty 3568.834558 = -6327084.057833 nChanged 8 SP:Iteration 70Q (1048.207471 sec): 3 clusters Score: Raw -6330653.140074 + Penalty 3568.834558 = -6327084.305516 nChanged 13 SP:Iteration 71Q (1048.350758 sec): 3 clusters Score: Raw -6330653.476376 + Penalty 3568.834558 = -6327084.641818 nChanged 14 SP:Iteration 72Q (1048.494767 sec): 3 clusters Score: Raw -6330653.765089 + Penalty 3568.834558 = -6327084.930531 nChanged 13 SP:Iteration 73Q (1048.633191 sec): 3 clusters Score: Raw -6330654.055635 + Penalty 3568.834558 = -6327085.221076 nChanged 12 SP:Iteration 74Q (1048.763708 sec): 3 clusters Score: Raw -6330654.286094 + Penalty 3568.834558 = -6327085.451536 nChanged 17 SP:Iteration 75Q (1048.907686 sec): 3 clusters Score: Raw -6330654.743453 + Penalty 3568.834558 = -6327085.908895 nChanged 26 SP:Iteration 76Q (1049.042908 sec): 3 clusters Score: Raw -6330655.444010 + Penalty 3568.834558 = -6327086.609451 nChanged 21 SP:Iteration 77Q (1049.184648 sec): 3 clusters Score: Raw -6330656.104023 + Penalty 3568.834558 = -6327087.269465 nChanged 25 SP:Iteration 78Q (1049.322411 sec): 3 clusters Score: Raw -6330656.849552 + Penalty 3568.834558 = -6327088.014994 nChanged 23 SP:Iteration 79Q (1049.444859 sec): 3 clusters Score: Raw -6330657.515181 + Penalty 3568.834558 = -6327088.680622 nChanged 23 SP:Iteration 80F (1049.593391 sec): 3 clusters Score: Raw -6330658.298934 + Penalty 3568.834558 = -6327089.464376 nChanged 24 SP:Iteration 81Q (1049.731541 sec): 3 clusters Score: Raw -6330659.072647 + Penalty 3568.834558 = -6327090.238089 nChanged 21 SP:Iteration 82Q (1049.870820 sec): 3 clusters Score: Raw -6330659.634043 + Penalty 3568.834558 = -6327090.799485 nChanged 20 SP:Iteration 83Q (1050.007321 sec): 3 clusters Score: Raw -6330660.296177 + Penalty 3568.834558 = -6327091.461619 nChanged 19 SP:Iteration 84Q (1050.158352 sec): 3 clusters Score: Raw -6330660.886430 + Penalty 3568.834558 = -6327092.051872 nChanged 23 SP:Iteration 85Q (1050.299123 sec): 3 clusters Score: Raw -6330661.451811 + Penalty 3568.834558 = -6327092.617253 nChanged 17 SP:Iteration 86Q (1050.436560 sec): 3 clusters Score: Raw -6330661.912323 + Penalty 3568.834558 = -6327093.077764 nChanged 15 SP:Iteration 87Q (1050.569872 sec): 3 clusters Score: Raw -6330662.389005 + Penalty 3568.834558 = -6327093.554447 nChanged 22 SP:Iteration 88Q (1050.714564 sec): 3 clusters Score: Raw -6330663.248348 + Penalty 3568.834558 = -6327094.413790 nChanged 31 SP:Iteration 89Q (1050.848302 sec): 3 clusters Score: Raw -6330664.341497 + Penalty 3568.834558 = -6327095.506939 nChanged 29 SP:Iteration 90Q (1050.987864 sec): 3 clusters Score: Raw -6330665.348814 + Penalty 3568.834558 = -6327096.514256 nChanged 34 SP:Iteration 91Q (1051.131274 sec): 3 clusters Score: Raw -6330666.422392 + Penalty 3568.834558 = -6327097.587833 nChanged 37 SP:Iteration 92Q (1051.268656 sec): 3 clusters Score: Raw -6330667.742123 + Penalty 3568.834558 = -6327098.907565 nChanged 37 SP:Iteration 93Q (1051.409530 sec): 3 clusters Score: Raw -6330669.097233 + Penalty 3568.834558 = -6327100.262674 nChanged 34 SP:Iteration 94Q (1051.548510 sec): 3 clusters Score: Raw -6330669.998712 + Penalty 3568.834558 = -6327101.164154 nChanged 23 SP:Iteration 95Q (1051.690561 sec): 3 clusters Score: Raw -6330670.694548 + Penalty 3568.834558 = -6327101.859989 nChanged 23 SP:Iteration 96Q (1051.831829 sec): 3 clusters Score: Raw -6330671.430500 + Penalty 3568.834558 = -6327102.595942 nChanged 26 SP:Iteration 97Q (1051.959638 sec): 3 clusters Score: Raw -6330672.302657 + Penalty 3568.834558 = -6327103.468099 nChanged 32 SP:Iteration 98Q (1052.097478 sec): 3 clusters Score: Raw -6330673.594038 + Penalty 3568.834558 = -6327104.759479 nChanged 35 SP:Iteration 99Q (1052.231222 sec): 3 clusters Score: Raw -6330674.743787 + Penalty 3568.834558 = -6327105.909228 nChanged 31 SP:Iteration 100F (1052.383010 sec): 3 clusters Score: Raw -6330676.003409 + Penalty 3568.834558 = -6327107.168851 nChanged 40 SP:Iteration 101Q (1052.525266 sec): 3 clusters Score: Raw -6330677.840584 + Penalty 3568.834558 = -6327109.006026 nChanged 39 SP:Iteration 102Q (1052.660127 sec): 3 clusters Score: Raw -6330679.636630 + Penalty 3568.834558 = -6327110.802071 nChanged 44 SP:Iteration 103Q (1052.798043 sec): 3 clusters Score: Raw -6330681.406332 + Penalty 3568.834558 = -6327112.571774 nChanged 49 SP:Iteration 104Q (1052.934249 sec): 3 clusters Score: Raw -6330683.047272 + Penalty 3568.834558 = -6327114.212714 nChanged 37 SP:Iteration 105Q (1053.065599 sec): 3 clusters Score: Raw -6330684.253206 + Penalty 3568.834558 = -6327115.418647 nChanged 37 SP:Iteration 106Q (1053.209919 sec): 3 clusters Score: Raw -6330685.456715 + Penalty 3568.834558 = -6327116.622157 nChanged 43 SP:Iteration 107Q (1053.353641 sec): 3 clusters Score: Raw -6330686.981884 + Penalty 3568.834558 = -6327118.147325 nChanged 38 SP:Iteration 108Q (1053.494478 sec): 3 clusters Score: Raw -6330688.071602 + Penalty 3568.834558 = -6327119.237043 nChanged 38 SP:Iteration 109Q (1053.633918 sec): 3 clusters Score: Raw -6330689.375855 + Penalty 3568.834558 = -6327120.541297 nChanged 37 SP:Iteration 110Q (1053.771858 sec): 3 clusters Score: Raw -6330690.751706 + Penalty 3568.834558 = -6327121.917148 nChanged 31 SP:Iteration 111Q (1053.897577 sec): 3 clusters Score: Raw -6330691.500829 + Penalty 3568.834558 = -6327122.666271 nChanged 22 SP:Iteration 112Q (1054.045456 sec): 3 clusters Score: Raw -6330691.962425 + Penalty 3568.834558 = -6327123.127866 nChanged 23 SP:Iteration 113Q (1054.180305 sec): 3 clusters Score: Raw -6330692.626511 + Penalty 3568.834558 = -6327123.791952 nChanged 31 SP:Iteration 114Q (1054.317079 sec): 3 clusters Score: Raw -6330693.452646 + Penalty 3568.834558 = -6327124.618087 nChanged 27 SP:Iteration 115Q (1054.439363 sec): 3 clusters Score: Raw -6330694.044830 + Penalty 3568.834558 = -6327125.210272 nChanged 16 SP:Iteration 116Q (1054.573342 sec): 3 clusters Score: Raw -6330694.499603 + Penalty 3568.834558 = -6327125.665045 nChanged 18 SP:Iteration 117Q (1054.707269 sec): 3 clusters Score: Raw -6330695.232919 + Penalty 3568.834558 = -6327126.398360 nChanged 16 SP:Iteration 118Q (1054.843049 sec): 3 clusters Score: Raw -6330695.636960 + Penalty 3568.834558 = -6327126.802401 nChanged 17 SP:Iteration 119Q (1054.979600 sec): 3 clusters Score: Raw -6330696.146681 + Penalty 3568.834558 = -6327127.312122 nChanged 18 SP:Iteration 120F (1055.131948 sec): 3 clusters Score: Raw -6330696.704732 + Penalty 3568.834558 = -6327127.870174 nChanged 21 SP:Iteration 121Q (1055.264312 sec): 3 clusters Score: Raw -6330697.480281 + Penalty 3568.834558 = -6327128.645723 nChanged 28 SP:Iteration 122Q (1055.406877 sec): 3 clusters Score: Raw -6330698.384632 + Penalty 3568.834558 = -6327129.550074 nChanged 32 SP:Iteration 123Q (1055.549629 sec): 3 clusters Score: Raw -6330699.418805 + Penalty 3568.834558 = -6327130.584246 nChanged 24 SP:Iteration 124Q (1055.683783 sec): 3 clusters Score: Raw -6330700.346976 + Penalty 3568.834558 = -6327131.512418 nChanged 31 SP:Iteration 125Q (1055.823289 sec): 3 clusters Score: Raw -6330701.351329 + Penalty 3568.834558 = -6327132.516770 nChanged 24 SP:Iteration 126Q (1055.969216 sec): 3 clusters Score: Raw -6330701.988077 + Penalty 3568.834558 = -6327133.153519 nChanged 30 SP:Iteration 127Q (1056.098637 sec): 3 clusters Score: Raw -6330702.751653 + Penalty 3568.834558 = -6327133.917095 nChanged 24 SP:Iteration 128Q (1056.235101 sec): 3 clusters Score: Raw -6330703.598004 + Penalty 3568.834558 = -6327134.763446 nChanged 26 SP:Iteration 129Q (1056.368900 sec): 3 clusters Score: Raw -6330704.648600 + Penalty 3568.834558 = -6327135.814042 nChanged 28 SP:Iteration 130Q (1056.500177 sec): 3 clusters Score: Raw -6330705.594132 + Penalty 3568.834558 = -6327136.759574 nChanged 26 SP:Iteration 131Q (1056.633598 sec): 3 clusters Score: Raw -6330706.420677 + Penalty 3568.834558 = -6327137.586118 nChanged 27 SP:Iteration 132Q (1056.774383 sec): 3 clusters Score: Raw -6330707.225839 + Penalty 3568.834558 = -6327138.391280 nChanged 27 SP:Iteration 133Q (1056.912777 sec): 3 clusters Score: Raw -6330708.052095 + Penalty 3568.834558 = -6327139.217536 nChanged 35 SP:Iteration 134Q (1057.059376 sec): 3 clusters Score: Raw -6330709.220498 + Penalty 3568.834558 = -6327140.385939 nChanged 47 SP:Iteration 135Q (1057.199210 sec): 3 clusters Score: Raw -6330711.370918 + Penalty 3568.834558 = -6327142.536360 nChanged 54 SP:Iteration 136Q (1057.335416 sec): 3 clusters Score: Raw -6330713.373672 + Penalty 3568.834558 = -6327144.539114 nChanged 49 SP:Iteration 137Q (1057.480123 sec): 3 clusters Score: Raw -6330715.115563 + Penalty 3568.834558 = -6327146.281005 nChanged 48 SP:Iteration 138Q (1057.614189 sec): 3 clusters Score: Raw -6330716.932910 + Penalty 3568.834558 = -6327148.098351 nChanged 47 SP:Iteration 139Q (1057.753666 sec): 3 clusters Score: Raw -6330718.627349 + Penalty 3568.834558 = -6327149.792790 nChanged 43 SP:Iteration 140F (1057.896430 sec): 3 clusters Score: Raw -6330720.071919 + Penalty 3568.834558 = -6327151.237361 nChanged 32 SP:Iteration 141Q (1058.024875 sec): 3 clusters Score: Raw -6330721.027120 + Penalty 3568.834558 = -6327152.192562 nChanged 27 SP:Iteration 142Q (1058.160726 sec): 3 clusters Score: Raw -6330721.835075 + Penalty 3568.834558 = -6327153.000516 nChanged 33 SP:Iteration 143Q (1058.303799 sec): 3 clusters Score: Raw -6330722.790738 + Penalty 3568.834558 = -6327153.956179 nChanged 26 SP:Iteration 144Q (1058.438934 sec): 3 clusters Score: Raw -6330723.494682 + Penalty 3568.834558 = -6327154.660123 nChanged 29 SP:Iteration 145Q (1058.586895 sec): 3 clusters Score: Raw -6330724.210735 + Penalty 3568.834558 = -6327155.376176 nChanged 23 SP:Iteration 146Q (1058.703808 sec): 3 clusters Score: Raw -6330724.778569 + Penalty 3568.834558 = -6327155.944011 nChanged 27 SP:Iteration 147Q (1058.832488 sec): 3 clusters Score: Raw -6330725.333243 + Penalty 3568.834558 = -6327156.498685 nChanged 19 SP:Iteration 148Q (1058.975471 sec): 3 clusters Score: Raw -6330725.931470 + Penalty 3568.834558 = -6327157.096912 nChanged 32 SP:Iteration 149Q (1059.113355 sec): 3 clusters Score: Raw -6330726.856955 + Penalty 3568.834558 = -6327158.022396 nChanged 36 SP:Iteration 150Q (1059.257020 sec): 3 clusters Score: Raw -6330728.140504 + Penalty 3568.834558 = -6327159.305946 nChanged 36 SP:Iteration 151Q (1059.383792 sec): 3 clusters Score: Raw -6330729.088901 + Penalty 3568.834558 = -6327160.254343 nChanged 23 SP:Iteration 152Q (1059.519955 sec): 3 clusters Score: Raw -6330729.668176 + Penalty 3568.834558 = -6327160.833617 nChanged 27 SP:Iteration 153Q (1059.669532 sec): 3 clusters Score: Raw -6330730.557978 + Penalty 3568.834558 = -6327161.723419 nChanged 24 SP:Iteration 154Q (1059.808257 sec): 3 clusters Score: Raw -6330731.605743 + Penalty 3568.834558 = -6327162.771184 nChanged 24 SP:Iteration 155Q (1059.940918 sec): 3 clusters Score: Raw -6330732.575028 + Penalty 3568.834558 = -6327163.740470 nChanged 22 SP:Iteration 156Q (1060.087877 sec): 3 clusters Score: Raw -6330733.196826 + Penalty 3568.834558 = -6327164.362267 nChanged 18 SP:Iteration 157Q (1060.231242 sec): 3 clusters Score: Raw -6330733.654394 + Penalty 3568.834558 = -6327164.819836 nChanged 15 SP:Iteration 158Q (1060.366743 sec): 3 clusters Score: Raw -6330733.942061 + Penalty 3568.834558 = -6327165.107503 nChanged 14 SP:Iteration 159Q (1060.503046 sec): 3 clusters Score: Raw -6330734.242272 + Penalty 3568.834558 = -6327165.407714 nChanged 15 SP:Iteration 160F (1060.640287 sec): 3 clusters Score: Raw -6330734.499021 + Penalty 3568.834558 = -6327165.664462 nChanged 10 SP:Iteration 161Q (1060.782023 sec): 3 clusters Score: Raw -6330734.751397 + Penalty 3568.834558 = -6327165.916838 nChanged 6 SP:Iteration 162Q (1060.935413 sec): 3 clusters Score: Raw -6330734.871987 + Penalty 3568.834558 = -6327166.037428 nChanged 8 SP:Iteration 163Q (1061.084941 sec): 3 clusters Score: Raw -6330735.019620 + Penalty 3568.834558 = -6327166.185062 nChanged 10 SP:Iteration 164Q (1061.219065 sec): 3 clusters Score: Raw -6330735.191149 + Penalty 3568.834558 = -6327166.356591 nChanged 6 SP:Iteration 165Q (1061.348077 sec): 3 clusters Score: Raw -6330735.306157 + Penalty 3568.834558 = -6327166.471598 nChanged 1 SP:Iteration 166Q (1061.487211 sec): 3 clusters Score: Raw -6330735.330697 + Penalty 3568.834558 = -6327166.496139 nChanged 2 SP:Iteration 167Q (1061.619297 sec): 3 clusters Score: Raw -6330735.372255 + Penalty 3568.834558 = -6327166.537697 nChanged 2 SP:Iteration 168Q (1061.764185 sec): 3 clusters Score: Raw -6330735.395238 + Penalty 3568.834558 = -6327166.560680 nChanged 1 SP:Iteration 169Q (1061.913451 sec): 3 clusters Score: Raw -6330735.404678 + Penalty 3568.834558 = -6327166.570120 nChanged 1 SP:Iteration 170Q (1062.042259 sec): 3 clusters Score: Raw -6330735.425985 + Penalty 3568.834558 = -6327166.591426 nChanged 4 SP:Iteration 171Q (1062.183209 sec): 3 clusters Score: Raw -6330735.521307 + Penalty 3568.834558 = -6327166.686749 nChanged 6 SP:Iteration 172Q (1062.323387 sec): 3 clusters Score: Raw -6330735.674990 + Penalty 3568.834558 = -6327166.840431 nChanged 5 SP:Iteration 173Q (1062.465086 sec): 3 clusters Score: Raw -6330735.794093 + Penalty 3568.834558 = -6327166.959534 nChanged 9 SP:Iteration 174Q (1062.604052 sec): 3 clusters Score: Raw -6330735.983141 + Penalty 3568.834558 = -6327167.148582 nChanged 3 SP:Iteration 175Q (1062.737894 sec): 3 clusters Score: Raw -6330736.030297 + Penalty 3568.834558 = -6327167.195739 nChanged 4 SP:Iteration 176Q (1062.881639 sec): 3 clusters Score: Raw -6330736.119533 + Penalty 3568.834558 = -6327167.284974 nChanged 3 SP:Iteration 177Q (1063.017340 sec): 3 clusters Score: Raw -6330736.171018 + Penalty 3568.834558 = -6327167.336460 nChanged 1 SP:Iteration 178Q (1063.152631 sec): 3 clusters Score: Raw -6330736.185180 + Penalty 3568.834558 = -6327167.350621 nChanged 0 SP:Iteration 179F (1063.298222 sec): 3 clusters Score: Raw -6330736.185180 + Penalty 3568.834558 = -6327167.350621 nChanged 0 Trying to split cluster 37 (4236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1063.336954 sec): 2 clusters Score: Raw -429204.674834 + Penalty 1357.098390 = -427847.576444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1063.393031 sec): 3 clusters Score: Raw -427092.704638 + Penalty 2714.196780 = -424378.507859 nChanged 1673 SP:Iteration 1F (1063.439370 sec): 3 clusters Score: Raw -428157.456588 + Penalty 2714.196780 = -425443.259809 nChanged 377 SP:Iteration 2F (1063.487820 sec): 3 clusters Score: Raw -428459.655662 + Penalty 2714.196780 = -425745.458882 nChanged 331 SP:Iteration 3F (1063.536992 sec): 3 clusters Score: Raw -428761.787306 + Penalty 2714.196780 = -426047.590527 nChanged 315 SP:Iteration 4F (1063.599112 sec): 3 clusters Score: Raw -429053.900113 + Penalty 2714.196780 = -426339.703333 nChanged 260 SP:Iteration 5F (1063.651618 sec): 3 clusters Score: Raw -429258.349973 + Penalty 2714.196780 = -426544.153194 nChanged 191 SP:Iteration 6Q (1063.705001 sec): 3 clusters Score: Raw -429411.084297 + Penalty 2714.196780 = -426696.887517 nChanged 168 SP:Iteration 7Q (1063.759693 sec): 3 clusters Score: Raw -429520.353051 + Penalty 2714.196780 = -426806.156271 nChanged 132 SP:Iteration 8Q (1063.802480 sec): 3 clusters Score: Raw -429603.049326 + Penalty 2714.196780 = -426888.852546 nChanged 91 SP:Iteration 9Q (1063.861958 sec): 3 clusters Score: Raw -429640.430784 + Penalty 2714.196780 = -426926.234004 nChanged 55 SP:Iteration 10Q (1063.908826 sec): 3 clusters Score: Raw -429662.895423 + Penalty 2714.196780 = -426948.698644 nChanged 47 SP:Iteration 11Q (1063.972821 sec): 3 clusters Score: Raw -429682.357584 + Penalty 2714.196780 = -426968.160804 nChanged 37 SP:Iteration 12Q (1064.024766 sec): 3 clusters Score: Raw -429694.677444 + Penalty 2714.196780 = -426980.480664 nChanged 24 SP:Iteration 13Q (1064.080462 sec): 3 clusters Score: Raw -429701.262907 + Penalty 2714.196780 = -426987.066127 nChanged 20 SP:Iteration 14Q (1064.133897 sec): 3 clusters Score: Raw -429708.079515 + Penalty 2714.196780 = -426993.882735 nChanged 15 SP:Iteration 15Q (1064.192500 sec): 3 clusters Score: Raw -429714.403302 + Penalty 2714.196780 = -427000.206522 nChanged 18 SP:Iteration 16Q (1064.238180 sec): 3 clusters Score: Raw -429719.853463 + Penalty 2714.196780 = -427005.656683 nChanged 9 SP:Iteration 17Q (1064.288929 sec): 3 clusters Score: Raw -429721.899612 + Penalty 2714.196780 = -427007.702832 nChanged 6 SP:Iteration 18Q (1064.351077 sec): 3 clusters Score: Raw -429723.670642 + Penalty 2714.196780 = -427009.473862 nChanged 8 SP:Iteration 19Q (1064.399218 sec): 3 clusters Score: Raw -429725.353781 + Penalty 2714.196780 = -427011.157002 nChanged 7 SP:Iteration 20F (1064.451620 sec): 3 clusters Score: Raw -429726.909469 + Penalty 2714.196780 = -427012.712689 nChanged 4 SP:Iteration 21Q (1064.506183 sec): 3 clusters Score: Raw -429727.945494 + Penalty 2714.196780 = -427013.748714 nChanged 3 SP:Iteration 22Q (1064.568743 sec): 3 clusters Score: Raw -429728.759500 + Penalty 2714.196780 = -427014.562720 nChanged 1 SP:Iteration 23Q (1064.618309 sec): 3 clusters Score: Raw -429728.834350 + Penalty 2714.196780 = -427014.637570 nChanged 1 SP:Iteration 24Q (1064.673435 sec): 3 clusters Score: Raw -429728.882853 + Penalty 2714.196780 = -427014.686073 nChanged 0 SP:Iteration 25F (1064.738740 sec): 3 clusters Score: Raw -429728.882853 + Penalty 2714.196780 = -427014.686073 nChanged 0 Deleting Class 6 (913 points): Lose 1896.790854 but Gain 2129.930392 Iteration 99Q (1071.049357 sec): 44 clusters Score: Raw -50065306.699692 + Penalty 91587.006869 = -49973719.692822 nChanged 5361 Iteration 100F (1084.192095 sec): 44 clusters Score: Raw -50069086.922648 + Penalty 91587.006869 = -49977499.915778 nChanged 3750 Iteration 101Q (1089.784790 sec): 44 clusters Score: Raw -50070145.421558 + Penalty 91587.006869 = -49978558.414689 nChanged 2218 Iteration 102Q (1095.358825 sec): 44 clusters Score: Raw -50070633.573841 + Penalty 91587.006869 = -49979046.566972 nChanged 1699 Iteration 103Q (1100.791412 sec): 44 clusters Score: Raw -50070978.067924 + Penalty 91587.006869 = -49979391.061055 nChanged 1333 Iteration 104Q (1105.928779 sec): 44 clusters Score: Raw -50071214.227308 + Penalty 91587.006869 = -49979627.220438 nChanged 1165 Iteration 105Q (1111.200319 sec): 44 clusters Score: Raw -50071406.909991 + Penalty 91587.006869 = -49979819.903122 nChanged 1034 Iteration 106Q (1116.516614 sec): 44 clusters Score: Raw -50071568.825163 + Penalty 91587.006869 = -49979981.818294 nChanged 938 Iteration 107Q (1121.898323 sec): 44 clusters Score: Raw -50071714.010416 + Penalty 91587.006869 = -49980127.003547 nChanged 861 Iteration 108Q (1127.222770 sec): 44 clusters Score: Raw -50071821.510393 + Penalty 91587.006869 = -49980234.503524 nChanged 806 Iteration 109Q (1132.488746 sec): 44 clusters Score: Raw -50071920.210045 + Penalty 91587.006869 = -49980333.203176 nChanged 746 Iteration 110Q (1137.961716 sec): 44 clusters Score: Raw -50072012.933950 + Penalty 91587.006869 = -49980425.927081 nChanged 712 Iteration 111Q (1143.376107 sec): 44 clusters Score: Raw -50072094.861779 + Penalty 91587.006869 = -49980507.854909 nChanged 659 Iteration 112Q (1148.881739 sec): 44 clusters Score: Raw -50072173.020893 + Penalty 91587.006869 = -49980586.014024 nChanged 668 Iteration 113Q (1154.273618 sec): 44 clusters Score: Raw -50072254.735642 + Penalty 91587.006869 = -49980667.728773 nChanged 682 Iteration 114Q (1159.590327 sec): 44 clusters Score: Raw -50072343.210685 + Penalty 91587.006869 = -49980756.203816 nChanged 705 Iteration 115Q (1164.966604 sec): 44 clusters Score: Raw -50072431.139895 + Penalty 91587.006869 = -49980844.133026 nChanged 687 Iteration 116Q (1170.468764 sec): 44 clusters Score: Raw -50072519.648406 + Penalty 91587.006869 = -49980932.641536 nChanged 681 Iteration 117Q (1175.845350 sec): 44 clusters Score: Raw -50072611.363515 + Penalty 91587.006869 = -49981024.356645 nChanged 668 Iteration 118Q (1181.337538 sec): 44 clusters Score: Raw -50072700.095449 + Penalty 91587.006869 = -49981113.088579 nChanged 669 Iteration 119Q (1186.574680 sec): 44 clusters Score: Raw -50072785.724362 + Penalty 91587.006869 = -49981198.717493 nChanged 631 Iteration 120F (1199.711599 sec): 44 clusters Score: Raw -50072892.711036 + Penalty 91587.006869 = -49981305.704166 nChanged 571 Iteration 121Q (1204.839539 sec): 44 clusters Score: Raw -50073072.507147 + Penalty 91587.006869 = -49981485.500277 nChanged 577 Iteration 122Q (1210.341343 sec): 44 clusters Score: Raw -50073205.732792 + Penalty 91587.006869 = -49981618.725922 nChanged 584 Iteration 123Q (1215.935371 sec): 44 clusters Score: Raw -50073291.159834 + Penalty 91587.006869 = -49981704.152964 nChanged 606 Iteration 124Q (1221.281901 sec): 44 clusters Score: Raw -50073370.415192 + Penalty 91587.006869 = -49981783.408322 nChanged 525 Iteration 125Q (1226.733206 sec): 44 clusters Score: Raw -50073431.253476 + Penalty 91587.006869 = -49981844.246607 nChanged 504 Iteration 126Q (1231.926344 sec): 44 clusters Score: Raw -50073482.063636 + Penalty 91587.006869 = -49981895.056767 nChanged 465 Iteration 127Q (1237.158165 sec): 44 clusters Score: Raw -50073526.837356 + Penalty 91587.006869 = -49981939.830487 nChanged 428 Iteration 128Q (1242.657120 sec): 44 clusters Score: Raw -50073564.373888 + Penalty 91587.006869 = -49981977.367018 nChanged 403 Iteration 129Q (1248.219545 sec): 44 clusters Score: Raw -50073595.188337 + Penalty 91587.006869 = -49982008.181468 nChanged 381 Iteration 130Q (1253.625231 sec): 44 clusters Score: Raw -50073625.264594 + Penalty 91587.006869 = -49982038.257724 nChanged 395 Iteration 131Q (1259.279622 sec): 44 clusters Score: Raw -50073651.969912 + Penalty 91587.006869 = -49982064.963043 nChanged 348 Iteration 132Q (1264.735220 sec): 44 clusters Score: Raw -50073673.782511 + Penalty 91587.006869 = -49982086.775642 nChanged 337 Iteration 133Q (1270.211522 sec): 44 clusters Score: Raw -50073693.536063 + Penalty 91587.006869 = -49982106.529193 nChanged 312 Iteration 134Q (1275.389301 sec): 44 clusters Score: Raw -50073713.837772 + Penalty 91587.006869 = -49982126.830903 nChanged 299 Iteration 135Q (1280.659379 sec): 44 clusters Score: Raw -50073733.233504 + Penalty 91587.006869 = -49982146.226635 nChanged 296 Iteration 136Q (1285.961842 sec): 44 clusters Score: Raw -50073753.635682 + Penalty 91587.006869 = -49982166.628813 nChanged 291 Iteration 137Q (1291.550148 sec): 44 clusters Score: Raw -50073772.110609 + Penalty 91587.006869 = -49982185.103739 nChanged 301 Iteration 138Q (1297.082772 sec): 44 clusters Score: Raw -50073791.464080 + Penalty 91587.006869 = -49982204.457211 nChanged 290 Writing temp clu file Because OldScore, -49982185.103739, is greater than current (better) Score,-49982204.457211 Compute initial score before splitting: Score: Raw -50073791.464080 + Penalty 91587.006869 = -49982204.457211 Trying to split cluster 1 (11336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1297.285002 sec): 2 clusters Score: Raw -1208803.000678 + Penalty 1517.057552 = -1207285.943126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1297.353976 sec): 3 clusters Score: Raw -1202287.991796 + Penalty 3034.115104 = -1199253.876692 nChanged 4908 SP:Iteration 1F (1297.417305 sec): 3 clusters Score: Raw -1204811.917815 + Penalty 3034.115104 = -1201777.802711 nChanged 608 SP:Iteration 2F (1297.474713 sec): 3 clusters Score: Raw -1205056.578140 + Penalty 3034.115104 = -1202022.463036 nChanged 550 SP:Iteration 3Q (1297.536049 sec): 3 clusters Score: Raw -1205287.153141 + Penalty 3034.115104 = -1202253.038037 nChanged 545 SP:Iteration 4Q (1297.610148 sec): 3 clusters Score: Raw -1205528.059867 + Penalty 3034.115104 = -1202493.944763 nChanged 536 SP:Iteration 5Q (1297.677329 sec): 3 clusters Score: Raw -1205792.678568 + Penalty 3034.115104 = -1202758.563464 nChanged 542 SP:Iteration 6Q (1297.749799 sec): 3 clusters Score: Raw -1206070.382452 + Penalty 3034.115104 = -1203036.267348 nChanged 526 SP:Iteration 7Q (1297.816943 sec): 3 clusters Score: Raw -1206371.710311 + Penalty 3034.115104 = -1203337.595207 nChanged 508 SP:Iteration 8Q (1297.881630 sec): 3 clusters Score: Raw -1206665.257709 + Penalty 3034.115104 = -1203631.142605 nChanged 484 SP:Iteration 9Q (1297.938388 sec): 3 clusters Score: Raw -1206942.414327 + Penalty 3034.115104 = -1203908.299223 nChanged 429 SP:Iteration 10Q (1298.004728 sec): 3 clusters Score: Raw -1207206.795745 + Penalty 3034.115104 = -1204172.680641 nChanged 428 SP:Iteration 11Q (1298.079836 sec): 3 clusters Score: Raw -1207459.405672 + Penalty 3034.115104 = -1204425.290568 nChanged 376 SP:Iteration 12Q (1298.131369 sec): 3 clusters Score: Raw -1207710.051982 + Penalty 3034.115104 = -1204675.936878 nChanged 355 SP:Iteration 13Q (1298.209492 sec): 3 clusters Score: Raw -1207951.928728 + Penalty 3034.115104 = -1204917.813625 nChanged 311 SP:Iteration 14Q (1298.265143 sec): 3 clusters Score: Raw -1208166.544121 + Penalty 3034.115104 = -1205132.429017 nChanged 252 SP:Iteration 15Q (1298.340122 sec): 3 clusters Score: Raw -1208342.399183 + Penalty 3034.115104 = -1205308.284079 nChanged 204 SP:Iteration 16Q (1298.394375 sec): 3 clusters Score: Raw -1208489.828616 + Penalty 3034.115104 = -1205455.713512 nChanged 172 SP:Iteration 17Q (1298.464411 sec): 3 clusters Score: Raw -1208617.943709 + Penalty 3034.115104 = -1205583.828605 nChanged 131 SP:Iteration 18Q (1298.523083 sec): 3 clusters Score: Raw -1208720.569830 + Penalty 3034.115104 = -1205686.454726 nChanged 103 SP:Iteration 19Q (1298.595010 sec): 3 clusters Score: Raw -1208785.967690 + Penalty 3034.115104 = -1205751.852586 nChanged 64 SP:Iteration 20F (1298.646699 sec): 3 clusters Score: Raw -1208835.019713 + Penalty 3034.115104 = -1205800.904610 nChanged 59 SP:Iteration 21Q (1298.718387 sec): 3 clusters Score: Raw -1208887.516841 + Penalty 3034.115104 = -1205853.401737 nChanged 56 SP:Iteration 22Q (1298.778767 sec): 3 clusters Score: Raw -1208938.421237 + Penalty 3034.115104 = -1205904.306133 nChanged 43 SP:Iteration 23Q (1298.840668 sec): 3 clusters Score: Raw -1208970.789870 + Penalty 3034.115104 = -1205936.674766 nChanged 30 SP:Iteration 24Q (1298.899739 sec): 3 clusters Score: Raw -1208996.316213 + Penalty 3034.115104 = -1205962.201109 nChanged 18 SP:Iteration 25Q (1298.963013 sec): 3 clusters Score: Raw -1209011.963031 + Penalty 3034.115104 = -1205977.847927 nChanged 12 SP:Iteration 26Q (1299.028531 sec): 3 clusters Score: Raw -1209023.908526 + Penalty 3034.115104 = -1205989.793422 nChanged 9 SP:Iteration 27Q (1299.091973 sec): 3 clusters Score: Raw -1209035.970415 + Penalty 3034.115104 = -1206001.855312 nChanged 12 SP:Iteration 28Q (1299.152195 sec): 3 clusters Score: Raw -1209043.252468 + Penalty 3034.115104 = -1206009.137364 nChanged 4 SP:Iteration 29Q (1299.211861 sec): 3 clusters Score: Raw -1209045.461993 + Penalty 3034.115104 = -1206011.346889 nChanged 6 SP:Iteration 30Q (1299.274683 sec): 3 clusters Score: Raw -1209049.214596 + Penalty 3034.115104 = -1206015.099492 nChanged 1 SP:Iteration 31Q (1299.325341 sec): 3 clusters Score: Raw -1209049.787622 + Penalty 3034.115104 = -1206015.672518 nChanged 1 SP:Iteration 32Q (1299.384408 sec): 3 clusters Score: Raw -1209050.165016 + Penalty 3034.115104 = -1206016.049912 nChanged 1 SP:Iteration 33Q (1299.444438 sec): 3 clusters Score: Raw -1209050.927477 + Penalty 3034.115104 = -1206016.812373 nChanged 0 SP:Iteration 34F (1299.517217 sec): 3 clusters Score: Raw -1209050.927477 + Penalty 3034.115104 = -1206016.812373 nChanged 0 Trying to split cluster 2 (17541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1299.564930 sec): 2 clusters Score: Raw -1775964.314046 + Penalty 1587.998145 = -1774376.315901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1299.643536 sec): 3 clusters Score: Raw -1765507.105950 + Penalty 3175.996290 = -1762331.109660 nChanged 7874 SP:Iteration 1F (1299.710092 sec): 3 clusters Score: Raw -1769857.204634 + Penalty 3175.996290 = -1766681.208344 nChanged 988 SP:Iteration 2F (1299.800807 sec): 3 clusters Score: Raw -1770283.324158 + Penalty 3175.996290 = -1767107.327868 nChanged 929 SP:Iteration 3F (1299.873285 sec): 3 clusters Score: Raw -1770776.792636 + Penalty 3175.996290 = -1767600.796346 nChanged 1014 SP:Iteration 4F (1299.953193 sec): 3 clusters Score: Raw -1771404.457231 + Penalty 3175.996290 = -1768228.460941 nChanged 1063 SP:Iteration 5F (1300.027084 sec): 3 clusters Score: Raw -1772157.127546 + Penalty 3175.996290 = -1768981.131256 nChanged 1059 SP:Iteration 6F (1300.102946 sec): 3 clusters Score: Raw -1772963.315735 + Penalty 3175.996290 = -1769787.319445 nChanged 1037 SP:Iteration 7F (1300.162476 sec): 3 clusters Score: Raw -1773669.319358 + Penalty 3175.996290 = -1770493.323068 nChanged 838 SP:Iteration 8Q (1300.251734 sec): 3 clusters Score: Raw -1774158.857787 + Penalty 3175.996290 = -1770982.861497 nChanged 675 SP:Iteration 9Q (1300.314462 sec): 3 clusters Score: Raw -1774526.253586 + Penalty 3175.996290 = -1771350.257296 nChanged 557 SP:Iteration 10Q (1300.398072 sec): 3 clusters Score: Raw -1774793.467586 + Penalty 3175.996290 = -1771617.471296 nChanged 456 SP:Iteration 11Q (1300.476206 sec): 3 clusters Score: Raw -1774986.434712 + Penalty 3175.996290 = -1771810.438422 nChanged 341 SP:Iteration 12Q (1300.552492 sec): 3 clusters Score: Raw -1775114.026795 + Penalty 3175.996290 = -1771938.030505 nChanged 284 SP:Iteration 13Q (1300.628259 sec): 3 clusters Score: Raw -1775213.878620 + Penalty 3175.996290 = -1772037.882330 nChanged 246 SP:Iteration 14Q (1300.713703 sec): 3 clusters Score: Raw -1775289.248765 + Penalty 3175.996290 = -1772113.252475 nChanged 189 SP:Iteration 15Q (1300.775148 sec): 3 clusters Score: Raw -1775339.806308 + Penalty 3175.996290 = -1772163.810018 nChanged 155 SP:Iteration 16Q (1300.852873 sec): 3 clusters Score: Raw -1775377.810510 + Penalty 3175.996290 = -1772201.814220 nChanged 157 SP:Iteration 17Q (1300.927265 sec): 3 clusters Score: Raw -1775411.202626 + Penalty 3175.996290 = -1772235.206336 nChanged 134 SP:Iteration 18Q (1301.010065 sec): 3 clusters Score: Raw -1775441.042263 + Penalty 3175.996290 = -1772265.045973 nChanged 137 SP:Iteration 19Q (1301.072714 sec): 3 clusters Score: Raw -1775473.937434 + Penalty 3175.996290 = -1772297.941144 nChanged 131 SP:Iteration 20F (1301.139020 sec): 3 clusters Score: Raw -1775504.373748 + Penalty 3175.996290 = -1772328.377458 nChanged 104 SP:Iteration 21Q (1301.218947 sec): 3 clusters Score: Raw -1775528.486526 + Penalty 3175.996290 = -1772352.490236 nChanged 125 SP:Iteration 22Q (1301.289151 sec): 3 clusters Score: Raw -1775556.910999 + Penalty 3175.996290 = -1772380.914709 nChanged 117 SP:Iteration 23Q (1301.380071 sec): 3 clusters Score: Raw -1775584.778298 + Penalty 3175.996290 = -1772408.782008 nChanged 117 SP:Iteration 24Q (1301.455708 sec): 3 clusters Score: Raw -1775614.298173 + Penalty 3175.996290 = -1772438.301883 nChanged 108 SP:Iteration 25Q (1301.538608 sec): 3 clusters Score: Raw -1775639.751679 + Penalty 3175.996290 = -1772463.755389 nChanged 102 SP:Iteration 26Q (1301.611655 sec): 3 clusters Score: Raw -1775662.736502 + Penalty 3175.996290 = -1772486.740212 nChanged 103 SP:Iteration 27Q (1301.690143 sec): 3 clusters Score: Raw -1775692.919902 + Penalty 3175.996290 = -1772516.923612 nChanged 106 SP:Iteration 28Q (1301.761682 sec): 3 clusters Score: Raw -1775722.118559 + Penalty 3175.996290 = -1772546.122269 nChanged 116 SP:Iteration 29Q (1301.836399 sec): 3 clusters Score: Raw -1775756.225793 + Penalty 3175.996290 = -1772580.229504 nChanged 114 SP:Iteration 30Q (1301.917213 sec): 3 clusters Score: Raw -1775795.773074 + Penalty 3175.996290 = -1772619.776784 nChanged 125 SP:Iteration 31Q (1301.978307 sec): 3 clusters Score: Raw -1775838.864981 + Penalty 3175.996290 = -1772662.868691 nChanged 135 SP:Iteration 32Q (1302.056114 sec): 3 clusters Score: Raw -1775889.127039 + Penalty 3175.996290 = -1772713.130749 nChanged 147 SP:Iteration 33Q (1302.133389 sec): 3 clusters Score: Raw -1775947.218488 + Penalty 3175.996290 = -1772771.222198 nChanged 152 SP:Iteration 34Q (1302.203051 sec): 3 clusters Score: Raw -1776006.275206 + Penalty 3175.996290 = -1772830.278916 nChanged 149 SP:Iteration 35Q (1302.284331 sec): 3 clusters Score: Raw -1776065.964970 + Penalty 3175.996290 = -1772889.968680 nChanged 153 SP:Iteration 36Q (1302.354909 sec): 3 clusters Score: Raw -1776118.016816 + Penalty 3175.996290 = -1772942.020526 nChanged 141 SP:Iteration 37Q (1302.432553 sec): 3 clusters Score: Raw -1776164.465355 + Penalty 3175.996290 = -1772988.469065 nChanged 131 SP:Iteration 38Q (1302.506076 sec): 3 clusters Score: Raw -1776210.676748 + Penalty 3175.996290 = -1773034.680458 nChanged 113 SP:Iteration 39Q (1302.583593 sec): 3 clusters Score: Raw -1776249.090168 + Penalty 3175.996290 = -1773073.093878 nChanged 120 SP:Iteration 40F (1302.661914 sec): 3 clusters Score: Raw -1776287.307563 + Penalty 3175.996290 = -1773111.311274 nChanged 111 SP:Iteration 41Q (1302.734628 sec): 3 clusters Score: Raw -1776319.843479 + Penalty 3175.996290 = -1773143.847189 nChanged 101 SP:Iteration 42Q (1302.802202 sec): 3 clusters Score: Raw -1776350.478153 + Penalty 3175.996290 = -1773174.481863 nChanged 97 SP:Iteration 43Q (1302.878283 sec): 3 clusters Score: Raw -1776386.909483 + Penalty 3175.996290 = -1773210.913193 nChanged 111 SP:Iteration 44Q (1302.948962 sec): 3 clusters Score: Raw -1776429.777332 + Penalty 3175.996290 = -1773253.781042 nChanged 89 SP:Iteration 45Q (1303.032553 sec): 3 clusters Score: Raw -1776460.057372 + Penalty 3175.996290 = -1773284.061082 nChanged 86 SP:Iteration 46Q (1303.107742 sec): 3 clusters Score: Raw -1776489.379296 + Penalty 3175.996290 = -1773313.383006 nChanged 96 SP:Iteration 47Q (1303.182752 sec): 3 clusters Score: Raw -1776520.108135 + Penalty 3175.996290 = -1773344.111845 nChanged 83 SP:Iteration 48Q (1303.256464 sec): 3 clusters Score: Raw -1776539.556698 + Penalty 3175.996290 = -1773363.560408 nChanged 59 SP:Iteration 49Q (1303.327696 sec): 3 clusters Score: Raw -1776553.216185 + Penalty 3175.996290 = -1773377.219895 nChanged 61 SP:Iteration 50Q (1303.399002 sec): 3 clusters Score: Raw -1776567.403356 + Penalty 3175.996290 = -1773391.407066 nChanged 50 SP:Iteration 51Q (1303.457635 sec): 3 clusters Score: Raw -1776578.711862 + Penalty 3175.996290 = -1773402.715572 nChanged 53 SP:Iteration 52Q (1303.541802 sec): 3 clusters Score: Raw -1776590.262891 + Penalty 3175.996290 = -1773414.266601 nChanged 58 SP:Iteration 53Q (1303.615505 sec): 3 clusters Score: Raw -1776603.386114 + Penalty 3175.996290 = -1773427.389824 nChanged 54 SP:Iteration 54Q (1303.681939 sec): 3 clusters Score: Raw -1776616.539549 + Penalty 3175.996290 = -1773440.543259 nChanged 42 SP:Iteration 55Q (1303.760256 sec): 3 clusters Score: Raw -1776625.967061 + Penalty 3175.996290 = -1773449.970771 nChanged 50 SP:Iteration 56Q (1303.831970 sec): 3 clusters Score: Raw -1776634.747930 + Penalty 3175.996290 = -1773458.751640 nChanged 30 SP:Iteration 57Q (1303.901152 sec): 3 clusters Score: Raw -1776641.991407 + Penalty 3175.996290 = -1773465.995117 nChanged 28 SP:Iteration 58Q (1303.968549 sec): 3 clusters Score: Raw -1776648.719096 + Penalty 3175.996290 = -1773472.722806 nChanged 26 SP:Iteration 59Q (1304.037854 sec): 3 clusters Score: Raw -1776653.479532 + Penalty 3175.996290 = -1773477.483242 nChanged 25 SP:Iteration 60F (1304.117913 sec): 3 clusters Score: Raw -1776658.445098 + Penalty 3175.996290 = -1773482.448809 nChanged 30 SP:Iteration 61Q (1304.195110 sec): 3 clusters Score: Raw -1776664.329571 + Penalty 3175.996290 = -1773488.333281 nChanged 32 SP:Iteration 62Q (1304.260062 sec): 3 clusters Score: Raw -1776670.185543 + Penalty 3175.996290 = -1773494.189253 nChanged 27 SP:Iteration 63Q (1304.345177 sec): 3 clusters Score: Raw -1776674.152104 + Penalty 3175.996290 = -1773498.155814 nChanged 16 SP:Iteration 64Q (1304.416788 sec): 3 clusters Score: Raw -1776677.467746 + Penalty 3175.996290 = -1773501.471456 nChanged 16 SP:Iteration 65Q (1304.488996 sec): 3 clusters Score: Raw -1776680.919341 + Penalty 3175.996290 = -1773504.923051 nChanged 13 SP:Iteration 66Q (1304.557128 sec): 3 clusters Score: Raw -1776684.073884 + Penalty 3175.996290 = -1773508.077594 nChanged 18 SP:Iteration 67Q (1304.635818 sec): 3 clusters Score: Raw -1776687.073606 + Penalty 3175.996290 = -1773511.077316 nChanged 15 SP:Iteration 68Q (1304.709252 sec): 3 clusters Score: Raw -1776689.257362 + Penalty 3175.996290 = -1773513.261072 nChanged 7 SP:Iteration 69Q (1304.784565 sec): 3 clusters Score: Raw -1776690.512628 + Penalty 3175.996290 = -1773514.516338 nChanged 12 SP:Iteration 70Q (1304.850500 sec): 3 clusters Score: Raw -1776692.573413 + Penalty 3175.996290 = -1773516.577123 nChanged 11 SP:Iteration 71Q (1304.919819 sec): 3 clusters Score: Raw -1776694.424940 + Penalty 3175.996290 = -1773518.428650 nChanged 14 SP:Iteration 72Q (1305.000146 sec): 3 clusters Score: Raw -1776696.495055 + Penalty 3175.996290 = -1773520.498765 nChanged 12 SP:Iteration 73Q (1305.073456 sec): 3 clusters Score: Raw -1776698.126469 + Penalty 3175.996290 = -1773522.130179 nChanged 7 SP:Iteration 74Q (1305.127296 sec): 3 clusters Score: Raw -1776699.113602 + Penalty 3175.996290 = -1773523.117312 nChanged 3 SP:Iteration 75Q (1305.206174 sec): 3 clusters Score: Raw -1776699.339817 + Penalty 3175.996290 = -1773523.343527 nChanged 3 SP:Iteration 76Q (1305.282210 sec): 3 clusters Score: Raw -1776699.665526 + Penalty 3175.996290 = -1773523.669236 nChanged 4 SP:Iteration 77Q (1305.355560 sec): 3 clusters Score: Raw -1776700.247844 + Penalty 3175.996290 = -1773524.251554 nChanged 2 SP:Iteration 78Q (1305.427648 sec): 3 clusters Score: Raw -1776700.402272 + Penalty 3175.996290 = -1773524.405982 nChanged 2 SP:Iteration 79Q (1305.502149 sec): 3 clusters Score: Raw -1776700.619554 + Penalty 3175.996290 = -1773524.623264 nChanged 3 SP:Iteration 80F (1305.574209 sec): 3 clusters Score: Raw -1776700.919204 + Penalty 3175.996290 = -1773524.922914 nChanged 2 SP:Iteration 81Q (1305.650716 sec): 3 clusters Score: Raw -1776701.167522 + Penalty 3175.996290 = -1773525.171232 nChanged 4 SP:Iteration 82Q (1305.724296 sec): 3 clusters Score: Raw -1776701.715372 + Penalty 3175.996290 = -1773525.719082 nChanged 5 SP:Iteration 83Q (1305.797196 sec): 3 clusters Score: Raw -1776702.372192 + Penalty 3175.996290 = -1773526.375902 nChanged 2 SP:Iteration 84Q (1305.869694 sec): 3 clusters Score: Raw -1776702.713746 + Penalty 3175.996290 = -1773526.717456 nChanged 4 SP:Iteration 85Q (1305.937607 sec): 3 clusters Score: Raw -1776703.209962 + Penalty 3175.996290 = -1773527.213672 nChanged 2 SP:Iteration 86Q (1306.013699 sec): 3 clusters Score: Raw -1776703.599086 + Penalty 3175.996290 = -1773527.602796 nChanged 4 SP:Iteration 87Q (1306.083470 sec): 3 clusters Score: Raw -1776704.256643 + Penalty 3175.996290 = -1773528.260353 nChanged 3 SP:Iteration 88Q (1306.146611 sec): 3 clusters Score: Raw -1776704.701605 + Penalty 3175.996290 = -1773528.705315 nChanged 3 SP:Iteration 89Q (1306.224984 sec): 3 clusters Score: Raw -1776705.071974 + Penalty 3175.996290 = -1773529.075684 nChanged 3 SP:Iteration 90Q (1306.289467 sec): 3 clusters Score: Raw -1776705.595630 + Penalty 3175.996290 = -1773529.599340 nChanged 3 SP:Iteration 91Q (1306.363752 sec): 3 clusters Score: Raw -1776706.326055 + Penalty 3175.996290 = -1773530.329765 nChanged 7 SP:Iteration 92Q (1306.440325 sec): 3 clusters Score: Raw -1776707.568877 + Penalty 3175.996290 = -1773531.572587 nChanged 4 SP:Iteration 93Q (1306.506390 sec): 3 clusters Score: Raw -1776708.228177 + Penalty 3175.996290 = -1773532.231887 nChanged 4 SP:Iteration 94Q (1306.579313 sec): 3 clusters Score: Raw -1776708.889488 + Penalty 3175.996290 = -1773532.893198 nChanged 1 SP:Iteration 95Q (1306.647723 sec): 3 clusters Score: Raw -1776709.074954 + Penalty 3175.996290 = -1773533.078664 nChanged 2 SP:Iteration 96Q (1306.723166 sec): 3 clusters Score: Raw -1776709.293571 + Penalty 3175.996290 = -1773533.297281 nChanged 1 SP:Iteration 97Q (1306.789430 sec): 3 clusters Score: Raw -1776709.424462 + Penalty 3175.996290 = -1773533.428172 nChanged 3 SP:Iteration 98Q (1306.862961 sec): 3 clusters Score: Raw -1776709.985703 + Penalty 3175.996290 = -1773533.989413 nChanged 5 SP:Iteration 99Q (1306.930664 sec): 3 clusters Score: Raw -1776710.648979 + Penalty 3175.996290 = -1773534.652689 nChanged 4 SP:Iteration 100F (1307.009213 sec): 3 clusters Score: Raw -1776711.106543 + Penalty 3175.996290 = -1773535.110253 nChanged 5 SP:Iteration 101Q (1307.081329 sec): 3 clusters Score: Raw -1776712.079132 + Penalty 3175.996290 = -1773536.082842 nChanged 6 SP:Iteration 102Q (1307.153950 sec): 3 clusters Score: Raw -1776713.003998 + Penalty 3175.996290 = -1773537.007708 nChanged 8 SP:Iteration 103Q (1307.223760 sec): 3 clusters Score: Raw -1776714.455925 + Penalty 3175.996290 = -1773538.459635 nChanged 5 SP:Iteration 104Q (1307.299434 sec): 3 clusters Score: Raw -1776715.009736 + Penalty 3175.996290 = -1773539.013446 nChanged 4 SP:Iteration 105Q (1307.361411 sec): 3 clusters Score: Raw -1776715.515026 + Penalty 3175.996290 = -1773539.518736 nChanged 3 SP:Iteration 106Q (1307.441018 sec): 3 clusters Score: Raw -1776715.888142 + Penalty 3175.996290 = -1773539.891853 nChanged 2 SP:Iteration 107Q (1307.512429 sec): 3 clusters Score: Raw -1776716.093417 + Penalty 3175.996290 = -1773540.097127 nChanged 1 SP:Iteration 108Q (1307.579720 sec): 3 clusters Score: Raw -1776716.187077 + Penalty 3175.996290 = -1773540.190787 nChanged 1 SP:Iteration 109Q (1307.658222 sec): 3 clusters Score: Raw -1776716.276569 + Penalty 3175.996290 = -1773540.280279 nChanged 0 SP:Iteration 110F (1307.742170 sec): 3 clusters Score: Raw -1776716.276569 + Penalty 3175.996290 = -1773540.280279 nChanged 0 Trying to split cluster 3 (8467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1307.779765 sec): 2 clusters Score: Raw -849611.555172 + Penalty 1469.638874 = -848141.916298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1307.830573 sec): 3 clusters Score: Raw -844910.878685 + Penalty 2939.277748 = -841971.600936 nChanged 3626 SP:Iteration 1F (1307.894326 sec): 3 clusters Score: Raw -847011.697829 + Penalty 2939.277748 = -844072.420080 nChanged 648 SP:Iteration 2F (1307.960583 sec): 3 clusters Score: Raw -847446.838648 + Penalty 2939.277748 = -844507.560900 nChanged 582 SP:Iteration 3F (1308.014483 sec): 3 clusters Score: Raw -847829.767777 + Penalty 2939.277748 = -844890.490028 nChanged 515 SP:Iteration 4F (1308.060371 sec): 3 clusters Score: Raw -848213.832655 + Penalty 2939.277748 = -845274.554906 nChanged 500 SP:Iteration 5F (1308.116095 sec): 3 clusters Score: Raw -848617.166680 + Penalty 2939.277748 = -845677.888932 nChanged 423 SP:Iteration 6Q (1308.180021 sec): 3 clusters Score: Raw -848948.690030 + Penalty 2939.277748 = -846009.412282 nChanged 326 SP:Iteration 7Q (1308.229536 sec): 3 clusters Score: Raw -849205.034453 + Penalty 2939.277748 = -846265.756705 nChanged 261 SP:Iteration 8Q (1308.301571 sec): 3 clusters Score: Raw -849415.088324 + Penalty 2939.277748 = -846475.810575 nChanged 210 SP:Iteration 9Q (1308.350787 sec): 3 clusters Score: Raw -849610.343205 + Penalty 2939.277748 = -846671.065456 nChanged 168 SP:Iteration 10Q (1308.417259 sec): 3 clusters Score: Raw -849788.633187 + Penalty 2939.277748 = -846849.355438 nChanged 129 SP:Iteration 11Q (1308.476921 sec): 3 clusters Score: Raw -849946.015970 + Penalty 2939.277748 = -847006.738221 nChanged 129 SP:Iteration 12Q (1308.523745 sec): 3 clusters Score: Raw -850072.270844 + Penalty 2939.277748 = -847132.993095 nChanged 139 SP:Iteration 13Q (1308.590139 sec): 3 clusters Score: Raw -850192.659692 + Penalty 2939.277748 = -847253.381943 nChanged 122 SP:Iteration 14Q (1308.643470 sec): 3 clusters Score: Raw -850293.297557 + Penalty 2939.277748 = -847354.019809 nChanged 130 SP:Iteration 15Q (1308.692581 sec): 3 clusters Score: Raw -850397.186141 + Penalty 2939.277748 = -847457.908393 nChanged 122 SP:Iteration 16Q (1308.761746 sec): 3 clusters Score: Raw -850492.778948 + Penalty 2939.277748 = -847553.501200 nChanged 119 SP:Iteration 17Q (1308.816713 sec): 3 clusters Score: Raw -850577.088882 + Penalty 2939.277748 = -847637.811134 nChanged 102 SP:Iteration 18Q (1308.874772 sec): 3 clusters Score: Raw -850636.236592 + Penalty 2939.277748 = -847696.958843 nChanged 66 SP:Iteration 19Q (1308.924359 sec): 3 clusters Score: Raw -850666.846008 + Penalty 2939.277748 = -847727.568260 nChanged 50 SP:Iteration 20F (1308.993555 sec): 3 clusters Score: Raw -850689.049126 + Penalty 2939.277748 = -847749.771377 nChanged 47 SP:Iteration 21Q (1309.040860 sec): 3 clusters Score: Raw -850705.483200 + Penalty 2939.277748 = -847766.205451 nChanged 35 SP:Iteration 22Q (1309.109675 sec): 3 clusters Score: Raw -850717.288327 + Penalty 2939.277748 = -847778.010578 nChanged 27 SP:Iteration 23Q (1309.167278 sec): 3 clusters Score: Raw -850727.649583 + Penalty 2939.277748 = -847788.371835 nChanged 29 SP:Iteration 24Q (1309.217803 sec): 3 clusters Score: Raw -850737.532344 + Penalty 2939.277748 = -847798.254595 nChanged 31 SP:Iteration 25Q (1309.278396 sec): 3 clusters Score: Raw -850747.805966 + Penalty 2939.277748 = -847808.528218 nChanged 19 SP:Iteration 26Q (1309.339384 sec): 3 clusters Score: Raw -850754.039528 + Penalty 2939.277748 = -847814.761780 nChanged 21 SP:Iteration 27Q (1309.396776 sec): 3 clusters Score: Raw -850760.327839 + Penalty 2939.277748 = -847821.050091 nChanged 19 SP:Iteration 28Q (1309.456567 sec): 3 clusters Score: Raw -850765.400336 + Penalty 2939.277748 = -847826.122587 nChanged 14 SP:Iteration 29Q (1309.512981 sec): 3 clusters Score: Raw -850768.182890 + Penalty 2939.277748 = -847828.905141 nChanged 12 SP:Iteration 30Q (1309.574084 sec): 3 clusters Score: Raw -850770.312241 + Penalty 2939.277748 = -847831.034493 nChanged 12 SP:Iteration 31Q (1309.630816 sec): 3 clusters Score: Raw -850772.358585 + Penalty 2939.277748 = -847833.080837 nChanged 10 SP:Iteration 32Q (1309.688880 sec): 3 clusters Score: Raw -850773.892684 + Penalty 2939.277748 = -847834.614935 nChanged 6 SP:Iteration 33Q (1309.751471 sec): 3 clusters Score: Raw -850774.763430 + Penalty 2939.277748 = -847835.485682 nChanged 4 SP:Iteration 34Q (1309.798066 sec): 3 clusters Score: Raw -850775.323594 + Penalty 2939.277748 = -847836.045846 nChanged 4 SP:Iteration 35Q (1309.861332 sec): 3 clusters Score: Raw -850775.940178 + Penalty 2939.277748 = -847836.662430 nChanged 4 SP:Iteration 36Q (1309.919389 sec): 3 clusters Score: Raw -850776.347682 + Penalty 2939.277748 = -847837.069934 nChanged 4 SP:Iteration 37Q (1309.969402 sec): 3 clusters Score: Raw -850776.758949 + Penalty 2939.277748 = -847837.481200 nChanged 2 SP:Iteration 38Q (1310.028852 sec): 3 clusters Score: Raw -850777.262473 + Penalty 2939.277748 = -847837.984725 nChanged 1 SP:Iteration 39Q (1310.094761 sec): 3 clusters Score: Raw -850777.496753 + Penalty 2939.277748 = -847838.219004 nChanged 3 SP:Iteration 40F (1310.155643 sec): 3 clusters Score: Raw -850777.878963 + Penalty 2939.277748 = -847838.601215 nChanged 3 SP:Iteration 41Q (1310.202643 sec): 3 clusters Score: Raw -850778.483851 + Penalty 2939.277748 = -847839.206103 nChanged 3 SP:Iteration 42Q (1310.269661 sec): 3 clusters Score: Raw -850778.954065 + Penalty 2939.277748 = -847839.676316 nChanged 3 SP:Iteration 43Q (1310.316655 sec): 3 clusters Score: Raw -850779.606177 + Penalty 2939.277748 = -847840.328429 nChanged 3 SP:Iteration 44Q (1310.381059 sec): 3 clusters Score: Raw -850779.851067 + Penalty 2939.277748 = -847840.573319 nChanged 1 SP:Iteration 45Q (1310.441562 sec): 3 clusters Score: Raw -850780.026221 + Penalty 2939.277748 = -847840.748473 nChanged 0 SP:Iteration 46F (1310.492035 sec): 3 clusters Score: Raw -850780.026221 + Penalty 2939.277748 = -847840.748473 nChanged 0 Trying to split cluster 4 (1160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1310.524075 sec): 2 clusters Score: Raw -125541.833437 + Penalty 1146.628484 = -124395.204953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1310.568954 sec): 3 clusters Score: Raw -125116.663688 + Penalty 2293.256967 = -122823.406720 nChanged 361 SP:Iteration 1F (1310.624882 sec): 3 clusters Score: Raw -125409.455137 + Penalty 2293.256967 = -123116.198170 nChanged 89 SP:Iteration 2F (1310.668495 sec): 3 clusters Score: Raw -125504.568500 + Penalty 2293.256967 = -123211.311533 nChanged 45 SP:Iteration 3Q (1310.716669 sec): 3 clusters Score: Raw -125556.034671 + Penalty 2293.256967 = -123262.777704 nChanged 27 SP:Iteration 4Q (1310.762166 sec): 3 clusters Score: Raw -125582.762363 + Penalty 2293.256967 = -123289.505396 nChanged 26 SP:Iteration 5Q (1310.822548 sec): 3 clusters Score: Raw -125609.007955 + Penalty 2293.256967 = -123315.750988 nChanged 27 SP:Iteration 6Q (1310.859674 sec): 3 clusters Score: Raw -125640.797069 + Penalty 2293.256967 = -123347.540102 nChanged 18 SP:Iteration 7Q (1310.909486 sec): 3 clusters Score: Raw -125658.189227 + Penalty 2293.256967 = -123364.932260 nChanged 20 SP:Iteration 8Q (1310.943064 sec): 3 clusters Score: Raw -125676.706651 + Penalty 2293.256967 = -123383.449684 nChanged 12 SP:Iteration 9Q (1310.999709 sec): 3 clusters Score: Raw -125684.909965 + Penalty 2293.256967 = -123391.652998 nChanged 8 SP:Iteration 10Q (1311.032614 sec): 3 clusters Score: Raw -125689.797330 + Penalty 2293.256967 = -123396.540362 nChanged 8 SP:Iteration 11Q (1311.078238 sec): 3 clusters Score: Raw -125696.450082 + Penalty 2293.256967 = -123403.193115 nChanged 9 SP:Iteration 12Q (1311.117161 sec): 3 clusters Score: Raw -125707.854334 + Penalty 2293.256967 = -123414.597366 nChanged 9 SP:Iteration 13Q (1311.170843 sec): 3 clusters Score: Raw -125718.351997 + Penalty 2293.256967 = -123425.095030 nChanged 9 SP:Iteration 14Q (1311.208926 sec): 3 clusters Score: Raw -125728.312195 + Penalty 2293.256967 = -123435.055227 nChanged 12 SP:Iteration 15Q (1311.253692 sec): 3 clusters Score: Raw -125742.869492 + Penalty 2293.256967 = -123449.612525 nChanged 17 SP:Iteration 16Q (1311.311368 sec): 3 clusters Score: Raw -125761.040859 + Penalty 2293.256967 = -123467.783892 nChanged 15 SP:Iteration 17Q (1311.346556 sec): 3 clusters Score: Raw -125774.870872 + Penalty 2293.256967 = -123481.613905 nChanged 10 SP:Iteration 18Q (1311.403130 sec): 3 clusters Score: Raw -125784.940729 + Penalty 2293.256967 = -123491.683761 nChanged 8 SP:Iteration 19Q (1311.444768 sec): 3 clusters Score: Raw -125791.802969 + Penalty 2293.256967 = -123498.546002 nChanged 6 SP:Iteration 20F (1311.487438 sec): 3 clusters Score: Raw -125798.683035 + Penalty 2293.256967 = -123505.426068 nChanged 7 SP:Iteration 21Q (1311.531348 sec): 3 clusters Score: Raw -125805.196926 + Penalty 2293.256967 = -123511.939959 nChanged 6 SP:Iteration 22Q (1311.583893 sec): 3 clusters Score: Raw -125813.068941 + Penalty 2293.256967 = -123519.811974 nChanged 8 SP:Iteration 23Q (1311.633099 sec): 3 clusters Score: Raw -125819.378042 + Penalty 2293.256967 = -123526.121074 nChanged 6 SP:Iteration 24Q (1311.679282 sec): 3 clusters Score: Raw -125822.744263 + Penalty 2293.256967 = -123529.487296 nChanged 5 SP:Iteration 25Q (1311.723908 sec): 3 clusters Score: Raw -125826.738060 + Penalty 2293.256967 = -123533.481093 nChanged 4 SP:Iteration 26Q (1311.768464 sec): 3 clusters Score: Raw -125829.539752 + Penalty 2293.256967 = -123536.282785 nChanged 4 SP:Iteration 27Q (1311.811997 sec): 3 clusters Score: Raw -125833.378819 + Penalty 2293.256967 = -123540.121851 nChanged 2 SP:Iteration 28Q (1311.862748 sec): 3 clusters Score: Raw -125835.232399 + Penalty 2293.256967 = -123541.975431 nChanged 1 SP:Iteration 29Q (1311.917233 sec): 3 clusters Score: Raw -125837.194600 + Penalty 2293.256967 = -123543.937633 nChanged 5 SP:Iteration 30Q (1311.962681 sec): 3 clusters Score: Raw -125840.297679 + Penalty 2293.256967 = -123547.040712 nChanged 0 SP:Iteration 31F (1312.002849 sec): 3 clusters Score: Raw -125840.297679 + Penalty 2293.256967 = -123547.040712 nChanged 0 Trying to split cluster 5 (33596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1312.077069 sec): 2 clusters Score: Raw -3502789.540942 + Penalty 1693.601372 = -3501095.939570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1312.179577 sec): 3 clusters Score: Raw -3481925.561617 + Penalty 3387.202745 = -3478538.358873 nChanged 15533 SP:Iteration 1F (1312.291586 sec): 3 clusters Score: Raw -3490991.105175 + Penalty 3387.202745 = -3487603.902431 nChanged 1593 SP:Iteration 2Q (1312.391135 sec): 3 clusters Score: Raw -3491612.293356 + Penalty 3387.202745 = -3488225.090611 nChanged 1653 SP:Iteration 3Q (1312.507666 sec): 3 clusters Score: Raw -3492356.856837 + Penalty 3387.202745 = -3488969.654092 nChanged 1849 SP:Iteration 4F (1312.614974 sec): 3 clusters Score: Raw -3493344.064091 + Penalty 3387.202745 = -3489956.861346 nChanged 1912 SP:Iteration 5F (1312.719157 sec): 3 clusters Score: Raw -3494643.254730 + Penalty 3387.202745 = -3491256.051985 nChanged 2151 SP:Iteration 6F (1312.820541 sec): 3 clusters Score: Raw -3496337.923604 + Penalty 3387.202745 = -3492950.720859 nChanged 2057 SP:Iteration 7F (1312.921380 sec): 3 clusters Score: Raw -3498059.950196 + Penalty 3387.202745 = -3494672.747452 nChanged 1735 SP:Iteration 8F (1313.019055 sec): 3 clusters Score: Raw -3499484.660744 + Penalty 3387.202745 = -3496097.457999 nChanged 1324 SP:Iteration 9Q (1313.122798 sec): 3 clusters Score: Raw -3500389.492144 + Penalty 3387.202745 = -3497002.289400 nChanged 920 SP:Iteration 10Q (1313.225711 sec): 3 clusters Score: Raw -3500888.140047 + Penalty 3387.202745 = -3497500.937302 nChanged 660 SP:Iteration 11Q (1313.326070 sec): 3 clusters Score: Raw -3501191.173709 + Penalty 3387.202745 = -3497803.970964 nChanged 518 SP:Iteration 12Q (1313.438061 sec): 3 clusters Score: Raw -3501425.470506 + Penalty 3387.202745 = -3498038.267761 nChanged 438 SP:Iteration 13Q (1313.532637 sec): 3 clusters Score: Raw -3501619.556671 + Penalty 3387.202745 = -3498232.353927 nChanged 388 SP:Iteration 14Q (1313.631294 sec): 3 clusters Score: Raw -3501791.029914 + Penalty 3387.202745 = -3498403.827169 nChanged 359 SP:Iteration 15Q (1313.734636 sec): 3 clusters Score: Raw -3501948.230409 + Penalty 3387.202745 = -3498561.027664 nChanged 303 SP:Iteration 16Q (1313.833641 sec): 3 clusters Score: Raw -3502079.272496 + Penalty 3387.202745 = -3498692.069751 nChanged 264 SP:Iteration 17Q (1313.930212 sec): 3 clusters Score: Raw -3502196.399888 + Penalty 3387.202745 = -3498809.197143 nChanged 248 SP:Iteration 18Q (1314.018297 sec): 3 clusters Score: Raw -3502296.373415 + Penalty 3387.202745 = -3498909.170670 nChanged 209 SP:Iteration 19Q (1314.108398 sec): 3 clusters Score: Raw -3502385.426212 + Penalty 3387.202745 = -3498998.223467 nChanged 199 SP:Iteration 20F (1314.221921 sec): 3 clusters Score: Raw -3502475.376719 + Penalty 3387.202745 = -3499088.173974 nChanged 161 SP:Iteration 21Q (1314.307321 sec): 3 clusters Score: Raw -3502549.470201 + Penalty 3387.202745 = -3499162.267456 nChanged 139 SP:Iteration 22Q (1314.405339 sec): 3 clusters Score: Raw -3502611.945591 + Penalty 3387.202745 = -3499224.742846 nChanged 112 SP:Iteration 23Q (1314.497177 sec): 3 clusters Score: Raw -3502657.539306 + Penalty 3387.202745 = -3499270.336561 nChanged 112 SP:Iteration 24Q (1314.584512 sec): 3 clusters Score: Raw -3502701.412747 + Penalty 3387.202745 = -3499314.210002 nChanged 103 SP:Iteration 25Q (1314.672644 sec): 3 clusters Score: Raw -3502747.050648 + Penalty 3387.202745 = -3499359.847903 nChanged 99 SP:Iteration 26Q (1314.765515 sec): 3 clusters Score: Raw -3502795.130447 + Penalty 3387.202745 = -3499407.927702 nChanged 91 SP:Iteration 27Q (1314.874623 sec): 3 clusters Score: Raw -3502832.973915 + Penalty 3387.202745 = -3499445.771171 nChanged 72 SP:Iteration 28Q (1314.978795 sec): 3 clusters Score: Raw -3502857.760197 + Penalty 3387.202745 = -3499470.557452 nChanged 56 SP:Iteration 29Q (1315.069455 sec): 3 clusters Score: Raw -3502879.296731 + Penalty 3387.202745 = -3499492.093986 nChanged 53 SP:Iteration 30Q (1315.163009 sec): 3 clusters Score: Raw -3502898.525832 + Penalty 3387.202745 = -3499511.323087 nChanged 47 SP:Iteration 31Q (1315.248095 sec): 3 clusters Score: Raw -3502918.412329 + Penalty 3387.202745 = -3499531.209585 nChanged 52 SP:Iteration 32Q (1315.341474 sec): 3 clusters Score: Raw -3502934.837115 + Penalty 3387.202745 = -3499547.634370 nChanged 31 SP:Iteration 33Q (1315.439854 sec): 3 clusters Score: Raw -3502945.332512 + Penalty 3387.202745 = -3499558.129767 nChanged 19 SP:Iteration 34Q (1315.523075 sec): 3 clusters Score: Raw -3502949.436573 + Penalty 3387.202745 = -3499562.233829 nChanged 13 SP:Iteration 35Q (1315.617035 sec): 3 clusters Score: Raw -3502953.270934 + Penalty 3387.202745 = -3499566.068190 nChanged 17 SP:Iteration 36Q (1315.704329 sec): 3 clusters Score: Raw -3502958.974256 + Penalty 3387.202745 = -3499571.771512 nChanged 15 SP:Iteration 37Q (1315.790546 sec): 3 clusters Score: Raw -3502961.839874 + Penalty 3387.202745 = -3499574.637129 nChanged 4 SP:Iteration 38Q (1315.889262 sec): 3 clusters Score: Raw -3502962.950515 + Penalty 3387.202745 = -3499575.747771 nChanged 3 SP:Iteration 39Q (1315.976314 sec): 3 clusters Score: Raw -3502964.259528 + Penalty 3387.202745 = -3499577.056783 nChanged 2 SP:Iteration 40F (1316.071223 sec): 3 clusters Score: Raw -3502964.671152 + Penalty 3387.202745 = -3499577.468408 nChanged 0 Trying to split cluster 7 (10863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1316.102736 sec): 2 clusters Score: Raw -1146003.867112 + Penalty 1510.131642 = -1144493.735470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1316.164964 sec): 3 clusters Score: Raw -1139803.716594 + Penalty 3020.263284 = -1136783.453310 nChanged 4752 SP:Iteration 1F (1316.236957 sec): 3 clusters Score: Raw -1142490.685563 + Penalty 3020.263284 = -1139470.422278 nChanged 783 SP:Iteration 2F (1316.287357 sec): 3 clusters Score: Raw -1142919.795077 + Penalty 3020.263284 = -1139899.531793 nChanged 715 SP:Iteration 3F (1316.359126 sec): 3 clusters Score: Raw -1143361.350017 + Penalty 3020.263284 = -1140341.086732 nChanged 695 SP:Iteration 4F (1316.420090 sec): 3 clusters Score: Raw -1143894.372047 + Penalty 3020.263284 = -1140874.108762 nChanged 649 SP:Iteration 5F (1316.479488 sec): 3 clusters Score: Raw -1144447.489865 + Penalty 3020.263284 = -1141427.226581 nChanged 571 SP:Iteration 6F (1316.542113 sec): 3 clusters Score: Raw -1144957.393063 + Penalty 3020.263284 = -1141937.129778 nChanged 470 SP:Iteration 7Q (1316.615894 sec): 3 clusters Score: Raw -1145405.959291 + Penalty 3020.263284 = -1142385.696007 nChanged 399 SP:Iteration 8Q (1316.676060 sec): 3 clusters Score: Raw -1145763.911286 + Penalty 3020.263284 = -1142743.648001 nChanged 320 SP:Iteration 9Q (1316.725194 sec): 3 clusters Score: Raw -1146013.275460 + Penalty 3020.263284 = -1142993.012176 nChanged 239 SP:Iteration 10Q (1316.792096 sec): 3 clusters Score: Raw -1146169.207716 + Penalty 3020.263284 = -1143148.944432 nChanged 209 SP:Iteration 11Q (1316.848805 sec): 3 clusters Score: Raw -1146295.927120 + Penalty 3020.263284 = -1143275.663835 nChanged 166 SP:Iteration 12Q (1316.913852 sec): 3 clusters Score: Raw -1146393.524512 + Penalty 3020.263284 = -1143373.261227 nChanged 151 SP:Iteration 13Q (1316.985540 sec): 3 clusters Score: Raw -1146477.701355 + Penalty 3020.263284 = -1143457.438071 nChanged 155 SP:Iteration 14Q (1317.054596 sec): 3 clusters Score: Raw -1146566.656442 + Penalty 3020.263284 = -1143546.393157 nChanged 168 SP:Iteration 15Q (1317.113195 sec): 3 clusters Score: Raw -1146663.684871 + Penalty 3020.263284 = -1143643.421587 nChanged 151 SP:Iteration 16Q (1317.170178 sec): 3 clusters Score: Raw -1146741.614058 + Penalty 3020.263284 = -1143721.350774 nChanged 138 SP:Iteration 17Q (1317.235188 sec): 3 clusters Score: Raw -1146800.174857 + Penalty 3020.263284 = -1143779.911572 nChanged 110 SP:Iteration 18Q (1317.302892 sec): 3 clusters Score: Raw -1146844.565734 + Penalty 3020.263284 = -1143824.302449 nChanged 84 SP:Iteration 19Q (1317.369224 sec): 3 clusters Score: Raw -1146877.757718 + Penalty 3020.263284 = -1143857.494433 nChanged 93 SP:Iteration 20F (1317.421630 sec): 3 clusters Score: Raw -1146920.247995 + Penalty 3020.263284 = -1143899.984711 nChanged 108 SP:Iteration 21Q (1317.482299 sec): 3 clusters Score: Raw -1146970.303089 + Penalty 3020.263284 = -1143950.039805 nChanged 108 SP:Iteration 22Q (1317.548996 sec): 3 clusters Score: Raw -1147010.603271 + Penalty 3020.263284 = -1143990.339987 nChanged 87 SP:Iteration 23Q (1317.603188 sec): 3 clusters Score: Raw -1147038.277422 + Penalty 3020.263284 = -1144018.014138 nChanged 65 SP:Iteration 24Q (1317.656094 sec): 3 clusters Score: Raw -1147060.767080 + Penalty 3020.263284 = -1144040.503795 nChanged 58 SP:Iteration 25Q (1317.727097 sec): 3 clusters Score: Raw -1147078.236619 + Penalty 3020.263284 = -1144057.973335 nChanged 64 SP:Iteration 26Q (1317.781388 sec): 3 clusters Score: Raw -1147097.824720 + Penalty 3020.263284 = -1144077.561436 nChanged 63 SP:Iteration 27Q (1317.839371 sec): 3 clusters Score: Raw -1147116.527680 + Penalty 3020.263284 = -1144096.264395 nChanged 65 SP:Iteration 28Q (1317.906969 sec): 3 clusters Score: Raw -1147133.943582 + Penalty 3020.263284 = -1144113.680297 nChanged 63 SP:Iteration 29Q (1317.959166 sec): 3 clusters Score: Raw -1147149.255885 + Penalty 3020.263284 = -1144128.992601 nChanged 58 SP:Iteration 30Q (1318.028190 sec): 3 clusters Score: Raw -1147163.850821 + Penalty 3020.263284 = -1144143.587537 nChanged 73 SP:Iteration 31Q (1318.088996 sec): 3 clusters Score: Raw -1147184.162139 + Penalty 3020.263284 = -1144163.898855 nChanged 68 SP:Iteration 32Q (1318.149788 sec): 3 clusters Score: Raw -1147201.144563 + Penalty 3020.263284 = -1144180.881278 nChanged 54 SP:Iteration 33Q (1318.214874 sec): 3 clusters Score: Raw -1147212.904520 + Penalty 3020.263284 = -1144192.641235 nChanged 46 SP:Iteration 34Q (1318.274199 sec): 3 clusters Score: Raw -1147222.809745 + Penalty 3020.263284 = -1144202.546460 nChanged 46 SP:Iteration 35Q (1318.327755 sec): 3 clusters Score: Raw -1147232.061321 + Penalty 3020.263284 = -1144211.798037 nChanged 39 SP:Iteration 36Q (1318.390998 sec): 3 clusters Score: Raw -1147241.169409 + Penalty 3020.263284 = -1144220.906125 nChanged 39 SP:Iteration 37Q (1318.455684 sec): 3 clusters Score: Raw -1147250.035933 + Penalty 3020.263284 = -1144229.772648 nChanged 42 SP:Iteration 38Q (1318.521967 sec): 3 clusters Score: Raw -1147258.030951 + Penalty 3020.263284 = -1144237.767666 nChanged 31 SP:Iteration 39Q (1318.583241 sec): 3 clusters Score: Raw -1147264.049496 + Penalty 3020.263284 = -1144243.786211 nChanged 38 SP:Iteration 40F (1318.641110 sec): 3 clusters Score: Raw -1147269.974108 + Penalty 3020.263284 = -1144249.710824 nChanged 29 SP:Iteration 41Q (1318.696991 sec): 3 clusters Score: Raw -1147274.213719 + Penalty 3020.263284 = -1144253.950434 nChanged 26 SP:Iteration 42Q (1318.764912 sec): 3 clusters Score: Raw -1147279.974948 + Penalty 3020.263284 = -1144259.711664 nChanged 26 SP:Iteration 43Q (1318.825361 sec): 3 clusters Score: Raw -1147289.316283 + Penalty 3020.263284 = -1144269.052999 nChanged 34 SP:Iteration 44Q (1318.890339 sec): 3 clusters Score: Raw -1147296.575485 + Penalty 3020.263284 = -1144276.312201 nChanged 36 SP:Iteration 45Q (1318.952542 sec): 3 clusters Score: Raw -1147303.565327 + Penalty 3020.263284 = -1144283.302042 nChanged 39 SP:Iteration 46Q (1319.021707 sec): 3 clusters Score: Raw -1147311.866835 + Penalty 3020.263284 = -1144291.603551 nChanged 40 SP:Iteration 47Q (1319.081259 sec): 3 clusters Score: Raw -1147321.443254 + Penalty 3020.263284 = -1144301.179969 nChanged 38 SP:Iteration 48Q (1319.154164 sec): 3 clusters Score: Raw -1147331.833149 + Penalty 3020.263284 = -1144311.569865 nChanged 54 SP:Iteration 49Q (1319.210936 sec): 3 clusters Score: Raw -1147343.304697 + Penalty 3020.263284 = -1144323.041413 nChanged 36 SP:Iteration 50Q (1319.263276 sec): 3 clusters Score: Raw -1147352.937902 + Penalty 3020.263284 = -1144332.674617 nChanged 47 SP:Iteration 51Q (1319.324038 sec): 3 clusters Score: Raw -1147366.329250 + Penalty 3020.263284 = -1144346.065965 nChanged 62 SP:Iteration 52Q (1319.384885 sec): 3 clusters Score: Raw -1147383.486110 + Penalty 3020.263284 = -1144363.222826 nChanged 52 SP:Iteration 53Q (1319.451684 sec): 3 clusters Score: Raw -1147397.739854 + Penalty 3020.263284 = -1144377.476569 nChanged 65 SP:Iteration 54Q (1319.519832 sec): 3 clusters Score: Raw -1147416.469310 + Penalty 3020.263284 = -1144396.206026 nChanged 61 SP:Iteration 55Q (1319.571840 sec): 3 clusters Score: Raw -1147432.228900 + Penalty 3020.263284 = -1144411.965616 nChanged 61 SP:Iteration 56Q (1319.637079 sec): 3 clusters Score: Raw -1147449.827848 + Penalty 3020.263284 = -1144429.564563 nChanged 50 SP:Iteration 57Q (1319.699245 sec): 3 clusters Score: Raw -1147463.559285 + Penalty 3020.263284 = -1144443.296001 nChanged 52 SP:Iteration 58Q (1319.759969 sec): 3 clusters Score: Raw -1147477.418357 + Penalty 3020.263284 = -1144457.155072 nChanged 49 SP:Iteration 59Q (1319.821614 sec): 3 clusters Score: Raw -1147492.743855 + Penalty 3020.263284 = -1144472.480571 nChanged 49 SP:Iteration 60F (1319.874155 sec): 3 clusters Score: Raw -1147506.857845 + Penalty 3020.263284 = -1144486.594561 nChanged 49 SP:Iteration 61Q (1319.943586 sec): 3 clusters Score: Raw -1147518.766539 + Penalty 3020.263284 = -1144498.503254 nChanged 57 SP:Iteration 62Q (1319.997246 sec): 3 clusters Score: Raw -1147536.441302 + Penalty 3020.263284 = -1144516.178018 nChanged 61 SP:Iteration 63Q (1320.063883 sec): 3 clusters Score: Raw -1147552.253494 + Penalty 3020.263284 = -1144531.990209 nChanged 45 SP:Iteration 64Q (1320.116518 sec): 3 clusters Score: Raw -1147564.082699 + Penalty 3020.263284 = -1144543.819415 nChanged 45 SP:Iteration 65Q (1320.186753 sec): 3 clusters Score: Raw -1147575.267450 + Penalty 3020.263284 = -1144555.004166 nChanged 32 SP:Iteration 66Q (1320.250523 sec): 3 clusters Score: Raw -1147583.118558 + Penalty 3020.263284 = -1144562.855273 nChanged 27 SP:Iteration 67Q (1320.300522 sec): 3 clusters Score: Raw -1147588.382885 + Penalty 3020.263284 = -1144568.119600 nChanged 27 SP:Iteration 68Q (1320.363309 sec): 3 clusters Score: Raw -1147592.798227 + Penalty 3020.263284 = -1144572.534943 nChanged 19 SP:Iteration 69Q (1320.418632 sec): 3 clusters Score: Raw -1147595.611606 + Penalty 3020.263284 = -1144575.348321 nChanged 20 SP:Iteration 70Q (1320.486353 sec): 3 clusters Score: Raw -1147598.955668 + Penalty 3020.263284 = -1144578.692384 nChanged 20 SP:Iteration 71Q (1320.549775 sec): 3 clusters Score: Raw -1147602.463478 + Penalty 3020.263284 = -1144582.200194 nChanged 18 SP:Iteration 72Q (1320.598710 sec): 3 clusters Score: Raw -1147605.859312 + Penalty 3020.263284 = -1144585.596027 nChanged 19 SP:Iteration 73Q (1320.659779 sec): 3 clusters Score: Raw -1147608.774484 + Penalty 3020.263284 = -1144588.511200 nChanged 14 SP:Iteration 74Q (1320.730590 sec): 3 clusters Score: Raw -1147610.717536 + Penalty 3020.263284 = -1144590.454252 nChanged 11 SP:Iteration 75Q (1320.790685 sec): 3 clusters Score: Raw -1147612.163802 + Penalty 3020.263284 = -1144591.900518 nChanged 8 SP:Iteration 76Q (1320.846105 sec): 3 clusters Score: Raw -1147612.880193 + Penalty 3020.263284 = -1144592.616908 nChanged 6 SP:Iteration 77Q (1320.917460 sec): 3 clusters Score: Raw -1147613.394073 + Penalty 3020.263284 = -1144593.130789 nChanged 5 SP:Iteration 78Q (1320.967380 sec): 3 clusters Score: Raw -1147613.776328 + Penalty 3020.263284 = -1144593.513043 nChanged 5 SP:Iteration 79Q (1321.035287 sec): 3 clusters Score: Raw -1147614.329563 + Penalty 3020.263284 = -1144594.066279 nChanged 7 SP:Iteration 80F (1321.094034 sec): 3 clusters Score: Raw -1147614.992075 + Penalty 3020.263284 = -1144594.728791 nChanged 7 SP:Iteration 81Q (1321.160407 sec): 3 clusters Score: Raw -1147615.693428 + Penalty 3020.263284 = -1144595.430144 nChanged 5 SP:Iteration 82Q (1321.222761 sec): 3 clusters Score: Raw -1147616.045656 + Penalty 3020.263284 = -1144595.782372 nChanged 5 SP:Iteration 83Q (1321.275576 sec): 3 clusters Score: Raw -1147616.794164 + Penalty 3020.263284 = -1144596.530879 nChanged 8 SP:Iteration 84Q (1321.345013 sec): 3 clusters Score: Raw -1147617.675593 + Penalty 3020.263284 = -1144597.412308 nChanged 7 SP:Iteration 85Q (1321.397301 sec): 3 clusters Score: Raw -1147618.437054 + Penalty 3020.263284 = -1144598.173769 nChanged 5 SP:Iteration 86Q (1321.457378 sec): 3 clusters Score: Raw -1147618.853188 + Penalty 3020.263284 = -1144598.589904 nChanged 2 SP:Iteration 87Q (1321.529011 sec): 3 clusters Score: Raw -1147618.971267 + Penalty 3020.263284 = -1144598.707983 nChanged 1 SP:Iteration 88Q (1321.584274 sec): 3 clusters Score: Raw -1147619.105232 + Penalty 3020.263284 = -1144598.841947 nChanged 2 SP:Iteration 89Q (1321.656285 sec): 3 clusters Score: Raw -1147619.420964 + Penalty 3020.263284 = -1144599.157679 nChanged 3 SP:Iteration 90Q (1321.717246 sec): 3 clusters Score: Raw -1147619.642557 + Penalty 3020.263284 = -1144599.379273 nChanged 5 SP:Iteration 91Q (1321.768881 sec): 3 clusters Score: Raw -1147620.388724 + Penalty 3020.263284 = -1144600.125440 nChanged 7 SP:Iteration 92Q (1321.838849 sec): 3 clusters Score: Raw -1147621.053389 + Penalty 3020.263284 = -1144600.790105 nChanged 5 SP:Iteration 93Q (1321.887566 sec): 3 clusters Score: Raw -1147621.835196 + Penalty 3020.263284 = -1144601.571912 nChanged 6 SP:Iteration 94Q (1321.956152 sec): 3 clusters Score: Raw -1147622.419077 + Penalty 3020.263284 = -1144602.155792 nChanged 7 SP:Iteration 95Q (1322.022896 sec): 3 clusters Score: Raw -1147622.926789 + Penalty 3020.263284 = -1144602.663504 nChanged 5 SP:Iteration 96Q (1322.076986 sec): 3 clusters Score: Raw -1147623.436414 + Penalty 3020.263284 = -1144603.173129 nChanged 9 SP:Iteration 97Q (1322.146584 sec): 3 clusters Score: Raw -1147624.245666 + Penalty 3020.263284 = -1144603.982381 nChanged 8 SP:Iteration 98Q (1322.198253 sec): 3 clusters Score: Raw -1147625.338487 + Penalty 3020.263284 = -1144605.075202 nChanged 5 SP:Iteration 99Q (1322.274057 sec): 3 clusters Score: Raw -1147626.245682 + Penalty 3020.263284 = -1144605.982397 nChanged 10 SP:Iteration 100F (1322.336580 sec): 3 clusters Score: Raw -1147627.839776 + Penalty 3020.263284 = -1144607.576492 nChanged 12 SP:Iteration 101Q (1322.395966 sec): 3 clusters Score: Raw -1147629.808567 + Penalty 3020.263284 = -1144609.545282 nChanged 12 SP:Iteration 102Q (1322.464415 sec): 3 clusters Score: Raw -1147631.567443 + Penalty 3020.263284 = -1144611.304158 nChanged 8 SP:Iteration 103Q (1322.510248 sec): 3 clusters Score: Raw -1147632.339091 + Penalty 3020.263284 = -1144612.075807 nChanged 5 SP:Iteration 104Q (1322.580345 sec): 3 clusters Score: Raw -1147632.734895 + Penalty 3020.263284 = -1144612.471611 nChanged 1 SP:Iteration 105Q (1322.640008 sec): 3 clusters Score: Raw -1147632.770377 + Penalty 3020.263284 = -1144612.507093 nChanged 2 SP:Iteration 106Q (1322.704980 sec): 3 clusters Score: Raw -1147632.944696 + Penalty 3020.263284 = -1144612.681412 nChanged 2 SP:Iteration 107Q (1322.766180 sec): 3 clusters Score: Raw -1147633.022487 + Penalty 3020.263284 = -1144612.759203 nChanged 0 SP:Iteration 108F (1322.831560 sec): 3 clusters Score: Raw -1147633.022487 + Penalty 3020.263284 = -1144612.759203 nChanged 0 Score: Raw -50075433.164152 + Penalty 93716.937262 = -49981716.226890 Splitting cluster 7 changes total score from -49982204.457211 to -49981716.226890 So it's not getting split. Trying to split cluster 8 (24459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1336.385863 sec): 2 clusters Score: Raw -2521409.187116 + Penalty 1642.022448 = -2519767.164668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1336.467227 sec): 3 clusters Score: Raw -2506543.435792 + Penalty 3284.044896 = -2503259.390896 nChanged 11179 SP:Iteration 1F (1336.549094 sec): 3 clusters Score: Raw -2512799.410490 + Penalty 3284.044896 = -2509515.365595 nChanged 1239 SP:Iteration 2F (1336.643523 sec): 3 clusters Score: Raw -2513251.856802 + Penalty 3284.044896 = -2509967.811906 nChanged 1146 SP:Iteration 3Q (1336.726935 sec): 3 clusters Score: Raw -2513674.322766 + Penalty 3284.044896 = -2510390.277870 nChanged 1108 SP:Iteration 4Q (1336.814279 sec): 3 clusters Score: Raw -2514104.647678 + Penalty 3284.044896 = -2510820.602782 nChanged 1075 SP:Iteration 5Q (1336.902660 sec): 3 clusters Score: Raw -2514582.665614 + Penalty 3284.044896 = -2511298.620718 nChanged 1128 SP:Iteration 6Q (1337.001287 sec): 3 clusters Score: Raw -2515210.870655 + Penalty 3284.044896 = -2511926.825759 nChanged 1206 SP:Iteration 7Q (1337.079938 sec): 3 clusters Score: Raw -2515986.176388 + Penalty 3284.044896 = -2512702.131493 nChanged 1284 SP:Iteration 8F (1337.174228 sec): 3 clusters Score: Raw -2516847.942926 + Penalty 3284.044896 = -2513563.898030 nChanged 1288 SP:Iteration 9F (1337.263665 sec): 3 clusters Score: Raw -2517684.192635 + Penalty 3284.044896 = -2514400.147739 nChanged 1172 SP:Iteration 10Q (1337.349403 sec): 3 clusters Score: Raw -2518346.434585 + Penalty 3284.044896 = -2515062.389689 nChanged 962 SP:Iteration 11Q (1337.431224 sec): 3 clusters Score: Raw -2518795.792500 + Penalty 3284.044896 = -2515511.747604 nChanged 715 SP:Iteration 12Q (1337.514130 sec): 3 clusters Score: Raw -2519048.863709 + Penalty 3284.044896 = -2515764.818813 nChanged 506 SP:Iteration 13Q (1337.606481 sec): 3 clusters Score: Raw -2519184.698790 + Penalty 3284.044896 = -2515900.653894 nChanged 357 SP:Iteration 14Q (1337.681076 sec): 3 clusters Score: Raw -2519267.294258 + Penalty 3284.044896 = -2515983.249363 nChanged 303 SP:Iteration 15Q (1337.766122 sec): 3 clusters Score: Raw -2519339.572548 + Penalty 3284.044896 = -2516055.527652 nChanged 247 SP:Iteration 16Q (1337.854639 sec): 3 clusters Score: Raw -2519391.585161 + Penalty 3284.044896 = -2516107.540265 nChanged 218 SP:Iteration 17Q (1337.934062 sec): 3 clusters Score: Raw -2519438.081872 + Penalty 3284.044896 = -2516154.036977 nChanged 189 SP:Iteration 18Q (1338.012901 sec): 3 clusters Score: Raw -2519470.136542 + Penalty 3284.044896 = -2516186.091646 nChanged 169 SP:Iteration 19Q (1338.098378 sec): 3 clusters Score: Raw -2519501.542779 + Penalty 3284.044896 = -2516217.497883 nChanged 153 SP:Iteration 20F (1338.191677 sec): 3 clusters Score: Raw -2519526.243377 + Penalty 3284.044896 = -2516242.198482 nChanged 152 SP:Iteration 21Q (1338.277302 sec): 3 clusters Score: Raw -2519550.816584 + Penalty 3284.044896 = -2516266.771689 nChanged 139 SP:Iteration 22Q (1338.355053 sec): 3 clusters Score: Raw -2519572.996624 + Penalty 3284.044896 = -2516288.951729 nChanged 139 SP:Iteration 23Q (1338.436669 sec): 3 clusters Score: Raw -2519596.235634 + Penalty 3284.044896 = -2516312.190738 nChanged 135 SP:Iteration 24Q (1338.530249 sec): 3 clusters Score: Raw -2519616.978989 + Penalty 3284.044896 = -2516332.934093 nChanged 150 SP:Iteration 25Q (1338.622213 sec): 3 clusters Score: Raw -2519644.770804 + Penalty 3284.044896 = -2516360.725908 nChanged 157 SP:Iteration 26Q (1338.707579 sec): 3 clusters Score: Raw -2519672.899703 + Penalty 3284.044896 = -2516388.854807 nChanged 171 SP:Iteration 27Q (1338.783531 sec): 3 clusters Score: Raw -2519706.281184 + Penalty 3284.044896 = -2516422.236288 nChanged 177 SP:Iteration 28Q (1338.870517 sec): 3 clusters Score: Raw -2519740.385164 + Penalty 3284.044896 = -2516456.340268 nChanged 162 SP:Iteration 29Q (1338.945572 sec): 3 clusters Score: Raw -2519768.441521 + Penalty 3284.044896 = -2516484.396625 nChanged 140 SP:Iteration 30Q (1339.030598 sec): 3 clusters Score: Raw -2519791.979863 + Penalty 3284.044896 = -2516507.934968 nChanged 151 SP:Iteration 31Q (1339.124344 sec): 3 clusters Score: Raw -2519819.550959 + Penalty 3284.044896 = -2516535.506064 nChanged 149 SP:Iteration 32Q (1339.208805 sec): 3 clusters Score: Raw -2519851.055520 + Penalty 3284.044896 = -2516567.010624 nChanged 163 SP:Iteration 33Q (1339.284814 sec): 3 clusters Score: Raw -2519882.270275 + Penalty 3284.044896 = -2516598.225379 nChanged 146 SP:Iteration 34Q (1339.364596 sec): 3 clusters Score: Raw -2519909.110186 + Penalty 3284.044896 = -2516625.065290 nChanged 150 SP:Iteration 35Q (1339.450996 sec): 3 clusters Score: Raw -2519940.459932 + Penalty 3284.044896 = -2516656.415036 nChanged 181 SP:Iteration 36Q (1339.544816 sec): 3 clusters Score: Raw -2519974.626349 + Penalty 3284.044896 = -2516690.581453 nChanged 181 SP:Iteration 37Q (1339.640411 sec): 3 clusters Score: Raw -2520011.077398 + Penalty 3284.044896 = -2516727.032502 nChanged 195 SP:Iteration 38Q (1339.721530 sec): 3 clusters Score: Raw -2520058.715810 + Penalty 3284.044896 = -2516774.670915 nChanged 197 SP:Iteration 39Q (1339.805983 sec): 3 clusters Score: Raw -2520106.092456 + Penalty 3284.044896 = -2516822.047560 nChanged 206 SP:Iteration 40F (1339.887662 sec): 3 clusters Score: Raw -2520155.053283 + Penalty 3284.044896 = -2516871.008387 nChanged 211 SP:Iteration 41Q (1339.971458 sec): 3 clusters Score: Raw -2520207.836329 + Penalty 3284.044896 = -2516923.791433 nChanged 213 SP:Iteration 42Q (1340.053186 sec): 3 clusters Score: Raw -2520257.736581 + Penalty 3284.044896 = -2516973.691685 nChanged 214 SP:Iteration 43Q (1340.139863 sec): 3 clusters Score: Raw -2520318.986470 + Penalty 3284.044896 = -2517034.941574 nChanged 223 SP:Iteration 44Q (1340.221406 sec): 3 clusters Score: Raw -2520389.088344 + Penalty 3284.044896 = -2517105.043449 nChanged 234 SP:Iteration 45Q (1340.299833 sec): 3 clusters Score: Raw -2520453.665783 + Penalty 3284.044896 = -2517169.620887 nChanged 223 SP:Iteration 46Q (1340.382188 sec): 3 clusters Score: Raw -2520510.692614 + Penalty 3284.044896 = -2517226.647718 nChanged 215 SP:Iteration 47Q (1340.459586 sec): 3 clusters Score: Raw -2520565.699808 + Penalty 3284.044896 = -2517281.654912 nChanged 198 SP:Iteration 48Q (1340.542139 sec): 3 clusters Score: Raw -2520613.539781 + Penalty 3284.044896 = -2517329.494885 nChanged 185 SP:Iteration 49Q (1340.627676 sec): 3 clusters Score: Raw -2520659.797153 + Penalty 3284.044896 = -2517375.752257 nChanged 192 SP:Iteration 50Q (1340.698957 sec): 3 clusters Score: Raw -2520718.010592 + Penalty 3284.044896 = -2517433.965697 nChanged 210 SP:Iteration 51Q (1340.794242 sec): 3 clusters Score: Raw -2520780.744750 + Penalty 3284.044896 = -2517496.699854 nChanged 206 SP:Iteration 52Q (1340.869311 sec): 3 clusters Score: Raw -2520845.939015 + Penalty 3284.044896 = -2517561.894119 nChanged 197 SP:Iteration 53Q (1340.961114 sec): 3 clusters Score: Raw -2520908.739314 + Penalty 3284.044896 = -2517624.694418 nChanged 169 SP:Iteration 54Q (1341.037648 sec): 3 clusters Score: Raw -2520961.566810 + Penalty 3284.044896 = -2517677.521914 nChanged 178 SP:Iteration 55Q (1341.130900 sec): 3 clusters Score: Raw -2521019.229971 + Penalty 3284.044896 = -2517735.185075 nChanged 161 SP:Iteration 56Q (1341.203385 sec): 3 clusters Score: Raw -2521076.533437 + Penalty 3284.044896 = -2517792.488541 nChanged 151 SP:Iteration 57Q (1341.284380 sec): 3 clusters Score: Raw -2521131.408808 + Penalty 3284.044896 = -2517847.363913 nChanged 159 SP:Iteration 58Q (1341.370092 sec): 3 clusters Score: Raw -2521195.024353 + Penalty 3284.044896 = -2517910.979457 nChanged 172 SP:Iteration 59Q (1341.448392 sec): 3 clusters Score: Raw -2521252.363980 + Penalty 3284.044896 = -2517968.319084 nChanged 139 SP:Iteration 60F (1341.537369 sec): 3 clusters Score: Raw -2521301.282171 + Penalty 3284.044896 = -2518017.237275 nChanged 116 SP:Iteration 61Q (1341.615725 sec): 3 clusters Score: Raw -2521338.892288 + Penalty 3284.044896 = -2518054.847392 nChanged 91 SP:Iteration 62Q (1341.694392 sec): 3 clusters Score: Raw -2521372.541964 + Penalty 3284.044896 = -2518088.497068 nChanged 91 SP:Iteration 63Q (1341.760497 sec): 3 clusters Score: Raw -2521405.767275 + Penalty 3284.044896 = -2518121.722379 nChanged 86 SP:Iteration 64Q (1341.839148 sec): 3 clusters Score: Raw -2521438.077186 + Penalty 3284.044896 = -2518154.032290 nChanged 74 SP:Iteration 65Q (1341.931962 sec): 3 clusters Score: Raw -2521466.686254 + Penalty 3284.044896 = -2518182.641358 nChanged 76 SP:Iteration 66Q (1342.007862 sec): 3 clusters Score: Raw -2521496.013083 + Penalty 3284.044896 = -2518211.968187 nChanged 63 SP:Iteration 67Q (1342.084992 sec): 3 clusters Score: Raw -2521520.163146 + Penalty 3284.044896 = -2518236.118251 nChanged 57 SP:Iteration 68Q (1342.169140 sec): 3 clusters Score: Raw -2521540.213907 + Penalty 3284.044896 = -2518256.169011 nChanged 51 SP:Iteration 69Q (1342.250859 sec): 3 clusters Score: Raw -2521557.406050 + Penalty 3284.044896 = -2518273.361155 nChanged 34 SP:Iteration 70Q (1342.325614 sec): 3 clusters Score: Raw -2521568.685908 + Penalty 3284.044896 = -2518284.641012 nChanged 33 SP:Iteration 71Q (1342.400489 sec): 3 clusters Score: Raw -2521581.505108 + Penalty 3284.044896 = -2518297.460212 nChanged 37 SP:Iteration 72Q (1342.474463 sec): 3 clusters Score: Raw -2521594.354566 + Penalty 3284.044896 = -2518310.309670 nChanged 29 SP:Iteration 73Q (1342.555312 sec): 3 clusters Score: Raw -2521606.598919 + Penalty 3284.044896 = -2518322.554023 nChanged 26 SP:Iteration 74Q (1342.625739 sec): 3 clusters Score: Raw -2521617.306381 + Penalty 3284.044896 = -2518333.261485 nChanged 27 SP:Iteration 75Q (1342.706926 sec): 3 clusters Score: Raw -2521630.267099 + Penalty 3284.044896 = -2518346.222204 nChanged 28 SP:Iteration 76Q (1342.784903 sec): 3 clusters Score: Raw -2521641.684290 + Penalty 3284.044896 = -2518357.639394 nChanged 26 SP:Iteration 77Q (1342.859726 sec): 3 clusters Score: Raw -2521653.086023 + Penalty 3284.044896 = -2518369.041128 nChanged 25 SP:Iteration 78Q (1342.941833 sec): 3 clusters Score: Raw -2521663.628168 + Penalty 3284.044896 = -2518379.583273 nChanged 15 SP:Iteration 79Q (1343.023187 sec): 3 clusters Score: Raw -2521668.824372 + Penalty 3284.044896 = -2518384.779476 nChanged 15 SP:Iteration 80F (1343.107724 sec): 3 clusters Score: Raw -2521674.774821 + Penalty 3284.044896 = -2518390.729925 nChanged 16 SP:Iteration 81Q (1343.179209 sec): 3 clusters Score: Raw -2521681.590345 + Penalty 3284.044896 = -2518397.545449 nChanged 20 SP:Iteration 82Q (1343.262243 sec): 3 clusters Score: Raw -2521689.137341 + Penalty 3284.044896 = -2518405.092445 nChanged 16 SP:Iteration 83Q (1343.334595 sec): 3 clusters Score: Raw -2521695.941575 + Penalty 3284.044896 = -2518411.896679 nChanged 11 SP:Iteration 84Q (1343.414282 sec): 3 clusters Score: Raw -2521699.756837 + Penalty 3284.044896 = -2518415.711941 nChanged 8 SP:Iteration 85Q (1343.485537 sec): 3 clusters Score: Raw -2521703.216122 + Penalty 3284.044896 = -2518419.171226 nChanged 8 SP:Iteration 86Q (1343.559553 sec): 3 clusters Score: Raw -2521706.733501 + Penalty 3284.044896 = -2518422.688606 nChanged 6 SP:Iteration 87Q (1343.645762 sec): 3 clusters Score: Raw -2521709.349083 + Penalty 3284.044896 = -2518425.304187 nChanged 8 SP:Iteration 88Q (1343.725278 sec): 3 clusters Score: Raw -2521712.263966 + Penalty 3284.044896 = -2518428.219070 nChanged 7 SP:Iteration 89Q (1343.804411 sec): 3 clusters Score: Raw -2521714.645440 + Penalty 3284.044896 = -2518430.600544 nChanged 5 SP:Iteration 90Q (1343.887171 sec): 3 clusters Score: Raw -2521715.874089 + Penalty 3284.044896 = -2518431.829194 nChanged 5 SP:Iteration 91Q (1343.967045 sec): 3 clusters Score: Raw -2521716.966295 + Penalty 3284.044896 = -2518432.921400 nChanged 2 SP:Iteration 92Q (1344.044679 sec): 3 clusters Score: Raw -2521717.488735 + Penalty 3284.044896 = -2518433.443839 nChanged 1 SP:Iteration 93Q (1344.110426 sec): 3 clusters Score: Raw -2521717.695801 + Penalty 3284.044896 = -2518433.650906 nChanged 2 SP:Iteration 94Q (1344.194894 sec): 3 clusters Score: Raw -2521717.962836 + Penalty 3284.044896 = -2518433.917940 nChanged 0 SP:Iteration 95F (1344.279163 sec): 3 clusters Score: Raw -2521717.962836 + Penalty 3284.044896 = -2518433.917940 nChanged 0 Trying to split cluster 9 (12754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1344.321588 sec): 2 clusters Score: Raw -1285008.776591 + Penalty 1536.210037 = -1283472.566554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1344.384837 sec): 3 clusters Score: Raw -1277622.367569 + Penalty 3072.420074 = -1274549.947495 nChanged 5605 SP:Iteration 1F (1344.451837 sec): 3 clusters Score: Raw -1280775.815810 + Penalty 3072.420074 = -1277703.395736 nChanged 814 SP:Iteration 2F (1344.519403 sec): 3 clusters Score: Raw -1281219.692040 + Penalty 3072.420074 = -1278147.271966 nChanged 810 SP:Iteration 3F (1344.581169 sec): 3 clusters Score: Raw -1281725.383980 + Penalty 3072.420074 = -1278652.963907 nChanged 817 SP:Iteration 4F (1344.653436 sec): 3 clusters Score: Raw -1282277.905655 + Penalty 3072.420074 = -1279205.485581 nChanged 779 SP:Iteration 5F (1344.710956 sec): 3 clusters Score: Raw -1282870.905746 + Penalty 3072.420074 = -1279798.485672 nChanged 733 SP:Iteration 6F (1344.787101 sec): 3 clusters Score: Raw -1283488.228954 + Penalty 3072.420074 = -1280415.808880 nChanged 642 SP:Iteration 7F (1344.853380 sec): 3 clusters Score: Raw -1284004.926509 + Penalty 3072.420074 = -1280932.506436 nChanged 502 SP:Iteration 8Q (1344.919025 sec): 3 clusters Score: Raw -1284352.684862 + Penalty 3072.420074 = -1281280.264788 nChanged 360 SP:Iteration 9Q (1344.989111 sec): 3 clusters Score: Raw -1284579.758401 + Penalty 3072.420074 = -1281507.338327 nChanged 301 SP:Iteration 10Q (1345.057427 sec): 3 clusters Score: Raw -1284745.118423 + Penalty 3072.420074 = -1281672.698349 nChanged 223 SP:Iteration 11Q (1345.120655 sec): 3 clusters Score: Raw -1284855.495446 + Penalty 3072.420074 = -1281783.075373 nChanged 164 SP:Iteration 12Q (1345.183174 sec): 3 clusters Score: Raw -1284931.180171 + Penalty 3072.420074 = -1281858.760097 nChanged 146 SP:Iteration 13Q (1345.243433 sec): 3 clusters Score: Raw -1284994.055745 + Penalty 3072.420074 = -1281921.635671 nChanged 130 SP:Iteration 14Q (1345.310103 sec): 3 clusters Score: Raw -1285054.660629 + Penalty 3072.420074 = -1281982.240555 nChanged 116 SP:Iteration 15Q (1345.381276 sec): 3 clusters Score: Raw -1285107.589332 + Penalty 3072.420074 = -1282035.169259 nChanged 114 SP:Iteration 16Q (1345.438345 sec): 3 clusters Score: Raw -1285151.874774 + Penalty 3072.420074 = -1282079.454700 nChanged 115 SP:Iteration 17Q (1345.501485 sec): 3 clusters Score: Raw -1285189.776916 + Penalty 3072.420074 = -1282117.356842 nChanged 93 SP:Iteration 18Q (1345.557168 sec): 3 clusters Score: Raw -1285219.884386 + Penalty 3072.420074 = -1282147.464312 nChanged 75 SP:Iteration 19Q (1345.630948 sec): 3 clusters Score: Raw -1285240.289737 + Penalty 3072.420074 = -1282167.869663 nChanged 81 SP:Iteration 20F (1345.691659 sec): 3 clusters Score: Raw -1285263.850539 + Penalty 3072.420074 = -1282191.430465 nChanged 66 SP:Iteration 21Q (1345.758694 sec): 3 clusters Score: Raw -1285279.491253 + Penalty 3072.420074 = -1282207.071179 nChanged 48 SP:Iteration 22Q (1345.821918 sec): 3 clusters Score: Raw -1285288.513065 + Penalty 3072.420074 = -1282216.092991 nChanged 34 SP:Iteration 23Q (1345.881293 sec): 3 clusters Score: Raw -1285295.443535 + Penalty 3072.420074 = -1282223.023461 nChanged 27 SP:Iteration 24Q (1345.943323 sec): 3 clusters Score: Raw -1285299.532453 + Penalty 3072.420074 = -1282227.112380 nChanged 21 SP:Iteration 25Q (1346.011809 sec): 3 clusters Score: Raw -1285302.115565 + Penalty 3072.420074 = -1282229.695492 nChanged 19 SP:Iteration 26Q (1346.080296 sec): 3 clusters Score: Raw -1285304.256743 + Penalty 3072.420074 = -1282231.836669 nChanged 22 SP:Iteration 27Q (1346.129569 sec): 3 clusters Score: Raw -1285307.151066 + Penalty 3072.420074 = -1282234.730993 nChanged 13 SP:Iteration 28Q (1346.201539 sec): 3 clusters Score: Raw -1285308.643100 + Penalty 3072.420074 = -1282236.223027 nChanged 11 SP:Iteration 29Q (1346.264029 sec): 3 clusters Score: Raw -1285309.334523 + Penalty 3072.420074 = -1282236.914449 nChanged 5 SP:Iteration 30Q (1346.329263 sec): 3 clusters Score: Raw -1285309.782630 + Penalty 3072.420074 = -1282237.362556 nChanged 6 SP:Iteration 31Q (1346.398319 sec): 3 clusters Score: Raw -1285310.411864 + Penalty 3072.420074 = -1282237.991790 nChanged 7 SP:Iteration 32Q (1346.454128 sec): 3 clusters Score: Raw -1285310.889369 + Penalty 3072.420074 = -1282238.469295 nChanged 3 SP:Iteration 33Q (1346.519085 sec): 3 clusters Score: Raw -1285311.068264 + Penalty 3072.420074 = -1282238.648190 nChanged 3 SP:Iteration 34Q (1346.582508 sec): 3 clusters Score: Raw -1285311.223451 + Penalty 3072.420074 = -1282238.803377 nChanged 2 SP:Iteration 35Q (1346.647509 sec): 3 clusters Score: Raw -1285311.383265 + Penalty 3072.420074 = -1282238.963191 nChanged 1 SP:Iteration 36Q (1346.719348 sec): 3 clusters Score: Raw -1285311.425917 + Penalty 3072.420074 = -1282239.005843 nChanged 0 SP:Iteration 37F (1346.775221 sec): 3 clusters Score: Raw -1285311.425917 + Penalty 3072.420074 = -1282239.005843 nChanged 0 Trying to split cluster 10 (1832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1346.809232 sec): 2 clusters Score: Raw -177956.066928 + Penalty 1220.889076 = -176735.177851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1346.845090 sec): 3 clusters Score: Raw -177172.882297 + Penalty 2441.778152 = -174731.104145 nChanged 635 SP:Iteration 1F (1346.901479 sec): 3 clusters Score: Raw -177572.838631 + Penalty 2441.778152 = -175131.060478 nChanged 134 SP:Iteration 2F (1346.947150 sec): 3 clusters Score: Raw -177672.199781 + Penalty 2441.778152 = -175230.421629 nChanged 85 SP:Iteration 3Q (1346.995561 sec): 3 clusters Score: Raw -177742.320463 + Penalty 2441.778152 = -175300.542311 nChanged 60 SP:Iteration 4Q (1347.046603 sec): 3 clusters Score: Raw -177776.404687 + Penalty 2441.778152 = -175334.626535 nChanged 38 SP:Iteration 5Q (1347.093523 sec): 3 clusters Score: Raw -177801.730765 + Penalty 2441.778152 = -175359.952613 nChanged 30 SP:Iteration 6Q (1347.135594 sec): 3 clusters Score: Raw -177819.094694 + Penalty 2441.778152 = -175377.316542 nChanged 26 SP:Iteration 7Q (1347.194109 sec): 3 clusters Score: Raw -177835.339491 + Penalty 2441.778152 = -175393.561338 nChanged 20 SP:Iteration 8Q (1347.236252 sec): 3 clusters Score: Raw -177848.503103 + Penalty 2441.778152 = -175406.724951 nChanged 16 SP:Iteration 9Q (1347.284973 sec): 3 clusters Score: Raw -177854.821577 + Penalty 2441.778152 = -175413.043425 nChanged 11 SP:Iteration 10Q (1347.328891 sec): 3 clusters Score: Raw -177858.784802 + Penalty 2441.778152 = -175417.006649 nChanged 6 SP:Iteration 11Q (1347.372711 sec): 3 clusters Score: Raw -177861.349145 + Penalty 2441.778152 = -175419.570993 nChanged 6 SP:Iteration 12Q (1347.434695 sec): 3 clusters Score: Raw -177862.980122 + Penalty 2441.778152 = -175421.201969 nChanged 4 SP:Iteration 13Q (1347.477561 sec): 3 clusters Score: Raw -177864.927371 + Penalty 2441.778152 = -175423.149219 nChanged 1 SP:Iteration 14Q (1347.517990 sec): 3 clusters Score: Raw -177865.054052 + Penalty 2441.778152 = -175423.275900 nChanged 0 SP:Iteration 15F (1347.574925 sec): 3 clusters Score: Raw -177865.054052 + Penalty 2441.778152 = -175423.275900 nChanged 0 Trying to split cluster 11 (15448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1347.622158 sec): 2 clusters Score: Raw -1691445.276941 + Penalty 1567.350659 = -1689877.926282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1347.686240 sec): 3 clusters Score: Raw -1682273.881541 + Penalty 3134.701318 = -1679139.180223 nChanged 6922 SP:Iteration 1F (1347.754478 sec): 3 clusters Score: Raw -1686041.535739 + Penalty 3134.701318 = -1682906.834422 nChanged 857 SP:Iteration 2F (1347.841027 sec): 3 clusters Score: Raw -1686379.875806 + Penalty 3134.701318 = -1683245.174488 nChanged 757 SP:Iteration 3Q (1347.903863 sec): 3 clusters Score: Raw -1686701.372683 + Penalty 3134.701318 = -1683566.671365 nChanged 744 SP:Iteration 4Q (1347.992168 sec): 3 clusters Score: Raw -1687024.362693 + Penalty 3134.701318 = -1683889.661375 nChanged 732 SP:Iteration 5Q (1348.054479 sec): 3 clusters Score: Raw -1687369.727471 + Penalty 3134.701318 = -1684235.026153 nChanged 746 SP:Iteration 6Q (1348.126228 sec): 3 clusters Score: Raw -1687768.312795 + Penalty 3134.701318 = -1684633.611477 nChanged 767 SP:Iteration 7Q (1348.202622 sec): 3 clusters Score: Raw -1688266.085548 + Penalty 3134.701318 = -1685131.384230 nChanged 846 SP:Iteration 8F (1348.273212 sec): 3 clusters Score: Raw -1688870.457715 + Penalty 3134.701318 = -1685735.756397 nChanged 826 SP:Iteration 9F (1348.340351 sec): 3 clusters Score: Raw -1689439.643998 + Penalty 3134.701318 = -1686304.942680 nChanged 697 SP:Iteration 10Q (1348.412518 sec): 3 clusters Score: Raw -1689838.336714 + Penalty 3134.701318 = -1686703.635396 nChanged 537 SP:Iteration 11Q (1348.495045 sec): 3 clusters Score: Raw -1690062.452585 + Penalty 3134.701318 = -1686927.751267 nChanged 340 SP:Iteration 12Q (1348.557312 sec): 3 clusters Score: Raw -1690154.963669 + Penalty 3134.701318 = -1687020.262352 nChanged 221 SP:Iteration 13Q (1348.628548 sec): 3 clusters Score: Raw -1690201.338687 + Penalty 3134.701318 = -1687066.637369 nChanged 135 SP:Iteration 14Q (1348.700305 sec): 3 clusters Score: Raw -1690226.971971 + Penalty 3134.701318 = -1687092.270653 nChanged 107 SP:Iteration 15Q (1348.775976 sec): 3 clusters Score: Raw -1690244.572214 + Penalty 3134.701318 = -1687109.870897 nChanged 86 SP:Iteration 16Q (1348.847051 sec): 3 clusters Score: Raw -1690260.515139 + Penalty 3134.701318 = -1687125.813821 nChanged 79 SP:Iteration 17Q (1348.919614 sec): 3 clusters Score: Raw -1690273.493697 + Penalty 3134.701318 = -1687138.792379 nChanged 71 SP:Iteration 18Q (1348.990818 sec): 3 clusters Score: Raw -1690285.605665 + Penalty 3134.701318 = -1687150.904347 nChanged 81 SP:Iteration 19Q (1349.061077 sec): 3 clusters Score: Raw -1690298.928386 + Penalty 3134.701318 = -1687164.227068 nChanged 74 SP:Iteration 20F (1349.140493 sec): 3 clusters Score: Raw -1690311.551260 + Penalty 3134.701318 = -1687176.849942 nChanged 77 SP:Iteration 21Q (1349.208193 sec): 3 clusters Score: Raw -1690323.463303 + Penalty 3134.701318 = -1687188.761985 nChanged 75 SP:Iteration 22Q (1349.286149 sec): 3 clusters Score: Raw -1690333.398251 + Penalty 3134.701318 = -1687198.696933 nChanged 59 SP:Iteration 23Q (1349.352864 sec): 3 clusters Score: Raw -1690340.470052 + Penalty 3134.701318 = -1687205.768734 nChanged 45 SP:Iteration 24Q (1349.418419 sec): 3 clusters Score: Raw -1690345.758069 + Penalty 3134.701318 = -1687211.056751 nChanged 43 SP:Iteration 25Q (1349.490383 sec): 3 clusters Score: Raw -1690350.955911 + Penalty 3134.701318 = -1687216.254594 nChanged 40 SP:Iteration 26Q (1349.558824 sec): 3 clusters Score: Raw -1690355.724513 + Penalty 3134.701318 = -1687221.023195 nChanged 50 SP:Iteration 27Q (1349.645726 sec): 3 clusters Score: Raw -1690363.672042 + Penalty 3134.701318 = -1687228.970724 nChanged 53 SP:Iteration 28Q (1349.716761 sec): 3 clusters Score: Raw -1690370.328227 + Penalty 3134.701318 = -1687235.626909 nChanged 44 SP:Iteration 29Q (1349.789982 sec): 3 clusters Score: Raw -1690374.369314 + Penalty 3134.701318 = -1687239.667996 nChanged 38 SP:Iteration 30Q (1349.861023 sec): 3 clusters Score: Raw -1690377.662490 + Penalty 3134.701318 = -1687242.961172 nChanged 37 SP:Iteration 31Q (1349.941020 sec): 3 clusters Score: Raw -1690382.721669 + Penalty 3134.701318 = -1687248.020351 nChanged 46 SP:Iteration 32Q (1350.013227 sec): 3 clusters Score: Raw -1690388.370912 + Penalty 3134.701318 = -1687253.669595 nChanged 56 SP:Iteration 33Q (1350.084249 sec): 3 clusters Score: Raw -1690396.865343 + Penalty 3134.701318 = -1687262.164025 nChanged 63 SP:Iteration 34Q (1350.160696 sec): 3 clusters Score: Raw -1690405.867030 + Penalty 3134.701318 = -1687271.165712 nChanged 60 SP:Iteration 35Q (1350.231669 sec): 3 clusters Score: Raw -1690413.838690 + Penalty 3134.701318 = -1687279.137372 nChanged 64 SP:Iteration 36Q (1350.296336 sec): 3 clusters Score: Raw -1690423.587001 + Penalty 3134.701318 = -1687288.885684 nChanged 69 SP:Iteration 37Q (1350.380258 sec): 3 clusters Score: Raw -1690435.100139 + Penalty 3134.701318 = -1687300.398822 nChanged 80 SP:Iteration 38Q (1350.444648 sec): 3 clusters Score: Raw -1690449.156511 + Penalty 3134.701318 = -1687314.455193 nChanged 88 SP:Iteration 39Q (1350.532150 sec): 3 clusters Score: Raw -1690463.041169 + Penalty 3134.701318 = -1687328.339851 nChanged 79 SP:Iteration 40F (1350.606723 sec): 3 clusters Score: Raw -1690478.152011 + Penalty 3134.701318 = -1687343.450693 nChanged 78 SP:Iteration 41Q (1350.676585 sec): 3 clusters Score: Raw -1690491.498720 + Penalty 3134.701318 = -1687356.797403 nChanged 79 SP:Iteration 42Q (1350.749840 sec): 3 clusters Score: Raw -1690505.713830 + Penalty 3134.701318 = -1687371.012512 nChanged 101 SP:Iteration 43Q (1350.812158 sec): 3 clusters Score: Raw -1690525.782474 + Penalty 3134.701318 = -1687391.081156 nChanged 99 SP:Iteration 44Q (1350.890794 sec): 3 clusters Score: Raw -1690546.743612 + Penalty 3134.701318 = -1687412.042294 nChanged 102 SP:Iteration 45Q (1350.960940 sec): 3 clusters Score: Raw -1690569.526730 + Penalty 3134.701318 = -1687434.825412 nChanged 110 SP:Iteration 46Q (1351.035530 sec): 3 clusters Score: Raw -1690593.667514 + Penalty 3134.701318 = -1687458.966196 nChanged 101 SP:Iteration 47Q (1351.110900 sec): 3 clusters Score: Raw -1690615.984355 + Penalty 3134.701318 = -1687481.283038 nChanged 107 SP:Iteration 48Q (1351.176031 sec): 3 clusters Score: Raw -1690639.033417 + Penalty 3134.701318 = -1687504.332099 nChanged 98 SP:Iteration 49Q (1351.246221 sec): 3 clusters Score: Raw -1690663.845828 + Penalty 3134.701318 = -1687529.144510 nChanged 114 SP:Iteration 50Q (1351.326520 sec): 3 clusters Score: Raw -1690692.510476 + Penalty 3134.701318 = -1687557.809158 nChanged 127 SP:Iteration 51Q (1351.396503 sec): 3 clusters Score: Raw -1690737.083697 + Penalty 3134.701318 = -1687602.382380 nChanged 142 SP:Iteration 52Q (1351.484149 sec): 3 clusters Score: Raw -1690787.000418 + Penalty 3134.701318 = -1687652.299100 nChanged 165 SP:Iteration 53Q (1351.558612 sec): 3 clusters Score: Raw -1690846.827736 + Penalty 3134.701318 = -1687712.126418 nChanged 174 SP:Iteration 54Q (1351.632833 sec): 3 clusters Score: Raw -1690912.300506 + Penalty 3134.701318 = -1687777.599188 nChanged 158 SP:Iteration 55Q (1351.701020 sec): 3 clusters Score: Raw -1690969.902379 + Penalty 3134.701318 = -1687835.201061 nChanged 161 SP:Iteration 56Q (1351.759649 sec): 3 clusters Score: Raw -1691043.750387 + Penalty 3134.701318 = -1687909.049069 nChanged 180 SP:Iteration 57Q (1351.845992 sec): 3 clusters Score: Raw -1691124.686487 + Penalty 3134.701318 = -1687989.985169 nChanged 157 SP:Iteration 58Q (1351.919914 sec): 3 clusters Score: Raw -1691191.831771 + Penalty 3134.701318 = -1688057.130453 nChanged 141 SP:Iteration 59Q (1351.991822 sec): 3 clusters Score: Raw -1691244.197041 + Penalty 3134.701318 = -1688109.495724 nChanged 144 SP:Iteration 60F (1352.057419 sec): 3 clusters Score: Raw -1691312.176353 + Penalty 3134.701318 = -1688177.475035 nChanged 146 SP:Iteration 61Q (1352.135122 sec): 3 clusters Score: Raw -1691375.887954 + Penalty 3134.701318 = -1688241.186636 nChanged 128 SP:Iteration 62Q (1352.197608 sec): 3 clusters Score: Raw -1691431.876942 + Penalty 3134.701318 = -1688297.175624 nChanged 124 SP:Iteration 63Q (1352.272203 sec): 3 clusters Score: Raw -1691484.033916 + Penalty 3134.701318 = -1688349.332598 nChanged 131 SP:Iteration 64Q (1352.342436 sec): 3 clusters Score: Raw -1691533.181684 + Penalty 3134.701318 = -1688398.480366 nChanged 106 SP:Iteration 65Q (1352.414825 sec): 3 clusters Score: Raw -1691564.631949 + Penalty 3134.701318 = -1688429.930631 nChanged 94 SP:Iteration 66Q (1352.473047 sec): 3 clusters Score: Raw -1691589.757304 + Penalty 3134.701318 = -1688455.055986 nChanged 74 SP:Iteration 67Q (1352.549285 sec): 3 clusters Score: Raw -1691607.851172 + Penalty 3134.701318 = -1688473.149855 nChanged 62 SP:Iteration 68Q (1352.622038 sec): 3 clusters Score: Raw -1691622.437118 + Penalty 3134.701318 = -1688487.735800 nChanged 57 SP:Iteration 69Q (1352.679322 sec): 3 clusters Score: Raw -1691634.973717 + Penalty 3134.701318 = -1688500.272399 nChanged 54 SP:Iteration 70Q (1352.755225 sec): 3 clusters Score: Raw -1691645.490505 + Penalty 3134.701318 = -1688510.789187 nChanged 54 SP:Iteration 71Q (1352.827176 sec): 3 clusters Score: Raw -1691657.066246 + Penalty 3134.701318 = -1688522.364928 nChanged 39 SP:Iteration 72Q (1352.897404 sec): 3 clusters Score: Raw -1691663.414713 + Penalty 3134.701318 = -1688528.713395 nChanged 27 SP:Iteration 73Q (1352.963148 sec): 3 clusters Score: Raw -1691669.729190 + Penalty 3134.701318 = -1688535.027872 nChanged 35 SP:Iteration 74Q (1353.044854 sec): 3 clusters Score: Raw -1691677.047513 + Penalty 3134.701318 = -1688542.346195 nChanged 37 SP:Iteration 75Q (1353.110944 sec): 3 clusters Score: Raw -1691684.421257 + Penalty 3134.701318 = -1688549.719939 nChanged 36 SP:Iteration 76Q (1353.181385 sec): 3 clusters Score: Raw -1691690.633742 + Penalty 3134.701318 = -1688555.932424 nChanged 23 SP:Iteration 77Q (1353.243733 sec): 3 clusters Score: Raw -1691693.972234 + Penalty 3134.701318 = -1688559.270917 nChanged 28 SP:Iteration 78Q (1353.320971 sec): 3 clusters Score: Raw -1691697.145560 + Penalty 3134.701318 = -1688562.444242 nChanged 21 SP:Iteration 79Q (1353.386784 sec): 3 clusters Score: Raw -1691699.898826 + Penalty 3134.701318 = -1688565.197508 nChanged 13 SP:Iteration 80F (1353.462504 sec): 3 clusters Score: Raw -1691701.218011 + Penalty 3134.701318 = -1688566.516693 nChanged 9 SP:Iteration 81Q (1353.526409 sec): 3 clusters Score: Raw -1691702.575298 + Penalty 3134.701318 = -1688567.873980 nChanged 12 SP:Iteration 82Q (1353.586523 sec): 3 clusters Score: Raw -1691704.615591 + Penalty 3134.701318 = -1688569.914274 nChanged 14 SP:Iteration 83Q (1353.663176 sec): 3 clusters Score: Raw -1691706.569361 + Penalty 3134.701318 = -1688571.868043 nChanged 17 SP:Iteration 84Q (1353.732885 sec): 3 clusters Score: Raw -1691708.438473 + Penalty 3134.701318 = -1688573.737155 nChanged 15 SP:Iteration 85Q (1353.787959 sec): 3 clusters Score: Raw -1691710.243699 + Penalty 3134.701318 = -1688575.542381 nChanged 12 SP:Iteration 86Q (1353.859708 sec): 3 clusters Score: Raw -1691711.686895 + Penalty 3134.701318 = -1688576.985577 nChanged 13 SP:Iteration 87Q (1353.917214 sec): 3 clusters Score: Raw -1691712.743094 + Penalty 3134.701318 = -1688578.041776 nChanged 11 SP:Iteration 88Q (1353.995770 sec): 3 clusters Score: Raw -1691713.834554 + Penalty 3134.701318 = -1688579.133237 nChanged 12 SP:Iteration 89Q (1354.072416 sec): 3 clusters Score: Raw -1691715.145307 + Penalty 3134.701318 = -1688580.443989 nChanged 16 SP:Iteration 90Q (1354.134860 sec): 3 clusters Score: Raw -1691716.695675 + Penalty 3134.701318 = -1688581.994357 nChanged 8 SP:Iteration 91Q (1354.201708 sec): 3 clusters Score: Raw -1691717.678047 + Penalty 3134.701318 = -1688582.976729 nChanged 10 SP:Iteration 92Q (1354.270355 sec): 3 clusters Score: Raw -1691718.509094 + Penalty 3134.701318 = -1688583.807776 nChanged 3 SP:Iteration 93Q (1354.351546 sec): 3 clusters Score: Raw -1691718.698879 + Penalty 3134.701318 = -1688583.997561 nChanged 4 SP:Iteration 94Q (1354.423454 sec): 3 clusters Score: Raw -1691719.085378 + Penalty 3134.701318 = -1688584.384060 nChanged 2 SP:Iteration 95Q (1354.486961 sec): 3 clusters Score: Raw -1691719.235496 + Penalty 3134.701318 = -1688584.534178 nChanged 3 SP:Iteration 96Q (1354.564217 sec): 3 clusters Score: Raw -1691719.467442 + Penalty 3134.701318 = -1688584.766125 nChanged 7 SP:Iteration 97Q (1354.636563 sec): 3 clusters Score: Raw -1691720.087927 + Penalty 3134.701318 = -1688585.386609 nChanged 6 SP:Iteration 98Q (1354.709008 sec): 3 clusters Score: Raw -1691720.523470 + Penalty 3134.701318 = -1688585.822152 nChanged 3 SP:Iteration 99Q (1354.771674 sec): 3 clusters Score: Raw -1691720.907280 + Penalty 3134.701318 = -1688586.205962 nChanged 5 SP:Iteration 100F (1354.837937 sec): 3 clusters Score: Raw -1691721.555767 + Penalty 3134.701318 = -1688586.854449 nChanged 5 SP:Iteration 101Q (1354.915040 sec): 3 clusters Score: Raw -1691722.144520 + Penalty 3134.701318 = -1688587.443202 nChanged 6 SP:Iteration 102Q (1354.976643 sec): 3 clusters Score: Raw -1691722.980441 + Penalty 3134.701318 = -1688588.279124 nChanged 8 SP:Iteration 103Q (1355.043098 sec): 3 clusters Score: Raw -1691724.274316 + Penalty 3134.701318 = -1688589.572998 nChanged 9 SP:Iteration 104Q (1355.115776 sec): 3 clusters Score: Raw -1691725.204809 + Penalty 3134.701318 = -1688590.503491 nChanged 10 SP:Iteration 105Q (1355.180015 sec): 3 clusters Score: Raw -1691725.902571 + Penalty 3134.701318 = -1688591.201253 nChanged 4 SP:Iteration 106Q (1355.255827 sec): 3 clusters Score: Raw -1691726.170517 + Penalty 3134.701318 = -1688591.469199 nChanged 2 SP:Iteration 107Q (1355.321018 sec): 3 clusters Score: Raw -1691726.325557 + Penalty 3134.701318 = -1688591.624239 nChanged 0 SP:Iteration 108F (1355.405970 sec): 3 clusters Score: Raw -1691726.325557 + Penalty 3134.701318 = -1688591.624239 nChanged 0 Trying to split cluster 12 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1355.427822 sec): 2 clusters Score: Raw -31285.983746 + Penalty 974.827191 = -30311.156555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1355.478991 sec): 3 clusters Score: Raw -31302.558580 + Penalty 1949.654383 = -29352.904198 nChanged 105 SP:Iteration 1F (1355.523793 sec): 3 clusters Score: Raw -31499.187664 + Penalty 1949.654383 = -29549.533281 nChanged 44 SP:Iteration 2F (1355.564507 sec): 3 clusters Score: Raw -31609.251628 + Penalty 1949.654383 = -29659.597245 nChanged 36 SP:Iteration 3F (1355.614848 sec): 3 clusters Score: Raw -31746.897099 + Penalty 1949.654383 = -29797.242717 nChanged 27 SP:Iteration 4F (1355.654957 sec): 3 clusters Score: Raw -31836.985254 + Penalty 1949.654383 = -29887.330871 nChanged 14 SP:Iteration 5Q (1355.704570 sec): 3 clusters Score: Raw -31875.888003 + Penalty 1949.654383 = -29926.233620 nChanged 6 SP:Iteration 6Q (1355.751354 sec): 3 clusters Score: Raw -31893.764566 + Penalty 1949.654383 = -29944.110183 nChanged 2 SP:Iteration 7Q (1355.784178 sec): 3 clusters Score: Raw -31899.568252 + Penalty 1949.654383 = -29949.913869 nChanged 2 SP:Iteration 8Q (1355.833696 sec): 3 clusters Score: Raw -31906.032183 + Penalty 1949.654383 = -29956.377800 nChanged 3 SP:Iteration 9Q (1355.883658 sec): 3 clusters Score: Raw -31920.778431 + Penalty 1949.654383 = -29971.124049 nChanged 2 SP:Iteration 10Q (1355.923157 sec): 3 clusters Score: Raw -31927.281575 + Penalty 1949.654383 = -29977.627192 nChanged 0 SP:Iteration 11F (1355.969917 sec): 3 clusters Score: Raw -31927.281575 + Penalty 1949.654383 = -29977.627192 nChanged 0 Trying to split cluster 13 (1973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1355.997591 sec): 2 clusters Score: Raw -192355.715241 + Penalty 1232.937957 = -191122.777284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1356.051983 sec): 3 clusters Score: Raw -191510.860509 + Penalty 2465.875914 = -189044.984595 nChanged 667 SP:Iteration 1F (1356.102672 sec): 3 clusters Score: Raw -191958.057023 + Penalty 2465.875914 = -189492.181108 nChanged 152 SP:Iteration 2F (1356.150261 sec): 3 clusters Score: Raw -192066.763314 + Penalty 2465.875914 = -189600.887399 nChanged 101 SP:Iteration 3F (1356.194921 sec): 3 clusters Score: Raw -192143.918119 + Penalty 2465.875914 = -189678.042204 nChanged 90 SP:Iteration 4Q (1356.248371 sec): 3 clusters Score: Raw -192210.209709 + Penalty 2465.875914 = -189744.333794 nChanged 57 SP:Iteration 5Q (1356.283117 sec): 3 clusters Score: Raw -192238.524192 + Penalty 2465.875914 = -189772.648278 nChanged 37 SP:Iteration 6Q (1356.332133 sec): 3 clusters Score: Raw -192261.344598 + Penalty 2465.875914 = -189795.468683 nChanged 24 SP:Iteration 7Q (1356.384988 sec): 3 clusters Score: Raw -192271.463892 + Penalty 2465.875914 = -189805.587977 nChanged 13 SP:Iteration 8Q (1356.434114 sec): 3 clusters Score: Raw -192276.810441 + Penalty 2465.875914 = -189810.934526 nChanged 13 SP:Iteration 9Q (1356.472733 sec): 3 clusters Score: Raw -192280.973696 + Penalty 2465.875914 = -189815.097781 nChanged 9 SP:Iteration 10Q (1356.516941 sec): 3 clusters Score: Raw -192285.366467 + Penalty 2465.875914 = -189819.490553 nChanged 11 SP:Iteration 11Q (1356.573360 sec): 3 clusters Score: Raw -192291.196144 + Penalty 2465.875914 = -189825.320230 nChanged 9 SP:Iteration 12Q (1356.611764 sec): 3 clusters Score: Raw -192296.620678 + Penalty 2465.875914 = -189830.744763 nChanged 10 SP:Iteration 13Q (1356.667722 sec): 3 clusters Score: Raw -192300.584967 + Penalty 2465.875914 = -189834.709053 nChanged 6 SP:Iteration 14Q (1356.715052 sec): 3 clusters Score: Raw -192303.106067 + Penalty 2465.875914 = -189837.230152 nChanged 4 SP:Iteration 15Q (1356.766203 sec): 3 clusters Score: Raw -192305.055609 + Penalty 2465.875914 = -189839.179695 nChanged 2 SP:Iteration 16Q (1356.815756 sec): 3 clusters Score: Raw -192305.887407 + Penalty 2465.875914 = -189840.011493 nChanged 4 SP:Iteration 17Q (1356.864248 sec): 3 clusters Score: Raw -192307.281208 + Penalty 2465.875914 = -189841.405293 nChanged 3 SP:Iteration 18Q (1356.914216 sec): 3 clusters Score: Raw -192308.890355 + Penalty 2465.875914 = -189843.014440 nChanged 3 SP:Iteration 19Q (1356.953196 sec): 3 clusters Score: Raw -192310.112437 + Penalty 2465.875914 = -189844.236523 nChanged 2 SP:Iteration 20F (1357.008517 sec): 3 clusters Score: Raw -192311.027839 + Penalty 2465.875914 = -189845.151924 nChanged 4 SP:Iteration 21Q (1357.051586 sec): 3 clusters Score: Raw -192312.075236 + Penalty 2465.875914 = -189846.199322 nChanged 3 SP:Iteration 22Q (1357.099398 sec): 3 clusters Score: Raw -192313.680651 + Penalty 2465.875914 = -189847.804736 nChanged 5 SP:Iteration 23Q (1357.155098 sec): 3 clusters Score: Raw -192316.139254 + Penalty 2465.875914 = -189850.263340 nChanged 5 SP:Iteration 24Q (1357.206012 sec): 3 clusters Score: Raw -192317.685243 + Penalty 2465.875914 = -189851.809328 nChanged 2 SP:Iteration 25Q (1357.243209 sec): 3 clusters Score: Raw -192318.588538 + Penalty 2465.875914 = -189852.712623 nChanged 4 SP:Iteration 26Q (1357.294125 sec): 3 clusters Score: Raw -192319.745417 + Penalty 2465.875914 = -189853.869503 nChanged 2 SP:Iteration 27Q (1357.347024 sec): 3 clusters Score: Raw -192320.341283 + Penalty 2465.875914 = -189854.465368 nChanged 4 SP:Iteration 28Q (1357.393672 sec): 3 clusters Score: Raw -192321.913847 + Penalty 2465.875914 = -189856.037932 nChanged 6 SP:Iteration 29Q (1357.440269 sec): 3 clusters Score: Raw -192325.064180 + Penalty 2465.875914 = -189859.188266 nChanged 9 SP:Iteration 30Q (1357.492346 sec): 3 clusters Score: Raw -192329.273012 + Penalty 2465.875914 = -189863.397097 nChanged 8 SP:Iteration 31Q (1357.534024 sec): 3 clusters Score: Raw -192333.390724 + Penalty 2465.875914 = -189867.514809 nChanged 3 SP:Iteration 32Q (1357.589316 sec): 3 clusters Score: Raw -192334.716021 + Penalty 2465.875914 = -189868.840106 nChanged 4 SP:Iteration 33Q (1357.635145 sec): 3 clusters Score: Raw -192335.883259 + Penalty 2465.875914 = -189870.007345 nChanged 5 SP:Iteration 34Q (1357.674067 sec): 3 clusters Score: Raw -192338.010745 + Penalty 2465.875914 = -189872.134831 nChanged 5 SP:Iteration 35Q (1357.721644 sec): 3 clusters Score: Raw -192339.341039 + Penalty 2465.875914 = -189873.465125 nChanged 4 SP:Iteration 36Q (1357.769389 sec): 3 clusters Score: Raw -192340.752837 + Penalty 2465.875914 = -189874.876922 nChanged 8 SP:Iteration 37Q (1357.819223 sec): 3 clusters Score: Raw -192344.380637 + Penalty 2465.875914 = -189878.504722 nChanged 14 SP:Iteration 38Q (1357.874114 sec): 3 clusters Score: Raw -192353.505642 + Penalty 2465.875914 = -189887.629728 nChanged 17 SP:Iteration 39Q (1357.912387 sec): 3 clusters Score: Raw -192365.051023 + Penalty 2465.875914 = -189899.175108 nChanged 18 SP:Iteration 40F (1357.960937 sec): 3 clusters Score: Raw -192374.642617 + Penalty 2465.875914 = -189908.766702 nChanged 17 SP:Iteration 41Q (1358.007334 sec): 3 clusters Score: Raw -192379.386302 + Penalty 2465.875914 = -189913.510388 nChanged 3 SP:Iteration 42Q (1358.056005 sec): 3 clusters Score: Raw -192381.162444 + Penalty 2465.875914 = -189915.286529 nChanged 4 SP:Iteration 43Q (1358.112778 sec): 3 clusters Score: Raw -192383.239870 + Penalty 2465.875914 = -189917.363955 nChanged 9 SP:Iteration 44Q (1358.163600 sec): 3 clusters Score: Raw -192387.962898 + Penalty 2465.875914 = -189922.086984 nChanged 7 SP:Iteration 45Q (1358.208127 sec): 3 clusters Score: Raw -192394.862800 + Penalty 2465.875914 = -189928.986885 nChanged 11 SP:Iteration 46Q (1358.257301 sec): 3 clusters Score: Raw -192400.091871 + Penalty 2465.875914 = -189934.215957 nChanged 9 SP:Iteration 47Q (1358.318337 sec): 3 clusters Score: Raw -192405.715184 + Penalty 2465.875914 = -189939.839269 nChanged 9 SP:Iteration 48Q (1358.355470 sec): 3 clusters Score: Raw -192410.560590 + Penalty 2465.875914 = -189944.684676 nChanged 8 SP:Iteration 49Q (1358.410883 sec): 3 clusters Score: Raw -192413.582118 + Penalty 2465.875914 = -189947.706203 nChanged 7 SP:Iteration 50Q (1358.453917 sec): 3 clusters Score: Raw -192416.411907 + Penalty 2465.875914 = -189950.535992 nChanged 4 SP:Iteration 51Q (1358.504553 sec): 3 clusters Score: Raw -192418.400771 + Penalty 2465.875914 = -189952.524856 nChanged 4 SP:Iteration 52Q (1358.552526 sec): 3 clusters Score: Raw -192419.873325 + Penalty 2465.875914 = -189953.997411 nChanged 1 SP:Iteration 53Q (1358.608523 sec): 3 clusters Score: Raw -192420.306845 + Penalty 2465.875914 = -189954.430930 nChanged 4 SP:Iteration 54Q (1358.655208 sec): 3 clusters Score: Raw -192421.745245 + Penalty 2465.875914 = -189955.869330 nChanged 3 SP:Iteration 55Q (1358.692408 sec): 3 clusters Score: Raw -192422.583079 + Penalty 2465.875914 = -189956.707165 nChanged 2 SP:Iteration 56Q (1358.741227 sec): 3 clusters Score: Raw -192423.212368 + Penalty 2465.875914 = -189957.336454 nChanged 0 SP:Iteration 57F (1358.795651 sec): 3 clusters Score: Raw -192423.212368 + Penalty 2465.875914 = -189957.336454 nChanged 0 Trying to split cluster 14 (2034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1358.826311 sec): 2 clusters Score: Raw -180206.694512 + Penalty 1237.885931 = -178968.808581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1358.872912 sec): 3 clusters Score: Raw -179355.952829 + Penalty 2475.771862 = -176880.180966 nChanged 742 SP:Iteration 1F (1358.913258 sec): 3 clusters Score: Raw -180127.519737 + Penalty 2475.771862 = -177651.747874 nChanged 230 SP:Iteration 2F (1358.957592 sec): 3 clusters Score: Raw -180453.877887 + Penalty 2475.771862 = -177978.106025 nChanged 154 SP:Iteration 3F (1358.994501 sec): 3 clusters Score: Raw -180653.204199 + Penalty 2475.771862 = -178177.432336 nChanged 109 SP:Iteration 4F (1359.049887 sec): 3 clusters Score: Raw -180790.485062 + Penalty 2475.771862 = -178314.713200 nChanged 97 SP:Iteration 5Q (1359.090148 sec): 3 clusters Score: Raw -180884.071256 + Penalty 2475.771862 = -178408.299393 nChanged 55 SP:Iteration 6Q (1359.140383 sec): 3 clusters Score: Raw -180929.931926 + Penalty 2475.771862 = -178454.160064 nChanged 35 SP:Iteration 7Q (1359.184151 sec): 3 clusters Score: Raw -180951.307802 + Penalty 2475.771862 = -178475.535939 nChanged 19 SP:Iteration 8Q (1359.238463 sec): 3 clusters Score: Raw -180963.738539 + Penalty 2475.771862 = -178487.966676 nChanged 14 SP:Iteration 9Q (1359.282678 sec): 3 clusters Score: Raw -180972.792639 + Penalty 2475.771862 = -178497.020777 nChanged 13 SP:Iteration 10Q (1359.326686 sec): 3 clusters Score: Raw -180982.994352 + Penalty 2475.771862 = -178507.222490 nChanged 12 SP:Iteration 11Q (1359.367984 sec): 3 clusters Score: Raw -180993.603580 + Penalty 2475.771862 = -178517.831718 nChanged 12 SP:Iteration 12Q (1359.423939 sec): 3 clusters Score: Raw -181000.461132 + Penalty 2475.771862 = -178524.689269 nChanged 3 SP:Iteration 13Q (1359.463295 sec): 3 clusters Score: Raw -181003.049641 + Penalty 2475.771862 = -178527.277778 nChanged 7 SP:Iteration 14Q (1359.510498 sec): 3 clusters Score: Raw -181005.268420 + Penalty 2475.771862 = -178529.496557 nChanged 2 SP:Iteration 15Q (1359.563481 sec): 3 clusters Score: Raw -181005.607843 + Penalty 2475.771862 = -178529.835981 nChanged 0 SP:Iteration 16F (1359.611863 sec): 3 clusters Score: Raw -181005.607843 + Penalty 2475.771862 = -178529.835981 nChanged 0 Trying to split cluster 15 (9492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1359.649553 sec): 2 clusters Score: Raw -1001184.581298 + Penalty 1488.208250 = -999696.373048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1359.711072 sec): 3 clusters Score: Raw -995829.377514 + Penalty 2976.416501 = -992852.961013 nChanged 4118 SP:Iteration 1F (1359.771379 sec): 3 clusters Score: Raw -998111.178572 + Penalty 2976.416501 = -995134.762071 nChanged 636 SP:Iteration 2F (1359.837433 sec): 3 clusters Score: Raw -998443.059985 + Penalty 2976.416501 = -995466.643484 nChanged 575 SP:Iteration 3F (1359.889977 sec): 3 clusters Score: Raw -998755.628744 + Penalty 2976.416501 = -995779.212243 nChanged 523 SP:Iteration 4F (1359.953668 sec): 3 clusters Score: Raw -999048.551154 + Penalty 2976.416501 = -996072.134654 nChanged 490 SP:Iteration 5F (1360.005945 sec): 3 clusters Score: Raw -999364.083550 + Penalty 2976.416501 = -996387.667050 nChanged 468 SP:Iteration 6Q (1360.076830 sec): 3 clusters Score: Raw -999663.793729 + Penalty 2976.416501 = -996687.377228 nChanged 421 SP:Iteration 7Q (1360.138160 sec): 3 clusters Score: Raw -999937.980143 + Penalty 2976.416501 = -996961.563643 nChanged 427 SP:Iteration 8Q (1360.197762 sec): 3 clusters Score: Raw -1000260.729120 + Penalty 2976.416501 = -997284.312619 nChanged 425 SP:Iteration 9Q (1360.257520 sec): 3 clusters Score: Raw -1000569.722094 + Penalty 2976.416501 = -997593.305593 nChanged 368 SP:Iteration 10Q (1360.322079 sec): 3 clusters Score: Raw -1000823.824927 + Penalty 2976.416501 = -997847.408426 nChanged 312 SP:Iteration 11Q (1360.380075 sec): 3 clusters Score: Raw -1001014.614936 + Penalty 2976.416501 = -998038.198436 nChanged 234 SP:Iteration 12Q (1360.443098 sec): 3 clusters Score: Raw -1001143.485401 + Penalty 2976.416501 = -998167.068901 nChanged 177 SP:Iteration 13Q (1360.508877 sec): 3 clusters Score: Raw -1001230.911020 + Penalty 2976.416501 = -998254.494520 nChanged 157 SP:Iteration 14Q (1360.563332 sec): 3 clusters Score: Raw -1001298.229791 + Penalty 2976.416501 = -998321.813290 nChanged 134 SP:Iteration 15Q (1360.627350 sec): 3 clusters Score: Raw -1001364.802301 + Penalty 2976.416501 = -998388.385800 nChanged 123 SP:Iteration 16Q (1360.692174 sec): 3 clusters Score: Raw -1001416.383438 + Penalty 2976.416501 = -998439.966937 nChanged 108 SP:Iteration 17Q (1360.758600 sec): 3 clusters Score: Raw -1001466.579742 + Penalty 2976.416501 = -998490.163241 nChanged 116 SP:Iteration 18Q (1360.823183 sec): 3 clusters Score: Raw -1001517.840753 + Penalty 2976.416501 = -998541.424252 nChanged 90 SP:Iteration 19Q (1360.867913 sec): 3 clusters Score: Raw -1001554.806062 + Penalty 2976.416501 = -998578.389562 nChanged 82 SP:Iteration 20F (1360.938783 sec): 3 clusters Score: Raw -1001588.940148 + Penalty 2976.416501 = -998612.523647 nChanged 67 SP:Iteration 21Q (1360.995932 sec): 3 clusters Score: Raw -1001611.731338 + Penalty 2976.416501 = -998635.314837 nChanged 61 SP:Iteration 22Q (1361.041944 sec): 3 clusters Score: Raw -1001632.152088 + Penalty 2976.416501 = -998655.735588 nChanged 55 SP:Iteration 23Q (1361.103793 sec): 3 clusters Score: Raw -1001649.079145 + Penalty 2976.416501 = -998672.662645 nChanged 41 SP:Iteration 24Q (1361.167593 sec): 3 clusters Score: Raw -1001657.858144 + Penalty 2976.416501 = -998681.441643 nChanged 20 SP:Iteration 25Q (1361.233489 sec): 3 clusters Score: Raw -1001660.858537 + Penalty 2976.416501 = -998684.442037 nChanged 17 SP:Iteration 26Q (1361.299648 sec): 3 clusters Score: Raw -1001663.021537 + Penalty 2976.416501 = -998686.605036 nChanged 12 SP:Iteration 27Q (1361.358870 sec): 3 clusters Score: Raw -1001664.607649 + Penalty 2976.416501 = -998688.191148 nChanged 11 SP:Iteration 28Q (1361.421000 sec): 3 clusters Score: Raw -1001666.370274 + Penalty 2976.416501 = -998689.953773 nChanged 6 SP:Iteration 29Q (1361.472787 sec): 3 clusters Score: Raw -1001667.043977 + Penalty 2976.416501 = -998690.627476 nChanged 3 SP:Iteration 30Q (1361.541338 sec): 3 clusters Score: Raw -1001667.285676 + Penalty 2976.416501 = -998690.869175 nChanged 1 SP:Iteration 31Q (1361.603642 sec): 3 clusters Score: Raw -1001667.349234 + Penalty 2976.416501 = -998690.932733 nChanged 1 SP:Iteration 32Q (1361.669118 sec): 3 clusters Score: Raw -1001667.398439 + Penalty 2976.416501 = -998690.981938 nChanged 1 SP:Iteration 33Q (1361.721596 sec): 3 clusters Score: Raw -1001667.486689 + Penalty 2976.416501 = -998691.070188 nChanged 0 SP:Iteration 34F (1361.787793 sec): 3 clusters Score: Raw -1001667.486689 + Penalty 2976.416501 = -998691.070188 nChanged 0 Trying to split cluster 16 (5269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1361.822674 sec): 2 clusters Score: Raw -507414.036175 + Penalty 1392.559329 = -506021.476846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1361.881905 sec): 3 clusters Score: Raw -504639.624654 + Penalty 2785.118658 = -501854.505996 nChanged 2172 SP:Iteration 1F (1361.936382 sec): 3 clusters Score: Raw -505908.952797 + Penalty 2785.118658 = -503123.834139 nChanged 401 SP:Iteration 2F (1361.986692 sec): 3 clusters Score: Raw -506159.347637 + Penalty 2785.118658 = -503374.228979 nChanged 299 SP:Iteration 3F (1362.043042 sec): 3 clusters Score: Raw -506350.134082 + Penalty 2785.118658 = -503565.015424 nChanged 256 SP:Iteration 4Q (1362.094077 sec): 3 clusters Score: Raw -506518.695201 + Penalty 2785.118658 = -503733.576543 nChanged 237 SP:Iteration 5Q (1362.144316 sec): 3 clusters Score: Raw -506665.656258 + Penalty 2785.118658 = -503880.537601 nChanged 215 SP:Iteration 6Q (1362.207098 sec): 3 clusters Score: Raw -506777.635093 + Penalty 2785.118658 = -503992.516435 nChanged 165 SP:Iteration 7Q (1362.257386 sec): 3 clusters Score: Raw -506855.477598 + Penalty 2785.118658 = -504070.358941 nChanged 147 SP:Iteration 8Q (1362.312478 sec): 3 clusters Score: Raw -506934.522622 + Penalty 2785.118658 = -504149.403964 nChanged 137 SP:Iteration 9Q (1362.358765 sec): 3 clusters Score: Raw -506992.449270 + Penalty 2785.118658 = -504207.330612 nChanged 106 SP:Iteration 10Q (1362.411843 sec): 3 clusters Score: Raw -507028.670927 + Penalty 2785.118658 = -504243.552269 nChanged 94 SP:Iteration 11Q (1362.462885 sec): 3 clusters Score: Raw -507067.481401 + Penalty 2785.118658 = -504282.362743 nChanged 82 SP:Iteration 12Q (1362.512748 sec): 3 clusters Score: Raw -507099.220195 + Penalty 2785.118658 = -504314.101537 nChanged 76 SP:Iteration 13Q (1362.567443 sec): 3 clusters Score: Raw -507128.795364 + Penalty 2785.118658 = -504343.676707 nChanged 67 SP:Iteration 14Q (1362.616447 sec): 3 clusters Score: Raw -507158.977737 + Penalty 2785.118658 = -504373.859079 nChanged 60 SP:Iteration 15Q (1362.658066 sec): 3 clusters Score: Raw -507185.033251 + Penalty 2785.118658 = -504399.914593 nChanged 64 SP:Iteration 16Q (1362.712257 sec): 3 clusters Score: Raw -507212.009151 + Penalty 2785.118658 = -504426.890493 nChanged 54 SP:Iteration 17Q (1362.771920 sec): 3 clusters Score: Raw -507229.882115 + Penalty 2785.118658 = -504444.763457 nChanged 42 SP:Iteration 18Q (1362.823175 sec): 3 clusters Score: Raw -507240.829353 + Penalty 2785.118658 = -504455.710695 nChanged 29 SP:Iteration 19Q (1362.874557 sec): 3 clusters Score: Raw -507248.391171 + Penalty 2785.118658 = -504463.272514 nChanged 22 SP:Iteration 20F (1362.927658 sec): 3 clusters Score: Raw -507253.690559 + Penalty 2785.118658 = -504468.571901 nChanged 24 SP:Iteration 21Q (1362.976018 sec): 3 clusters Score: Raw -507260.963230 + Penalty 2785.118658 = -504475.844572 nChanged 22 SP:Iteration 22Q (1363.039607 sec): 3 clusters Score: Raw -507267.247340 + Penalty 2785.118658 = -504482.128682 nChanged 17 SP:Iteration 23Q (1363.092170 sec): 3 clusters Score: Raw -507270.812350 + Penalty 2785.118658 = -504485.693693 nChanged 12 SP:Iteration 24Q (1363.148243 sec): 3 clusters Score: Raw -507273.374122 + Penalty 2785.118658 = -504488.255464 nChanged 14 SP:Iteration 25Q (1363.198257 sec): 3 clusters Score: Raw -507276.229662 + Penalty 2785.118658 = -504491.111004 nChanged 8 SP:Iteration 26Q (1363.245843 sec): 3 clusters Score: Raw -507277.665559 + Penalty 2785.118658 = -504492.546901 nChanged 2 SP:Iteration 27Q (1363.308098 sec): 3 clusters Score: Raw -507277.799648 + Penalty 2785.118658 = -504492.680991 nChanged 1 SP:Iteration 28Q (1363.358675 sec): 3 clusters Score: Raw -507277.919734 + Penalty 2785.118658 = -504492.801076 nChanged 2 SP:Iteration 29Q (1363.413643 sec): 3 clusters Score: Raw -507278.367509 + Penalty 2785.118658 = -504493.248851 nChanged 4 SP:Iteration 30Q (1363.453700 sec): 3 clusters Score: Raw -507279.426623 + Penalty 2785.118658 = -504494.307965 nChanged 4 SP:Iteration 31Q (1363.503631 sec): 3 clusters Score: Raw -507279.928558 + Penalty 2785.118658 = -504494.809900 nChanged 1 SP:Iteration 32Q (1363.563338 sec): 3 clusters Score: Raw -507280.056710 + Penalty 2785.118658 = -504494.938052 nChanged 3 SP:Iteration 33Q (1363.604146 sec): 3 clusters Score: Raw -507280.500608 + Penalty 2785.118658 = -504495.381950 nChanged 5 SP:Iteration 34Q (1363.659591 sec): 3 clusters Score: Raw -507281.651443 + Penalty 2785.118658 = -504496.532785 nChanged 5 SP:Iteration 35Q (1363.711542 sec): 3 clusters Score: Raw -507282.644473 + Penalty 2785.118658 = -504497.525815 nChanged 6 SP:Iteration 36Q (1363.777510 sec): 3 clusters Score: Raw -507283.691061 + Penalty 2785.118658 = -504498.572404 nChanged 4 SP:Iteration 37Q (1363.822953 sec): 3 clusters Score: Raw -507284.430183 + Penalty 2785.118658 = -504499.311525 nChanged 3 SP:Iteration 38Q (1363.874792 sec): 3 clusters Score: Raw -507285.218013 + Penalty 2785.118658 = -504500.099356 nChanged 4 SP:Iteration 39Q (1363.928143 sec): 3 clusters Score: Raw -507286.470545 + Penalty 2785.118658 = -504501.351887 nChanged 11 SP:Iteration 40F (1363.984827 sec): 3 clusters Score: Raw -507288.458183 + Penalty 2785.118658 = -504503.339525 nChanged 8 SP:Iteration 41Q (1364.034563 sec): 3 clusters Score: Raw -507290.151223 + Penalty 2785.118658 = -504505.032565 nChanged 4 SP:Iteration 42Q (1364.089497 sec): 3 clusters Score: Raw -507290.921685 + Penalty 2785.118658 = -504505.803028 nChanged 3 SP:Iteration 43Q (1364.149798 sec): 3 clusters Score: Raw -507291.368841 + Penalty 2785.118658 = -504506.250183 nChanged 2 SP:Iteration 44Q (1364.196655 sec): 3 clusters Score: Raw -507291.848628 + Penalty 2785.118658 = -504506.729970 nChanged 4 SP:Iteration 45Q (1364.253962 sec): 3 clusters Score: Raw -507292.601151 + Penalty 2785.118658 = -504507.482493 nChanged 1 SP:Iteration 46Q (1364.311756 sec): 3 clusters Score: Raw -507292.683748 + Penalty 2785.118658 = -504507.565091 nChanged 1 SP:Iteration 47Q (1364.354244 sec): 3 clusters Score: Raw -507292.731075 + Penalty 2785.118658 = -504507.612417 nChanged 0 SP:Iteration 48F (1364.410549 sec): 3 clusters Score: Raw -507292.731075 + Penalty 2785.118658 = -504507.612417 nChanged 0 Trying to split cluster 17 (5774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1364.449211 sec): 2 clusters Score: Raw -584417.787625 + Penalty 1407.432059 = -583010.355567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1364.501471 sec): 3 clusters Score: Raw -581356.747155 + Penalty 2814.864117 = -578541.883038 nChanged 2411 SP:Iteration 1F (1364.553523 sec): 3 clusters Score: Raw -582632.876098 + Penalty 2814.864117 = -579818.011981 nChanged 394 SP:Iteration 2F (1364.612151 sec): 3 clusters Score: Raw -582839.954814 + Penalty 2814.864117 = -580025.090697 nChanged 311 SP:Iteration 3F (1364.664239 sec): 3 clusters Score: Raw -583000.235997 + Penalty 2814.864117 = -580185.371880 nChanged 266 SP:Iteration 4Q (1364.718717 sec): 3 clusters Score: Raw -583135.996475 + Penalty 2814.864117 = -580321.132358 nChanged 218 SP:Iteration 5Q (1364.780794 sec): 3 clusters Score: Raw -583235.998049 + Penalty 2814.864117 = -580421.133932 nChanged 208 SP:Iteration 6Q (1364.823998 sec): 3 clusters Score: Raw -583328.210816 + Penalty 2814.864117 = -580513.346699 nChanged 196 SP:Iteration 7Q (1364.891008 sec): 3 clusters Score: Raw -583411.548442 + Penalty 2814.864117 = -580596.684325 nChanged 180 SP:Iteration 8Q (1364.947651 sec): 3 clusters Score: Raw -583501.275922 + Penalty 2814.864117 = -580686.411805 nChanged 178 SP:Iteration 9Q (1365.005023 sec): 3 clusters Score: Raw -583588.238602 + Penalty 2814.864117 = -580773.374484 nChanged 179 SP:Iteration 10Q (1365.053733 sec): 3 clusters Score: Raw -583672.595574 + Penalty 2814.864117 = -580857.731457 nChanged 168 SP:Iteration 11Q (1365.110760 sec): 3 clusters Score: Raw -583759.321164 + Penalty 2814.864117 = -580944.457047 nChanged 154 SP:Iteration 12Q (1365.160989 sec): 3 clusters Score: Raw -583843.510166 + Penalty 2814.864117 = -581028.646049 nChanged 138 SP:Iteration 13Q (1365.219094 sec): 3 clusters Score: Raw -583930.928814 + Penalty 2814.864117 = -581116.064697 nChanged 151 SP:Iteration 14Q (1365.276895 sec): 3 clusters Score: Raw -584004.756684 + Penalty 2814.864117 = -581189.892567 nChanged 124 SP:Iteration 15Q (1365.329546 sec): 3 clusters Score: Raw -584086.303729 + Penalty 2814.864117 = -581271.439612 nChanged 130 SP:Iteration 16Q (1365.375369 sec): 3 clusters Score: Raw -584178.736984 + Penalty 2814.864117 = -581363.872867 nChanged 135 SP:Iteration 17Q (1365.429482 sec): 3 clusters Score: Raw -584270.484653 + Penalty 2814.864117 = -581455.620536 nChanged 143 SP:Iteration 18Q (1365.483146 sec): 3 clusters Score: Raw -584372.601562 + Penalty 2814.864117 = -581557.737444 nChanged 120 SP:Iteration 19Q (1365.537175 sec): 3 clusters Score: Raw -584455.229065 + Penalty 2814.864117 = -581640.364948 nChanged 106 SP:Iteration 20F (1365.595153 sec): 3 clusters Score: Raw -584511.551714 + Penalty 2814.864117 = -581696.687597 nChanged 78 SP:Iteration 21Q (1365.645669 sec): 3 clusters Score: Raw -584548.601120 + Penalty 2814.864117 = -581733.737003 nChanged 55 SP:Iteration 22Q (1365.705926 sec): 3 clusters Score: Raw -584570.769428 + Penalty 2814.864117 = -581755.905311 nChanged 59 SP:Iteration 23Q (1365.764151 sec): 3 clusters Score: Raw -584595.728715 + Penalty 2814.864117 = -581780.864598 nChanged 45 SP:Iteration 24Q (1365.819012 sec): 3 clusters Score: Raw -584614.676348 + Penalty 2814.864117 = -581799.812231 nChanged 42 SP:Iteration 25Q (1365.862002 sec): 3 clusters Score: Raw -584632.422427 + Penalty 2814.864117 = -581817.558310 nChanged 41 SP:Iteration 26Q (1365.915126 sec): 3 clusters Score: Raw -584647.853515 + Penalty 2814.864117 = -581832.989398 nChanged 20 SP:Iteration 27Q (1365.966244 sec): 3 clusters Score: Raw -584655.201084 + Penalty 2814.864117 = -581840.336967 nChanged 21 SP:Iteration 28Q (1366.020611 sec): 3 clusters Score: Raw -584662.778735 + Penalty 2814.864117 = -581847.914618 nChanged 20 SP:Iteration 29Q (1366.070171 sec): 3 clusters Score: Raw -584670.274489 + Penalty 2814.864117 = -581855.410372 nChanged 21 SP:Iteration 30Q (1366.120864 sec): 3 clusters Score: Raw -584678.888111 + Penalty 2814.864117 = -581864.023994 nChanged 19 SP:Iteration 31Q (1366.183965 sec): 3 clusters Score: Raw -584686.052422 + Penalty 2814.864117 = -581871.188304 nChanged 19 SP:Iteration 32Q (1366.224667 sec): 3 clusters Score: Raw -584694.326115 + Penalty 2814.864117 = -581879.461998 nChanged 15 SP:Iteration 33Q (1366.276717 sec): 3 clusters Score: Raw -584699.787004 + Penalty 2814.864117 = -581884.922887 nChanged 11 SP:Iteration 34Q (1366.328962 sec): 3 clusters Score: Raw -584702.898766 + Penalty 2814.864117 = -581888.034649 nChanged 11 SP:Iteration 35Q (1366.391495 sec): 3 clusters Score: Raw -584706.737754 + Penalty 2814.864117 = -581891.873637 nChanged 7 SP:Iteration 36Q (1366.440738 sec): 3 clusters Score: Raw -584708.939809 + Penalty 2814.864117 = -581894.075692 nChanged 7 SP:Iteration 37Q (1366.499793 sec): 3 clusters Score: Raw -584711.041115 + Penalty 2814.864117 = -581896.176998 nChanged 7 SP:Iteration 38Q (1366.550377 sec): 3 clusters Score: Raw -584713.530541 + Penalty 2814.864117 = -581898.666424 nChanged 10 SP:Iteration 39Q (1366.610263 sec): 3 clusters Score: Raw -584716.191018 + Penalty 2814.864117 = -581901.326901 nChanged 4 SP:Iteration 40F (1366.661212 sec): 3 clusters Score: Raw -584717.195237 + Penalty 2814.864117 = -581902.331120 nChanged 5 SP:Iteration 41Q (1366.706057 sec): 3 clusters Score: Raw -584718.289336 + Penalty 2814.864117 = -581903.425219 nChanged 2 SP:Iteration 42Q (1366.760040 sec): 3 clusters Score: Raw -584719.135783 + Penalty 2814.864117 = -581904.271666 nChanged 3 SP:Iteration 43Q (1366.816617 sec): 3 clusters Score: Raw -584720.129956 + Penalty 2814.864117 = -581905.265839 nChanged 1 SP:Iteration 44Q (1366.870823 sec): 3 clusters Score: Raw -584720.342623 + Penalty 2814.864117 = -581905.478506 nChanged 2 SP:Iteration 45Q (1366.916261 sec): 3 clusters Score: Raw -584720.874185 + Penalty 2814.864117 = -581906.010068 nChanged 0 SP:Iteration 46F (1366.969463 sec): 3 clusters Score: Raw -584720.874185 + Penalty 2814.864117 = -581906.010068 nChanged 0 Trying to split cluster 18 (28857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1367.045161 sec): 2 clusters Score: Raw -3149794.990664 + Penalty 1668.892530 = -3148126.098134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1367.139977 sec): 3 clusters Score: Raw -3131963.994263 + Penalty 3337.785060 = -3128626.209203 nChanged 13251 SP:Iteration 1F (1367.222779 sec): 3 clusters Score: Raw -3139617.788388 + Penalty 3337.785060 = -3136280.003328 nChanged 1516 SP:Iteration 2F (1367.316236 sec): 3 clusters Score: Raw -3140296.829221 + Penalty 3337.785060 = -3136959.044161 nChanged 1531 SP:Iteration 3F (1367.420151 sec): 3 clusters Score: Raw -3141112.859479 + Penalty 3337.785060 = -3137775.074419 nChanged 1679 SP:Iteration 4F (1367.507821 sec): 3 clusters Score: Raw -3142136.007050 + Penalty 3337.785060 = -3138798.221990 nChanged 1764 SP:Iteration 5F (1367.599018 sec): 3 clusters Score: Raw -3143397.662505 + Penalty 3337.785060 = -3140059.877445 nChanged 1867 SP:Iteration 6F (1367.695734 sec): 3 clusters Score: Raw -3144779.228710 + Penalty 3337.785060 = -3141441.443651 nChanged 1762 SP:Iteration 7F (1367.789695 sec): 3 clusters Score: Raw -3146017.062152 + Penalty 3337.785060 = -3142679.277092 nChanged 1491 SP:Iteration 8F (1367.879747 sec): 3 clusters Score: Raw -3146868.037485 + Penalty 3337.785060 = -3143530.252425 nChanged 1036 SP:Iteration 9Q (1367.974354 sec): 3 clusters Score: Raw -3147329.913633 + Penalty 3337.785060 = -3143992.128573 nChanged 743 SP:Iteration 10Q (1368.074267 sec): 3 clusters Score: Raw -3147598.735831 + Penalty 3337.785060 = -3144260.950771 nChanged 540 SP:Iteration 11Q (1368.157642 sec): 3 clusters Score: Raw -3147790.198618 + Penalty 3337.785060 = -3144452.413558 nChanged 443 SP:Iteration 12Q (1368.265791 sec): 3 clusters Score: Raw -3147952.416354 + Penalty 3337.785060 = -3144614.631294 nChanged 447 SP:Iteration 13Q (1368.357444 sec): 3 clusters Score: Raw -3148123.626677 + Penalty 3337.785060 = -3144785.841617 nChanged 423 SP:Iteration 14Q (1368.449937 sec): 3 clusters Score: Raw -3148293.894210 + Penalty 3337.785060 = -3144956.109150 nChanged 434 SP:Iteration 15Q (1368.546784 sec): 3 clusters Score: Raw -3148504.362442 + Penalty 3337.785060 = -3145166.577382 nChanged 485 SP:Iteration 16Q (1368.638196 sec): 3 clusters Score: Raw -3148772.863613 + Penalty 3337.785060 = -3145435.078553 nChanged 446 SP:Iteration 17Q (1368.732163 sec): 3 clusters Score: Raw -3149053.073252 + Penalty 3337.785060 = -3145715.288192 nChanged 426 SP:Iteration 18Q (1368.822434 sec): 3 clusters Score: Raw -3149325.203784 + Penalty 3337.785060 = -3145987.418724 nChanged 377 SP:Iteration 19Q (1368.920031 sec): 3 clusters Score: Raw -3149562.921953 + Penalty 3337.785060 = -3146225.136893 nChanged 349 SP:Iteration 20F (1368.999983 sec): 3 clusters Score: Raw -3149779.454017 + Penalty 3337.785060 = -3146441.668957 nChanged 330 SP:Iteration 21Q (1369.088422 sec): 3 clusters Score: Raw -3149971.364295 + Penalty 3337.785060 = -3146633.579235 nChanged 262 SP:Iteration 22Q (1369.177279 sec): 3 clusters Score: Raw -3150090.017220 + Penalty 3337.785060 = -3146752.232160 nChanged 224 SP:Iteration 23Q (1369.270742 sec): 3 clusters Score: Raw -3150173.960611 + Penalty 3337.785060 = -3146836.175551 nChanged 181 SP:Iteration 24Q (1369.356211 sec): 3 clusters Score: Raw -3150238.235975 + Penalty 3337.785060 = -3146900.450915 nChanged 155 SP:Iteration 25Q (1369.451144 sec): 3 clusters Score: Raw -3150287.240576 + Penalty 3337.785060 = -3146949.455516 nChanged 144 SP:Iteration 26Q (1369.540445 sec): 3 clusters Score: Raw -3150324.901758 + Penalty 3337.785060 = -3146987.116698 nChanged 111 SP:Iteration 27Q (1369.631106 sec): 3 clusters Score: Raw -3150355.235469 + Penalty 3337.785060 = -3147017.450409 nChanged 96 SP:Iteration 28Q (1369.715860 sec): 3 clusters Score: Raw -3150375.678106 + Penalty 3337.785060 = -3147037.893046 nChanged 79 SP:Iteration 29Q (1369.803690 sec): 3 clusters Score: Raw -3150396.357469 + Penalty 3337.785060 = -3147058.572409 nChanged 81 SP:Iteration 30Q (1369.890558 sec): 3 clusters Score: Raw -3150415.259313 + Penalty 3337.785060 = -3147077.474253 nChanged 74 SP:Iteration 31Q (1369.968313 sec): 3 clusters Score: Raw -3150430.893905 + Penalty 3337.785060 = -3147093.108845 nChanged 60 SP:Iteration 32Q (1370.073316 sec): 3 clusters Score: Raw -3150442.674682 + Penalty 3337.785060 = -3147104.889622 nChanged 50 SP:Iteration 33Q (1370.163587 sec): 3 clusters Score: Raw -3150449.870149 + Penalty 3337.785060 = -3147112.085089 nChanged 38 SP:Iteration 34Q (1370.246529 sec): 3 clusters Score: Raw -3150454.275401 + Penalty 3337.785060 = -3147116.490341 nChanged 23 SP:Iteration 35Q (1370.336214 sec): 3 clusters Score: Raw -3150456.523923 + Penalty 3337.785060 = -3147118.738863 nChanged 27 SP:Iteration 36Q (1370.420081 sec): 3 clusters Score: Raw -3150459.570013 + Penalty 3337.785060 = -3147121.784953 nChanged 24 SP:Iteration 37Q (1370.505155 sec): 3 clusters Score: Raw -3150462.294636 + Penalty 3337.785060 = -3147124.509576 nChanged 22 SP:Iteration 38Q (1370.591248 sec): 3 clusters Score: Raw -3150464.469138 + Penalty 3337.785060 = -3147126.684078 nChanged 13 SP:Iteration 39Q (1370.667690 sec): 3 clusters Score: Raw -3150465.533973 + Penalty 3337.785060 = -3147127.748913 nChanged 9 SP:Iteration 40F (1370.764838 sec): 3 clusters Score: Raw -3150466.442102 + Penalty 3337.785060 = -3147128.657042 nChanged 10 SP:Iteration 41Q (1370.845528 sec): 3 clusters Score: Raw -3150467.480996 + Penalty 3337.785060 = -3147129.695936 nChanged 17 SP:Iteration 42Q (1370.935438 sec): 3 clusters Score: Raw -3150468.907562 + Penalty 3337.785060 = -3147131.122502 nChanged 9 SP:Iteration 43Q (1371.017992 sec): 3 clusters Score: Raw -3150469.860764 + Penalty 3337.785060 = -3147132.075704 nChanged 13 SP:Iteration 44Q (1371.098652 sec): 3 clusters Score: Raw -3150471.066487 + Penalty 3337.785060 = -3147133.281427 nChanged 12 SP:Iteration 45Q (1371.190976 sec): 3 clusters Score: Raw -3150472.211921 + Penalty 3337.785060 = -3147134.426861 nChanged 12 SP:Iteration 46Q (1371.277037 sec): 3 clusters Score: Raw -3150473.418332 + Penalty 3337.785060 = -3147135.633272 nChanged 14 SP:Iteration 47Q (1371.359596 sec): 3 clusters Score: Raw -3150474.999157 + Penalty 3337.785060 = -3147137.214097 nChanged 14 SP:Iteration 48Q (1371.440809 sec): 3 clusters Score: Raw -3150476.334892 + Penalty 3337.785060 = -3147138.549832 nChanged 5 SP:Iteration 49Q (1371.522296 sec): 3 clusters Score: Raw -3150476.970356 + Penalty 3337.785060 = -3147139.185296 nChanged 3 SP:Iteration 50Q (1371.611502 sec): 3 clusters Score: Raw -3150477.231289 + Penalty 3337.785060 = -3147139.446229 nChanged 1 SP:Iteration 51Q (1371.694682 sec): 3 clusters Score: Raw -3150477.281726 + Penalty 3337.785060 = -3147139.496666 nChanged 0 SP:Iteration 52F (1371.795970 sec): 3 clusters Score: Raw -3150477.281726 + Penalty 3337.785060 = -3147139.496666 nChanged 0 Trying to split cluster 19 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1371.820182 sec): 2 clusters Score: Raw -17904.888684 + Penalty 878.665413 = -17026.223271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1371.863896 sec): 3 clusters Score: Raw -18083.491518 + Penalty 1757.330826 = -16326.160692 nChanged 39 SP:Iteration 1F (1371.897918 sec): 3 clusters Score: Raw -18175.069528 + Penalty 1757.330826 = -16417.738702 nChanged 4 SP:Iteration 2Q (1371.937513 sec): 3 clusters Score: Raw -18189.324559 + Penalty 1757.330826 = -16431.993733 nChanged 1 SP:Iteration 3Q (1371.984410 sec): 3 clusters Score: Raw -18190.429435 + Penalty 1757.330826 = -16433.098609 nChanged 0 SP:Iteration 4F (1372.032418 sec): 3 clusters Score: Raw -18190.429435 + Penalty 1757.330826 = -16433.098609 nChanged 0 Trying to split cluster 20 (4017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1372.060422 sec): 2 clusters Score: Raw -390375.820718 + Penalty 1348.472228 = -389027.348490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1372.119583 sec): 3 clusters Score: Raw -388399.108884 + Penalty 2696.944456 = -385702.164428 nChanged 1538 SP:Iteration 1F (1372.163994 sec): 3 clusters Score: Raw -389230.386074 + Penalty 2696.944456 = -386533.441618 nChanged 277 SP:Iteration 2F (1372.221142 sec): 3 clusters Score: Raw -389376.295169 + Penalty 2696.944456 = -386679.350713 nChanged 188 SP:Iteration 3Q (1372.267649 sec): 3 clusters Score: Raw -389456.336684 + Penalty 2696.944456 = -386759.392228 nChanged 126 SP:Iteration 4Q (1372.325527 sec): 3 clusters Score: Raw -389512.403034 + Penalty 2696.944456 = -386815.458578 nChanged 103 SP:Iteration 5Q (1372.379930 sec): 3 clusters Score: Raw -389550.525708 + Penalty 2696.944456 = -386853.581252 nChanged 88 SP:Iteration 6Q (1372.423805 sec): 3 clusters Score: Raw -389584.370564 + Penalty 2696.944456 = -386887.426108 nChanged 77 SP:Iteration 7Q (1372.481892 sec): 3 clusters Score: Raw -389625.278334 + Penalty 2696.944456 = -386928.333878 nChanged 71 SP:Iteration 8Q (1372.536507 sec): 3 clusters Score: Raw -389661.975927 + Penalty 2696.944456 = -386965.031471 nChanged 83 SP:Iteration 9Q (1372.592135 sec): 3 clusters Score: Raw -389703.003998 + Penalty 2696.944456 = -387006.059542 nChanged 85 SP:Iteration 10Q (1372.642687 sec): 3 clusters Score: Raw -389737.912558 + Penalty 2696.944456 = -387040.968102 nChanged 71 SP:Iteration 11Q (1372.684184 sec): 3 clusters Score: Raw -389778.440350 + Penalty 2696.944456 = -387081.495894 nChanged 91 SP:Iteration 12Q (1372.745733 sec): 3 clusters Score: Raw -389824.584358 + Penalty 2696.944456 = -387127.639902 nChanged 91 SP:Iteration 13Q (1372.789876 sec): 3 clusters Score: Raw -389878.534868 + Penalty 2696.944456 = -387181.590412 nChanged 101 SP:Iteration 14Q (1372.846036 sec): 3 clusters Score: Raw -389936.333960 + Penalty 2696.944456 = -387239.389504 nChanged 99 SP:Iteration 15Q (1372.900711 sec): 3 clusters Score: Raw -389991.480089 + Penalty 2696.944456 = -387294.535633 nChanged 101 SP:Iteration 16Q (1372.950661 sec): 3 clusters Score: Raw -390041.101202 + Penalty 2696.944456 = -387344.156746 nChanged 88 SP:Iteration 17Q (1373.007006 sec): 3 clusters Score: Raw -390091.248649 + Penalty 2696.944456 = -387394.304193 nChanged 81 SP:Iteration 18Q (1373.062813 sec): 3 clusters Score: Raw -390139.323517 + Penalty 2696.944456 = -387442.379060 nChanged 80 SP:Iteration 19Q (1373.111702 sec): 3 clusters Score: Raw -390184.892644 + Penalty 2696.944456 = -387487.948187 nChanged 68 SP:Iteration 20F (1373.164195 sec): 3 clusters Score: Raw -390223.558415 + Penalty 2696.944456 = -387526.613959 nChanged 67 SP:Iteration 21Q (1373.216494 sec): 3 clusters Score: Raw -390257.707952 + Penalty 2696.944456 = -387560.763496 nChanged 63 SP:Iteration 22Q (1373.275300 sec): 3 clusters Score: Raw -390290.106027 + Penalty 2696.944456 = -387593.161571 nChanged 54 SP:Iteration 23Q (1373.324705 sec): 3 clusters Score: Raw -390320.926665 + Penalty 2696.944456 = -387623.982209 nChanged 55 SP:Iteration 24Q (1373.367531 sec): 3 clusters Score: Raw -390349.468490 + Penalty 2696.944456 = -387652.524034 nChanged 40 SP:Iteration 25Q (1373.418534 sec): 3 clusters Score: Raw -390378.663240 + Penalty 2696.944456 = -387681.718783 nChanged 44 SP:Iteration 26Q (1373.458719 sec): 3 clusters Score: Raw -390409.167459 + Penalty 2696.944456 = -387712.223003 nChanged 40 SP:Iteration 27Q (1373.517077 sec): 3 clusters Score: Raw -390438.420491 + Penalty 2696.944456 = -387741.476035 nChanged 50 SP:Iteration 28Q (1373.571591 sec): 3 clusters Score: Raw -390474.258998 + Penalty 2696.944456 = -387777.314542 nChanged 44 SP:Iteration 29Q (1373.620339 sec): 3 clusters Score: Raw -390505.249598 + Penalty 2696.944456 = -387808.305142 nChanged 37 SP:Iteration 30Q (1373.665054 sec): 3 clusters Score: Raw -390529.044411 + Penalty 2696.944456 = -387832.099955 nChanged 33 SP:Iteration 31Q (1373.710131 sec): 3 clusters Score: Raw -390549.757186 + Penalty 2696.944456 = -387852.812730 nChanged 26 SP:Iteration 32Q (1373.761155 sec): 3 clusters Score: Raw -390569.955789 + Penalty 2696.944456 = -387873.011333 nChanged 16 SP:Iteration 33Q (1373.814535 sec): 3 clusters Score: Raw -390580.750528 + Penalty 2696.944456 = -387883.806072 nChanged 12 SP:Iteration 34Q (1373.875895 sec): 3 clusters Score: Raw -390589.105660 + Penalty 2696.944456 = -387892.161204 nChanged 14 SP:Iteration 35Q (1373.916773 sec): 3 clusters Score: Raw -390597.037521 + Penalty 2696.944456 = -387900.093065 nChanged 10 SP:Iteration 36Q (1373.970114 sec): 3 clusters Score: Raw -390603.106493 + Penalty 2696.944456 = -387906.162037 nChanged 11 SP:Iteration 37Q (1374.027597 sec): 3 clusters Score: Raw -390610.129604 + Penalty 2696.944456 = -387913.185148 nChanged 11 SP:Iteration 38Q (1374.085336 sec): 3 clusters Score: Raw -390617.606947 + Penalty 2696.944456 = -387920.662491 nChanged 12 SP:Iteration 39Q (1374.137618 sec): 3 clusters Score: Raw -390624.343424 + Penalty 2696.944456 = -387927.398968 nChanged 6 SP:Iteration 40F (1374.192855 sec): 3 clusters Score: Raw -390627.374021 + Penalty 2696.944456 = -387930.429565 nChanged 7 SP:Iteration 41Q (1374.237421 sec): 3 clusters Score: Raw -390630.627821 + Penalty 2696.944456 = -387933.683365 nChanged 7 SP:Iteration 42Q (1374.294880 sec): 3 clusters Score: Raw -390634.372560 + Penalty 2696.944456 = -387937.428104 nChanged 4 SP:Iteration 43Q (1374.338248 sec): 3 clusters Score: Raw -390636.614858 + Penalty 2696.944456 = -387939.670402 nChanged 3 SP:Iteration 44Q (1374.391497 sec): 3 clusters Score: Raw -390637.545094 + Penalty 2696.944456 = -387940.600638 nChanged 1 SP:Iteration 45Q (1374.440593 sec): 3 clusters Score: Raw -390637.759748 + Penalty 2696.944456 = -387940.815292 nChanged 0 SP:Iteration 46F (1374.490781 sec): 3 clusters Score: Raw -390637.759748 + Penalty 2696.944456 = -387940.815292 nChanged 0 Trying to split cluster 21 (11727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1374.529800 sec): 2 clusters Score: Raw -1238632.831369 + Penalty 1522.567988 = -1237110.263382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1374.590779 sec): 3 clusters Score: Raw -1231965.325658 + Penalty 3045.135975 = -1228920.189682 nChanged 5009 SP:Iteration 1F (1374.664619 sec): 3 clusters Score: Raw -1234729.157276 + Penalty 3045.135975 = -1231684.021301 nChanged 811 SP:Iteration 2F (1374.730470 sec): 3 clusters Score: Raw -1235196.750444 + Penalty 3045.135975 = -1232151.614469 nChanged 696 SP:Iteration 3F (1374.789064 sec): 3 clusters Score: Raw -1235639.173164 + Penalty 3045.135975 = -1232594.037189 nChanged 720 SP:Iteration 4F (1374.853191 sec): 3 clusters Score: Raw -1236149.846756 + Penalty 3045.135975 = -1233104.710781 nChanged 752 SP:Iteration 5F (1374.919489 sec): 3 clusters Score: Raw -1236681.186169 + Penalty 3045.135975 = -1233636.050194 nChanged 751 SP:Iteration 6F (1374.985747 sec): 3 clusters Score: Raw -1237214.041405 + Penalty 3045.135975 = -1234168.905430 nChanged 671 SP:Iteration 7F (1375.039548 sec): 3 clusters Score: Raw -1237686.697518 + Penalty 3045.135975 = -1234641.561543 nChanged 604 SP:Iteration 8F (1375.108538 sec): 3 clusters Score: Raw -1238087.052845 + Penalty 3045.135975 = -1235041.916870 nChanged 457 SP:Iteration 9Q (1375.172945 sec): 3 clusters Score: Raw -1238382.985257 + Penalty 3045.135975 = -1235337.849282 nChanged 375 SP:Iteration 10Q (1375.234346 sec): 3 clusters Score: Raw -1238607.563353 + Penalty 3045.135975 = -1235562.427377 nChanged 301 SP:Iteration 11Q (1375.305302 sec): 3 clusters Score: Raw -1238761.707846 + Penalty 3045.135975 = -1235716.571871 nChanged 212 SP:Iteration 12Q (1375.373827 sec): 3 clusters Score: Raw -1238845.605296 + Penalty 3045.135975 = -1235800.469320 nChanged 146 SP:Iteration 13Q (1375.436486 sec): 3 clusters Score: Raw -1238894.903317 + Penalty 3045.135975 = -1235849.767342 nChanged 128 SP:Iteration 14Q (1375.510345 sec): 3 clusters Score: Raw -1238936.148610 + Penalty 3045.135975 = -1235891.012635 nChanged 101 SP:Iteration 15Q (1375.568906 sec): 3 clusters Score: Raw -1238965.668086 + Penalty 3045.135975 = -1235920.532110 nChanged 104 SP:Iteration 16Q (1375.635371 sec): 3 clusters Score: Raw -1238998.864756 + Penalty 3045.135975 = -1235953.728781 nChanged 104 SP:Iteration 17Q (1375.705090 sec): 3 clusters Score: Raw -1239028.220808 + Penalty 3045.135975 = -1235983.084833 nChanged 101 SP:Iteration 18Q (1375.771093 sec): 3 clusters Score: Raw -1239062.541307 + Penalty 3045.135975 = -1236017.405332 nChanged 105 SP:Iteration 19Q (1375.835128 sec): 3 clusters Score: Raw -1239096.796134 + Penalty 3045.135975 = -1236051.660159 nChanged 97 SP:Iteration 20F (1375.891070 sec): 3 clusters Score: Raw -1239126.797448 + Penalty 3045.135975 = -1236081.661473 nChanged 91 SP:Iteration 21Q (1375.959083 sec): 3 clusters Score: Raw -1239152.815172 + Penalty 3045.135975 = -1236107.679197 nChanged 79 SP:Iteration 22Q (1376.025351 sec): 3 clusters Score: Raw -1239176.207283 + Penalty 3045.135975 = -1236131.071307 nChanged 84 SP:Iteration 23Q (1376.102119 sec): 3 clusters Score: Raw -1239201.842130 + Penalty 3045.135975 = -1236156.706155 nChanged 85 SP:Iteration 24Q (1376.158087 sec): 3 clusters Score: Raw -1239226.713925 + Penalty 3045.135975 = -1236181.577950 nChanged 75 SP:Iteration 25Q (1376.223177 sec): 3 clusters Score: Raw -1239245.830034 + Penalty 3045.135975 = -1236200.694059 nChanged 63 SP:Iteration 26Q (1376.293791 sec): 3 clusters Score: Raw -1239260.603430 + Penalty 3045.135975 = -1236215.467455 nChanged 50 SP:Iteration 27Q (1376.362261 sec): 3 clusters Score: Raw -1239270.463482 + Penalty 3045.135975 = -1236225.327507 nChanged 37 SP:Iteration 28Q (1376.428044 sec): 3 clusters Score: Raw -1239278.432806 + Penalty 3045.135975 = -1236233.296830 nChanged 46 SP:Iteration 29Q (1376.504172 sec): 3 clusters Score: Raw -1239286.863074 + Penalty 3045.135975 = -1236241.727099 nChanged 25 SP:Iteration 30Q (1376.571122 sec): 3 clusters Score: Raw -1239290.165708 + Penalty 3045.135975 = -1236245.029733 nChanged 21 SP:Iteration 31Q (1376.634714 sec): 3 clusters Score: Raw -1239293.606622 + Penalty 3045.135975 = -1236248.470647 nChanged 20 SP:Iteration 32Q (1376.693475 sec): 3 clusters Score: Raw -1239297.136659 + Penalty 3045.135975 = -1236252.000684 nChanged 14 SP:Iteration 33Q (1376.750371 sec): 3 clusters Score: Raw -1239299.712964 + Penalty 3045.135975 = -1236254.576989 nChanged 13 SP:Iteration 34Q (1376.816673 sec): 3 clusters Score: Raw -1239301.732335 + Penalty 3045.135975 = -1236256.596360 nChanged 16 SP:Iteration 35Q (1376.882333 sec): 3 clusters Score: Raw -1239303.855144 + Penalty 3045.135975 = -1236258.719169 nChanged 18 SP:Iteration 36Q (1376.949277 sec): 3 clusters Score: Raw -1239307.060786 + Penalty 3045.135975 = -1236261.924811 nChanged 11 SP:Iteration 37Q (1377.011412 sec): 3 clusters Score: Raw -1239309.075893 + Penalty 3045.135975 = -1236263.939918 nChanged 10 SP:Iteration 38Q (1377.068363 sec): 3 clusters Score: Raw -1239310.562361 + Penalty 3045.135975 = -1236265.426386 nChanged 9 SP:Iteration 39Q (1377.141350 sec): 3 clusters Score: Raw -1239311.680487 + Penalty 3045.135975 = -1236266.544512 nChanged 9 SP:Iteration 40F (1377.204110 sec): 3 clusters Score: Raw -1239313.006003 + Penalty 3045.135975 = -1236267.870027 nChanged 6 SP:Iteration 41Q (1377.267686 sec): 3 clusters Score: Raw -1239313.668333 + Penalty 3045.135975 = -1236268.532358 nChanged 3 SP:Iteration 42Q (1377.323237 sec): 3 clusters Score: Raw -1239314.269407 + Penalty 3045.135975 = -1236269.133432 nChanged 7 SP:Iteration 43Q (1377.394767 sec): 3 clusters Score: Raw -1239315.297133 + Penalty 3045.135975 = -1236270.161157 nChanged 5 SP:Iteration 44Q (1377.462412 sec): 3 clusters Score: Raw -1239316.192779 + Penalty 3045.135975 = -1236271.056804 nChanged 7 SP:Iteration 45Q (1377.516533 sec): 3 clusters Score: Raw -1239316.781897 + Penalty 3045.135975 = -1236271.645922 nChanged 4 SP:Iteration 46Q (1377.577767 sec): 3 clusters Score: Raw -1239317.356769 + Penalty 3045.135975 = -1236272.220794 nChanged 7 SP:Iteration 47Q (1377.647134 sec): 3 clusters Score: Raw -1239317.949355 + Penalty 3045.135975 = -1236272.813380 nChanged 5 SP:Iteration 48Q (1377.713404 sec): 3 clusters Score: Raw -1239318.420301 + Penalty 3045.135975 = -1236273.284326 nChanged 9 SP:Iteration 49Q (1377.771900 sec): 3 clusters Score: Raw -1239319.837134 + Penalty 3045.135975 = -1236274.701159 nChanged 11 SP:Iteration 50Q (1377.837795 sec): 3 clusters Score: Raw -1239321.171055 + Penalty 3045.135975 = -1236276.035080 nChanged 7 SP:Iteration 51Q (1377.904756 sec): 3 clusters Score: Raw -1239322.169034 + Penalty 3045.135975 = -1236277.033059 nChanged 5 SP:Iteration 52Q (1377.977618 sec): 3 clusters Score: Raw -1239322.770542 + Penalty 3045.135975 = -1236277.634567 nChanged 6 SP:Iteration 53Q (1378.031661 sec): 3 clusters Score: Raw -1239323.390368 + Penalty 3045.135975 = -1236278.254393 nChanged 6 SP:Iteration 54Q (1378.098614 sec): 3 clusters Score: Raw -1239324.155203 + Penalty 3045.135975 = -1236279.019228 nChanged 5 SP:Iteration 55Q (1378.167852 sec): 3 clusters Score: Raw -1239324.565069 + Penalty 3045.135975 = -1236279.429094 nChanged 5 SP:Iteration 56Q (1378.227488 sec): 3 clusters Score: Raw -1239325.203162 + Penalty 3045.135975 = -1236280.067186 nChanged 2 SP:Iteration 57Q (1378.304012 sec): 3 clusters Score: Raw -1239325.345358 + Penalty 3045.135975 = -1236280.209382 nChanged 2 SP:Iteration 58Q (1378.359669 sec): 3 clusters Score: Raw -1239325.662707 + Penalty 3045.135975 = -1236280.526732 nChanged 2 SP:Iteration 59Q (1378.430802 sec): 3 clusters Score: Raw -1239325.868034 + Penalty 3045.135975 = -1236280.732059 nChanged 1 SP:Iteration 60F (1378.500412 sec): 3 clusters Score: Raw -1239325.901437 + Penalty 3045.135975 = -1236280.765462 nChanged 0 Trying to split cluster 22 (19662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1378.553308 sec): 2 clusters Score: Raw -2075170.221387 + Penalty 1606.547007 = -2073563.674380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1378.632752 sec): 3 clusters Score: Raw -2063367.837136 + Penalty 3213.094013 = -2060154.743123 nChanged 8951 SP:Iteration 1F (1378.704739 sec): 3 clusters Score: Raw -2068563.918037 + Penalty 3213.094013 = -2065350.824024 nChanged 1248 SP:Iteration 2F (1378.779597 sec): 3 clusters Score: Raw -2069257.197377 + Penalty 3213.094013 = -2066044.103364 nChanged 1358 SP:Iteration 3F (1378.864497 sec): 3 clusters Score: Raw -2070099.726357 + Penalty 3213.094013 = -2066886.632344 nChanged 1420 SP:Iteration 4F (1378.941468 sec): 3 clusters Score: Raw -2071076.749142 + Penalty 3213.094013 = -2067863.655129 nChanged 1504 SP:Iteration 5F (1379.018874 sec): 3 clusters Score: Raw -2072138.882932 + Penalty 3213.094013 = -2068925.788919 nChanged 1295 SP:Iteration 6F (1379.091778 sec): 3 clusters Score: Raw -2072921.752787 + Penalty 3213.094013 = -2069708.658774 nChanged 986 SP:Iteration 7F (1379.168330 sec): 3 clusters Score: Raw -2073480.224752 + Penalty 3213.094013 = -2070267.130739 nChanged 831 SP:Iteration 8Q (1379.252223 sec): 3 clusters Score: Raw -2073904.731436 + Penalty 3213.094013 = -2070691.637423 nChanged 601 SP:Iteration 9Q (1379.337848 sec): 3 clusters Score: Raw -2074158.574724 + Penalty 3213.094013 = -2070945.480711 nChanged 458 SP:Iteration 10Q (1379.417104 sec): 3 clusters Score: Raw -2074332.551679 + Penalty 3213.094013 = -2071119.457665 nChanged 367 SP:Iteration 11Q (1379.484635 sec): 3 clusters Score: Raw -2074454.331891 + Penalty 3213.094013 = -2071241.237877 nChanged 298 SP:Iteration 12Q (1379.571327 sec): 3 clusters Score: Raw -2074544.353178 + Penalty 3213.094013 = -2071331.259165 nChanged 237 SP:Iteration 13Q (1379.646513 sec): 3 clusters Score: Raw -2074610.216553 + Penalty 3213.094013 = -2071397.122540 nChanged 198 SP:Iteration 14Q (1379.735024 sec): 3 clusters Score: Raw -2074662.365792 + Penalty 3213.094013 = -2071449.271779 nChanged 178 SP:Iteration 15Q (1379.821728 sec): 3 clusters Score: Raw -2074708.735682 + Penalty 3213.094013 = -2071495.641668 nChanged 159 SP:Iteration 16Q (1379.902393 sec): 3 clusters Score: Raw -2074751.339908 + Penalty 3213.094013 = -2071538.245895 nChanged 162 SP:Iteration 17Q (1379.971307 sec): 3 clusters Score: Raw -2074794.780089 + Penalty 3213.094013 = -2071581.686076 nChanged 149 SP:Iteration 18Q (1380.059982 sec): 3 clusters Score: Raw -2074832.535971 + Penalty 3213.094013 = -2071619.441958 nChanged 132 SP:Iteration 19Q (1380.134242 sec): 3 clusters Score: Raw -2074860.726843 + Penalty 3213.094013 = -2071647.632829 nChanged 104 SP:Iteration 20F (1380.210828 sec): 3 clusters Score: Raw -2074882.666585 + Penalty 3213.094013 = -2071669.572572 nChanged 102 SP:Iteration 21Q (1380.294299 sec): 3 clusters Score: Raw -2074904.435601 + Penalty 3213.094013 = -2071691.341588 nChanged 92 SP:Iteration 22Q (1380.372320 sec): 3 clusters Score: Raw -2074924.192595 + Penalty 3213.094013 = -2071711.098582 nChanged 90 SP:Iteration 23Q (1380.455392 sec): 3 clusters Score: Raw -2074945.761808 + Penalty 3213.094013 = -2071732.667794 nChanged 97 SP:Iteration 24Q (1380.536296 sec): 3 clusters Score: Raw -2074968.749135 + Penalty 3213.094013 = -2071755.655122 nChanged 80 SP:Iteration 25Q (1380.620163 sec): 3 clusters Score: Raw -2074988.950353 + Penalty 3213.094013 = -2071775.856340 nChanged 90 SP:Iteration 26Q (1380.703454 sec): 3 clusters Score: Raw -2075013.382731 + Penalty 3213.094013 = -2071800.288718 nChanged 90 SP:Iteration 27Q (1380.784191 sec): 3 clusters Score: Raw -2075036.796990 + Penalty 3213.094013 = -2071823.702976 nChanged 88 SP:Iteration 28Q (1380.864925 sec): 3 clusters Score: Raw -2075057.685735 + Penalty 3213.094013 = -2071844.591722 nChanged 83 SP:Iteration 29Q (1380.933401 sec): 3 clusters Score: Raw -2075079.286356 + Penalty 3213.094013 = -2071866.192343 nChanged 77 SP:Iteration 30Q (1381.012582 sec): 3 clusters Score: Raw -2075102.071653 + Penalty 3213.094013 = -2071888.977640 nChanged 78 SP:Iteration 31Q (1381.103694 sec): 3 clusters Score: Raw -2075126.507317 + Penalty 3213.094013 = -2071913.413303 nChanged 67 SP:Iteration 32Q (1381.180797 sec): 3 clusters Score: Raw -2075147.485544 + Penalty 3213.094013 = -2071934.391530 nChanged 69 SP:Iteration 33Q (1381.261165 sec): 3 clusters Score: Raw -2075169.485446 + Penalty 3213.094013 = -2071956.391433 nChanged 55 SP:Iteration 34Q (1381.338436 sec): 3 clusters Score: Raw -2075185.252236 + Penalty 3213.094013 = -2071972.158222 nChanged 52 SP:Iteration 35Q (1381.417709 sec): 3 clusters Score: Raw -2075200.064111 + Penalty 3213.094013 = -2071986.970098 nChanged 54 SP:Iteration 36Q (1381.505119 sec): 3 clusters Score: Raw -2075218.846313 + Penalty 3213.094013 = -2072005.752300 nChanged 50 SP:Iteration 37Q (1381.574494 sec): 3 clusters Score: Raw -2075234.042725 + Penalty 3213.094013 = -2072020.948711 nChanged 48 SP:Iteration 38Q (1381.658138 sec): 3 clusters Score: Raw -2075252.222519 + Penalty 3213.094013 = -2072039.128505 nChanged 39 SP:Iteration 39Q (1381.736573 sec): 3 clusters Score: Raw -2075264.372473 + Penalty 3213.094013 = -2072051.278460 nChanged 28 SP:Iteration 40F (1381.824757 sec): 3 clusters Score: Raw -2075273.602157 + Penalty 3213.094013 = -2072060.508143 nChanged 28 SP:Iteration 41Q (1381.907467 sec): 3 clusters Score: Raw -2075281.376785 + Penalty 3213.094013 = -2072068.282772 nChanged 27 SP:Iteration 42Q (1381.977018 sec): 3 clusters Score: Raw -2075290.949971 + Penalty 3213.094013 = -2072077.855957 nChanged 27 SP:Iteration 43Q (1382.054047 sec): 3 clusters Score: Raw -2075299.697050 + Penalty 3213.094013 = -2072086.603037 nChanged 25 SP:Iteration 44Q (1382.133558 sec): 3 clusters Score: Raw -2075307.005593 + Penalty 3213.094013 = -2072093.911579 nChanged 17 SP:Iteration 45Q (1382.212720 sec): 3 clusters Score: Raw -2075312.582439 + Penalty 3213.094013 = -2072099.488425 nChanged 24 SP:Iteration 46Q (1382.290202 sec): 3 clusters Score: Raw -2075320.520625 + Penalty 3213.094013 = -2072107.426611 nChanged 25 SP:Iteration 47Q (1382.366227 sec): 3 clusters Score: Raw -2075329.777577 + Penalty 3213.094013 = -2072116.683564 nChanged 21 SP:Iteration 48Q (1382.445543 sec): 3 clusters Score: Raw -2075340.277337 + Penalty 3213.094013 = -2072127.183323 nChanged 25 SP:Iteration 49Q (1382.527880 sec): 3 clusters Score: Raw -2075351.089566 + Penalty 3213.094013 = -2072137.995552 nChanged 25 SP:Iteration 50Q (1382.610260 sec): 3 clusters Score: Raw -2075360.343722 + Penalty 3213.094013 = -2072147.249709 nChanged 26 SP:Iteration 51Q (1382.680575 sec): 3 clusters Score: Raw -2075372.512724 + Penalty 3213.094013 = -2072159.418711 nChanged 24 SP:Iteration 52Q (1382.755422 sec): 3 clusters Score: Raw -2075382.332240 + Penalty 3213.094013 = -2072169.238227 nChanged 17 SP:Iteration 53Q (1382.842616 sec): 3 clusters Score: Raw -2075390.430016 + Penalty 3213.094013 = -2072177.336003 nChanged 22 SP:Iteration 54Q (1382.916849 sec): 3 clusters Score: Raw -2075399.661530 + Penalty 3213.094013 = -2072186.567517 nChanged 19 SP:Iteration 55Q (1383.002751 sec): 3 clusters Score: Raw -2075405.692941 + Penalty 3213.094013 = -2072192.598927 nChanged 12 SP:Iteration 56Q (1383.071232 sec): 3 clusters Score: Raw -2075408.881701 + Penalty 3213.094013 = -2072195.787688 nChanged 8 SP:Iteration 57Q (1383.144357 sec): 3 clusters Score: Raw -2075411.704161 + Penalty 3213.094013 = -2072198.610147 nChanged 8 SP:Iteration 58Q (1383.221232 sec): 3 clusters Score: Raw -2075414.161932 + Penalty 3213.094013 = -2072201.067919 nChanged 4 SP:Iteration 59Q (1383.306172 sec): 3 clusters Score: Raw -2075415.453894 + Penalty 3213.094013 = -2072202.359881 nChanged 9 SP:Iteration 60F (1383.385145 sec): 3 clusters Score: Raw -2075418.575412 + Penalty 3213.094013 = -2072205.481398 nChanged 6 SP:Iteration 61Q (1383.467860 sec): 3 clusters Score: Raw -2075420.291328 + Penalty 3213.094013 = -2072207.197314 nChanged 2 SP:Iteration 62Q (1383.540708 sec): 3 clusters Score: Raw -2075420.732377 + Penalty 3213.094013 = -2072207.638364 nChanged 4 SP:Iteration 63Q (1383.620069 sec): 3 clusters Score: Raw -2075421.818452 + Penalty 3213.094013 = -2072208.724439 nChanged 4 SP:Iteration 64Q (1383.695230 sec): 3 clusters Score: Raw -2075423.001083 + Penalty 3213.094013 = -2072209.907070 nChanged 6 SP:Iteration 65Q (1383.775950 sec): 3 clusters Score: Raw -2075424.693483 + Penalty 3213.094013 = -2072211.599469 nChanged 6 SP:Iteration 66Q (1383.853665 sec): 3 clusters Score: Raw -2075427.519629 + Penalty 3213.094013 = -2072214.425616 nChanged 8 SP:Iteration 67Q (1383.927450 sec): 3 clusters Score: Raw -2075430.583169 + Penalty 3213.094013 = -2072217.489156 nChanged 5 SP:Iteration 68Q (1384.013667 sec): 3 clusters Score: Raw -2075433.138788 + Penalty 3213.094013 = -2072220.044774 nChanged 9 SP:Iteration 69Q (1384.088817 sec): 3 clusters Score: Raw -2075438.594560 + Penalty 3213.094013 = -2072225.500546 nChanged 13 SP:Iteration 70Q (1384.152215 sec): 3 clusters Score: Raw -2075443.676313 + Penalty 3213.094013 = -2072230.582299 nChanged 10 SP:Iteration 71Q (1384.243328 sec): 3 clusters Score: Raw -2075446.640586 + Penalty 3213.094013 = -2072233.546573 nChanged 2 SP:Iteration 72Q (1384.323419 sec): 3 clusters Score: Raw -2075447.367968 + Penalty 3213.094013 = -2072234.273955 nChanged 2 SP:Iteration 73Q (1384.385136 sec): 3 clusters Score: Raw -2075448.237256 + Penalty 3213.094013 = -2072235.143242 nChanged 2 SP:Iteration 74Q (1384.462440 sec): 3 clusters Score: Raw -2075448.551792 + Penalty 3213.094013 = -2072235.457779 nChanged 1 SP:Iteration 75Q (1384.544417 sec): 3 clusters Score: Raw -2075449.076718 + Penalty 3213.094013 = -2072235.982705 nChanged 1 SP:Iteration 76Q (1384.620731 sec): 3 clusters Score: Raw -2075449.217166 + Penalty 3213.094013 = -2072236.123153 nChanged 1 SP:Iteration 77Q (1384.692729 sec): 3 clusters Score: Raw -2075449.497152 + Penalty 3213.094013 = -2072236.403139 nChanged 0 SP:Iteration 78F (1384.768554 sec): 3 clusters Score: Raw -2075449.497152 + Penalty 3213.094013 = -2072236.403139 nChanged 0 Trying to split cluster 23 (24541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1384.823112 sec): 2 clusters Score: Raw -2669727.794077 + Penalty 1642.566326 = -2668085.227751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1384.913053 sec): 3 clusters Score: Raw -2654690.199303 + Penalty 3285.132652 = -2651405.066651 nChanged 11147 SP:Iteration 1F (1385.005387 sec): 3 clusters Score: Raw -2660915.375624 + Penalty 3285.132652 = -2657630.242972 nChanged 1129 SP:Iteration 2Q (1385.088340 sec): 3 clusters Score: Raw -2661290.927331 + Penalty 3285.132652 = -2658005.794679 nChanged 1107 SP:Iteration 3Q (1385.185730 sec): 3 clusters Score: Raw -2661658.619058 + Penalty 3285.132652 = -2658373.486406 nChanged 1086 SP:Iteration 4Q (1385.270769 sec): 3 clusters Score: Raw -2662085.602499 + Penalty 3285.132652 = -2658800.469847 nChanged 1170 SP:Iteration 5Q (1385.353173 sec): 3 clusters Score: Raw -2662608.927350 + Penalty 3285.132652 = -2659323.794698 nChanged 1239 SP:Iteration 6F (1385.443560 sec): 3 clusters Score: Raw -2663287.256926 + Penalty 3285.132652 = -2660002.124274 nChanged 1394 SP:Iteration 7F (1385.528962 sec): 3 clusters Score: Raw -2664200.591640 + Penalty 3285.132652 = -2660915.458988 nChanged 1453 SP:Iteration 8F (1385.619716 sec): 3 clusters Score: Raw -2665403.688919 + Penalty 3285.132652 = -2662118.556267 nChanged 1388 SP:Iteration 9F (1385.712946 sec): 3 clusters Score: Raw -2666640.154123 + Penalty 3285.132652 = -2663355.021471 nChanged 1158 SP:Iteration 10Q (1385.793411 sec): 3 clusters Score: Raw -2667493.469475 + Penalty 3285.132652 = -2664208.336824 nChanged 880 SP:Iteration 11Q (1385.887015 sec): 3 clusters Score: Raw -2668019.927966 + Penalty 3285.132652 = -2664734.795314 nChanged 645 SP:Iteration 12Q (1385.975648 sec): 3 clusters Score: Raw -2668327.287520 + Penalty 3285.132652 = -2665042.154868 nChanged 438 SP:Iteration 13Q (1386.066226 sec): 3 clusters Score: Raw -2668502.419597 + Penalty 3285.132652 = -2665217.286945 nChanged 347 SP:Iteration 14Q (1386.148998 sec): 3 clusters Score: Raw -2668634.272475 + Penalty 3285.132652 = -2665349.139823 nChanged 287 SP:Iteration 15Q (1386.232946 sec): 3 clusters Score: Raw -2668737.194232 + Penalty 3285.132652 = -2665452.061581 nChanged 276 SP:Iteration 16Q (1386.319443 sec): 3 clusters Score: Raw -2668844.010921 + Penalty 3285.132652 = -2665558.878269 nChanged 257 SP:Iteration 17Q (1386.399510 sec): 3 clusters Score: Raw -2668947.335249 + Penalty 3285.132652 = -2665662.202597 nChanged 269 SP:Iteration 18Q (1386.483506 sec): 3 clusters Score: Raw -2669058.463307 + Penalty 3285.132652 = -2665773.330655 nChanged 255 SP:Iteration 19Q (1386.564711 sec): 3 clusters Score: Raw -2669157.638676 + Penalty 3285.132652 = -2665872.506024 nChanged 223 SP:Iteration 20F (1386.654577 sec): 3 clusters Score: Raw -2669232.764032 + Penalty 3285.132652 = -2665947.631380 nChanged 192 SP:Iteration 21Q (1386.729123 sec): 3 clusters Score: Raw -2669291.978124 + Penalty 3285.132652 = -2666006.845472 nChanged 182 SP:Iteration 22Q (1386.815809 sec): 3 clusters Score: Raw -2669348.073147 + Penalty 3285.132652 = -2666062.940495 nChanged 146 SP:Iteration 23Q (1386.903446 sec): 3 clusters Score: Raw -2669388.111714 + Penalty 3285.132652 = -2666102.979062 nChanged 124 SP:Iteration 24Q (1386.972907 sec): 3 clusters Score: Raw -2669419.584234 + Penalty 3285.132652 = -2666134.451582 nChanged 132 SP:Iteration 25Q (1387.059097 sec): 3 clusters Score: Raw -2669456.451833 + Penalty 3285.132652 = -2666171.319181 nChanged 139 SP:Iteration 26Q (1387.138938 sec): 3 clusters Score: Raw -2669501.054460 + Penalty 3285.132652 = -2666215.921808 nChanged 148 SP:Iteration 27Q (1387.219965 sec): 3 clusters Score: Raw -2669551.356867 + Penalty 3285.132652 = -2666266.224215 nChanged 129 SP:Iteration 28Q (1387.298259 sec): 3 clusters Score: Raw -2669596.948239 + Penalty 3285.132652 = -2666311.815587 nChanged 129 SP:Iteration 29Q (1387.385417 sec): 3 clusters Score: Raw -2669641.968680 + Penalty 3285.132652 = -2666356.836029 nChanged 125 SP:Iteration 30Q (1387.470875 sec): 3 clusters Score: Raw -2669684.361983 + Penalty 3285.132652 = -2666399.229331 nChanged 113 SP:Iteration 31Q (1387.552128 sec): 3 clusters Score: Raw -2669713.312093 + Penalty 3285.132652 = -2666428.179441 nChanged 99 SP:Iteration 32Q (1387.619674 sec): 3 clusters Score: Raw -2669744.521219 + Penalty 3285.132652 = -2666459.388567 nChanged 92 SP:Iteration 33Q (1387.708373 sec): 3 clusters Score: Raw -2669772.461597 + Penalty 3285.132652 = -2666487.328945 nChanged 83 SP:Iteration 34Q (1387.789962 sec): 3 clusters Score: Raw -2669796.806504 + Penalty 3285.132652 = -2666511.673852 nChanged 71 SP:Iteration 35Q (1387.872173 sec): 3 clusters Score: Raw -2669817.016010 + Penalty 3285.132652 = -2666531.883359 nChanged 66 SP:Iteration 36Q (1387.953284 sec): 3 clusters Score: Raw -2669838.964594 + Penalty 3285.132652 = -2666553.831942 nChanged 78 SP:Iteration 37Q (1388.031868 sec): 3 clusters Score: Raw -2669865.914251 + Penalty 3285.132652 = -2666580.781599 nChanged 69 SP:Iteration 38Q (1388.108875 sec): 3 clusters Score: Raw -2669888.856051 + Penalty 3285.132652 = -2666603.723399 nChanged 64 SP:Iteration 39Q (1388.192045 sec): 3 clusters Score: Raw -2669907.617066 + Penalty 3285.132652 = -2666622.484414 nChanged 64 SP:Iteration 40F (1388.272776 sec): 3 clusters Score: Raw -2669923.245794 + Penalty 3285.132652 = -2666638.113143 nChanged 44 SP:Iteration 41Q (1388.356461 sec): 3 clusters Score: Raw -2669932.247069 + Penalty 3285.132652 = -2666647.114417 nChanged 35 SP:Iteration 42Q (1388.432060 sec): 3 clusters Score: Raw -2669939.439135 + Penalty 3285.132652 = -2666654.306483 nChanged 29 SP:Iteration 43Q (1388.505269 sec): 3 clusters Score: Raw -2669945.744443 + Penalty 3285.132652 = -2666660.611791 nChanged 31 SP:Iteration 44Q (1388.584211 sec): 3 clusters Score: Raw -2669952.632172 + Penalty 3285.132652 = -2666667.499520 nChanged 34 SP:Iteration 45Q (1388.674269 sec): 3 clusters Score: Raw -2669960.344255 + Penalty 3285.132652 = -2666675.211603 nChanged 33 SP:Iteration 46Q (1388.746307 sec): 3 clusters Score: Raw -2669967.952585 + Penalty 3285.132652 = -2666682.819933 nChanged 27 SP:Iteration 47Q (1388.834773 sec): 3 clusters Score: Raw -2669973.793188 + Penalty 3285.132652 = -2666688.660536 nChanged 21 SP:Iteration 48Q (1388.910640 sec): 3 clusters Score: Raw -2669978.336945 + Penalty 3285.132652 = -2666693.204294 nChanged 18 SP:Iteration 49Q (1388.982646 sec): 3 clusters Score: Raw -2669982.970434 + Penalty 3285.132652 = -2666697.837782 nChanged 24 SP:Iteration 50Q (1389.063871 sec): 3 clusters Score: Raw -2669987.904610 + Penalty 3285.132652 = -2666702.771958 nChanged 21 SP:Iteration 51Q (1389.155400 sec): 3 clusters Score: Raw -2669991.838500 + Penalty 3285.132652 = -2666706.705848 nChanged 12 SP:Iteration 52Q (1389.237493 sec): 3 clusters Score: Raw -2669994.583737 + Penalty 3285.132652 = -2666709.451085 nChanged 15 SP:Iteration 53Q (1389.318339 sec): 3 clusters Score: Raw -2669997.594435 + Penalty 3285.132652 = -2666712.461783 nChanged 19 SP:Iteration 54Q (1389.401925 sec): 3 clusters Score: Raw -2670001.369855 + Penalty 3285.132652 = -2666716.237203 nChanged 17 SP:Iteration 55Q (1389.480136 sec): 3 clusters Score: Raw -2670004.039924 + Penalty 3285.132652 = -2666718.907273 nChanged 13 SP:Iteration 56Q (1389.549706 sec): 3 clusters Score: Raw -2670005.927641 + Penalty 3285.132652 = -2666720.794989 nChanged 11 SP:Iteration 57Q (1389.638473 sec): 3 clusters Score: Raw -2670008.529236 + Penalty 3285.132652 = -2666723.396584 nChanged 10 SP:Iteration 58Q (1389.707146 sec): 3 clusters Score: Raw -2670010.649137 + Penalty 3285.132652 = -2666725.516485 nChanged 11 SP:Iteration 59Q (1389.775487 sec): 3 clusters Score: Raw -2670012.947958 + Penalty 3285.132652 = -2666727.815306 nChanged 13 SP:Iteration 60F (1389.871820 sec): 3 clusters Score: Raw -2670015.733336 + Penalty 3285.132652 = -2666730.600684 nChanged 12 SP:Iteration 61Q (1389.944001 sec): 3 clusters Score: Raw -2670018.036818 + Penalty 3285.132652 = -2666732.904166 nChanged 13 SP:Iteration 62Q (1390.027071 sec): 3 clusters Score: Raw -2670021.914769 + Penalty 3285.132652 = -2666736.782117 nChanged 18 SP:Iteration 63Q (1390.106453 sec): 3 clusters Score: Raw -2670026.381662 + Penalty 3285.132652 = -2666741.249010 nChanged 19 SP:Iteration 64Q (1390.195313 sec): 3 clusters Score: Raw -2670032.069989 + Penalty 3285.132652 = -2666746.937337 nChanged 22 SP:Iteration 65Q (1390.275937 sec): 3 clusters Score: Raw -2670037.669520 + Penalty 3285.132652 = -2666752.536869 nChanged 21 SP:Iteration 66Q (1390.360175 sec): 3 clusters Score: Raw -2670043.364916 + Penalty 3285.132652 = -2666758.232264 nChanged 17 SP:Iteration 67Q (1390.441881 sec): 3 clusters Score: Raw -2670047.160267 + Penalty 3285.132652 = -2666762.027615 nChanged 13 SP:Iteration 68Q (1390.522325 sec): 3 clusters Score: Raw -2670050.824944 + Penalty 3285.132652 = -2666765.692292 nChanged 8 SP:Iteration 69Q (1390.599104 sec): 3 clusters Score: Raw -2670052.841536 + Penalty 3285.132652 = -2666767.708884 nChanged 5 SP:Iteration 70Q (1390.681283 sec): 3 clusters Score: Raw -2670053.441502 + Penalty 3285.132652 = -2666768.308850 nChanged 6 SP:Iteration 71Q (1390.747362 sec): 3 clusters Score: Raw -2670054.489683 + Penalty 3285.132652 = -2666769.357031 nChanged 1 SP:Iteration 72Q (1390.840212 sec): 3 clusters Score: Raw -2670054.572113 + Penalty 3285.132652 = -2666769.439461 nChanged 1 SP:Iteration 73Q (1390.915462 sec): 3 clusters Score: Raw -2670055.130861 + Penalty 3285.132652 = -2666769.998209 nChanged 0 SP:Iteration 74F (1391.008024 sec): 3 clusters Score: Raw -2670055.130861 + Penalty 3285.132652 = -2666769.998209 nChanged 0 Trying to split cluster 24 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1391.023127 sec): 2 clusters Score: Raw -14347.064874 + Penalty 863.395972 = -13483.668903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1391.074499 sec): 3 clusters Score: Raw -14493.043946 + Penalty 1726.791943 = -12766.252003 nChanged 35 SP:Iteration 1F (1391.119537 sec): 3 clusters Score: Raw -14604.549644 + Penalty 1726.791943 = -12877.757701 nChanged 10 SP:Iteration 2Q (1391.159427 sec): 3 clusters Score: Raw -14650.753349 + Penalty 1726.791943 = -12923.961406 nChanged 3 SP:Iteration 3Q (1391.210630 sec): 3 clusters Score: Raw -14670.216060 + Penalty 1726.791943 = -12943.424117 nChanged 0 SP:Iteration 4F (1391.258426 sec): 3 clusters Score: Raw -14670.216060 + Penalty 1726.791943 = -12943.424117 nChanged 0 Trying to split cluster 25 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1391.283086 sec): 2 clusters Score: Raw -47767.714761 + Penalty 1008.240636 = -46759.474124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1391.307139 sec): 3 clusters Score: Raw -47729.389127 + Penalty 2016.481273 = -45712.907854 nChanged 119 SP:Iteration 1F (1391.338889 sec): 3 clusters Score: Raw -47933.422590 + Penalty 2016.481273 = -45916.941317 nChanged 41 SP:Iteration 2F (1391.370928 sec): 3 clusters Score: Raw -48087.832146 + Penalty 2016.481273 = -46071.350874 nChanged 35 SP:Iteration 3F (1391.420010 sec): 3 clusters Score: Raw -48252.717937 + Penalty 2016.481273 = -46236.236664 nChanged 36 SP:Iteration 4F (1391.468834 sec): 3 clusters Score: Raw -48392.534316 + Penalty 2016.481273 = -46376.053043 nChanged 26 SP:Iteration 5F (1391.515065 sec): 3 clusters Score: Raw -48453.687075 + Penalty 2016.481273 = -46437.205803 nChanged 16 SP:Iteration 6Q (1391.552448 sec): 3 clusters Score: Raw -48511.784257 + Penalty 2016.481273 = -46495.302985 nChanged 8 SP:Iteration 7Q (1391.606308 sec): 3 clusters Score: Raw -48534.384114 + Penalty 2016.481273 = -46517.902841 nChanged 4 SP:Iteration 8Q (1391.652884 sec): 3 clusters Score: Raw -48560.425225 + Penalty 2016.481273 = -46543.943953 nChanged 5 SP:Iteration 9Q (1391.695357 sec): 3 clusters Score: Raw -48576.910345 + Penalty 2016.481273 = -46560.429072 nChanged 2 SP:Iteration 10Q (1391.742697 sec): 3 clusters Score: Raw -48586.873841 + Penalty 2016.481273 = -46570.392568 nChanged 3 SP:Iteration 11Q (1391.792685 sec): 3 clusters Score: Raw -48597.184878 + Penalty 2016.481273 = -46580.703606 nChanged 1 SP:Iteration 12Q (1391.844071 sec): 3 clusters Score: Raw -48604.055967 + Penalty 2016.481273 = -46587.574694 nChanged 0 SP:Iteration 13F (1391.877024 sec): 3 clusters Score: Raw -48604.055967 + Penalty 2016.481273 = -46587.574694 nChanged 0 Trying to split cluster 26 (15159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1391.922085 sec): 2 clusters Score: Raw -1493446.692118 + Penalty 1564.281825 = -1491882.410293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1392.004417 sec): 3 clusters Score: Raw -1484454.454954 + Penalty 3128.563651 = -1481325.891303 nChanged 6853 SP:Iteration 1F (1392.069577 sec): 3 clusters Score: Raw -1488872.192670 + Penalty 3128.563651 = -1485743.629020 nChanged 1290 SP:Iteration 2F (1392.144714 sec): 3 clusters Score: Raw -1489845.614141 + Penalty 3128.563651 = -1486717.050491 nChanged 1245 SP:Iteration 3F (1392.215538 sec): 3 clusters Score: Raw -1490907.739547 + Penalty 3128.563651 = -1487779.175896 nChanged 1142 SP:Iteration 4F (1392.273323 sec): 3 clusters Score: Raw -1491988.809395 + Penalty 3128.563651 = -1488860.245744 nChanged 1050 SP:Iteration 5F (1392.345916 sec): 3 clusters Score: Raw -1492931.936907 + Penalty 3128.563651 = -1489803.373257 nChanged 816 SP:Iteration 6F (1392.414332 sec): 3 clusters Score: Raw -1493497.630894 + Penalty 3128.563651 = -1490369.067244 nChanged 574 SP:Iteration 7Q (1392.481994 sec): 3 clusters Score: Raw -1493774.202691 + Penalty 3128.563651 = -1490645.639040 nChanged 363 SP:Iteration 8Q (1392.548364 sec): 3 clusters Score: Raw -1493900.959311 + Penalty 3128.563651 = -1490772.395660 nChanged 218 SP:Iteration 9Q (1392.620250 sec): 3 clusters Score: Raw -1493959.044717 + Penalty 3128.563651 = -1490830.481066 nChanged 150 SP:Iteration 10Q (1392.691589 sec): 3 clusters Score: Raw -1493992.075704 + Penalty 3128.563651 = -1490863.512054 nChanged 115 SP:Iteration 11Q (1392.766851 sec): 3 clusters Score: Raw -1494013.880893 + Penalty 3128.563651 = -1490885.317243 nChanged 97 SP:Iteration 12Q (1392.835753 sec): 3 clusters Score: Raw -1494030.423482 + Penalty 3128.563651 = -1490901.859832 nChanged 80 SP:Iteration 13Q (1392.912031 sec): 3 clusters Score: Raw -1494042.166734 + Penalty 3128.563651 = -1490913.603083 nChanged 64 SP:Iteration 14Q (1392.988301 sec): 3 clusters Score: Raw -1494050.987731 + Penalty 3128.563651 = -1490922.424080 nChanged 47 SP:Iteration 15Q (1393.052823 sec): 3 clusters Score: Raw -1494056.658283 + Penalty 3128.563651 = -1490928.094633 nChanged 47 SP:Iteration 16Q (1393.115260 sec): 3 clusters Score: Raw -1494062.605807 + Penalty 3128.563651 = -1490934.042156 nChanged 36 SP:Iteration 17Q (1393.182806 sec): 3 clusters Score: Raw -1494067.537033 + Penalty 3128.563651 = -1490938.973382 nChanged 34 SP:Iteration 18Q (1393.262269 sec): 3 clusters Score: Raw -1494072.292395 + Penalty 3128.563651 = -1490943.728745 nChanged 37 SP:Iteration 19Q (1393.337396 sec): 3 clusters Score: Raw -1494078.225154 + Penalty 3128.563651 = -1490949.661503 nChanged 43 SP:Iteration 20F (1393.400337 sec): 3 clusters Score: Raw -1494084.328962 + Penalty 3128.563651 = -1490955.765311 nChanged 37 SP:Iteration 21Q (1393.473077 sec): 3 clusters Score: Raw -1494088.767198 + Penalty 3128.563651 = -1490960.203547 nChanged 33 SP:Iteration 22Q (1393.544786 sec): 3 clusters Score: Raw -1494091.789306 + Penalty 3128.563651 = -1490963.225655 nChanged 21 SP:Iteration 23Q (1393.611605 sec): 3 clusters Score: Raw -1494093.620842 + Penalty 3128.563651 = -1490965.057191 nChanged 23 SP:Iteration 24Q (1393.686400 sec): 3 clusters Score: Raw -1494095.845020 + Penalty 3128.563651 = -1490967.281370 nChanged 26 SP:Iteration 25Q (1393.746125 sec): 3 clusters Score: Raw -1494098.818352 + Penalty 3128.563651 = -1490970.254702 nChanged 18 SP:Iteration 26Q (1393.824552 sec): 3 clusters Score: Raw -1494100.755065 + Penalty 3128.563651 = -1490972.191415 nChanged 24 SP:Iteration 27Q (1393.901015 sec): 3 clusters Score: Raw -1494103.362431 + Penalty 3128.563651 = -1490974.798781 nChanged 24 SP:Iteration 28Q (1393.964732 sec): 3 clusters Score: Raw -1494105.649388 + Penalty 3128.563651 = -1490977.085737 nChanged 34 SP:Iteration 29Q (1394.048323 sec): 3 clusters Score: Raw -1494110.301520 + Penalty 3128.563651 = -1490981.737870 nChanged 38 SP:Iteration 30Q (1394.112900 sec): 3 clusters Score: Raw -1494115.206350 + Penalty 3128.563651 = -1490986.642699 nChanged 43 SP:Iteration 31Q (1394.191938 sec): 3 clusters Score: Raw -1494121.401990 + Penalty 3128.563651 = -1490992.838340 nChanged 45 SP:Iteration 32Q (1394.260232 sec): 3 clusters Score: Raw -1494128.221584 + Penalty 3128.563651 = -1490999.657933 nChanged 49 SP:Iteration 33Q (1394.325945 sec): 3 clusters Score: Raw -1494135.780985 + Penalty 3128.563651 = -1491007.217334 nChanged 41 SP:Iteration 34Q (1394.402761 sec): 3 clusters Score: Raw -1494141.326106 + Penalty 3128.563651 = -1491012.762456 nChanged 38 SP:Iteration 35Q (1394.478900 sec): 3 clusters Score: Raw -1494146.699593 + Penalty 3128.563651 = -1491018.135942 nChanged 38 SP:Iteration 36Q (1394.537209 sec): 3 clusters Score: Raw -1494150.926663 + Penalty 3128.563651 = -1491022.363013 nChanged 25 SP:Iteration 37Q (1394.614555 sec): 3 clusters Score: Raw -1494153.726398 + Penalty 3128.563651 = -1491025.162747 nChanged 27 SP:Iteration 38Q (1394.684867 sec): 3 clusters Score: Raw -1494156.133797 + Penalty 3128.563651 = -1491027.570146 nChanged 21 SP:Iteration 39Q (1394.760164 sec): 3 clusters Score: Raw -1494158.518200 + Penalty 3128.563651 = -1491029.954550 nChanged 15 SP:Iteration 40F (1394.832142 sec): 3 clusters Score: Raw -1494159.796950 + Penalty 3128.563651 = -1491031.233300 nChanged 13 SP:Iteration 41Q (1394.900347 sec): 3 clusters Score: Raw -1494161.158760 + Penalty 3128.563651 = -1491032.595109 nChanged 16 SP:Iteration 42Q (1394.968927 sec): 3 clusters Score: Raw -1494163.284579 + Penalty 3128.563651 = -1491034.720929 nChanged 21 SP:Iteration 43Q (1395.035482 sec): 3 clusters Score: Raw -1494165.878702 + Penalty 3128.563651 = -1491037.315052 nChanged 25 SP:Iteration 44Q (1395.107281 sec): 3 clusters Score: Raw -1494168.226806 + Penalty 3128.563651 = -1491039.663155 nChanged 23 SP:Iteration 45Q (1395.175180 sec): 3 clusters Score: Raw -1494170.356722 + Penalty 3128.563651 = -1491041.793072 nChanged 22 SP:Iteration 46Q (1395.239915 sec): 3 clusters Score: Raw -1494172.796860 + Penalty 3128.563651 = -1491044.233210 nChanged 23 SP:Iteration 47Q (1395.314899 sec): 3 clusters Score: Raw -1494175.101252 + Penalty 3128.563651 = -1491046.537601 nChanged 23 SP:Iteration 48Q (1395.375480 sec): 3 clusters Score: Raw -1494177.333091 + Penalty 3128.563651 = -1491048.769440 nChanged 16 SP:Iteration 49Q (1395.452800 sec): 3 clusters Score: Raw -1494178.460182 + Penalty 3128.563651 = -1491049.896531 nChanged 20 SP:Iteration 50Q (1395.525666 sec): 3 clusters Score: Raw -1494179.834851 + Penalty 3128.563651 = -1491051.271200 nChanged 16 SP:Iteration 51Q (1395.582423 sec): 3 clusters Score: Raw -1494181.013467 + Penalty 3128.563651 = -1491052.449816 nChanged 15 SP:Iteration 52Q (1395.655413 sec): 3 clusters Score: Raw -1494182.430726 + Penalty 3128.563651 = -1491053.867076 nChanged 10 SP:Iteration 53Q (1395.730396 sec): 3 clusters Score: Raw -1494183.016807 + Penalty 3128.563651 = -1491054.453156 nChanged 5 SP:Iteration 54Q (1395.802203 sec): 3 clusters Score: Raw -1494183.458621 + Penalty 3128.563651 = -1491054.894971 nChanged 4 SP:Iteration 55Q (1395.875410 sec): 3 clusters Score: Raw -1494183.823338 + Penalty 3128.563651 = -1491055.259688 nChanged 6 SP:Iteration 56Q (1395.948614 sec): 3 clusters Score: Raw -1494184.431934 + Penalty 3128.563651 = -1491055.868284 nChanged 8 SP:Iteration 57Q (1396.010152 sec): 3 clusters Score: Raw -1494184.962904 + Penalty 3128.563651 = -1491056.399254 nChanged 6 SP:Iteration 58Q (1396.082252 sec): 3 clusters Score: Raw -1494185.397898 + Penalty 3128.563651 = -1491056.834248 nChanged 3 SP:Iteration 59Q (1396.153105 sec): 3 clusters Score: Raw -1494185.672800 + Penalty 3128.563651 = -1491057.109150 nChanged 3 SP:Iteration 60F (1396.219565 sec): 3 clusters Score: Raw -1494185.887802 + Penalty 3128.563651 = -1491057.324152 nChanged 5 SP:Iteration 61Q (1396.292161 sec): 3 clusters Score: Raw -1494186.294706 + Penalty 3128.563651 = -1491057.731055 nChanged 3 SP:Iteration 62Q (1396.363094 sec): 3 clusters Score: Raw -1494186.763395 + Penalty 3128.563651 = -1491058.199744 nChanged 4 SP:Iteration 63Q (1396.429896 sec): 3 clusters Score: Raw -1494186.986352 + Penalty 3128.563651 = -1491058.422701 nChanged 3 SP:Iteration 64Q (1396.507442 sec): 3 clusters Score: Raw -1494187.121075 + Penalty 3128.563651 = -1491058.557425 nChanged 1 SP:Iteration 65Q (1396.582500 sec): 3 clusters Score: Raw -1494187.277319 + Penalty 3128.563651 = -1491058.713668 nChanged 0 SP:Iteration 66F (1396.643654 sec): 3 clusters Score: Raw -1494187.277319 + Penalty 3128.563651 = -1491058.713668 nChanged 0 Trying to split cluster 27 (42236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1396.732841 sec): 2 clusters Score: Raw -4414056.156408 + Penalty 1730.792085 = -4412325.364323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1396.843768 sec): 3 clusters Score: Raw -4387556.839084 + Penalty 3461.584171 = -4384095.254913 nChanged 19676 SP:Iteration 1F (1396.964713 sec): 3 clusters Score: Raw -4399293.727832 + Penalty 3461.584171 = -4395832.143662 nChanged 2481 SP:Iteration 2F (1397.069058 sec): 3 clusters Score: Raw -4400763.692263 + Penalty 3461.584171 = -4397302.108093 nChanged 2989 SP:Iteration 3F (1397.184068 sec): 3 clusters Score: Raw -4403014.327649 + Penalty 3461.584171 = -4399552.743478 nChanged 3267 SP:Iteration 4F (1397.294978 sec): 3 clusters Score: Raw -4405723.037817 + Penalty 3461.584171 = -4402261.453647 nChanged 3161 SP:Iteration 5F (1397.413776 sec): 3 clusters Score: Raw -4408395.098673 + Penalty 3461.584171 = -4404933.514503 nChanged 2593 SP:Iteration 6F (1397.531846 sec): 3 clusters Score: Raw -4410457.543805 + Penalty 3461.584171 = -4406995.959635 nChanged 1951 SP:Iteration 7Q (1397.639696 sec): 3 clusters Score: Raw -4411724.205941 + Penalty 3461.584171 = -4408262.621770 nChanged 1366 SP:Iteration 8Q (1397.754365 sec): 3 clusters Score: Raw -4412487.597464 + Penalty 3461.584171 = -4409026.013293 nChanged 1015 SP:Iteration 9Q (1397.867065 sec): 3 clusters Score: Raw -4413004.384852 + Penalty 3461.584171 = -4409542.800681 nChanged 804 SP:Iteration 10Q (1397.980934 sec): 3 clusters Score: Raw -4413393.067715 + Penalty 3461.584171 = -4409931.483545 nChanged 686 SP:Iteration 11Q (1398.103880 sec): 3 clusters Score: Raw -4413715.184595 + Penalty 3461.584171 = -4410253.600425 nChanged 608 SP:Iteration 12Q (1398.209390 sec): 3 clusters Score: Raw -4414020.013970 + Penalty 3461.584171 = -4410558.429800 nChanged 546 SP:Iteration 13Q (1398.331510 sec): 3 clusters Score: Raw -4414294.718516 + Penalty 3461.584171 = -4410833.134346 nChanged 476 SP:Iteration 14Q (1398.443304 sec): 3 clusters Score: Raw -4414509.342538 + Penalty 3461.584171 = -4411047.758368 nChanged 399 SP:Iteration 15Q (1398.552346 sec): 3 clusters Score: Raw -4414675.322611 + Penalty 3461.584171 = -4411213.738440 nChanged 328 SP:Iteration 16Q (1398.650101 sec): 3 clusters Score: Raw -4414799.763641 + Penalty 3461.584171 = -4411338.179470 nChanged 268 SP:Iteration 17Q (1398.755350 sec): 3 clusters Score: Raw -4414886.543843 + Penalty 3461.584171 = -4411424.959672 nChanged 233 SP:Iteration 18Q (1398.864979 sec): 3 clusters Score: Raw -4414959.526197 + Penalty 3461.584171 = -4411497.942027 nChanged 206 SP:Iteration 19Q (1398.971899 sec): 3 clusters Score: Raw -4415018.779993 + Penalty 3461.584171 = -4411557.195822 nChanged 175 SP:Iteration 20F (1399.093194 sec): 3 clusters Score: Raw -4415077.491985 + Penalty 3461.584171 = -4411615.907814 nChanged 181 SP:Iteration 21Q (1399.202326 sec): 3 clusters Score: Raw -4415139.612802 + Penalty 3461.584171 = -4411678.028632 nChanged 174 SP:Iteration 22Q (1399.317895 sec): 3 clusters Score: Raw -4415198.020638 + Penalty 3461.584171 = -4411736.436467 nChanged 184 SP:Iteration 23Q (1399.417799 sec): 3 clusters Score: Raw -4415256.426985 + Penalty 3461.584171 = -4411794.842814 nChanged 159 SP:Iteration 24Q (1399.530582 sec): 3 clusters Score: Raw -4415310.078335 + Penalty 3461.584171 = -4411848.494164 nChanged 163 SP:Iteration 25Q (1399.635155 sec): 3 clusters Score: Raw -4415367.201438 + Penalty 3461.584171 = -4411905.617267 nChanged 151 SP:Iteration 26Q (1399.748900 sec): 3 clusters Score: Raw -4415421.342995 + Penalty 3461.584171 = -4411959.758824 nChanged 155 SP:Iteration 27Q (1399.861749 sec): 3 clusters Score: Raw -4415473.057800 + Penalty 3461.584171 = -4412011.473629 nChanged 161 SP:Iteration 28Q (1399.957397 sec): 3 clusters Score: Raw -4415530.044585 + Penalty 3461.584171 = -4412068.460414 nChanged 171 SP:Iteration 29Q (1400.074948 sec): 3 clusters Score: Raw -4415602.062378 + Penalty 3461.584171 = -4412140.478208 nChanged 197 SP:Iteration 30Q (1400.174831 sec): 3 clusters Score: Raw -4415681.240710 + Penalty 3461.584171 = -4412219.656539 nChanged 220 SP:Iteration 31Q (1400.287188 sec): 3 clusters Score: Raw -4415778.519042 + Penalty 3461.584171 = -4412316.934872 nChanged 221 SP:Iteration 32Q (1400.396166 sec): 3 clusters Score: Raw -4415869.508085 + Penalty 3461.584171 = -4412407.923914 nChanged 233 SP:Iteration 33Q (1400.492702 sec): 3 clusters Score: Raw -4415957.261751 + Penalty 3461.584171 = -4412495.677580 nChanged 237 SP:Iteration 34Q (1400.594370 sec): 3 clusters Score: Raw -4416045.613035 + Penalty 3461.584171 = -4412584.028865 nChanged 238 SP:Iteration 35Q (1400.699124 sec): 3 clusters Score: Raw -4416133.376525 + Penalty 3461.584171 = -4412671.792354 nChanged 237 SP:Iteration 36Q (1400.804136 sec): 3 clusters Score: Raw -4416215.650628 + Penalty 3461.584171 = -4412754.066457 nChanged 222 SP:Iteration 37Q (1400.900620 sec): 3 clusters Score: Raw -4416286.815811 + Penalty 3461.584171 = -4412825.231641 nChanged 237 SP:Iteration 38Q (1401.009638 sec): 3 clusters Score: Raw -4416358.052605 + Penalty 3461.584171 = -4412896.468434 nChanged 204 SP:Iteration 39Q (1401.121000 sec): 3 clusters Score: Raw -4416406.958571 + Penalty 3461.584171 = -4412945.374401 nChanged 155 SP:Iteration 40F (1401.240629 sec): 3 clusters Score: Raw -4416442.530461 + Penalty 3461.584171 = -4412980.946290 nChanged 149 SP:Iteration 41Q (1401.335879 sec): 3 clusters Score: Raw -4416475.180931 + Penalty 3461.584171 = -4413013.596761 nChanged 147 SP:Iteration 42Q (1401.438111 sec): 3 clusters Score: Raw -4416502.541984 + Penalty 3461.584171 = -4413040.957814 nChanged 124 SP:Iteration 43Q (1401.538556 sec): 3 clusters Score: Raw -4416522.501852 + Penalty 3461.584171 = -4413060.917682 nChanged 103 SP:Iteration 44Q (1401.641502 sec): 3 clusters Score: Raw -4416538.055583 + Penalty 3461.584171 = -4413076.471412 nChanged 85 SP:Iteration 45Q (1401.754063 sec): 3 clusters Score: Raw -4416549.844259 + Penalty 3461.584171 = -4413088.260088 nChanged 91 SP:Iteration 46Q (1401.868259 sec): 3 clusters Score: Raw -4416563.629895 + Penalty 3461.584171 = -4413102.045724 nChanged 102 SP:Iteration 47Q (1401.965398 sec): 3 clusters Score: Raw -4416578.892732 + Penalty 3461.584171 = -4413117.308561 nChanged 84 SP:Iteration 48Q (1402.080938 sec): 3 clusters Score: Raw -4416591.055028 + Penalty 3461.584171 = -4413129.470858 nChanged 80 SP:Iteration 49Q (1402.193528 sec): 3 clusters Score: Raw -4416601.647557 + Penalty 3461.584171 = -4413140.063387 nChanged 84 SP:Iteration 50Q (1402.299814 sec): 3 clusters Score: Raw -4416613.319450 + Penalty 3461.584171 = -4413151.735279 nChanged 83 SP:Iteration 51Q (1402.401549 sec): 3 clusters Score: Raw -4416626.656802 + Penalty 3461.584171 = -4413165.072632 nChanged 92 SP:Iteration 52Q (1402.499133 sec): 3 clusters Score: Raw -4416640.568366 + Penalty 3461.584171 = -4413178.984195 nChanged 89 SP:Iteration 53Q (1402.614944 sec): 3 clusters Score: Raw -4416654.063832 + Penalty 3461.584171 = -4413192.479661 nChanged 95 SP:Iteration 54Q (1402.706121 sec): 3 clusters Score: Raw -4416668.268986 + Penalty 3461.584171 = -4413206.684815 nChanged 97 SP:Iteration 55Q (1402.803861 sec): 3 clusters Score: Raw -4416680.110520 + Penalty 3461.584171 = -4413218.526350 nChanged 82 SP:Iteration 56Q (1402.920542 sec): 3 clusters Score: Raw -4416689.674360 + Penalty 3461.584171 = -4413228.090190 nChanged 72 SP:Iteration 57Q (1403.018192 sec): 3 clusters Score: Raw -4416697.401969 + Penalty 3461.584171 = -4413235.817798 nChanged 62 SP:Iteration 58Q (1403.122264 sec): 3 clusters Score: Raw -4416704.786748 + Penalty 3461.584171 = -4413243.202578 nChanged 57 SP:Iteration 59Q (1403.226875 sec): 3 clusters Score: Raw -4416710.762047 + Penalty 3461.584171 = -4413249.177877 nChanged 56 SP:Iteration 60F (1403.341386 sec): 3 clusters Score: Raw -4416715.174337 + Penalty 3461.584171 = -4413253.590166 nChanged 33 SP:Iteration 61Q (1403.445191 sec): 3 clusters Score: Raw -4416717.092109 + Penalty 3461.584171 = -4413255.507939 nChanged 20 SP:Iteration 62Q (1403.558541 sec): 3 clusters Score: Raw -4416718.249897 + Penalty 3461.584171 = -4413256.665726 nChanged 18 SP:Iteration 63Q (1403.657814 sec): 3 clusters Score: Raw -4416719.502373 + Penalty 3461.584171 = -4413257.918202 nChanged 25 SP:Iteration 64Q (1403.759068 sec): 3 clusters Score: Raw -4416721.233903 + Penalty 3461.584171 = -4413259.649733 nChanged 21 SP:Iteration 65Q (1403.864887 sec): 3 clusters Score: Raw -4416722.540805 + Penalty 3461.584171 = -4413260.956634 nChanged 21 SP:Iteration 66Q (1403.978186 sec): 3 clusters Score: Raw -4416724.091763 + Penalty 3461.584171 = -4413262.507592 nChanged 28 SP:Iteration 67Q (1404.086691 sec): 3 clusters Score: Raw -4416725.762741 + Penalty 3461.584171 = -4413264.178570 nChanged 22 SP:Iteration 68Q (1404.179346 sec): 3 clusters Score: Raw -4416727.519179 + Penalty 3461.584171 = -4413265.935009 nChanged 26 SP:Iteration 69Q (1404.281048 sec): 3 clusters Score: Raw -4416729.767947 + Penalty 3461.584171 = -4413268.183777 nChanged 35 SP:Iteration 70Q (1404.395504 sec): 3 clusters Score: Raw -4416732.294286 + Penalty 3461.584171 = -4413270.710116 nChanged 33 SP:Iteration 71Q (1404.502762 sec): 3 clusters Score: Raw -4416734.923477 + Penalty 3461.584171 = -4413273.339306 nChanged 31 SP:Iteration 72Q (1404.605154 sec): 3 clusters Score: Raw -4416736.891905 + Penalty 3461.584171 = -4413275.307734 nChanged 28 SP:Iteration 73Q (1404.715664 sec): 3 clusters Score: Raw -4416738.752515 + Penalty 3461.584171 = -4413277.168345 nChanged 26 SP:Iteration 74Q (1404.823197 sec): 3 clusters Score: Raw -4416740.359195 + Penalty 3461.584171 = -4413278.775025 nChanged 22 SP:Iteration 75Q (1404.939780 sec): 3 clusters Score: Raw -4416741.639200 + Penalty 3461.584171 = -4413280.055029 nChanged 13 SP:Iteration 76Q (1405.037047 sec): 3 clusters Score: Raw -4416742.304517 + Penalty 3461.584171 = -4413280.720346 nChanged 11 SP:Iteration 77Q (1405.148779 sec): 3 clusters Score: Raw -4416742.737562 + Penalty 3461.584171 = -4413281.153392 nChanged 9 SP:Iteration 78Q (1405.258561 sec): 3 clusters Score: Raw -4416743.191081 + Penalty 3461.584171 = -4413281.606911 nChanged 8 SP:Iteration 79Q (1405.365873 sec): 3 clusters Score: Raw -4416743.546703 + Penalty 3461.584171 = -4413281.962532 nChanged 9 SP:Iteration 80F (1405.478221 sec): 3 clusters Score: Raw -4416743.971552 + Penalty 3461.584171 = -4413282.387382 nChanged 9 SP:Iteration 81Q (1405.583037 sec): 3 clusters Score: Raw -4416744.365403 + Penalty 3461.584171 = -4413282.781233 nChanged 10 SP:Iteration 82Q (1405.694923 sec): 3 clusters Score: Raw -4416745.015228 + Penalty 3461.584171 = -4413283.431057 nChanged 17 SP:Iteration 83Q (1405.813831 sec): 3 clusters Score: Raw -4416746.052085 + Penalty 3461.584171 = -4413284.467915 nChanged 20 SP:Iteration 84Q (1405.924931 sec): 3 clusters Score: Raw -4416747.238729 + Penalty 3461.584171 = -4413285.654559 nChanged 21 SP:Iteration 85Q (1406.020983 sec): 3 clusters Score: Raw -4416748.799697 + Penalty 3461.584171 = -4413287.215527 nChanged 30 SP:Iteration 86Q (1406.130757 sec): 3 clusters Score: Raw -4416750.935022 + Penalty 3461.584171 = -4413289.350851 nChanged 24 SP:Iteration 87Q (1406.248951 sec): 3 clusters Score: Raw -4416752.238090 + Penalty 3461.584171 = -4413290.653919 nChanged 15 SP:Iteration 88Q (1406.356335 sec): 3 clusters Score: Raw -4416753.218189 + Penalty 3461.584171 = -4413291.634018 nChanged 17 SP:Iteration 89Q (1406.465511 sec): 3 clusters Score: Raw -4416754.110949 + Penalty 3461.584171 = -4413292.526778 nChanged 14 SP:Iteration 90Q (1406.581624 sec): 3 clusters Score: Raw -4416754.846981 + Penalty 3461.584171 = -4413293.262811 nChanged 17 SP:Iteration 91Q (1406.683091 sec): 3 clusters Score: Raw -4416755.797588 + Penalty 3461.584171 = -4413294.213417 nChanged 11 SP:Iteration 92Q (1406.799291 sec): 3 clusters Score: Raw -4416756.223870 + Penalty 3461.584171 = -4413294.639699 nChanged 10 SP:Iteration 93Q (1406.907917 sec): 3 clusters Score: Raw -4416756.603590 + Penalty 3461.584171 = -4413295.019419 nChanged 8 SP:Iteration 94Q (1407.023662 sec): 3 clusters Score: Raw -4416756.893911 + Penalty 3461.584171 = -4413295.309741 nChanged 11 SP:Iteration 95Q (1407.130230 sec): 3 clusters Score: Raw -4416757.381935 + Penalty 3461.584171 = -4413295.797764 nChanged 6 SP:Iteration 96Q (1407.255094 sec): 3 clusters Score: Raw -4416757.585487 + Penalty 3461.584171 = -4413296.001317 nChanged 5 SP:Iteration 97Q (1407.370825 sec): 3 clusters Score: Raw -4416757.785457 + Penalty 3461.584171 = -4413296.201287 nChanged 3 SP:Iteration 98Q (1407.479754 sec): 3 clusters Score: Raw -4416757.850172 + Penalty 3461.584171 = -4413296.266001 nChanged 3 SP:Iteration 99Q (1407.591674 sec): 3 clusters Score: Raw -4416757.948476 + Penalty 3461.584171 = -4413296.364305 nChanged 1 SP:Iteration 100F (1407.707303 sec): 3 clusters Score: Raw -4416757.973230 + Penalty 3461.584171 = -4413296.389059 nChanged 0 Score: Raw -50076505.825598 + Penalty 93716.937262 = -49982788.888337 Splitting cluster 27 changes total score from -49982204.457211 to -49982788.888337 So it's getting split into cluster 6. Trying to split cluster 28 (2170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1421.225696 sec): 2 clusters Score: Raw -202225.536491 + Penalty 1248.403398 = -200977.133094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1421.284236 sec): 3 clusters Score: Raw -201306.982649 + Penalty 2496.806795 = -198810.175854 nChanged 797 SP:Iteration 1F (1421.320652 sec): 3 clusters Score: Raw -201860.603281 + Penalty 2496.806795 = -199363.796486 nChanged 172 SP:Iteration 2F (1421.365367 sec): 3 clusters Score: Raw -201993.048395 + Penalty 2496.806795 = -199496.241600 nChanged 105 SP:Iteration 3Q (1421.410187 sec): 3 clusters Score: Raw -202082.470879 + Penalty 2496.806795 = -199585.664083 nChanged 85 SP:Iteration 4Q (1421.457971 sec): 3 clusters Score: Raw -202160.225937 + Penalty 2496.806795 = -199663.419142 nChanged 81 SP:Iteration 5Q (1421.511059 sec): 3 clusters Score: Raw -202241.895953 + Penalty 2496.806795 = -199745.089158 nChanged 75 SP:Iteration 6Q (1421.556524 sec): 3 clusters Score: Raw -202342.937147 + Penalty 2496.806795 = -199846.130352 nChanged 61 SP:Iteration 7Q (1421.604618 sec): 3 clusters Score: Raw -202394.069426 + Penalty 2496.806795 = -199897.262631 nChanged 43 SP:Iteration 8Q (1421.644621 sec): 3 clusters Score: Raw -202429.168307 + Penalty 2496.806795 = -199932.361512 nChanged 35 SP:Iteration 9Q (1421.696862 sec): 3 clusters Score: Raw -202456.299108 + Penalty 2496.806795 = -199959.492313 nChanged 30 SP:Iteration 10Q (1421.745032 sec): 3 clusters Score: Raw -202477.952406 + Penalty 2496.806795 = -199981.145611 nChanged 28 SP:Iteration 11Q (1421.785735 sec): 3 clusters Score: Raw -202498.395149 + Penalty 2496.806795 = -200001.588354 nChanged 27 SP:Iteration 12Q (1421.837751 sec): 3 clusters Score: Raw -202522.106202 + Penalty 2496.806795 = -200025.299407 nChanged 28 SP:Iteration 13Q (1421.896360 sec): 3 clusters Score: Raw -202539.500890 + Penalty 2496.806795 = -200042.694095 nChanged 27 SP:Iteration 14Q (1421.941343 sec): 3 clusters Score: Raw -202563.297959 + Penalty 2496.806795 = -200066.491163 nChanged 34 SP:Iteration 15Q (1421.981078 sec): 3 clusters Score: Raw -202587.098119 + Penalty 2496.806795 = -200090.291324 nChanged 29 SP:Iteration 16Q (1422.032993 sec): 3 clusters Score: Raw -202604.617220 + Penalty 2496.806795 = -200107.810424 nChanged 27 SP:Iteration 17Q (1422.075089 sec): 3 clusters Score: Raw -202620.633969 + Penalty 2496.806795 = -200123.827173 nChanged 17 SP:Iteration 18Q (1422.127328 sec): 3 clusters Score: Raw -202629.933176 + Penalty 2496.806795 = -200133.126381 nChanged 10 SP:Iteration 19Q (1422.182238 sec): 3 clusters Score: Raw -202639.217708 + Penalty 2496.806795 = -200142.410913 nChanged 11 SP:Iteration 20F (1422.229923 sec): 3 clusters Score: Raw -202643.814634 + Penalty 2496.806795 = -200147.007839 nChanged 8 SP:Iteration 21Q (1422.272054 sec): 3 clusters Score: Raw -202648.898465 + Penalty 2496.806795 = -200152.091669 nChanged 6 SP:Iteration 22Q (1422.326046 sec): 3 clusters Score: Raw -202651.590268 + Penalty 2496.806795 = -200154.783473 nChanged 4 SP:Iteration 23Q (1422.378189 sec): 3 clusters Score: Raw -202653.718996 + Penalty 2496.806795 = -200156.912201 nChanged 1 SP:Iteration 24Q (1422.427038 sec): 3 clusters Score: Raw -202653.895104 + Penalty 2496.806795 = -200157.088309 nChanged 0 SP:Iteration 25F (1422.473908 sec): 3 clusters Score: Raw -202653.895104 + Penalty 2496.806795 = -200157.088309 nChanged 0 Trying to split cluster 29 (1452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1422.502511 sec): 2 clusters Score: Raw -165283.402738 + Penalty 1183.113294 = -164100.289444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1422.552049 sec): 3 clusters Score: Raw -164698.864146 + Penalty 2366.226589 = -162332.637558 nChanged 459 SP:Iteration 1F (1422.599649 sec): 3 clusters Score: Raw -165032.356164 + Penalty 2366.226589 = -162666.129575 nChanged 124 SP:Iteration 2F (1422.650127 sec): 3 clusters Score: Raw -165152.706910 + Penalty 2366.226589 = -162786.480322 nChanged 84 SP:Iteration 3F (1422.696401 sec): 3 clusters Score: Raw -165252.734101 + Penalty 2366.226589 = -162886.507512 nChanged 68 SP:Iteration 4Q (1422.741319 sec): 3 clusters Score: Raw -165306.154571 + Penalty 2366.226589 = -162939.927982 nChanged 41 SP:Iteration 5Q (1422.788336 sec): 3 clusters Score: Raw -165344.881991 + Penalty 2366.226589 = -162978.655403 nChanged 33 SP:Iteration 6Q (1422.829755 sec): 3 clusters Score: Raw -165377.876011 + Penalty 2366.226589 = -163011.649422 nChanged 27 SP:Iteration 7Q (1422.867283 sec): 3 clusters Score: Raw -165402.689183 + Penalty 2366.226589 = -163036.462594 nChanged 26 SP:Iteration 8Q (1422.922601 sec): 3 clusters Score: Raw -165428.223454 + Penalty 2366.226589 = -163061.996866 nChanged 26 SP:Iteration 9Q (1422.962874 sec): 3 clusters Score: Raw -165445.143996 + Penalty 2366.226589 = -163078.917408 nChanged 15 SP:Iteration 10Q (1423.014834 sec): 3 clusters Score: Raw -165453.064399 + Penalty 2366.226589 = -163086.837811 nChanged 11 SP:Iteration 11Q (1423.052141 sec): 3 clusters Score: Raw -165460.283052 + Penalty 2366.226589 = -163094.056463 nChanged 11 SP:Iteration 12Q (1423.095014 sec): 3 clusters Score: Raw -165470.090590 + Penalty 2366.226589 = -163103.864001 nChanged 9 SP:Iteration 13Q (1423.144741 sec): 3 clusters Score: Raw -165477.017664 + Penalty 2366.226589 = -163110.791076 nChanged 6 SP:Iteration 14Q (1423.193497 sec): 3 clusters Score: Raw -165482.315660 + Penalty 2366.226589 = -163116.089071 nChanged 10 SP:Iteration 15Q (1423.244899 sec): 3 clusters Score: Raw -165490.578373 + Penalty 2366.226589 = -163124.351785 nChanged 9 SP:Iteration 16Q (1423.293977 sec): 3 clusters Score: Raw -165495.723895 + Penalty 2366.226589 = -163129.497306 nChanged 3 SP:Iteration 17Q (1423.341889 sec): 3 clusters Score: Raw -165497.572649 + Penalty 2366.226589 = -163131.346061 nChanged 4 SP:Iteration 18Q (1423.391315 sec): 3 clusters Score: Raw -165500.546742 + Penalty 2366.226589 = -163134.320153 nChanged 5 SP:Iteration 19Q (1423.451243 sec): 3 clusters Score: Raw -165503.748283 + Penalty 2366.226589 = -163137.521695 nChanged 2 SP:Iteration 20F (1423.496103 sec): 3 clusters Score: Raw -165505.024357 + Penalty 2366.226589 = -163138.797769 nChanged 2 SP:Iteration 21Q (1423.537013 sec): 3 clusters Score: Raw -165506.736691 + Penalty 2366.226589 = -163140.510102 nChanged 2 SP:Iteration 22Q (1423.578885 sec): 3 clusters Score: Raw -165508.402604 + Penalty 2366.226589 = -163142.176015 nChanged 3 SP:Iteration 23Q (1423.630934 sec): 3 clusters Score: Raw -165509.757407 + Penalty 2366.226589 = -163143.530819 nChanged 1 SP:Iteration 24Q (1423.672709 sec): 3 clusters Score: Raw -165510.070165 + Penalty 2366.226589 = -163143.843577 nChanged 1 SP:Iteration 25Q (1423.726620 sec): 3 clusters Score: Raw -165510.555551 + Penalty 2366.226589 = -163144.328963 nChanged 1 SP:Iteration 26Q (1423.775881 sec): 3 clusters Score: Raw -165510.879062 + Penalty 2366.226589 = -163144.652473 nChanged 0 SP:Iteration 27F (1423.822704 sec): 3 clusters Score: Raw -165510.879062 + Penalty 2366.226589 = -163144.652473 nChanged 0 Trying to split cluster 30 (5148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1423.851479 sec): 2 clusters Score: Raw -530822.909290 + Penalty 1388.784080 = -529434.125210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1423.900713 sec): 3 clusters Score: Raw -528145.356401 + Penalty 2777.568160 = -525367.788241 nChanged 2039 SP:Iteration 1F (1423.959764 sec): 3 clusters Score: Raw -529329.103317 + Penalty 2777.568160 = -526551.535158 nChanged 386 SP:Iteration 2F (1424.021757 sec): 3 clusters Score: Raw -529581.686927 + Penalty 2777.568160 = -526804.118767 nChanged 301 SP:Iteration 3F (1424.074389 sec): 3 clusters Score: Raw -529755.976250 + Penalty 2777.568160 = -526978.408090 nChanged 246 SP:Iteration 4Q (1424.124971 sec): 3 clusters Score: Raw -529921.297153 + Penalty 2777.568160 = -527143.728993 nChanged 244 SP:Iteration 5Q (1424.180806 sec): 3 clusters Score: Raw -530082.703061 + Penalty 2777.568160 = -527305.134901 nChanged 217 SP:Iteration 6Q (1424.236225 sec): 3 clusters Score: Raw -530244.458217 + Penalty 2777.568160 = -527466.890057 nChanged 233 SP:Iteration 7Q (1424.292797 sec): 3 clusters Score: Raw -530406.534921 + Penalty 2777.568160 = -527628.966761 nChanged 217 SP:Iteration 8Q (1424.336645 sec): 3 clusters Score: Raw -530563.854281 + Penalty 2777.568160 = -527786.286121 nChanged 193 SP:Iteration 9Q (1424.396098 sec): 3 clusters Score: Raw -530674.073610 + Penalty 2777.568160 = -527896.505451 nChanged 152 SP:Iteration 10Q (1424.441236 sec): 3 clusters Score: Raw -530743.727594 + Penalty 2777.568160 = -527966.159434 nChanged 123 SP:Iteration 11Q (1424.494484 sec): 3 clusters Score: Raw -530801.528248 + Penalty 2777.568160 = -528023.960088 nChanged 105 SP:Iteration 12Q (1424.545290 sec): 3 clusters Score: Raw -530850.410478 + Penalty 2777.568160 = -528072.842319 nChanged 81 SP:Iteration 13Q (1424.603163 sec): 3 clusters Score: Raw -530888.268446 + Penalty 2777.568160 = -528110.700287 nChanged 70 SP:Iteration 14Q (1424.660720 sec): 3 clusters Score: Raw -530912.975765 + Penalty 2777.568160 = -528135.407605 nChanged 49 SP:Iteration 15Q (1424.706757 sec): 3 clusters Score: Raw -530928.962923 + Penalty 2777.568160 = -528151.394763 nChanged 40 SP:Iteration 16Q (1424.760873 sec): 3 clusters Score: Raw -530941.882590 + Penalty 2777.568160 = -528164.314430 nChanged 39 SP:Iteration 17Q (1424.816331 sec): 3 clusters Score: Raw -530953.537799 + Penalty 2777.568160 = -528175.969639 nChanged 33 SP:Iteration 18Q (1424.864582 sec): 3 clusters Score: Raw -530963.644798 + Penalty 2777.568160 = -528186.076638 nChanged 31 SP:Iteration 19Q (1424.912957 sec): 3 clusters Score: Raw -530974.070804 + Penalty 2777.568160 = -528196.502644 nChanged 31 SP:Iteration 20F (1424.970885 sec): 3 clusters Score: Raw -530983.182036 + Penalty 2777.568160 = -528205.613876 nChanged 22 SP:Iteration 21Q (1425.013928 sec): 3 clusters Score: Raw -530989.161111 + Penalty 2777.568160 = -528211.592951 nChanged 23 SP:Iteration 22Q (1425.054104 sec): 3 clusters Score: Raw -530995.961985 + Penalty 2777.568160 = -528218.393825 nChanged 19 SP:Iteration 23Q (1425.113522 sec): 3 clusters Score: Raw -531001.206660 + Penalty 2777.568160 = -528223.638501 nChanged 16 SP:Iteration 24Q (1425.178086 sec): 3 clusters Score: Raw -531005.467526 + Penalty 2777.568160 = -528227.899366 nChanged 13 SP:Iteration 25Q (1425.223775 sec): 3 clusters Score: Raw -531008.294411 + Penalty 2777.568160 = -528230.726251 nChanged 9 SP:Iteration 26Q (1425.276083 sec): 3 clusters Score: Raw -531009.657043 + Penalty 2777.568160 = -528232.088883 nChanged 3 SP:Iteration 27Q (1425.334505 sec): 3 clusters Score: Raw -531010.173778 + Penalty 2777.568160 = -528232.605618 nChanged 0 SP:Iteration 28F (1425.387993 sec): 3 clusters Score: Raw -531010.173778 + Penalty 2777.568160 = -528232.605618 nChanged 0 Trying to split cluster 31 (6672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1425.417123 sec): 2 clusters Score: Raw -659306.267475 + Penalty 1430.922178 = -657875.345296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1425.479260 sec): 3 clusters Score: Raw -655674.828191 + Penalty 2861.844357 = -652812.983834 nChanged 2767 SP:Iteration 1F (1425.539121 sec): 3 clusters Score: Raw -657235.267047 + Penalty 2861.844357 = -654373.422690 nChanged 498 SP:Iteration 2F (1425.597228 sec): 3 clusters Score: Raw -657541.873369 + Penalty 2861.844357 = -654680.029012 nChanged 406 SP:Iteration 3F (1425.641403 sec): 3 clusters Score: Raw -657794.105338 + Penalty 2861.844357 = -654932.260982 nChanged 370 SP:Iteration 4F (1425.699746 sec): 3 clusters Score: Raw -658037.379882 + Penalty 2861.844357 = -655175.535526 nChanged 351 SP:Iteration 5F (1425.758899 sec): 3 clusters Score: Raw -658270.135670 + Penalty 2861.844357 = -655408.291314 nChanged 332 SP:Iteration 6Q (1425.820436 sec): 3 clusters Score: Raw -658510.800176 + Penalty 2861.844357 = -655648.955820 nChanged 298 SP:Iteration 7Q (1425.870868 sec): 3 clusters Score: Raw -658725.617321 + Penalty 2861.844357 = -655863.772964 nChanged 265 SP:Iteration 8Q (1425.915833 sec): 3 clusters Score: Raw -658903.488784 + Penalty 2861.844357 = -656041.644427 nChanged 216 SP:Iteration 9Q (1425.973441 sec): 3 clusters Score: Raw -659045.360753 + Penalty 2861.844357 = -656183.516396 nChanged 169 SP:Iteration 10Q (1426.034364 sec): 3 clusters Score: Raw -659153.485712 + Penalty 2861.844357 = -656291.641355 nChanged 144 SP:Iteration 11Q (1426.081520 sec): 3 clusters Score: Raw -659238.460137 + Penalty 2861.844357 = -656376.615780 nChanged 107 SP:Iteration 12Q (1426.141216 sec): 3 clusters Score: Raw -659308.342640 + Penalty 2861.844357 = -656446.498283 nChanged 92 SP:Iteration 13Q (1426.205657 sec): 3 clusters Score: Raw -659368.127722 + Penalty 2861.844357 = -656506.283365 nChanged 80 SP:Iteration 14Q (1426.260202 sec): 3 clusters Score: Raw -659411.956235 + Penalty 2861.844357 = -656550.111878 nChanged 55 SP:Iteration 15Q (1426.310881 sec): 3 clusters Score: Raw -659442.071571 + Penalty 2861.844357 = -656580.227214 nChanged 51 SP:Iteration 16Q (1426.372558 sec): 3 clusters Score: Raw -659473.181480 + Penalty 2861.844357 = -656611.337123 nChanged 42 SP:Iteration 17Q (1426.423402 sec): 3 clusters Score: Raw -659501.770795 + Penalty 2861.844357 = -656639.926439 nChanged 36 SP:Iteration 18Q (1426.476150 sec): 3 clusters Score: Raw -659527.362021 + Penalty 2861.844357 = -656665.517664 nChanged 32 SP:Iteration 19Q (1426.535522 sec): 3 clusters Score: Raw -659544.960468 + Penalty 2861.844357 = -656683.116111 nChanged 24 SP:Iteration 20F (1426.592521 sec): 3 clusters Score: Raw -659559.265498 + Penalty 2861.844357 = -656697.421141 nChanged 20 SP:Iteration 21Q (1426.641094 sec): 3 clusters Score: Raw -659572.295543 + Penalty 2861.844357 = -656710.451187 nChanged 19 SP:Iteration 22Q (1426.698170 sec): 3 clusters Score: Raw -659582.803995 + Penalty 2861.844357 = -656720.959639 nChanged 12 SP:Iteration 23Q (1426.750384 sec): 3 clusters Score: Raw -659591.357930 + Penalty 2861.844357 = -656729.513573 nChanged 13 SP:Iteration 24Q (1426.805477 sec): 3 clusters Score: Raw -659598.707327 + Penalty 2861.844357 = -656736.862970 nChanged 10 SP:Iteration 25Q (1426.867680 sec): 3 clusters Score: Raw -659604.417318 + Penalty 2861.844357 = -656742.572961 nChanged 7 SP:Iteration 26Q (1426.914363 sec): 3 clusters Score: Raw -659612.260947 + Penalty 2861.844357 = -656750.416590 nChanged 16 SP:Iteration 27Q (1426.975924 sec): 3 clusters Score: Raw -659623.850211 + Penalty 2861.844357 = -656762.005854 nChanged 13 SP:Iteration 28Q (1427.025308 sec): 3 clusters Score: Raw -659633.160007 + Penalty 2861.844357 = -656771.315650 nChanged 8 SP:Iteration 29Q (1427.078355 sec): 3 clusters Score: Raw -659637.923144 + Penalty 2861.844357 = -656776.078788 nChanged 8 SP:Iteration 30Q (1427.131980 sec): 3 clusters Score: Raw -659643.251910 + Penalty 2861.844357 = -656781.407554 nChanged 6 SP:Iteration 31Q (1427.191951 sec): 3 clusters Score: Raw -659646.229410 + Penalty 2861.844357 = -656784.385053 nChanged 6 SP:Iteration 32Q (1427.260457 sec): 3 clusters Score: Raw -659649.558730 + Penalty 2861.844357 = -656787.714373 nChanged 7 SP:Iteration 33Q (1427.305267 sec): 3 clusters Score: Raw -659652.862294 + Penalty 2861.844357 = -656791.017937 nChanged 0 SP:Iteration 34F (1427.361682 sec): 3 clusters Score: Raw -659652.862294 + Penalty 2861.844357 = -656791.017937 nChanged 0 Trying to split cluster 32 (12915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1427.414141 sec): 2 clusters Score: Raw -1364113.882073 + Penalty 1538.248515 = -1362575.633558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1427.478626 sec): 3 clusters Score: Raw -1356613.624724 + Penalty 3076.497029 = -1353537.127694 nChanged 5699 SP:Iteration 1F (1427.554508 sec): 3 clusters Score: Raw -1359925.146293 + Penalty 3076.497029 = -1356848.649264 nChanged 897 SP:Iteration 2F (1427.618372 sec): 3 clusters Score: Raw -1360452.963044 + Penalty 3076.497029 = -1357376.466015 nChanged 855 SP:Iteration 3F (1427.691964 sec): 3 clusters Score: Raw -1360964.460087 + Penalty 3076.497029 = -1357887.963058 nChanged 776 SP:Iteration 4F (1427.748138 sec): 3 clusters Score: Raw -1361454.550365 + Penalty 3076.497029 = -1358378.053336 nChanged 741 SP:Iteration 5F (1427.814245 sec): 3 clusters Score: Raw -1361927.271960 + Penalty 3076.497029 = -1358850.774930 nChanged 686 SP:Iteration 6F (1427.888445 sec): 3 clusters Score: Raw -1362379.001773 + Penalty 3076.497029 = -1359302.504744 nChanged 653 SP:Iteration 7F (1427.952537 sec): 3 clusters Score: Raw -1362782.209374 + Penalty 3076.497029 = -1359705.712344 nChanged 589 SP:Iteration 8Q (1428.024675 sec): 3 clusters Score: Raw -1363128.531006 + Penalty 3076.497029 = -1360052.033977 nChanged 529 SP:Iteration 9Q (1428.089350 sec): 3 clusters Score: Raw -1363410.176133 + Penalty 3076.497029 = -1360333.679104 nChanged 504 SP:Iteration 10Q (1428.151107 sec): 3 clusters Score: Raw -1363672.915034 + Penalty 3076.497029 = -1360596.418005 nChanged 447 SP:Iteration 11Q (1428.228891 sec): 3 clusters Score: Raw -1363901.005591 + Penalty 3076.497029 = -1360824.508562 nChanged 425 SP:Iteration 12Q (1428.292031 sec): 3 clusters Score: Raw -1364120.921889 + Penalty 3076.497029 = -1361044.424860 nChanged 371 SP:Iteration 13Q (1428.368534 sec): 3 clusters Score: Raw -1364296.137665 + Penalty 3076.497029 = -1361219.640635 nChanged 317 SP:Iteration 14Q (1428.427810 sec): 3 clusters Score: Raw -1364438.973304 + Penalty 3076.497029 = -1361362.476274 nChanged 284 SP:Iteration 15Q (1428.497600 sec): 3 clusters Score: Raw -1364552.891838 + Penalty 3076.497029 = -1361476.394809 nChanged 219 SP:Iteration 16Q (1428.567000 sec): 3 clusters Score: Raw -1364630.432009 + Penalty 3076.497029 = -1361553.934980 nChanged 179 SP:Iteration 17Q (1428.634364 sec): 3 clusters Score: Raw -1364696.698245 + Penalty 3076.497029 = -1361620.201215 nChanged 161 SP:Iteration 18Q (1428.689846 sec): 3 clusters Score: Raw -1364760.578621 + Penalty 3076.497029 = -1361684.081592 nChanged 151 SP:Iteration 19Q (1428.761136 sec): 3 clusters Score: Raw -1364813.372831 + Penalty 3076.497029 = -1361736.875802 nChanged 139 SP:Iteration 20F (1428.826040 sec): 3 clusters Score: Raw -1364859.725818 + Penalty 3076.497029 = -1361783.228789 nChanged 114 SP:Iteration 21Q (1428.890032 sec): 3 clusters Score: Raw -1364895.378847 + Penalty 3076.497029 = -1361818.881818 nChanged 98 SP:Iteration 22Q (1428.951974 sec): 3 clusters Score: Raw -1364923.614240 + Penalty 3076.497029 = -1361847.117211 nChanged 75 SP:Iteration 23Q (1429.023679 sec): 3 clusters Score: Raw -1364943.955610 + Penalty 3076.497029 = -1361867.458581 nChanged 60 SP:Iteration 24Q (1429.093104 sec): 3 clusters Score: Raw -1364957.608262 + Penalty 3076.497029 = -1361881.111233 nChanged 50 SP:Iteration 25Q (1429.153912 sec): 3 clusters Score: Raw -1364967.691246 + Penalty 3076.497029 = -1361891.194216 nChanged 40 SP:Iteration 26Q (1429.230738 sec): 3 clusters Score: Raw -1364973.950941 + Penalty 3076.497029 = -1361897.453911 nChanged 32 SP:Iteration 27Q (1429.292485 sec): 3 clusters Score: Raw -1364978.506311 + Penalty 3076.497029 = -1361902.009282 nChanged 26 SP:Iteration 28Q (1429.350036 sec): 3 clusters Score: Raw -1364982.514391 + Penalty 3076.497029 = -1361906.017362 nChanged 16 SP:Iteration 29Q (1429.424543 sec): 3 clusters Score: Raw -1364985.646667 + Penalty 3076.497029 = -1361909.149638 nChanged 12 SP:Iteration 30Q (1429.488461 sec): 3 clusters Score: Raw -1364987.707459 + Penalty 3076.497029 = -1361911.210429 nChanged 13 SP:Iteration 31Q (1429.552903 sec): 3 clusters Score: Raw -1364989.708777 + Penalty 3076.497029 = -1361913.211748 nChanged 12 SP:Iteration 32Q (1429.620081 sec): 3 clusters Score: Raw -1364991.747209 + Penalty 3076.497029 = -1361915.250180 nChanged 15 SP:Iteration 33Q (1429.687846 sec): 3 clusters Score: Raw -1364993.881194 + Penalty 3076.497029 = -1361917.384164 nChanged 16 SP:Iteration 34Q (1429.743637 sec): 3 clusters Score: Raw -1364996.306097 + Penalty 3076.497029 = -1361919.809067 nChanged 21 SP:Iteration 35Q (1429.811576 sec): 3 clusters Score: Raw -1365000.208752 + Penalty 3076.497029 = -1361923.711722 nChanged 22 SP:Iteration 36Q (1429.883231 sec): 3 clusters Score: Raw -1365004.065355 + Penalty 3076.497029 = -1361927.568326 nChanged 20 SP:Iteration 37Q (1429.950622 sec): 3 clusters Score: Raw -1365007.375292 + Penalty 3076.497029 = -1361930.878263 nChanged 26 SP:Iteration 38Q (1430.009874 sec): 3 clusters Score: Raw -1365011.551496 + Penalty 3076.497029 = -1361935.054467 nChanged 28 SP:Iteration 39Q (1430.074830 sec): 3 clusters Score: Raw -1365017.445452 + Penalty 3076.497029 = -1361940.948422 nChanged 29 SP:Iteration 40F (1430.141507 sec): 3 clusters Score: Raw -1365023.291520 + Penalty 3076.497029 = -1361946.794491 nChanged 33 SP:Iteration 41Q (1430.213584 sec): 3 clusters Score: Raw -1365028.147827 + Penalty 3076.497029 = -1361951.650798 nChanged 17 SP:Iteration 42Q (1430.268372 sec): 3 clusters Score: Raw -1365030.620551 + Penalty 3076.497029 = -1361954.123521 nChanged 16 SP:Iteration 43Q (1430.337109 sec): 3 clusters Score: Raw -1365032.500058 + Penalty 3076.497029 = -1361956.003028 nChanged 12 SP:Iteration 44Q (1430.401970 sec): 3 clusters Score: Raw -1365034.446825 + Penalty 3076.497029 = -1361957.949796 nChanged 15 SP:Iteration 45Q (1430.473480 sec): 3 clusters Score: Raw -1365037.732104 + Penalty 3076.497029 = -1361961.235075 nChanged 15 SP:Iteration 46Q (1430.530057 sec): 3 clusters Score: Raw -1365040.274401 + Penalty 3076.497029 = -1361963.777371 nChanged 15 SP:Iteration 47Q (1430.604858 sec): 3 clusters Score: Raw -1365042.670642 + Penalty 3076.497029 = -1361966.173613 nChanged 11 SP:Iteration 48Q (1430.672444 sec): 3 clusters Score: Raw -1365044.339169 + Penalty 3076.497029 = -1361967.842140 nChanged 8 SP:Iteration 49Q (1430.741601 sec): 3 clusters Score: Raw -1365045.586895 + Penalty 3076.497029 = -1361969.089866 nChanged 8 SP:Iteration 50Q (1430.810301 sec): 3 clusters Score: Raw -1365047.049380 + Penalty 3076.497029 = -1361970.552350 nChanged 14 SP:Iteration 51Q (1430.866099 sec): 3 clusters Score: Raw -1365049.095136 + Penalty 3076.497029 = -1361972.598107 nChanged 11 SP:Iteration 52Q (1430.931820 sec): 3 clusters Score: Raw -1365050.598032 + Penalty 3076.497029 = -1361974.101003 nChanged 11 SP:Iteration 53Q (1430.993742 sec): 3 clusters Score: Raw -1365051.895750 + Penalty 3076.497029 = -1361975.398721 nChanged 11 SP:Iteration 54Q (1431.060561 sec): 3 clusters Score: Raw -1365053.083411 + Penalty 3076.497029 = -1361976.586382 nChanged 9 SP:Iteration 55Q (1431.133400 sec): 3 clusters Score: Raw -1365054.301757 + Penalty 3076.497029 = -1361977.804727 nChanged 2 SP:Iteration 56Q (1431.202148 sec): 3 clusters Score: Raw -1365054.640834 + Penalty 3076.497029 = -1361978.143805 nChanged 4 SP:Iteration 57Q (1431.272840 sec): 3 clusters Score: Raw -1365055.177748 + Penalty 3076.497029 = -1361978.680718 nChanged 5 SP:Iteration 58Q (1431.328800 sec): 3 clusters Score: Raw -1365056.003369 + Penalty 3076.497029 = -1361979.506340 nChanged 7 SP:Iteration 59Q (1431.394914 sec): 3 clusters Score: Raw -1365057.405646 + Penalty 3076.497029 = -1361980.908617 nChanged 8 SP:Iteration 60F (1431.462782 sec): 3 clusters Score: Raw -1365059.249621 + Penalty 3076.497029 = -1361982.752592 nChanged 11 SP:Iteration 61Q (1431.528993 sec): 3 clusters Score: Raw -1365060.880115 + Penalty 3076.497029 = -1361984.383085 nChanged 11 SP:Iteration 62Q (1431.592011 sec): 3 clusters Score: Raw -1365062.928114 + Penalty 3076.497029 = -1361986.431085 nChanged 9 SP:Iteration 63Q (1431.661047 sec): 3 clusters Score: Raw -1365064.279778 + Penalty 3076.497029 = -1361987.782748 nChanged 9 SP:Iteration 64Q (1431.724906 sec): 3 clusters Score: Raw -1365065.433591 + Penalty 3076.497029 = -1361988.936562 nChanged 10 SP:Iteration 65Q (1431.782018 sec): 3 clusters Score: Raw -1365067.568074 + Penalty 3076.497029 = -1361991.071044 nChanged 10 SP:Iteration 66Q (1431.854043 sec): 3 clusters Score: Raw -1365069.330130 + Penalty 3076.497029 = -1361992.833101 nChanged 11 SP:Iteration 67Q (1431.901169 sec): 3 clusters Score: Raw -1365071.137742 + Penalty 3076.497029 = -1361994.640712 nChanged 13 SP:Iteration 68Q (1431.975086 sec): 3 clusters Score: Raw -1365072.799644 + Penalty 3076.497029 = -1361996.302615 nChanged 13 SP:Iteration 69Q (1432.043279 sec): 3 clusters Score: Raw -1365075.356313 + Penalty 3076.497029 = -1361998.859284 nChanged 15 SP:Iteration 70Q (1432.106301 sec): 3 clusters Score: Raw -1365077.625389 + Penalty 3076.497029 = -1362001.128360 nChanged 11 SP:Iteration 71Q (1432.167854 sec): 3 clusters Score: Raw -1365079.281188 + Penalty 3076.497029 = -1362002.784159 nChanged 12 SP:Iteration 72Q (1432.235861 sec): 3 clusters Score: Raw -1365081.196919 + Penalty 3076.497029 = -1362004.699890 nChanged 12 SP:Iteration 73Q (1432.302932 sec): 3 clusters Score: Raw -1365084.450868 + Penalty 3076.497029 = -1362007.953838 nChanged 13 SP:Iteration 74Q (1432.360518 sec): 3 clusters Score: Raw -1365087.365149 + Penalty 3076.497029 = -1362010.868120 nChanged 16 SP:Iteration 75Q (1432.424812 sec): 3 clusters Score: Raw -1365090.857658 + Penalty 3076.497029 = -1362014.360629 nChanged 21 SP:Iteration 76Q (1432.496606 sec): 3 clusters Score: Raw -1365094.094079 + Penalty 3076.497029 = -1362017.597050 nChanged 8 SP:Iteration 77Q (1432.560837 sec): 3 clusters Score: Raw -1365096.171168 + Penalty 3076.497029 = -1362019.674139 nChanged 7 SP:Iteration 78Q (1432.628296 sec): 3 clusters Score: Raw -1365097.708195 + Penalty 3076.497029 = -1362021.211165 nChanged 9 SP:Iteration 79Q (1432.682555 sec): 3 clusters Score: Raw -1365100.606014 + Penalty 3076.497029 = -1362024.108985 nChanged 16 SP:Iteration 80F (1432.761412 sec): 3 clusters Score: Raw -1365103.774901 + Penalty 3076.497029 = -1362027.277872 nChanged 15 SP:Iteration 81Q (1432.822476 sec): 3 clusters Score: Raw -1365107.257188 + Penalty 3076.497029 = -1362030.760158 nChanged 13 SP:Iteration 82Q (1432.889977 sec): 3 clusters Score: Raw -1365110.711198 + Penalty 3076.497029 = -1362034.214169 nChanged 9 SP:Iteration 83Q (1432.951087 sec): 3 clusters Score: Raw -1365112.794647 + Penalty 3076.497029 = -1362036.297618 nChanged 8 SP:Iteration 84Q (1433.022345 sec): 3 clusters Score: Raw -1365114.428949 + Penalty 3076.497029 = -1362037.931920 nChanged 6 SP:Iteration 85Q (1433.086605 sec): 3 clusters Score: Raw -1365115.450258 + Penalty 3076.497029 = -1362038.953228 nChanged 7 SP:Iteration 86Q (1433.140453 sec): 3 clusters Score: Raw -1365116.727327 + Penalty 3076.497029 = -1362040.230298 nChanged 6 SP:Iteration 87Q (1433.211878 sec): 3 clusters Score: Raw -1365118.571601 + Penalty 3076.497029 = -1362042.074572 nChanged 11 SP:Iteration 88Q (1433.267955 sec): 3 clusters Score: Raw -1365120.790032 + Penalty 3076.497029 = -1362044.293002 nChanged 6 SP:Iteration 89Q (1433.342631 sec): 3 clusters Score: Raw -1365122.074937 + Penalty 3076.497029 = -1362045.577908 nChanged 3 SP:Iteration 90Q (1433.403367 sec): 3 clusters Score: Raw -1365122.475361 + Penalty 3076.497029 = -1362045.978331 nChanged 3 SP:Iteration 91Q (1433.470243 sec): 3 clusters Score: Raw -1365123.256695 + Penalty 3076.497029 = -1362046.759665 nChanged 2 SP:Iteration 92Q (1433.535420 sec): 3 clusters Score: Raw -1365123.885754 + Penalty 3076.497029 = -1362047.388725 nChanged 2 SP:Iteration 93Q (1433.600699 sec): 3 clusters Score: Raw -1365124.242776 + Penalty 3076.497029 = -1362047.745747 nChanged 2 SP:Iteration 94Q (1433.659668 sec): 3 clusters Score: Raw -1365124.510348 + Penalty 3076.497029 = -1362048.013319 nChanged 2 SP:Iteration 95Q (1433.732492 sec): 3 clusters Score: Raw -1365124.772194 + Penalty 3076.497029 = -1362048.275164 nChanged 1 SP:Iteration 96Q (1433.798862 sec): 3 clusters Score: Raw -1365125.006767 + Penalty 3076.497029 = -1362048.509738 nChanged 1 SP:Iteration 97Q (1433.854810 sec): 3 clusters Score: Raw -1365125.120388 + Penalty 3076.497029 = -1362048.623359 nChanged 0 SP:Iteration 98F (1433.925572 sec): 3 clusters Score: Raw -1365125.120388 + Penalty 3076.497029 = -1362048.623359 nChanged 0 Trying to split cluster 33 (2794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1433.955293 sec): 2 clusters Score: Raw -270606.056787 + Penalty 1289.474800 = -269316.581987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1434.003733 sec): 3 clusters Score: Raw -269270.649817 + Penalty 2578.949600 = -266691.700216 nChanged 1075 SP:Iteration 1F (1434.041641 sec): 3 clusters Score: Raw -269917.697265 + Penalty 2578.949600 = -267338.747664 nChanged 236 SP:Iteration 2F (1434.093324 sec): 3 clusters Score: Raw -270078.220997 + Penalty 2578.949600 = -267499.271397 nChanged 149 SP:Iteration 3F (1434.151168 sec): 3 clusters Score: Raw -270170.378483 + Penalty 2578.949600 = -267591.428882 nChanged 109 SP:Iteration 4Q (1434.202660 sec): 3 clusters Score: Raw -270235.973199 + Penalty 2578.949600 = -267657.023598 nChanged 89 SP:Iteration 5Q (1434.253960 sec): 3 clusters Score: Raw -270293.920223 + Penalty 2578.949600 = -267714.970623 nChanged 85 SP:Iteration 6Q (1434.297655 sec): 3 clusters Score: Raw -270355.460662 + Penalty 2578.949600 = -267776.511062 nChanged 87 SP:Iteration 7Q (1434.346459 sec): 3 clusters Score: Raw -270408.562153 + Penalty 2578.949600 = -267829.612552 nChanged 69 SP:Iteration 8Q (1434.397895 sec): 3 clusters Score: Raw -270442.334157 + Penalty 2578.949600 = -267863.384556 nChanged 54 SP:Iteration 9Q (1434.446330 sec): 3 clusters Score: Raw -270471.320926 + Penalty 2578.949600 = -267892.371326 nChanged 51 SP:Iteration 10Q (1434.492124 sec): 3 clusters Score: Raw -270502.192175 + Penalty 2578.949600 = -267923.242574 nChanged 51 SP:Iteration 11Q (1434.542624 sec): 3 clusters Score: Raw -270534.622483 + Penalty 2578.949600 = -267955.672883 nChanged 47 SP:Iteration 12Q (1434.594722 sec): 3 clusters Score: Raw -270561.803298 + Penalty 2578.949600 = -267982.853697 nChanged 63 SP:Iteration 13Q (1434.641628 sec): 3 clusters Score: Raw -270596.593204 + Penalty 2578.949600 = -268017.643604 nChanged 53 SP:Iteration 14Q (1434.690437 sec): 3 clusters Score: Raw -270623.327800 + Penalty 2578.949600 = -268044.378200 nChanged 57 SP:Iteration 15Q (1434.739598 sec): 3 clusters Score: Raw -270657.718343 + Penalty 2578.949600 = -268078.768743 nChanged 59 SP:Iteration 16Q (1434.783412 sec): 3 clusters Score: Raw -270691.521005 + Penalty 2578.949600 = -268112.571404 nChanged 59 SP:Iteration 17Q (1434.832948 sec): 3 clusters Score: Raw -270730.724646 + Penalty 2578.949600 = -268151.775045 nChanged 62 SP:Iteration 18Q (1434.880376 sec): 3 clusters Score: Raw -270763.095560 + Penalty 2578.949600 = -268184.145959 nChanged 66 SP:Iteration 19Q (1434.931033 sec): 3 clusters Score: Raw -270795.277541 + Penalty 2578.949600 = -268216.327941 nChanged 49 SP:Iteration 20F (1434.986446 sec): 3 clusters Score: Raw -270823.782684 + Penalty 2578.949600 = -268244.833083 nChanged 43 SP:Iteration 21Q (1435.031127 sec): 3 clusters Score: Raw -270848.607822 + Penalty 2578.949600 = -268269.658221 nChanged 46 SP:Iteration 22Q (1435.081765 sec): 3 clusters Score: Raw -270873.708305 + Penalty 2578.949600 = -268294.758705 nChanged 50 SP:Iteration 23Q (1435.133463 sec): 3 clusters Score: Raw -270899.490849 + Penalty 2578.949600 = -268320.541248 nChanged 37 SP:Iteration 24Q (1435.181129 sec): 3 clusters Score: Raw -270917.431454 + Penalty 2578.949600 = -268338.481853 nChanged 20 SP:Iteration 25Q (1435.225780 sec): 3 clusters Score: Raw -270926.844190 + Penalty 2578.949600 = -268347.894590 nChanged 24 SP:Iteration 26Q (1435.271955 sec): 3 clusters Score: Raw -270937.944540 + Penalty 2578.949600 = -268358.994939 nChanged 20 SP:Iteration 27Q (1435.313903 sec): 3 clusters Score: Raw -270945.818434 + Penalty 2578.949600 = -268366.868833 nChanged 20 SP:Iteration 28Q (1435.359977 sec): 3 clusters Score: Raw -270955.109709 + Penalty 2578.949600 = -268376.160109 nChanged 17 SP:Iteration 29Q (1435.415876 sec): 3 clusters Score: Raw -270964.649967 + Penalty 2578.949600 = -268385.700366 nChanged 23 SP:Iteration 30Q (1435.467697 sec): 3 clusters Score: Raw -270976.346488 + Penalty 2578.949600 = -268397.396888 nChanged 25 SP:Iteration 31Q (1435.515801 sec): 3 clusters Score: Raw -270990.609259 + Penalty 2578.949600 = -268411.659658 nChanged 25 SP:Iteration 32Q (1435.565147 sec): 3 clusters Score: Raw -271001.905348 + Penalty 2578.949600 = -268422.955748 nChanged 19 SP:Iteration 33Q (1435.607299 sec): 3 clusters Score: Raw -271012.099357 + Penalty 2578.949600 = -268433.149757 nChanged 23 SP:Iteration 34Q (1435.659443 sec): 3 clusters Score: Raw -271020.722240 + Penalty 2578.949600 = -268441.772639 nChanged 16 SP:Iteration 35Q (1435.703707 sec): 3 clusters Score: Raw -271028.870256 + Penalty 2578.949600 = -268449.920655 nChanged 8 SP:Iteration 36Q (1435.750842 sec): 3 clusters Score: Raw -271031.782107 + Penalty 2578.949600 = -268452.832506 nChanged 11 SP:Iteration 37Q (1435.791751 sec): 3 clusters Score: Raw -271034.951432 + Penalty 2578.949600 = -268456.001832 nChanged 2 SP:Iteration 38Q (1435.844320 sec): 3 clusters Score: Raw -271035.492870 + Penalty 2578.949600 = -268456.543269 nChanged 2 SP:Iteration 39Q (1435.896596 sec): 3 clusters Score: Raw -271035.904316 + Penalty 2578.949600 = -268456.954715 nChanged 2 SP:Iteration 40F (1435.948918 sec): 3 clusters Score: Raw -271036.304074 + Penalty 2578.949600 = -268457.354474 nChanged 0 Trying to split cluster 34 (30964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1436.010688 sec): 2 clusters Score: Raw -3258346.591918 + Penalty 1680.344334 = -3256666.247584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1436.110258 sec): 3 clusters Score: Raw -3239317.101325 + Penalty 3360.688668 = -3235956.412656 nChanged 14250 SP:Iteration 1F (1436.204078 sec): 3 clusters Score: Raw -3247765.467907 + Penalty 3360.688668 = -3244404.779239 nChanged 1752 SP:Iteration 2F (1436.293807 sec): 3 clusters Score: Raw -3248579.310014 + Penalty 3360.688668 = -3245218.621345 nChanged 1839 SP:Iteration 3F (1436.392175 sec): 3 clusters Score: Raw -3249485.900735 + Penalty 3360.688668 = -3246125.212066 nChanged 1883 SP:Iteration 4F (1436.479485 sec): 3 clusters Score: Raw -3250443.044576 + Penalty 3360.688668 = -3247082.355908 nChanged 1797 SP:Iteration 5F (1436.583653 sec): 3 clusters Score: Raw -3251330.547198 + Penalty 3360.688668 = -3247969.858529 nChanged 1627 SP:Iteration 6F (1436.675432 sec): 3 clusters Score: Raw -3252085.677796 + Penalty 3360.688668 = -3248724.989128 nChanged 1427 SP:Iteration 7Q (1436.769739 sec): 3 clusters Score: Raw -3252646.438835 + Penalty 3360.688668 = -3249285.750167 nChanged 1075 SP:Iteration 8Q (1436.874391 sec): 3 clusters Score: Raw -3252966.645897 + Penalty 3360.688668 = -3249605.957228 nChanged 796 SP:Iteration 9Q (1436.982785 sec): 3 clusters Score: Raw -3253170.310948 + Penalty 3360.688668 = -3249809.622280 nChanged 639 SP:Iteration 10Q (1437.077382 sec): 3 clusters Score: Raw -3253302.787108 + Penalty 3360.688668 = -3249942.098440 nChanged 499 SP:Iteration 11Q (1437.166694 sec): 3 clusters Score: Raw -3253389.513410 + Penalty 3360.688668 = -3250028.824741 nChanged 407 SP:Iteration 12Q (1437.271349 sec): 3 clusters Score: Raw -3253456.505498 + Penalty 3360.688668 = -3250095.816830 nChanged 322 SP:Iteration 13Q (1437.370251 sec): 3 clusters Score: Raw -3253499.648076 + Penalty 3360.688668 = -3250138.959407 nChanged 272 SP:Iteration 14Q (1437.476470 sec): 3 clusters Score: Raw -3253532.281953 + Penalty 3360.688668 = -3250171.593285 nChanged 251 SP:Iteration 15Q (1437.566457 sec): 3 clusters Score: Raw -3253561.230248 + Penalty 3360.688668 = -3250200.541580 nChanged 227 SP:Iteration 16Q (1437.664588 sec): 3 clusters Score: Raw -3253588.528661 + Penalty 3360.688668 = -3250227.839992 nChanged 259 SP:Iteration 17Q (1437.767571 sec): 3 clusters Score: Raw -3253627.196539 + Penalty 3360.688668 = -3250266.507871 nChanged 322 SP:Iteration 18Q (1437.862990 sec): 3 clusters Score: Raw -3253685.515916 + Penalty 3360.688668 = -3250324.827248 nChanged 396 SP:Iteration 19Q (1437.962561 sec): 3 clusters Score: Raw -3253762.792808 + Penalty 3360.688668 = -3250402.104140 nChanged 475 SP:Iteration 20F (1438.060730 sec): 3 clusters Score: Raw -3253864.508675 + Penalty 3360.688668 = -3250503.820006 nChanged 518 SP:Iteration 21Q (1438.161421 sec): 3 clusters Score: Raw -3253982.993047 + Penalty 3360.688668 = -3250622.304378 nChanged 581 SP:Iteration 22Q (1438.265075 sec): 3 clusters Score: Raw -3254122.090960 + Penalty 3360.688668 = -3250761.402292 nChanged 613 SP:Iteration 23Q (1438.368860 sec): 3 clusters Score: Raw -3254277.325406 + Penalty 3360.688668 = -3250916.636737 nChanged 687 SP:Iteration 24Q (1438.456920 sec): 3 clusters Score: Raw -3254461.243727 + Penalty 3360.688668 = -3251100.555059 nChanged 736 SP:Iteration 25Q (1438.557732 sec): 3 clusters Score: Raw -3254673.984247 + Penalty 3360.688668 = -3251313.295578 nChanged 782 SP:Iteration 26Q (1438.659157 sec): 3 clusters Score: Raw -3254918.382048 + Penalty 3360.688668 = -3251557.693380 nChanged 812 SP:Iteration 27Q (1438.751337 sec): 3 clusters Score: Raw -3255177.450003 + Penalty 3360.688668 = -3251816.761335 nChanged 881 SP:Iteration 28Q (1438.836766 sec): 3 clusters Score: Raw -3255486.919126 + Penalty 3360.688668 = -3252126.230458 nChanged 949 SP:Iteration 29Q (1438.932521 sec): 3 clusters Score: Raw -3255846.803415 + Penalty 3360.688668 = -3252486.114746 nChanged 930 SP:Iteration 30Q (1439.028275 sec): 3 clusters Score: Raw -3256199.603439 + Penalty 3360.688668 = -3252838.914770 nChanged 905 SP:Iteration 31Q (1439.122773 sec): 3 clusters Score: Raw -3256556.100621 + Penalty 3360.688668 = -3253195.411953 nChanged 890 SP:Iteration 32Q (1439.225723 sec): 3 clusters Score: Raw -3256922.448646 + Penalty 3360.688668 = -3253561.759978 nChanged 811 SP:Iteration 33Q (1439.317574 sec): 3 clusters Score: Raw -3257265.079052 + Penalty 3360.688668 = -3253904.390384 nChanged 739 SP:Iteration 34Q (1439.405117 sec): 3 clusters Score: Raw -3257573.908918 + Penalty 3360.688668 = -3254213.220250 nChanged 623 SP:Iteration 35Q (1439.499567 sec): 3 clusters Score: Raw -3257825.629993 + Penalty 3360.688668 = -3254464.941324 nChanged 545 SP:Iteration 36Q (1439.598540 sec): 3 clusters Score: Raw -3258044.211584 + Penalty 3360.688668 = -3254683.522916 nChanged 461 SP:Iteration 37Q (1439.689279 sec): 3 clusters Score: Raw -3258229.878559 + Penalty 3360.688668 = -3254869.189890 nChanged 383 SP:Iteration 38Q (1439.774504 sec): 3 clusters Score: Raw -3258368.965255 + Penalty 3360.688668 = -3255008.276586 nChanged 281 SP:Iteration 39Q (1439.868230 sec): 3 clusters Score: Raw -3258471.164458 + Penalty 3360.688668 = -3255110.475789 nChanged 244 SP:Iteration 40F (1439.962792 sec): 3 clusters Score: Raw -3258555.393694 + Penalty 3360.688668 = -3255194.705025 nChanged 178 SP:Iteration 41Q (1440.050511 sec): 3 clusters Score: Raw -3258613.848534 + Penalty 3360.688668 = -3255253.159865 nChanged 131 SP:Iteration 42Q (1440.134588 sec): 3 clusters Score: Raw -3258656.471721 + Penalty 3360.688668 = -3255295.783053 nChanged 105 SP:Iteration 43Q (1440.229994 sec): 3 clusters Score: Raw -3258694.131431 + Penalty 3360.688668 = -3255333.442763 nChanged 89 SP:Iteration 44Q (1440.327923 sec): 3 clusters Score: Raw -3258721.878903 + Penalty 3360.688668 = -3255361.190234 nChanged 97 SP:Iteration 45Q (1440.417617 sec): 3 clusters Score: Raw -3258750.113869 + Penalty 3360.688668 = -3255389.425200 nChanged 80 SP:Iteration 46Q (1440.510128 sec): 3 clusters Score: Raw -3258774.660501 + Penalty 3360.688668 = -3255413.971833 nChanged 62 SP:Iteration 47Q (1440.594516 sec): 3 clusters Score: Raw -3258795.649892 + Penalty 3360.688668 = -3255434.961223 nChanged 45 SP:Iteration 48Q (1440.684922 sec): 3 clusters Score: Raw -3258808.909865 + Penalty 3360.688668 = -3255448.221196 nChanged 39 SP:Iteration 49Q (1440.767519 sec): 3 clusters Score: Raw -3258820.017739 + Penalty 3360.688668 = -3255459.329071 nChanged 39 SP:Iteration 50Q (1440.845924 sec): 3 clusters Score: Raw -3258830.660353 + Penalty 3360.688668 = -3255469.971685 nChanged 34 SP:Iteration 51Q (1440.938297 sec): 3 clusters Score: Raw -3258839.933229 + Penalty 3360.688668 = -3255479.244561 nChanged 28 SP:Iteration 52Q (1441.034674 sec): 3 clusters Score: Raw -3258847.421814 + Penalty 3360.688668 = -3255486.733145 nChanged 18 SP:Iteration 53Q (1441.121615 sec): 3 clusters Score: Raw -3258853.223486 + Penalty 3360.688668 = -3255492.534818 nChanged 21 SP:Iteration 54Q (1441.207850 sec): 3 clusters Score: Raw -3258858.546403 + Penalty 3360.688668 = -3255497.857735 nChanged 20 SP:Iteration 55Q (1441.290265 sec): 3 clusters Score: Raw -3258863.396952 + Penalty 3360.688668 = -3255502.708284 nChanged 14 SP:Iteration 56Q (1441.378179 sec): 3 clusters Score: Raw -3258867.882554 + Penalty 3360.688668 = -3255507.193885 nChanged 20 SP:Iteration 57Q (1441.470159 sec): 3 clusters Score: Raw -3258873.880795 + Penalty 3360.688668 = -3255513.192126 nChanged 12 SP:Iteration 58Q (1441.560647 sec): 3 clusters Score: Raw -3258876.799905 + Penalty 3360.688668 = -3255516.111237 nChanged 12 SP:Iteration 59Q (1441.648437 sec): 3 clusters Score: Raw -3258879.307094 + Penalty 3360.688668 = -3255518.618426 nChanged 4 SP:Iteration 60F (1441.737799 sec): 3 clusters Score: Raw -3258880.212365 + Penalty 3360.688668 = -3255519.523697 nChanged 6 SP:Iteration 61Q (1441.833732 sec): 3 clusters Score: Raw -3258881.152035 + Penalty 3360.688668 = -3255520.463367 nChanged 2 SP:Iteration 62Q (1441.916433 sec): 3 clusters Score: Raw -3258881.532342 + Penalty 3360.688668 = -3255520.843673 nChanged 3 SP:Iteration 63Q (1442.008361 sec): 3 clusters Score: Raw -3258882.025151 + Penalty 3360.688668 = -3255521.336482 nChanged 1 SP:Iteration 64Q (1442.084196 sec): 3 clusters Score: Raw -3258882.145652 + Penalty 3360.688668 = -3255521.456983 nChanged 0 SP:Iteration 65F (1442.180159 sec): 3 clusters Score: Raw -3258882.145652 + Penalty 3360.688668 = -3255521.456983 nChanged 0 Trying to split cluster 35 (3329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1442.210273 sec): 2 clusters Score: Raw -347100.553939 + Penalty 1317.944426 = -345782.609512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1442.262918 sec): 3 clusters Score: Raw -345457.080752 + Penalty 2635.888852 = -342821.191900 nChanged 1263 SP:Iteration 1F (1442.319287 sec): 3 clusters Score: Raw -346196.031636 + Penalty 2635.888852 = -343560.142784 nChanged 281 SP:Iteration 2F (1442.360989 sec): 3 clusters Score: Raw -346360.467749 + Penalty 2635.888852 = -343724.578897 nChanged 183 SP:Iteration 3F (1442.414755 sec): 3 clusters Score: Raw -346459.529847 + Penalty 2635.888852 = -343823.640994 nChanged 120 SP:Iteration 4Q (1442.456228 sec): 3 clusters Score: Raw -346521.360328 + Penalty 2635.888852 = -343885.471476 nChanged 95 SP:Iteration 5Q (1442.506176 sec): 3 clusters Score: Raw -346577.643271 + Penalty 2635.888852 = -343941.754419 nChanged 101 SP:Iteration 6Q (1442.568047 sec): 3 clusters Score: Raw -346643.618755 + Penalty 2635.888852 = -344007.729903 nChanged 106 SP:Iteration 7Q (1442.611154 sec): 3 clusters Score: Raw -346710.960704 + Penalty 2635.888852 = -344075.071852 nChanged 108 SP:Iteration 8Q (1442.672774 sec): 3 clusters Score: Raw -346786.902447 + Penalty 2635.888852 = -344151.013594 nChanged 91 SP:Iteration 9Q (1442.725620 sec): 3 clusters Score: Raw -346847.581007 + Penalty 2635.888852 = -344211.692155 nChanged 78 SP:Iteration 10Q (1442.776601 sec): 3 clusters Score: Raw -346896.052491 + Penalty 2635.888852 = -344260.163639 nChanged 76 SP:Iteration 11Q (1442.827061 sec): 3 clusters Score: Raw -346952.493487 + Penalty 2635.888852 = -344316.604635 nChanged 81 SP:Iteration 12Q (1442.878362 sec): 3 clusters Score: Raw -347011.052518 + Penalty 2635.888852 = -344375.163665 nChanged 67 SP:Iteration 13Q (1442.919623 sec): 3 clusters Score: Raw -347058.050750 + Penalty 2635.888852 = -344422.161898 nChanged 51 SP:Iteration 14Q (1442.980819 sec): 3 clusters Score: Raw -347099.765236 + Penalty 2635.888852 = -344463.876384 nChanged 43 SP:Iteration 15Q (1443.031142 sec): 3 clusters Score: Raw -347140.644280 + Penalty 2635.888852 = -344504.755428 nChanged 34 SP:Iteration 16Q (1443.073697 sec): 3 clusters Score: Raw -347167.586698 + Penalty 2635.888852 = -344531.697846 nChanged 22 SP:Iteration 17Q (1443.121898 sec): 3 clusters Score: Raw -347190.420654 + Penalty 2635.888852 = -344554.531802 nChanged 17 SP:Iteration 18Q (1443.171176 sec): 3 clusters Score: Raw -347205.615811 + Penalty 2635.888852 = -344569.726959 nChanged 19 SP:Iteration 19Q (1443.232067 sec): 3 clusters Score: Raw -347223.474428 + Penalty 2635.888852 = -344587.585576 nChanged 9 SP:Iteration 20F (1443.277111 sec): 3 clusters Score: Raw -347233.535492 + Penalty 2635.888852 = -344597.646640 nChanged 7 SP:Iteration 21Q (1443.333271 sec): 3 clusters Score: Raw -347243.399354 + Penalty 2635.888852 = -344607.510501 nChanged 6 SP:Iteration 22Q (1443.373754 sec): 3 clusters Score: Raw -347250.072914 + Penalty 2635.888852 = -344614.184062 nChanged 10 SP:Iteration 23Q (1443.437009 sec): 3 clusters Score: Raw -347258.707042 + Penalty 2635.888852 = -344622.818190 nChanged 9 SP:Iteration 24Q (1443.478291 sec): 3 clusters Score: Raw -347266.479247 + Penalty 2635.888852 = -344630.590395 nChanged 5 SP:Iteration 25Q (1443.527666 sec): 3 clusters Score: Raw -347269.983743 + Penalty 2635.888852 = -344634.094891 nChanged 4 SP:Iteration 26Q (1443.582724 sec): 3 clusters Score: Raw -347271.697465 + Penalty 2635.888852 = -344635.808613 nChanged 1 SP:Iteration 27Q (1443.632631 sec): 3 clusters Score: Raw -347273.358434 + Penalty 2635.888852 = -344637.469582 nChanged 2 SP:Iteration 28Q (1443.674362 sec): 3 clusters Score: Raw -347276.126507 + Penalty 2635.888852 = -344640.237654 nChanged 3 SP:Iteration 29Q (1443.726072 sec): 3 clusters Score: Raw -347279.789545 + Penalty 2635.888852 = -344643.900693 nChanged 3 SP:Iteration 30Q (1443.779024 sec): 3 clusters Score: Raw -347282.912734 + Penalty 2635.888852 = -344647.023882 nChanged 2 SP:Iteration 31Q (1443.831873 sec): 3 clusters Score: Raw -347284.146071 + Penalty 2635.888852 = -344648.257219 nChanged 0 SP:Iteration 32F (1443.880025 sec): 3 clusters Score: Raw -347284.146071 + Penalty 2635.888852 = -344648.257219 nChanged 0 Trying to split cluster 36 (53067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1443.974680 sec): 2 clusters Score: Raw -5730362.284982 + Penalty 1767.887964 = -5728594.397018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1444.108844 sec): 3 clusters Score: Raw -5696735.866568 + Penalty 3535.775927 = -5693200.090641 nChanged 24889 SP:Iteration 1F (1444.230233 sec): 3 clusters Score: Raw -5711309.199083 + Penalty 3535.775927 = -5707773.423156 nChanged 2383 SP:Iteration 2Q (1444.380052 sec): 3 clusters Score: Raw -5712180.765723 + Penalty 3535.775927 = -5708644.989796 nChanged 2489 SP:Iteration 3Q (1444.519367 sec): 3 clusters Score: Raw -5713212.064560 + Penalty 3535.775927 = -5709676.288633 nChanged 2709 SP:Iteration 4F (1444.639565 sec): 3 clusters Score: Raw -5714568.389661 + Penalty 3535.775927 = -5711032.613734 nChanged 2902 SP:Iteration 5F (1444.771720 sec): 3 clusters Score: Raw -5716255.691281 + Penalty 3535.775927 = -5712719.915354 nChanged 3048 SP:Iteration 6F (1444.905557 sec): 3 clusters Score: Raw -5718223.842067 + Penalty 3535.775927 = -5714688.066139 nChanged 3040 SP:Iteration 7F (1445.032954 sec): 3 clusters Score: Raw -5720438.348222 + Penalty 3535.775927 = -5716902.572295 nChanged 2930 SP:Iteration 8F (1445.165259 sec): 3 clusters Score: Raw -5722746.594268 + Penalty 3535.775927 = -5719210.818341 nChanged 2609 SP:Iteration 9Q (1445.302148 sec): 3 clusters Score: Raw -5724694.593207 + Penalty 3535.775927 = -5721158.817279 nChanged 2083 SP:Iteration 10Q (1445.435670 sec): 3 clusters Score: Raw -5725992.328697 + Penalty 3535.775927 = -5722456.552770 nChanged 1475 SP:Iteration 11Q (1445.567582 sec): 3 clusters Score: Raw -5726662.485015 + Penalty 3535.775927 = -5723126.709088 nChanged 1061 SP:Iteration 12Q (1445.687292 sec): 3 clusters Score: Raw -5727032.731003 + Penalty 3535.775927 = -5723496.955076 nChanged 835 SP:Iteration 13Q (1445.822841 sec): 3 clusters Score: Raw -5727297.341793 + Penalty 3535.775927 = -5723761.565866 nChanged 704 SP:Iteration 14Q (1445.951580 sec): 3 clusters Score: Raw -5727506.305818 + Penalty 3535.775927 = -5723970.529891 nChanged 642 SP:Iteration 15Q (1446.077373 sec): 3 clusters Score: Raw -5727709.698574 + Penalty 3535.775927 = -5724173.922647 nChanged 649 SP:Iteration 16Q (1446.204267 sec): 3 clusters Score: Raw -5727922.778490 + Penalty 3535.775927 = -5724387.002563 nChanged 640 SP:Iteration 17Q (1446.335963 sec): 3 clusters Score: Raw -5728133.222896 + Penalty 3535.775927 = -5724597.446969 nChanged 610 SP:Iteration 18Q (1446.464561 sec): 3 clusters Score: Raw -5728325.908840 + Penalty 3535.775927 = -5724790.132913 nChanged 553 SP:Iteration 19Q (1446.589532 sec): 3 clusters Score: Raw -5728495.078600 + Penalty 3535.775927 = -5724959.302672 nChanged 529 SP:Iteration 20F (1446.718762 sec): 3 clusters Score: Raw -5728656.078067 + Penalty 3535.775927 = -5725120.302140 nChanged 532 SP:Iteration 21Q (1446.846776 sec): 3 clusters Score: Raw -5728810.537629 + Penalty 3535.775927 = -5725274.761702 nChanged 489 SP:Iteration 22Q (1446.972817 sec): 3 clusters Score: Raw -5728958.032188 + Penalty 3535.775927 = -5725422.256261 nChanged 500 SP:Iteration 23Q (1447.093987 sec): 3 clusters Score: Raw -5729105.436799 + Penalty 3535.775927 = -5725569.660871 nChanged 508 SP:Iteration 24Q (1447.222228 sec): 3 clusters Score: Raw -5729267.750877 + Penalty 3535.775927 = -5725731.974950 nChanged 505 SP:Iteration 25Q (1447.339928 sec): 3 clusters Score: Raw -5729435.933865 + Penalty 3535.775927 = -5725900.157938 nChanged 475 SP:Iteration 26Q (1447.472944 sec): 3 clusters Score: Raw -5729578.304151 + Penalty 3535.775927 = -5726042.528224 nChanged 396 SP:Iteration 27Q (1447.599300 sec): 3 clusters Score: Raw -5729696.501174 + Penalty 3535.775927 = -5726160.725247 nChanged 399 SP:Iteration 28Q (1447.716422 sec): 3 clusters Score: Raw -5729824.837828 + Penalty 3535.775927 = -5726289.061901 nChanged 375 SP:Iteration 29Q (1447.837418 sec): 3 clusters Score: Raw -5729944.971027 + Penalty 3535.775927 = -5726409.195100 nChanged 341 SP:Iteration 30Q (1447.971218 sec): 3 clusters Score: Raw -5730050.147046 + Penalty 3535.775927 = -5726514.371119 nChanged 314 SP:Iteration 31Q (1448.090880 sec): 3 clusters Score: Raw -5730155.887472 + Penalty 3535.775927 = -5726620.111545 nChanged 283 SP:Iteration 32Q (1448.203285 sec): 3 clusters Score: Raw -5730255.004836 + Penalty 3535.775927 = -5726719.228909 nChanged 250 SP:Iteration 33Q (1448.314374 sec): 3 clusters Score: Raw -5730346.029527 + Penalty 3535.775927 = -5726810.253600 nChanged 201 SP:Iteration 34Q (1448.442084 sec): 3 clusters Score: Raw -5730412.679182 + Penalty 3535.775927 = -5726876.903254 nChanged 172 SP:Iteration 35Q (1448.562900 sec): 3 clusters Score: Raw -5730469.971891 + Penalty 3535.775927 = -5726934.195964 nChanged 153 SP:Iteration 36Q (1448.677463 sec): 3 clusters Score: Raw -5730516.338090 + Penalty 3535.775927 = -5726980.562162 nChanged 119 SP:Iteration 37Q (1448.801277 sec): 3 clusters Score: Raw -5730550.894437 + Penalty 3535.775927 = -5727015.118510 nChanged 98 SP:Iteration 38Q (1448.918943 sec): 3 clusters Score: Raw -5730579.721334 + Penalty 3535.775927 = -5727043.945407 nChanged 93 SP:Iteration 39Q (1449.039678 sec): 3 clusters Score: Raw -5730607.840546 + Penalty 3535.775927 = -5727072.064619 nChanged 85 SP:Iteration 40F (1449.163400 sec): 3 clusters Score: Raw -5730631.592725 + Penalty 3535.775927 = -5727095.816798 nChanged 68 SP:Iteration 41Q (1449.287727 sec): 3 clusters Score: Raw -5730653.672398 + Penalty 3535.775927 = -5727117.896471 nChanged 63 SP:Iteration 42Q (1449.403100 sec): 3 clusters Score: Raw -5730670.682625 + Penalty 3535.775927 = -5727134.906698 nChanged 55 SP:Iteration 43Q (1449.516400 sec): 3 clusters Score: Raw -5730683.690080 + Penalty 3535.775927 = -5727147.914153 nChanged 39 SP:Iteration 44Q (1449.629704 sec): 3 clusters Score: Raw -5730693.126335 + Penalty 3535.775927 = -5727157.350408 nChanged 47 SP:Iteration 45Q (1449.738674 sec): 3 clusters Score: Raw -5730705.831585 + Penalty 3535.775927 = -5727170.055658 nChanged 37 SP:Iteration 46Q (1449.855503 sec): 3 clusters Score: Raw -5730715.971269 + Penalty 3535.775927 = -5727180.195342 nChanged 23 SP:Iteration 47Q (1449.957439 sec): 3 clusters Score: Raw -5730722.856308 + Penalty 3535.775927 = -5727187.080381 nChanged 24 SP:Iteration 48Q (1450.086552 sec): 3 clusters Score: Raw -5730729.794390 + Penalty 3535.775927 = -5727194.018463 nChanged 24 SP:Iteration 49Q (1450.200947 sec): 3 clusters Score: Raw -5730735.504507 + Penalty 3535.775927 = -5727199.728580 nChanged 26 SP:Iteration 50Q (1450.321115 sec): 3 clusters Score: Raw -5730742.649540 + Penalty 3535.775927 = -5727206.873613 nChanged 29 SP:Iteration 51Q (1450.442743 sec): 3 clusters Score: Raw -5730750.938875 + Penalty 3535.775927 = -5727215.162947 nChanged 33 SP:Iteration 52Q (1450.548645 sec): 3 clusters Score: Raw -5730758.536398 + Penalty 3535.775927 = -5727222.760471 nChanged 19 SP:Iteration 53Q (1450.669027 sec): 3 clusters Score: Raw -5730762.976395 + Penalty 3535.775927 = -5727227.200467 nChanged 14 SP:Iteration 54Q (1450.772894 sec): 3 clusters Score: Raw -5730766.764713 + Penalty 3535.775927 = -5727230.988786 nChanged 11 SP:Iteration 55Q (1450.886482 sec): 3 clusters Score: Raw -5730768.820229 + Penalty 3535.775927 = -5727233.044302 nChanged 10 SP:Iteration 56Q (1451.007243 sec): 3 clusters Score: Raw -5730771.234699 + Penalty 3535.775927 = -5727235.458772 nChanged 15 SP:Iteration 57Q (1451.122656 sec): 3 clusters Score: Raw -5730774.722171 + Penalty 3535.775927 = -5727238.946243 nChanged 9 SP:Iteration 58Q (1451.241812 sec): 3 clusters Score: Raw -5730777.709317 + Penalty 3535.775927 = -5727241.933390 nChanged 12 SP:Iteration 59Q (1451.348557 sec): 3 clusters Score: Raw -5730780.562609 + Penalty 3535.775927 = -5727244.786682 nChanged 11 SP:Iteration 60F (1451.475071 sec): 3 clusters Score: Raw -5730783.522020 + Penalty 3535.775927 = -5727247.746092 nChanged 10 SP:Iteration 61Q (1451.597637 sec): 3 clusters Score: Raw -5730785.878515 + Penalty 3535.775927 = -5727250.102587 nChanged 6 SP:Iteration 62Q (1451.713823 sec): 3 clusters Score: Raw -5730787.147832 + Penalty 3535.775927 = -5727251.371905 nChanged 6 SP:Iteration 63Q (1451.822993 sec): 3 clusters Score: Raw -5730788.415795 + Penalty 3535.775927 = -5727252.639868 nChanged 7 SP:Iteration 64Q (1451.934977 sec): 3 clusters Score: Raw -5730790.409898 + Penalty 3535.775927 = -5727254.633971 nChanged 8 SP:Iteration 65Q (1452.060722 sec): 3 clusters Score: Raw -5730792.751462 + Penalty 3535.775927 = -5727256.975535 nChanged 10 SP:Iteration 66Q (1452.179144 sec): 3 clusters Score: Raw -5730794.998847 + Penalty 3535.775927 = -5727259.222920 nChanged 8 SP:Iteration 67Q (1452.298806 sec): 3 clusters Score: Raw -5730797.805925 + Penalty 3535.775927 = -5727262.029998 nChanged 5 SP:Iteration 68Q (1452.424038 sec): 3 clusters Score: Raw -5730799.315146 + Penalty 3535.775927 = -5727263.539219 nChanged 2 SP:Iteration 69Q (1452.536852 sec): 3 clusters Score: Raw -5730799.663020 + Penalty 3535.775927 = -5727263.887093 nChanged 2 SP:Iteration 70Q (1452.647770 sec): 3 clusters Score: Raw -5730800.109212 + Penalty 3535.775927 = -5727264.333285 nChanged 3 SP:Iteration 71Q (1452.765505 sec): 3 clusters Score: Raw -5730800.628298 + Penalty 3535.775927 = -5727264.852371 nChanged 4 SP:Iteration 72Q (1452.890479 sec): 3 clusters Score: Raw -5730801.144383 + Penalty 3535.775927 = -5727265.368456 nChanged 5 SP:Iteration 73Q (1452.995505 sec): 3 clusters Score: Raw -5730801.825125 + Penalty 3535.775927 = -5727266.049198 nChanged 4 SP:Iteration 74Q (1453.107224 sec): 3 clusters Score: Raw -5730802.418692 + Penalty 3535.775927 = -5727266.642765 nChanged 3 SP:Iteration 75Q (1453.218459 sec): 3 clusters Score: Raw -5730803.075180 + Penalty 3535.775927 = -5727267.299253 nChanged 2 SP:Iteration 76Q (1453.327544 sec): 3 clusters Score: Raw -5730803.558507 + Penalty 3535.775927 = -5727267.782580 nChanged 2 SP:Iteration 77Q (1453.442936 sec): 3 clusters Score: Raw -5730803.718504 + Penalty 3535.775927 = -5727267.942577 nChanged 3 SP:Iteration 78Q (1453.553931 sec): 3 clusters Score: Raw -5730804.790311 + Penalty 3535.775927 = -5727269.014384 nChanged 2 SP:Iteration 79Q (1453.662682 sec): 3 clusters Score: Raw -5730805.328038 + Penalty 3535.775927 = -5727269.552110 nChanged 1 SP:Iteration 80F (1453.802859 sec): 3 clusters Score: Raw -5730805.444116 + Penalty 3535.775927 = -5727269.668189 nChanged 0 Trying to split cluster 37 (3883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1453.839956 sec): 2 clusters Score: Raw -392893.926549 + Penalty 1342.959041 = -391550.967508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1453.888463 sec): 3 clusters Score: Raw -390966.397285 + Penalty 2685.918082 = -388280.479203 nChanged 1559 SP:Iteration 1F (1453.932121 sec): 3 clusters Score: Raw -391850.008161 + Penalty 2685.918082 = -389164.090079 nChanged 311 SP:Iteration 2F (1453.988699 sec): 3 clusters Score: Raw -392073.969887 + Penalty 2685.918082 = -389388.051805 nChanged 242 SP:Iteration 3F (1454.037791 sec): 3 clusters Score: Raw -392263.977880 + Penalty 2685.918082 = -389578.059798 nChanged 234 SP:Iteration 4F (1454.090798 sec): 3 clusters Score: Raw -392476.110105 + Penalty 2685.918082 = -389790.192022 nChanged 229 SP:Iteration 5F (1454.153694 sec): 3 clusters Score: Raw -392717.210560 + Penalty 2685.918082 = -390031.292478 nChanged 227 SP:Iteration 6F (1454.196204 sec): 3 clusters Score: Raw -392937.324737 + Penalty 2685.918082 = -390251.406655 nChanged 214 SP:Iteration 7F (1454.247951 sec): 3 clusters Score: Raw -393156.895239 + Penalty 2685.918082 = -390470.977157 nChanged 186 SP:Iteration 8Q (1454.299358 sec): 3 clusters Score: Raw -393295.474671 + Penalty 2685.918082 = -390609.556589 nChanged 128 SP:Iteration 9Q (1454.355247 sec): 3 clusters Score: Raw -393386.651159 + Penalty 2685.918082 = -390700.733076 nChanged 107 SP:Iteration 10Q (1454.412006 sec): 3 clusters Score: Raw -393461.672660 + Penalty 2685.918082 = -390775.754578 nChanged 76 SP:Iteration 11Q (1454.463656 sec): 3 clusters Score: Raw -393511.232339 + Penalty 2685.918082 = -390825.314257 nChanged 46 SP:Iteration 12Q (1454.505647 sec): 3 clusters Score: Raw -393534.829011 + Penalty 2685.918082 = -390848.910929 nChanged 36 SP:Iteration 13Q (1454.557925 sec): 3 clusters Score: Raw -393549.973799 + Penalty 2685.918082 = -390864.055717 nChanged 21 SP:Iteration 14Q (1454.616625 sec): 3 clusters Score: Raw -393562.899400 + Penalty 2685.918082 = -390876.981318 nChanged 22 SP:Iteration 15Q (1454.658202 sec): 3 clusters Score: Raw -393571.803738 + Penalty 2685.918082 = -390885.885656 nChanged 17 SP:Iteration 16Q (1454.714430 sec): 3 clusters Score: Raw -393578.785711 + Penalty 2685.918082 = -390892.867629 nChanged 14 SP:Iteration 17Q (1454.763136 sec): 3 clusters Score: Raw -393585.113893 + Penalty 2685.918082 = -390899.195811 nChanged 16 SP:Iteration 18Q (1454.824221 sec): 3 clusters Score: Raw -393589.759739 + Penalty 2685.918082 = -390903.841657 nChanged 8 SP:Iteration 19Q (1454.870155 sec): 3 clusters Score: Raw -393592.688648 + Penalty 2685.918082 = -390906.770565 nChanged 9 SP:Iteration 20F (1454.917905 sec): 3 clusters Score: Raw -393595.643777 + Penalty 2685.918082 = -390909.725695 nChanged 9 SP:Iteration 21Q (1454.979679 sec): 3 clusters Score: Raw -393597.768128 + Penalty 2685.918082 = -390911.850045 nChanged 9 SP:Iteration 22Q (1455.030636 sec): 3 clusters Score: Raw -393600.369743 + Penalty 2685.918082 = -390914.451660 nChanged 12 SP:Iteration 23Q (1455.083642 sec): 3 clusters Score: Raw -393605.100074 + Penalty 2685.918082 = -390919.181992 nChanged 10 SP:Iteration 24Q (1455.125728 sec): 3 clusters Score: Raw -393609.434933 + Penalty 2685.918082 = -390923.516851 nChanged 10 SP:Iteration 25Q (1455.183274 sec): 3 clusters Score: Raw -393613.574860 + Penalty 2685.918082 = -390927.656778 nChanged 11 SP:Iteration 26Q (1455.231126 sec): 3 clusters Score: Raw -393616.249667 + Penalty 2685.918082 = -390930.331585 nChanged 5 SP:Iteration 27Q (1455.277622 sec): 3 clusters Score: Raw -393618.359819 + Penalty 2685.918082 = -390932.441737 nChanged 4 SP:Iteration 28Q (1455.333475 sec): 3 clusters Score: Raw -393619.521649 + Penalty 2685.918082 = -390933.603567 nChanged 3 SP:Iteration 29Q (1455.380297 sec): 3 clusters Score: Raw -393620.335473 + Penalty 2685.918082 = -390934.417391 nChanged 3 SP:Iteration 30Q (1455.439963 sec): 3 clusters Score: Raw -393621.833103 + Penalty 2685.918082 = -390935.915021 nChanged 3 SP:Iteration 31Q (1455.488018 sec): 3 clusters Score: Raw -393622.349906 + Penalty 2685.918082 = -390936.431823 nChanged 1 SP:Iteration 32Q (1455.529353 sec): 3 clusters Score: Raw -393622.513493 + Penalty 2685.918082 = -390936.595411 nChanged 1 SP:Iteration 33Q (1455.587539 sec): 3 clusters Score: Raw -393622.786130 + Penalty 2685.918082 = -390936.868048 nChanged 2 SP:Iteration 34Q (1455.631199 sec): 3 clusters Score: Raw -393623.664000 + Penalty 2685.918082 = -390937.745917 nChanged 1 SP:Iteration 35Q (1455.690321 sec): 3 clusters Score: Raw -393624.013143 + Penalty 2685.918082 = -390938.095061 nChanged 3 SP:Iteration 36Q (1455.734432 sec): 3 clusters Score: Raw -393624.934945 + Penalty 2685.918082 = -390939.016863 nChanged 2 SP:Iteration 37Q (1455.790487 sec): 3 clusters Score: Raw -393625.174509 + Penalty 2685.918082 = -390939.256426 nChanged 0 SP:Iteration 38F (1455.842894 sec): 3 clusters Score: Raw -393625.174509 + Penalty 2685.918082 = -390939.256426 nChanged 0 Trying to split cluster 38 (1561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1455.867019 sec): 2 clusters Score: Raw -170691.063320 + Penalty 1194.875812 = -169496.187508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1455.913702 sec): 3 clusters Score: Raw -170093.367965 + Penalty 2389.751624 = -167703.616341 nChanged 519 SP:Iteration 1F (1455.961940 sec): 3 clusters Score: Raw -170540.795504 + Penalty 2389.751624 = -168151.043880 nChanged 131 SP:Iteration 2F (1456.004369 sec): 3 clusters Score: Raw -170669.168554 + Penalty 2389.751624 = -168279.416930 nChanged 85 SP:Iteration 3F (1456.046217 sec): 3 clusters Score: Raw -170764.046146 + Penalty 2389.751624 = -168374.294522 nChanged 74 SP:Iteration 4Q (1456.089765 sec): 3 clusters Score: Raw -170850.966926 + Penalty 2389.751624 = -168461.215302 nChanged 51 SP:Iteration 5Q (1456.141761 sec): 3 clusters Score: Raw -170901.406554 + Penalty 2389.751624 = -168511.654930 nChanged 42 SP:Iteration 6Q (1456.187196 sec): 3 clusters Score: Raw -170938.860215 + Penalty 2389.751624 = -168549.108591 nChanged 20 SP:Iteration 7Q (1456.228434 sec): 3 clusters Score: Raw -170956.300907 + Penalty 2389.751624 = -168566.549283 nChanged 19 SP:Iteration 8Q (1456.272356 sec): 3 clusters Score: Raw -170972.166691 + Penalty 2389.751624 = -168582.415067 nChanged 20 SP:Iteration 9Q (1456.329041 sec): 3 clusters Score: Raw -170990.332744 + Penalty 2389.751624 = -168600.581120 nChanged 20 SP:Iteration 10Q (1456.374285 sec): 3 clusters Score: Raw -171007.183644 + Penalty 2389.751624 = -168617.432020 nChanged 20 SP:Iteration 11Q (1456.425054 sec): 3 clusters Score: Raw -171022.387710 + Penalty 2389.751624 = -168632.636086 nChanged 16 SP:Iteration 12Q (1456.473122 sec): 3 clusters Score: Raw -171036.783889 + Penalty 2389.751624 = -168647.032265 nChanged 12 SP:Iteration 13Q (1456.513191 sec): 3 clusters Score: Raw -171045.553453 + Penalty 2389.751624 = -168655.801828 nChanged 16 SP:Iteration 14Q (1456.560068 sec): 3 clusters Score: Raw -171054.642911 + Penalty 2389.751624 = -168664.891286 nChanged 12 SP:Iteration 15Q (1456.599672 sec): 3 clusters Score: Raw -171064.957334 + Penalty 2389.751624 = -168675.205710 nChanged 14 SP:Iteration 16Q (1456.638911 sec): 3 clusters Score: Raw -171074.770588 + Penalty 2389.751624 = -168685.018964 nChanged 8 SP:Iteration 17Q (1456.681341 sec): 3 clusters Score: Raw -171080.936180 + Penalty 2389.751624 = -168691.184556 nChanged 3 SP:Iteration 18Q (1456.732887 sec): 3 clusters Score: Raw -171082.617103 + Penalty 2389.751624 = -168692.865479 nChanged 6 SP:Iteration 19Q (1456.776512 sec): 3 clusters Score: Raw -171088.258643 + Penalty 2389.751624 = -168698.507019 nChanged 5 SP:Iteration 20F (1456.824772 sec): 3 clusters Score: Raw -171093.474696 + Penalty 2389.751624 = -168703.723072 nChanged 3 SP:Iteration 21Q (1456.870396 sec): 3 clusters Score: Raw -171096.531699 + Penalty 2389.751624 = -168706.780075 nChanged 3 SP:Iteration 22Q (1456.922719 sec): 3 clusters Score: Raw -171098.427615 + Penalty 2389.751624 = -168708.675991 nChanged 3 SP:Iteration 23Q (1456.964204 sec): 3 clusters Score: Raw -171100.530739 + Penalty 2389.751624 = -168710.779115 nChanged 2 SP:Iteration 24Q (1457.019870 sec): 3 clusters Score: Raw -171101.860014 + Penalty 2389.751624 = -168712.108390 nChanged 3 SP:Iteration 25Q (1457.063946 sec): 3 clusters Score: Raw -171103.645196 + Penalty 2389.751624 = -168713.893572 nChanged 3 SP:Iteration 26Q (1457.116515 sec): 3 clusters Score: Raw -171106.025058 + Penalty 2389.751624 = -168716.273434 nChanged 1 SP:Iteration 27Q (1457.160545 sec): 3 clusters Score: Raw -171106.485584 + Penalty 2389.751624 = -168716.733960 nChanged 0 SP:Iteration 28F (1457.209973 sec): 3 clusters Score: Raw -171106.485584 + Penalty 2389.751624 = -168716.733960 nChanged 0 Trying to split cluster 39 (1713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1457.237190 sec): 2 clusters Score: Raw -176324.697432 + Penalty 1209.975243 = -175114.722188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1457.286351 sec): 3 clusters Score: Raw -175639.725256 + Penalty 2419.950487 = -173219.774769 nChanged 565 SP:Iteration 1F (1457.324203 sec): 3 clusters Score: Raw -176071.461874 + Penalty 2419.950487 = -173651.511387 nChanged 146 SP:Iteration 2F (1457.384673 sec): 3 clusters Score: Raw -176225.039393 + Penalty 2419.950487 = -173805.088906 nChanged 98 SP:Iteration 3F (1457.434695 sec): 3 clusters Score: Raw -176314.495113 + Penalty 2419.950487 = -173894.544626 nChanged 70 SP:Iteration 4Q (1457.485145 sec): 3 clusters Score: Raw -176389.784817 + Penalty 2419.950487 = -173969.834330 nChanged 54 SP:Iteration 5Q (1457.534879 sec): 3 clusters Score: Raw -176427.261988 + Penalty 2419.950487 = -174007.311501 nChanged 35 SP:Iteration 6Q (1457.582788 sec): 3 clusters Score: Raw -176452.182453 + Penalty 2419.950487 = -174032.231966 nChanged 32 SP:Iteration 7Q (1457.624965 sec): 3 clusters Score: Raw -176480.898829 + Penalty 2419.950487 = -174060.948342 nChanged 32 SP:Iteration 8Q (1457.682227 sec): 3 clusters Score: Raw -176499.379706 + Penalty 2419.950487 = -174079.429219 nChanged 26 SP:Iteration 9Q (1457.732108 sec): 3 clusters Score: Raw -176520.534533 + Penalty 2419.950487 = -174100.584046 nChanged 24 SP:Iteration 10Q (1457.768378 sec): 3 clusters Score: Raw -176537.115777 + Penalty 2419.950487 = -174117.165290 nChanged 18 SP:Iteration 11Q (1457.820097 sec): 3 clusters Score: Raw -176544.712808 + Penalty 2419.950487 = -174124.762321 nChanged 17 SP:Iteration 12Q (1457.869406 sec): 3 clusters Score: Raw -176553.923651 + Penalty 2419.950487 = -174133.973164 nChanged 12 SP:Iteration 13Q (1457.918044 sec): 3 clusters Score: Raw -176559.126418 + Penalty 2419.950487 = -174139.175931 nChanged 7 SP:Iteration 14Q (1457.960311 sec): 3 clusters Score: Raw -176562.429746 + Penalty 2419.950487 = -174142.479259 nChanged 1 SP:Iteration 15Q (1458.007616 sec): 3 clusters Score: Raw -176563.270751 + Penalty 2419.950487 = -174143.320264 nChanged 3 SP:Iteration 16Q (1458.053467 sec): 3 clusters Score: Raw -176564.628706 + Penalty 2419.950487 = -174144.678219 nChanged 0 SP:Iteration 17F (1458.100113 sec): 3 clusters Score: Raw -176564.628706 + Penalty 2419.950487 = -174144.678219 nChanged 0 Trying to split cluster 40 (8531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1458.143409 sec): 2 clusters Score: Raw -909355.152297 + Penalty 1470.862553 = -907884.289744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1458.198236 sec): 3 clusters Score: Raw -904675.743801 + Penalty 2941.725107 = -901734.018695 nChanged 3610 SP:Iteration 1F (1458.255238 sec): 3 clusters Score: Raw -906675.841712 + Penalty 2941.725107 = -903734.116605 nChanged 562 SP:Iteration 2F (1458.320199 sec): 3 clusters Score: Raw -906932.973946 + Penalty 2941.725107 = -903991.248840 nChanged 431 SP:Iteration 3F (1458.369098 sec): 3 clusters Score: Raw -907157.893077 + Penalty 2941.725107 = -904216.167970 nChanged 398 SP:Iteration 4Q (1458.443480 sec): 3 clusters Score: Raw -907368.737243 + Penalty 2941.725107 = -904427.012136 nChanged 362 SP:Iteration 5Q (1458.506071 sec): 3 clusters Score: Raw -907592.597909 + Penalty 2941.725107 = -904650.872802 nChanged 385 SP:Iteration 6Q (1458.557494 sec): 3 clusters Score: Raw -907842.567192 + Penalty 2941.725107 = -904900.842085 nChanged 364 SP:Iteration 7Q (1458.621289 sec): 3 clusters Score: Raw -908058.680307 + Penalty 2941.725107 = -905116.955200 nChanged 299 SP:Iteration 8Q (1458.685136 sec): 3 clusters Score: Raw -908222.907383 + Penalty 2941.725107 = -905281.182276 nChanged 277 SP:Iteration 9Q (1458.747482 sec): 3 clusters Score: Raw -908358.801869 + Penalty 2941.725107 = -905417.076762 nChanged 238 SP:Iteration 10Q (1458.820687 sec): 3 clusters Score: Raw -908460.981459 + Penalty 2941.725107 = -905519.256352 nChanged 182 SP:Iteration 11Q (1458.884591 sec): 3 clusters Score: Raw -908534.219447 + Penalty 2941.725107 = -905592.494341 nChanged 156 SP:Iteration 12Q (1458.942432 sec): 3 clusters Score: Raw -908592.941779 + Penalty 2941.725107 = -905651.216672 nChanged 138 SP:Iteration 13Q (1459.006941 sec): 3 clusters Score: Raw -908642.503571 + Penalty 2941.725107 = -905700.778464 nChanged 127 SP:Iteration 14Q (1459.070666 sec): 3 clusters Score: Raw -908685.768668 + Penalty 2941.725107 = -905744.043561 nChanged 114 SP:Iteration 15Q (1459.133175 sec): 3 clusters Score: Raw -908724.465792 + Penalty 2941.725107 = -905782.740686 nChanged 115 SP:Iteration 16Q (1459.194098 sec): 3 clusters Score: Raw -908764.877306 + Penalty 2941.725107 = -905823.152199 nChanged 105 SP:Iteration 17Q (1459.254056 sec): 3 clusters Score: Raw -908801.376713 + Penalty 2941.725107 = -905859.651606 nChanged 116 SP:Iteration 18Q (1459.313436 sec): 3 clusters Score: Raw -908846.978178 + Penalty 2941.725107 = -905905.253071 nChanged 133 SP:Iteration 19Q (1459.381565 sec): 3 clusters Score: Raw -908901.445566 + Penalty 2941.725107 = -905959.720459 nChanged 115 SP:Iteration 20F (1459.444513 sec): 3 clusters Score: Raw -908950.108950 + Penalty 2941.725107 = -906008.383843 nChanged 140 SP:Iteration 21Q (1459.490417 sec): 3 clusters Score: Raw -909016.016824 + Penalty 2941.725107 = -906074.291717 nChanged 138 SP:Iteration 22Q (1459.547283 sec): 3 clusters Score: Raw -909086.106095 + Penalty 2941.725107 = -906144.380988 nChanged 139 SP:Iteration 23Q (1459.602535 sec): 3 clusters Score: Raw -909164.052794 + Penalty 2941.725107 = -906222.327687 nChanged 118 SP:Iteration 24Q (1459.669001 sec): 3 clusters Score: Raw -909230.157654 + Penalty 2941.725107 = -906288.432548 nChanged 119 SP:Iteration 25Q (1459.733148 sec): 3 clusters Score: Raw -909292.531076 + Penalty 2941.725107 = -906350.805970 nChanged 103 SP:Iteration 26Q (1459.783673 sec): 3 clusters Score: Raw -909339.264752 + Penalty 2941.725107 = -906397.539645 nChanged 96 SP:Iteration 27Q (1459.857668 sec): 3 clusters Score: Raw -909385.581215 + Penalty 2941.725107 = -906443.856108 nChanged 83 SP:Iteration 28Q (1459.918808 sec): 3 clusters Score: Raw -909419.984424 + Penalty 2941.725107 = -906478.259317 nChanged 75 SP:Iteration 29Q (1459.968188 sec): 3 clusters Score: Raw -909454.564330 + Penalty 2941.725107 = -906512.839223 nChanged 70 SP:Iteration 30Q (1460.028970 sec): 3 clusters Score: Raw -909486.176007 + Penalty 2941.725107 = -906544.450900 nChanged 55 SP:Iteration 31Q (1460.101454 sec): 3 clusters Score: Raw -909511.717145 + Penalty 2941.725107 = -906569.992038 nChanged 52 SP:Iteration 32Q (1460.158832 sec): 3 clusters Score: Raw -909530.407969 + Penalty 2941.725107 = -906588.682863 nChanged 34 SP:Iteration 33Q (1460.226716 sec): 3 clusters Score: Raw -909541.653238 + Penalty 2941.725107 = -906599.928131 nChanged 30 SP:Iteration 34Q (1460.284250 sec): 3 clusters Score: Raw -909553.670710 + Penalty 2941.725107 = -906611.945603 nChanged 34 SP:Iteration 35Q (1460.336239 sec): 3 clusters Score: Raw -909563.459145 + Penalty 2941.725107 = -906621.734038 nChanged 30 SP:Iteration 36Q (1460.402207 sec): 3 clusters Score: Raw -909572.973446 + Penalty 2941.725107 = -906631.248339 nChanged 28 SP:Iteration 37Q (1460.454053 sec): 3 clusters Score: Raw -909580.469917 + Penalty 2941.725107 = -906638.744810 nChanged 28 SP:Iteration 38Q (1460.521747 sec): 3 clusters Score: Raw -909587.593374 + Penalty 2941.725107 = -906645.868268 nChanged 28 SP:Iteration 39Q (1460.569131 sec): 3 clusters Score: Raw -909595.036624 + Penalty 2941.725107 = -906653.311517 nChanged 19 SP:Iteration 40F (1460.637060 sec): 3 clusters Score: Raw -909599.484106 + Penalty 2941.725107 = -906657.759000 nChanged 17 SP:Iteration 41Q (1460.692010 sec): 3 clusters Score: Raw -909604.378576 + Penalty 2941.725107 = -906662.653469 nChanged 21 SP:Iteration 42Q (1460.760064 sec): 3 clusters Score: Raw -909608.645231 + Penalty 2941.725107 = -906666.920124 nChanged 15 SP:Iteration 43Q (1460.809609 sec): 3 clusters Score: Raw -909611.145673 + Penalty 2941.725107 = -906669.420567 nChanged 6 SP:Iteration 44Q (1460.866603 sec): 3 clusters Score: Raw -909612.640159 + Penalty 2941.725107 = -906670.915052 nChanged 12 SP:Iteration 45Q (1460.928846 sec): 3 clusters Score: Raw -909615.795209 + Penalty 2941.725107 = -906674.070102 nChanged 9 SP:Iteration 46Q (1460.988174 sec): 3 clusters Score: Raw -909618.486914 + Penalty 2941.725107 = -906676.761807 nChanged 10 SP:Iteration 47Q (1461.038375 sec): 3 clusters Score: Raw -909621.306542 + Penalty 2941.725107 = -906679.581436 nChanged 9 SP:Iteration 48Q (1461.108523 sec): 3 clusters Score: Raw -909623.432712 + Penalty 2941.725107 = -906681.707605 nChanged 10 SP:Iteration 49Q (1461.158618 sec): 3 clusters Score: Raw -909626.163843 + Penalty 2941.725107 = -906684.438736 nChanged 12 SP:Iteration 50Q (1461.215500 sec): 3 clusters Score: Raw -909630.079976 + Penalty 2941.725107 = -906688.354870 nChanged 11 SP:Iteration 51Q (1461.286138 sec): 3 clusters Score: Raw -909632.180004 + Penalty 2941.725107 = -906690.454898 nChanged 7 SP:Iteration 52Q (1461.347508 sec): 3 clusters Score: Raw -909633.563890 + Penalty 2941.725107 = -906691.838783 nChanged 4 SP:Iteration 53Q (1461.408370 sec): 3 clusters Score: Raw -909634.331630 + Penalty 2941.725107 = -906692.606524 nChanged 5 SP:Iteration 54Q (1461.469456 sec): 3 clusters Score: Raw -909635.428559 + Penalty 2941.725107 = -906693.703452 nChanged 9 SP:Iteration 55Q (1461.530261 sec): 3 clusters Score: Raw -909636.900691 + Penalty 2941.725107 = -906695.175585 nChanged 6 SP:Iteration 56Q (1461.586477 sec): 3 clusters Score: Raw -909637.929212 + Penalty 2941.725107 = -906696.204106 nChanged 4 SP:Iteration 57Q (1461.638182 sec): 3 clusters Score: Raw -909638.794901 + Penalty 2941.725107 = -906697.069795 nChanged 4 SP:Iteration 58Q (1461.706422 sec): 3 clusters Score: Raw -909639.536283 + Penalty 2941.725107 = -906697.811176 nChanged 4 SP:Iteration 59Q (1461.762733 sec): 3 clusters Score: Raw -909640.346270 + Penalty 2941.725107 = -906698.621163 nChanged 4 SP:Iteration 60F (1461.817878 sec): 3 clusters Score: Raw -909640.909757 + Penalty 2941.725107 = -906699.184651 nChanged 5 SP:Iteration 61Q (1461.884486 sec): 3 clusters Score: Raw -909641.890493 + Penalty 2941.725107 = -906700.165386 nChanged 2 SP:Iteration 62Q (1461.945922 sec): 3 clusters Score: Raw -909642.442439 + Penalty 2941.725107 = -906700.717332 nChanged 3 SP:Iteration 63Q (1462.010363 sec): 3 clusters Score: Raw -909643.095852 + Penalty 2941.725107 = -906701.370745 nChanged 3 SP:Iteration 64Q (1462.069981 sec): 3 clusters Score: Raw -909643.884296 + Penalty 2941.725107 = -906702.159189 nChanged 3 SP:Iteration 65Q (1462.120741 sec): 3 clusters Score: Raw -909644.498361 + Penalty 2941.725107 = -906702.773255 nChanged 1 SP:Iteration 66Q (1462.191317 sec): 3 clusters Score: Raw -909644.602999 + Penalty 2941.725107 = -906702.877892 nChanged 0 SP:Iteration 67F (1462.253049 sec): 3 clusters Score: Raw -909644.602999 + Penalty 2941.725107 = -906702.877892 nChanged 0 Trying to split cluster 41 (27964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1462.314541 sec): 2 clusters Score: Raw -3021975.711207 + Penalty 1663.784403 = -3020311.926805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1462.411968 sec): 3 clusters Score: Raw -3004725.701053 + Penalty 3327.568805 = -3001398.132247 nChanged 12825 SP:Iteration 1F (1462.510256 sec): 3 clusters Score: Raw -3012185.661213 + Penalty 3327.568805 = -3008858.092407 nChanged 1504 SP:Iteration 2F (1462.605810 sec): 3 clusters Score: Raw -3012842.286799 + Penalty 3327.568805 = -3009514.717994 nChanged 1513 SP:Iteration 3F (1462.699781 sec): 3 clusters Score: Raw -3013571.201123 + Penalty 3327.568805 = -3010243.632317 nChanged 1586 SP:Iteration 4F (1462.795267 sec): 3 clusters Score: Raw -3014418.451164 + Penalty 3327.568805 = -3011090.882359 nChanged 1627 SP:Iteration 5F (1462.890153 sec): 3 clusters Score: Raw -3015453.647651 + Penalty 3327.568805 = -3012126.078846 nChanged 1695 SP:Iteration 6F (1462.971389 sec): 3 clusters Score: Raw -3016711.247563 + Penalty 3327.568805 = -3013383.678757 nChanged 1738 SP:Iteration 7F (1463.072345 sec): 3 clusters Score: Raw -3018158.704220 + Penalty 3327.568805 = -3014831.135414 nChanged 1628 SP:Iteration 8F (1463.159822 sec): 3 clusters Score: Raw -3019571.414746 + Penalty 3327.568805 = -3016243.845941 nChanged 1478 SP:Iteration 9F (1463.249609 sec): 3 clusters Score: Raw -3020805.657124 + Penalty 3327.568805 = -3017478.088318 nChanged 1240 SP:Iteration 10Q (1463.346844 sec): 3 clusters Score: Raw -3021811.984535 + Penalty 3327.568805 = -3018484.415730 nChanged 1082 SP:Iteration 11Q (1463.439006 sec): 3 clusters Score: Raw -3022729.359166 + Penalty 3327.568805 = -3019401.790361 nChanged 1006 SP:Iteration 12Q (1463.533210 sec): 3 clusters Score: Raw -3023667.503124 + Penalty 3327.568805 = -3020339.934319 nChanged 931 SP:Iteration 13Q (1463.629792 sec): 3 clusters Score: Raw -3024478.148951 + Penalty 3327.568805 = -3021150.580146 nChanged 868 SP:Iteration 14Q (1463.717944 sec): 3 clusters Score: Raw -3025158.756767 + Penalty 3327.568805 = -3021831.187962 nChanged 748 SP:Iteration 15Q (1463.813010 sec): 3 clusters Score: Raw -3025696.853220 + Penalty 3327.568805 = -3022369.284414 nChanged 588 SP:Iteration 16Q (1463.892148 sec): 3 clusters Score: Raw -3026038.809240 + Penalty 3327.568805 = -3022711.240435 nChanged 434 SP:Iteration 17Q (1463.981355 sec): 3 clusters Score: Raw -3026223.861256 + Penalty 3327.568805 = -3022896.292450 nChanged 312 SP:Iteration 18Q (1464.070203 sec): 3 clusters Score: Raw -3026332.589784 + Penalty 3327.568805 = -3023005.020979 nChanged 235 SP:Iteration 19Q (1464.153929 sec): 3 clusters Score: Raw -3026391.358156 + Penalty 3327.568805 = -3023063.789350 nChanged 160 SP:Iteration 20F (1464.251456 sec): 3 clusters Score: Raw -3026437.715250 + Penalty 3327.568805 = -3023110.146444 nChanged 139 SP:Iteration 21Q (1464.336170 sec): 3 clusters Score: Raw -3026464.413915 + Penalty 3327.568805 = -3023136.845110 nChanged 101 SP:Iteration 22Q (1464.431515 sec): 3 clusters Score: Raw -3026480.421976 + Penalty 3327.568805 = -3023152.853171 nChanged 76 SP:Iteration 23Q (1464.526292 sec): 3 clusters Score: Raw -3026491.381311 + Penalty 3327.568805 = -3023163.812506 nChanged 57 SP:Iteration 24Q (1464.618603 sec): 3 clusters Score: Raw -3026497.273205 + Penalty 3327.568805 = -3023169.704399 nChanged 46 SP:Iteration 25Q (1464.711119 sec): 3 clusters Score: Raw -3026501.720794 + Penalty 3327.568805 = -3023174.151988 nChanged 35 SP:Iteration 26Q (1464.792845 sec): 3 clusters Score: Raw -3026504.809307 + Penalty 3327.568805 = -3023177.240501 nChanged 28 SP:Iteration 27Q (1464.889543 sec): 3 clusters Score: Raw -3026506.568193 + Penalty 3327.568805 = -3023178.999388 nChanged 17 SP:Iteration 28Q (1464.981003 sec): 3 clusters Score: Raw -3026507.492875 + Penalty 3327.568805 = -3023179.924069 nChanged 17 SP:Iteration 29Q (1465.059605 sec): 3 clusters Score: Raw -3026508.913217 + Penalty 3327.568805 = -3023181.344412 nChanged 27 SP:Iteration 30Q (1465.151710 sec): 3 clusters Score: Raw -3026511.198207 + Penalty 3327.568805 = -3023183.629402 nChanged 24 SP:Iteration 31Q (1465.245104 sec): 3 clusters Score: Raw -3026513.588400 + Penalty 3327.568805 = -3023186.019595 nChanged 30 SP:Iteration 32Q (1465.337288 sec): 3 clusters Score: Raw -3026515.742356 + Penalty 3327.568805 = -3023188.173550 nChanged 30 SP:Iteration 33Q (1465.416356 sec): 3 clusters Score: Raw -3026517.945890 + Penalty 3327.568805 = -3023190.377084 nChanged 29 SP:Iteration 34Q (1465.507843 sec): 3 clusters Score: Raw -3026519.839906 + Penalty 3327.568805 = -3023192.271101 nChanged 22 SP:Iteration 35Q (1465.600106 sec): 3 clusters Score: Raw -3026521.877719 + Penalty 3327.568805 = -3023194.308914 nChanged 29 SP:Iteration 36Q (1465.693625 sec): 3 clusters Score: Raw -3026525.374559 + Penalty 3327.568805 = -3023197.805754 nChanged 36 SP:Iteration 37Q (1465.778201 sec): 3 clusters Score: Raw -3026529.831889 + Penalty 3327.568805 = -3023202.263084 nChanged 43 SP:Iteration 38Q (1465.867402 sec): 3 clusters Score: Raw -3026536.128673 + Penalty 3327.568805 = -3023208.559868 nChanged 42 SP:Iteration 39Q (1465.958722 sec): 3 clusters Score: Raw -3026540.257202 + Penalty 3327.568805 = -3023212.688397 nChanged 43 SP:Iteration 40F (1466.051369 sec): 3 clusters Score: Raw -3026545.024697 + Penalty 3327.568805 = -3023217.455892 nChanged 40 SP:Iteration 41Q (1466.144711 sec): 3 clusters Score: Raw -3026549.143202 + Penalty 3327.568805 = -3023221.574397 nChanged 32 SP:Iteration 42Q (1466.235773 sec): 3 clusters Score: Raw -3026552.921740 + Penalty 3327.568805 = -3023225.352935 nChanged 41 SP:Iteration 43Q (1466.319514 sec): 3 clusters Score: Raw -3026556.781628 + Penalty 3327.568805 = -3023229.212822 nChanged 39 SP:Iteration 44Q (1466.401271 sec): 3 clusters Score: Raw -3026560.549071 + Penalty 3327.568805 = -3023232.980265 nChanged 46 SP:Iteration 45Q (1466.490827 sec): 3 clusters Score: Raw -3026565.573837 + Penalty 3327.568805 = -3023238.005031 nChanged 41 SP:Iteration 46Q (1466.580862 sec): 3 clusters Score: Raw -3026569.310790 + Penalty 3327.568805 = -3023241.741984 nChanged 37 SP:Iteration 47Q (1466.667232 sec): 3 clusters Score: Raw -3026572.703731 + Penalty 3327.568805 = -3023245.134926 nChanged 44 SP:Iteration 48Q (1466.762519 sec): 3 clusters Score: Raw -3026577.759937 + Penalty 3327.568805 = -3023250.191132 nChanged 54 SP:Iteration 49Q (1466.852604 sec): 3 clusters Score: Raw -3026584.367041 + Penalty 3327.568805 = -3023256.798236 nChanged 48 SP:Iteration 50Q (1466.943186 sec): 3 clusters Score: Raw -3026589.213859 + Penalty 3327.568805 = -3023261.645054 nChanged 42 SP:Iteration 51Q (1467.030823 sec): 3 clusters Score: Raw -3026593.923048 + Penalty 3327.568805 = -3023266.354242 nChanged 48 SP:Iteration 52Q (1467.113087 sec): 3 clusters Score: Raw -3026599.926459 + Penalty 3327.568805 = -3023272.357653 nChanged 63 SP:Iteration 53Q (1467.200805 sec): 3 clusters Score: Raw -3026608.053782 + Penalty 3327.568805 = -3023280.484976 nChanged 67 SP:Iteration 54Q (1467.292466 sec): 3 clusters Score: Raw -3026615.760192 + Penalty 3327.568805 = -3023288.191387 nChanged 52 SP:Iteration 55Q (1467.376409 sec): 3 clusters Score: Raw -3026622.764776 + Penalty 3327.568805 = -3023295.195970 nChanged 58 SP:Iteration 56Q (1467.472227 sec): 3 clusters Score: Raw -3026630.966272 + Penalty 3327.568805 = -3023303.397466 nChanged 62 SP:Iteration 57Q (1467.567732 sec): 3 clusters Score: Raw -3026640.866132 + Penalty 3327.568805 = -3023313.297326 nChanged 64 SP:Iteration 58Q (1467.653987 sec): 3 clusters Score: Raw -3026651.055145 + Penalty 3327.568805 = -3023323.486339 nChanged 74 SP:Iteration 59Q (1467.745884 sec): 3 clusters Score: Raw -3026664.977138 + Penalty 3327.568805 = -3023337.408333 nChanged 88 SP:Iteration 60F (1467.837650 sec): 3 clusters Score: Raw -3026680.088920 + Penalty 3327.568805 = -3023352.520115 nChanged 79 SP:Iteration 61Q (1467.926878 sec): 3 clusters Score: Raw -3026692.404674 + Penalty 3327.568805 = -3023364.835869 nChanged 85 SP:Iteration 62Q (1468.022001 sec): 3 clusters Score: Raw -3026706.744686 + Penalty 3327.568805 = -3023379.175881 nChanged 93 SP:Iteration 63Q (1468.112993 sec): 3 clusters Score: Raw -3026721.847081 + Penalty 3327.568805 = -3023394.278276 nChanged 85 SP:Iteration 64Q (1468.188563 sec): 3 clusters Score: Raw -3026736.354271 + Penalty 3327.568805 = -3023408.785465 nChanged 104 SP:Iteration 65Q (1468.287336 sec): 3 clusters Score: Raw -3026755.006392 + Penalty 3327.568805 = -3023427.437587 nChanged 125 SP:Iteration 66Q (1468.380294 sec): 3 clusters Score: Raw -3026780.313845 + Penalty 3327.568805 = -3023452.745039 nChanged 124 SP:Iteration 67Q (1468.465898 sec): 3 clusters Score: Raw -3026801.820031 + Penalty 3327.568805 = -3023474.251226 nChanged 114 SP:Iteration 68Q (1468.553313 sec): 3 clusters Score: Raw -3026824.322048 + Penalty 3327.568805 = -3023496.753242 nChanged 117 SP:Iteration 69Q (1468.642141 sec): 3 clusters Score: Raw -3026846.653684 + Penalty 3327.568805 = -3023519.084878 nChanged 118 SP:Iteration 70Q (1468.742662 sec): 3 clusters Score: Raw -3026870.887838 + Penalty 3327.568805 = -3023543.319032 nChanged 132 SP:Iteration 71Q (1468.820038 sec): 3 clusters Score: Raw -3026896.987396 + Penalty 3327.568805 = -3023569.418590 nChanged 125 SP:Iteration 72Q (1468.909297 sec): 3 clusters Score: Raw -3026927.060235 + Penalty 3327.568805 = -3023599.491430 nChanged 139 SP:Iteration 73Q (1469.004113 sec): 3 clusters Score: Raw -3026957.194885 + Penalty 3327.568805 = -3023629.626079 nChanged 124 SP:Iteration 74Q (1469.086496 sec): 3 clusters Score: Raw -3026981.402149 + Penalty 3327.568805 = -3023653.833343 nChanged 119 SP:Iteration 75Q (1469.171976 sec): 3 clusters Score: Raw -3027000.185076 + Penalty 3327.568805 = -3023672.616271 nChanged 100 SP:Iteration 76Q (1469.271088 sec): 3 clusters Score: Raw -3027016.876810 + Penalty 3327.568805 = -3023689.308005 nChanged 120 SP:Iteration 77Q (1469.364140 sec): 3 clusters Score: Raw -3027036.799184 + Penalty 3327.568805 = -3023709.230379 nChanged 111 SP:Iteration 78Q (1469.445638 sec): 3 clusters Score: Raw -3027054.691811 + Penalty 3327.568805 = -3023727.123005 nChanged 110 SP:Iteration 79Q (1469.532565 sec): 3 clusters Score: Raw -3027071.053693 + Penalty 3327.568805 = -3023743.484888 nChanged 96 SP:Iteration 80F (1469.618345 sec): 3 clusters Score: Raw -3027087.099250 + Penalty 3327.568805 = -3023759.530444 nChanged 105 SP:Iteration 81Q (1469.706237 sec): 3 clusters Score: Raw -3027104.765936 + Penalty 3327.568805 = -3023777.197130 nChanged 90 SP:Iteration 82Q (1469.797877 sec): 3 clusters Score: Raw -3027118.677096 + Penalty 3327.568805 = -3023791.108290 nChanged 95 SP:Iteration 83Q (1469.893691 sec): 3 clusters Score: Raw -3027132.250065 + Penalty 3327.568805 = -3023804.681259 nChanged 73 SP:Iteration 84Q (1469.979541 sec): 3 clusters Score: Raw -3027141.629763 + Penalty 3327.568805 = -3023814.060958 nChanged 60 SP:Iteration 85Q (1470.068621 sec): 3 clusters Score: Raw -3027148.038194 + Penalty 3327.568805 = -3023820.469388 nChanged 57 SP:Iteration 86Q (1470.158154 sec): 3 clusters Score: Raw -3027153.996836 + Penalty 3327.568805 = -3023826.428030 nChanged 54 SP:Iteration 87Q (1470.243320 sec): 3 clusters Score: Raw -3027158.580842 + Penalty 3327.568805 = -3023831.012036 nChanged 39 SP:Iteration 88Q (1470.339402 sec): 3 clusters Score: Raw -3027161.116957 + Penalty 3327.568805 = -3023833.548151 nChanged 30 SP:Iteration 89Q (1470.424454 sec): 3 clusters Score: Raw -3027162.698818 + Penalty 3327.568805 = -3023835.130013 nChanged 23 SP:Iteration 90Q (1470.509461 sec): 3 clusters Score: Raw -3027164.379083 + Penalty 3327.568805 = -3023836.810278 nChanged 21 SP:Iteration 91Q (1470.599015 sec): 3 clusters Score: Raw -3027165.426396 + Penalty 3327.568805 = -3023837.857590 nChanged 11 SP:Iteration 92Q (1470.687313 sec): 3 clusters Score: Raw -3027165.899153 + Penalty 3327.568805 = -3023838.330348 nChanged 9 SP:Iteration 93Q (1470.782311 sec): 3 clusters Score: Raw -3027166.173133 + Penalty 3327.568805 = -3023838.604328 nChanged 4 SP:Iteration 94Q (1470.868253 sec): 3 clusters Score: Raw -3027166.302189 + Penalty 3327.568805 = -3023838.733383 nChanged 2 SP:Iteration 95Q (1470.954357 sec): 3 clusters Score: Raw -3027166.395455 + Penalty 3327.568805 = -3023838.826650 nChanged 1 SP:Iteration 96Q (1471.038355 sec): 3 clusters Score: Raw -3027166.418624 + Penalty 3327.568805 = -3023838.849819 nChanged 1 SP:Iteration 97Q (1471.123368 sec): 3 clusters Score: Raw -3027166.475193 + Penalty 3327.568805 = -3023838.906387 nChanged 1 SP:Iteration 98Q (1471.215652 sec): 3 clusters Score: Raw -3027166.523708 + Penalty 3327.568805 = -3023838.954903 nChanged 2 SP:Iteration 99Q (1471.308301 sec): 3 clusters Score: Raw -3027166.601114 + Penalty 3327.568805 = -3023839.032309 nChanged 0 SP:Iteration 100F (1471.393164 sec): 3 clusters Score: Raw -3027166.601114 + Penalty 3327.568805 = -3023839.032309 nChanged 0 Score: Raw -50081696.715505 + Penalty 95846.867654 = -49985849.847851 Splitting cluster 41 changes total score from -49982204.457211 to -49985849.847851 So it's getting split into cluster 45. Trying to split cluster 42 (9752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1485.474873 sec): 2 clusters Score: Raw -1009837.307788 + Penalty 1492.599497 = -1008344.708292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1485.540710 sec): 3 clusters Score: Raw -1004275.929806 + Penalty 2985.198993 = -1001290.730813 nChanged 4261 SP:Iteration 1F (1485.603609 sec): 3 clusters Score: Raw -1006537.437353 + Penalty 2985.198993 = -1003552.238360 nChanged 641 SP:Iteration 2F (1485.658558 sec): 3 clusters Score: Raw -1006922.243627 + Penalty 2985.198993 = -1003937.044634 nChanged 713 SP:Iteration 3F (1485.719306 sec): 3 clusters Score: Raw -1007422.131907 + Penalty 2985.198993 = -1004436.932914 nChanged 705 SP:Iteration 4F (1485.781406 sec): 3 clusters Score: Raw -1007959.773959 + Penalty 2985.198993 = -1004974.574966 nChanged 708 SP:Iteration 5F (1485.842949 sec): 3 clusters Score: Raw -1008490.780641 + Penalty 2985.198993 = -1005505.581648 nChanged 570 SP:Iteration 6F (1485.919557 sec): 3 clusters Score: Raw -1008920.583882 + Penalty 2985.198993 = -1005935.384889 nChanged 458 SP:Iteration 7Q (1485.984183 sec): 3 clusters Score: Raw -1009235.229126 + Penalty 2985.198993 = -1006250.030133 nChanged 362 SP:Iteration 8Q (1486.048391 sec): 3 clusters Score: Raw -1009483.978663 + Penalty 2985.198993 = -1006498.779670 nChanged 257 SP:Iteration 9Q (1486.113470 sec): 3 clusters Score: Raw -1009663.992865 + Penalty 2985.198993 = -1006678.793872 nChanged 217 SP:Iteration 10Q (1486.178178 sec): 3 clusters Score: Raw -1009849.241865 + Penalty 2985.198993 = -1006864.042872 nChanged 206 SP:Iteration 11Q (1486.239154 sec): 3 clusters Score: Raw -1010030.655258 + Penalty 2985.198993 = -1007045.456265 nChanged 190 SP:Iteration 12Q (1486.295766 sec): 3 clusters Score: Raw -1010194.960246 + Penalty 2985.198993 = -1007209.761253 nChanged 178 SP:Iteration 13Q (1486.367009 sec): 3 clusters Score: Raw -1010321.811407 + Penalty 2985.198993 = -1007336.612414 nChanged 161 SP:Iteration 14Q (1486.427317 sec): 3 clusters Score: Raw -1010447.113493 + Penalty 2985.198993 = -1007461.914500 nChanged 140 SP:Iteration 15Q (1486.488134 sec): 3 clusters Score: Raw -1010530.731499 + Penalty 2985.198993 = -1007545.532506 nChanged 112 SP:Iteration 16Q (1486.552398 sec): 3 clusters Score: Raw -1010578.544318 + Penalty 2985.198993 = -1007593.345324 nChanged 84 SP:Iteration 17Q (1486.619397 sec): 3 clusters Score: Raw -1010614.180367 + Penalty 2985.198993 = -1007628.981374 nChanged 88 SP:Iteration 18Q (1486.668378 sec): 3 clusters Score: Raw -1010650.181840 + Penalty 2985.198993 = -1007664.982847 nChanged 89 SP:Iteration 19Q (1486.725156 sec): 3 clusters Score: Raw -1010688.883460 + Penalty 2985.198993 = -1007703.684467 nChanged 85 SP:Iteration 20F (1486.796910 sec): 3 clusters Score: Raw -1010720.886332 + Penalty 2985.198993 = -1007735.687339 nChanged 79 SP:Iteration 21Q (1486.852058 sec): 3 clusters Score: Raw -1010752.966961 + Penalty 2985.198993 = -1007767.767968 nChanged 70 SP:Iteration 22Q (1486.923667 sec): 3 clusters Score: Raw -1010780.103248 + Penalty 2985.198993 = -1007794.904254 nChanged 79 SP:Iteration 23Q (1486.985221 sec): 3 clusters Score: Raw -1010815.440069 + Penalty 2985.198993 = -1007830.241076 nChanged 70 SP:Iteration 24Q (1487.052366 sec): 3 clusters Score: Raw -1010843.448997 + Penalty 2985.198993 = -1007858.250004 nChanged 66 SP:Iteration 25Q (1487.108470 sec): 3 clusters Score: Raw -1010871.666952 + Penalty 2985.198993 = -1007886.467959 nChanged 66 SP:Iteration 26Q (1487.161976 sec): 3 clusters Score: Raw -1010893.691238 + Penalty 2985.198993 = -1007908.492245 nChanged 62 SP:Iteration 27Q (1487.228208 sec): 3 clusters Score: Raw -1010910.871110 + Penalty 2985.198993 = -1007925.672117 nChanged 44 SP:Iteration 28Q (1487.285469 sec): 3 clusters Score: Raw -1010924.917080 + Penalty 2985.198993 = -1007939.718087 nChanged 45 SP:Iteration 29Q (1487.336846 sec): 3 clusters Score: Raw -1010936.601683 + Penalty 2985.198993 = -1007951.402690 nChanged 35 SP:Iteration 30Q (1487.405649 sec): 3 clusters Score: Raw -1010946.119534 + Penalty 2985.198993 = -1007960.920540 nChanged 29 SP:Iteration 31Q (1487.458475 sec): 3 clusters Score: Raw -1010954.682465 + Penalty 2985.198993 = -1007969.483471 nChanged 37 SP:Iteration 32Q (1487.524290 sec): 3 clusters Score: Raw -1010966.028180 + Penalty 2985.198993 = -1007980.829187 nChanged 39 SP:Iteration 33Q (1487.577450 sec): 3 clusters Score: Raw -1010976.472420 + Penalty 2985.198993 = -1007991.273427 nChanged 27 SP:Iteration 34Q (1487.637398 sec): 3 clusters Score: Raw -1010983.149166 + Penalty 2985.198993 = -1007997.950172 nChanged 30 SP:Iteration 35Q (1487.706967 sec): 3 clusters Score: Raw -1010990.682989 + Penalty 2985.198993 = -1008005.483996 nChanged 29 SP:Iteration 36Q (1487.761207 sec): 3 clusters Score: Raw -1010997.714021 + Penalty 2985.198993 = -1008012.515028 nChanged 21 SP:Iteration 37Q (1487.832512 sec): 3 clusters Score: Raw -1011000.725332 + Penalty 2985.198993 = -1008015.526339 nChanged 11 SP:Iteration 38Q (1487.895780 sec): 3 clusters Score: Raw -1011002.997162 + Penalty 2985.198993 = -1008017.798168 nChanged 14 SP:Iteration 39Q (1487.947141 sec): 3 clusters Score: Raw -1011007.095344 + Penalty 2985.198993 = -1008021.896351 nChanged 25 SP:Iteration 40F (1488.019142 sec): 3 clusters Score: Raw -1011014.115003 + Penalty 2985.198993 = -1008028.916010 nChanged 25 SP:Iteration 41Q (1488.078821 sec): 3 clusters Score: Raw -1011019.822512 + Penalty 2985.198993 = -1008034.623519 nChanged 17 SP:Iteration 42Q (1488.136039 sec): 3 clusters Score: Raw -1011022.905203 + Penalty 2985.198993 = -1008037.706210 nChanged 8 SP:Iteration 43Q (1488.193742 sec): 3 clusters Score: Raw -1011024.348669 + Penalty 2985.198993 = -1008039.149675 nChanged 7 SP:Iteration 44Q (1488.243461 sec): 3 clusters Score: Raw -1011025.213318 + Penalty 2985.198993 = -1008040.014325 nChanged 1 SP:Iteration 45Q (1488.304609 sec): 3 clusters Score: Raw -1011025.340067 + Penalty 2985.198993 = -1008040.141074 nChanged 2 SP:Iteration 46Q (1488.364102 sec): 3 clusters Score: Raw -1011025.468163 + Penalty 2985.198993 = -1008040.269170 nChanged 2 SP:Iteration 47Q (1488.421559 sec): 3 clusters Score: Raw -1011025.630126 + Penalty 2985.198993 = -1008040.431133 nChanged 2 SP:Iteration 48Q (1488.486305 sec): 3 clusters Score: Raw -1011025.761211 + Penalty 2985.198993 = -1008040.562218 nChanged 0 SP:Iteration 49F (1488.540272 sec): 3 clusters Score: Raw -1011025.761211 + Penalty 2985.198993 = -1008040.562218 nChanged 0 Trying to split cluster 43 (4956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1488.573713 sec): 2 clusters Score: Raw -530965.136125 + Penalty 1382.607564 = -529582.528561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1488.620436 sec): 3 clusters Score: Raw -528385.562609 + Penalty 2765.215129 = -525620.347480 nChanged 1971 SP:Iteration 1F (1488.681777 sec): 3 clusters Score: Raw -529452.207274 + Penalty 2765.215129 = -526686.992146 nChanged 399 SP:Iteration 2F (1488.734903 sec): 3 clusters Score: Raw -529685.699231 + Penalty 2765.215129 = -526920.484102 nChanged 301 SP:Iteration 3F (1488.791441 sec): 3 clusters Score: Raw -529861.703685 + Penalty 2765.215129 = -527096.488556 nChanged 285 SP:Iteration 4F (1488.841132 sec): 3 clusters Score: Raw -530039.934578 + Penalty 2765.215129 = -527274.719450 nChanged 228 SP:Iteration 5Q (1488.893072 sec): 3 clusters Score: Raw -530185.682738 + Penalty 2765.215129 = -527420.467609 nChanged 208 SP:Iteration 6Q (1488.956295 sec): 3 clusters Score: Raw -530342.789047 + Penalty 2765.215129 = -527577.573918 nChanged 218 SP:Iteration 7Q (1488.993739 sec): 3 clusters Score: Raw -530530.961059 + Penalty 2765.215129 = -527765.745930 nChanged 226 SP:Iteration 8Q (1489.048702 sec): 3 clusters Score: Raw -530724.671226 + Penalty 2765.215129 = -527959.456097 nChanged 168 SP:Iteration 9Q (1489.107566 sec): 3 clusters Score: Raw -530846.382244 + Penalty 2765.215129 = -528081.167115 nChanged 105 SP:Iteration 10Q (1489.165297 sec): 3 clusters Score: Raw -530909.920376 + Penalty 2765.215129 = -528144.705247 nChanged 85 SP:Iteration 11Q (1489.216375 sec): 3 clusters Score: Raw -530958.968252 + Penalty 2765.215129 = -528193.753123 nChanged 62 SP:Iteration 12Q (1489.271782 sec): 3 clusters Score: Raw -530989.836769 + Penalty 2765.215129 = -528224.621640 nChanged 51 SP:Iteration 13Q (1489.326692 sec): 3 clusters Score: Raw -531012.657227 + Penalty 2765.215129 = -528247.442098 nChanged 37 SP:Iteration 14Q (1489.370891 sec): 3 clusters Score: Raw -531030.578560 + Penalty 2765.215129 = -528265.363431 nChanged 25 SP:Iteration 15Q (1489.430984 sec): 3 clusters Score: Raw -531042.665569 + Penalty 2765.215129 = -528277.450440 nChanged 33 SP:Iteration 16Q (1489.483699 sec): 3 clusters Score: Raw -531061.188958 + Penalty 2765.215129 = -528295.973829 nChanged 20 SP:Iteration 17Q (1489.531989 sec): 3 clusters Score: Raw -531071.091782 + Penalty 2765.215129 = -528305.876653 nChanged 21 SP:Iteration 18Q (1489.586458 sec): 3 clusters Score: Raw -531079.896685 + Penalty 2765.215129 = -528314.681556 nChanged 18 SP:Iteration 19Q (1489.639648 sec): 3 clusters Score: Raw -531090.912053 + Penalty 2765.215129 = -528325.696924 nChanged 25 SP:Iteration 20F (1489.692095 sec): 3 clusters Score: Raw -531102.788715 + Penalty 2765.215129 = -528337.573586 nChanged 17 SP:Iteration 21Q (1489.741543 sec): 3 clusters Score: Raw -531108.302837 + Penalty 2765.215129 = -528343.087708 nChanged 14 SP:Iteration 22Q (1489.807796 sec): 3 clusters Score: Raw -531115.124634 + Penalty 2765.215129 = -528349.909506 nChanged 13 SP:Iteration 23Q (1489.862456 sec): 3 clusters Score: Raw -531120.440494 + Penalty 2765.215129 = -528355.225366 nChanged 10 SP:Iteration 24Q (1489.902128 sec): 3 clusters Score: Raw -531123.743435 + Penalty 2765.215129 = -528358.528306 nChanged 4 SP:Iteration 25Q (1489.955347 sec): 3 clusters Score: Raw -531125.497915 + Penalty 2765.215129 = -528360.282786 nChanged 8 SP:Iteration 26Q (1490.000468 sec): 3 clusters Score: Raw -531128.173432 + Penalty 2765.215129 = -528362.958303 nChanged 2 SP:Iteration 27Q (1490.064396 sec): 3 clusters Score: Raw -531128.947838 + Penalty 2765.215129 = -528363.732709 nChanged 2 SP:Iteration 28Q (1490.116469 sec): 3 clusters Score: Raw -531130.377016 + Penalty 2765.215129 = -528365.161887 nChanged 4 SP:Iteration 29Q (1490.167213 sec): 3 clusters Score: Raw -531131.672690 + Penalty 2765.215129 = -528366.457562 nChanged 6 SP:Iteration 30Q (1490.210237 sec): 3 clusters Score: Raw -531134.304396 + Penalty 2765.215129 = -528369.089267 nChanged 4 SP:Iteration 31Q (1490.262332 sec): 3 clusters Score: Raw -531135.790489 + Penalty 2765.215129 = -528370.575360 nChanged 5 SP:Iteration 32Q (1490.322926 sec): 3 clusters Score: Raw -531137.259950 + Penalty 2765.215129 = -528372.044821 nChanged 2 SP:Iteration 33Q (1490.368467 sec): 3 clusters Score: Raw -531138.446127 + Penalty 2765.215129 = -528373.230998 nChanged 2 SP:Iteration 34Q (1490.415471 sec): 3 clusters Score: Raw -531139.128300 + Penalty 2765.215129 = -528373.913171 nChanged 3 SP:Iteration 35Q (1490.467875 sec): 3 clusters Score: Raw -531140.035047 + Penalty 2765.215129 = -528374.819918 nChanged 1 SP:Iteration 36Q (1490.524489 sec): 3 clusters Score: Raw -531140.199397 + Penalty 2765.215129 = -528374.984268 nChanged 0 SP:Iteration 37F (1490.570772 sec): 3 clusters Score: Raw -531140.199397 + Penalty 2765.215129 = -528374.984268 nChanged 0 Trying to split cluster 44 (6085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1490.598190 sec): 2 clusters Score: Raw -650964.607325 + Penalty 1415.957076 = -649548.650249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1490.658602 sec): 3 clusters Score: Raw -647724.088182 + Penalty 2831.914152 = -644892.174031 nChanged 2491 SP:Iteration 1F (1490.714279 sec): 3 clusters Score: Raw -649126.881878 + Penalty 2831.914152 = -646294.967726 nChanged 408 SP:Iteration 2F (1490.774514 sec): 3 clusters Score: Raw -649326.492933 + Penalty 2831.914152 = -646494.578782 nChanged 293 SP:Iteration 3Q (1490.826110 sec): 3 clusters Score: Raw -649458.189772 + Penalty 2831.914152 = -646626.275620 nChanged 234 SP:Iteration 4Q (1490.890796 sec): 3 clusters Score: Raw -649548.221534 + Penalty 2831.914152 = -646716.307382 nChanged 197 SP:Iteration 5Q (1490.946782 sec): 3 clusters Score: Raw -649635.456417 + Penalty 2831.914152 = -646803.542265 nChanged 177 SP:Iteration 6Q (1491.006605 sec): 3 clusters Score: Raw -649700.024182 + Penalty 2831.914152 = -646868.110031 nChanged 167 SP:Iteration 7Q (1491.061170 sec): 3 clusters Score: Raw -649760.427534 + Penalty 2831.914152 = -646928.513382 nChanged 164 SP:Iteration 8Q (1491.120431 sec): 3 clusters Score: Raw -649830.366280 + Penalty 2831.914152 = -646998.452128 nChanged 152 SP:Iteration 9Q (1491.177615 sec): 3 clusters Score: Raw -649890.682026 + Penalty 2831.914152 = -647058.767875 nChanged 148 SP:Iteration 10Q (1491.234528 sec): 3 clusters Score: Raw -649953.889617 + Penalty 2831.914152 = -647121.975465 nChanged 152 SP:Iteration 11Q (1491.286810 sec): 3 clusters Score: Raw -650028.763647 + Penalty 2831.914152 = -647196.849495 nChanged 174 SP:Iteration 12Q (1491.347572 sec): 3 clusters Score: Raw -650116.535806 + Penalty 2831.914152 = -647284.621654 nChanged 152 SP:Iteration 13Q (1491.390557 sec): 3 clusters Score: Raw -650200.667027 + Penalty 2831.914152 = -647368.752875 nChanged 148 SP:Iteration 14Q (1491.446297 sec): 3 clusters Score: Raw -650281.062409 + Penalty 2831.914152 = -647449.148257 nChanged 150 SP:Iteration 15Q (1491.502459 sec): 3 clusters Score: Raw -650369.108491 + Penalty 2831.914152 = -647537.194340 nChanged 145 SP:Iteration 16Q (1491.561179 sec): 3 clusters Score: Raw -650453.960105 + Penalty 2831.914152 = -647622.045953 nChanged 122 SP:Iteration 17Q (1491.613838 sec): 3 clusters Score: Raw -650526.134840 + Penalty 2831.914152 = -647694.220689 nChanged 124 SP:Iteration 18Q (1491.662147 sec): 3 clusters Score: Raw -650599.465713 + Penalty 2831.914152 = -647767.551562 nChanged 115 SP:Iteration 19Q (1491.715497 sec): 3 clusters Score: Raw -650677.535339 + Penalty 2831.914152 = -647845.621187 nChanged 93 SP:Iteration 20F (1491.780025 sec): 3 clusters Score: Raw -650742.767601 + Penalty 2831.914152 = -647910.853450 nChanged 94 SP:Iteration 21Q (1491.833354 sec): 3 clusters Score: Raw -650803.255933 + Penalty 2831.914152 = -647971.341781 nChanged 78 SP:Iteration 22Q (1491.897593 sec): 3 clusters Score: Raw -650858.262048 + Penalty 2831.914152 = -648026.347897 nChanged 73 SP:Iteration 23Q (1491.949059 sec): 3 clusters Score: Raw -650909.444174 + Penalty 2831.914152 = -648077.530022 nChanged 50 SP:Iteration 24Q (1491.995488 sec): 3 clusters Score: Raw -650943.270483 + Penalty 2831.914152 = -648111.356331 nChanged 43 SP:Iteration 25Q (1492.057645 sec): 3 clusters Score: Raw -650974.172928 + Penalty 2831.914152 = -648142.258776 nChanged 36 SP:Iteration 26Q (1492.114503 sec): 3 clusters Score: Raw -651003.937653 + Penalty 2831.914152 = -648172.023502 nChanged 33 SP:Iteration 27Q (1492.155827 sec): 3 clusters Score: Raw -651030.645992 + Penalty 2831.914152 = -648198.731840 nChanged 25 SP:Iteration 28Q (1492.218298 sec): 3 clusters Score: Raw -651047.032661 + Penalty 2831.914152 = -648215.118509 nChanged 23 SP:Iteration 29Q (1492.271993 sec): 3 clusters Score: Raw -651062.010281 + Penalty 2831.914152 = -648230.096129 nChanged 12 SP:Iteration 30Q (1492.327609 sec): 3 clusters Score: Raw -651070.349012 + Penalty 2831.914152 = -648238.434861 nChanged 15 SP:Iteration 31Q (1492.372948 sec): 3 clusters Score: Raw -651079.246558 + Penalty 2831.914152 = -648247.332406 nChanged 12 SP:Iteration 32Q (1492.435682 sec): 3 clusters Score: Raw -651085.294668 + Penalty 2831.914152 = -648253.380516 nChanged 9 SP:Iteration 33Q (1492.486799 sec): 3 clusters Score: Raw -651089.832751 + Penalty 2831.914152 = -648257.918599 nChanged 10 SP:Iteration 34Q (1492.533668 sec): 3 clusters Score: Raw -651095.124403 + Penalty 2831.914152 = -648263.210251 nChanged 9 SP:Iteration 35Q (1492.588665 sec): 3 clusters Score: Raw -651101.975012 + Penalty 2831.914152 = -648270.060860 nChanged 12 SP:Iteration 36Q (1492.648722 sec): 3 clusters Score: Raw -651110.020673 + Penalty 2831.914152 = -648278.106521 nChanged 10 SP:Iteration 37Q (1492.699327 sec): 3 clusters Score: Raw -651120.080805 + Penalty 2831.914152 = -648288.166654 nChanged 9 SP:Iteration 38Q (1492.750577 sec): 3 clusters Score: Raw -651126.317263 + Penalty 2831.914152 = -648294.403111 nChanged 8 SP:Iteration 39Q (1492.804467 sec): 3 clusters Score: Raw -651132.295040 + Penalty 2831.914152 = -648300.380888 nChanged 7 SP:Iteration 40F (1492.854052 sec): 3 clusters Score: Raw -651138.425177 + Penalty 2831.914152 = -648306.511025 nChanged 8 SP:Iteration 41Q (1492.909243 sec): 3 clusters Score: Raw -651143.346412 + Penalty 2831.914152 = -648311.432260 nChanged 2 SP:Iteration 42Q (1492.971501 sec): 3 clusters Score: Raw -651144.365932 + Penalty 2831.914152 = -648312.451780 nChanged 0 SP:Iteration 43F (1493.006390 sec): 3 clusters Score: Raw -651144.365932 + Penalty 2831.914152 = -648312.451780 nChanged 0 Iteration 139Q (1499.068969 sec): 46 clusters Score: Raw -50083235.769164 + Penalty 95846.867654 = -49987388.901510 nChanged 3353 Iteration 140F (1512.845086 sec): 46 clusters Score: Raw -50084572.991677 + Penalty 95846.867654 = -49988726.124023 nChanged 2833 Iteration 141Q (1518.310015 sec): 46 clusters Score: Raw -50085213.190822 + Penalty 95846.867654 = -49989366.323168 nChanged 1720 Iteration 142Q (1523.999987 sec): 46 clusters Score: Raw -50085479.110181 + Penalty 95846.867654 = -49989632.242527 nChanged 1334 Iteration 143Q (1529.198057 sec): 46 clusters Score: Raw -50085637.495058 + Penalty 95846.867654 = -49989790.627404 nChanged 1101 Iteration 144Q (1534.809250 sec): 46 clusters Score: Raw -50085756.986913 + Penalty 95846.867654 = -49989910.119259 nChanged 999 Iteration 145Q (1540.417455 sec): 46 clusters Score: Raw -50085859.973445 + Penalty 95846.867654 = -49990013.105791 nChanged 894 Iteration 146Q (1545.993843 sec): 46 clusters Score: Raw -50085949.215386 + Penalty 95846.867654 = -49990102.347732 nChanged 808 Iteration 147Q (1551.835770 sec): 46 clusters Score: Raw -50086028.632160 + Penalty 95846.867654 = -49990181.764506 nChanged 799 Iteration 148Q (1557.509253 sec): 46 clusters Score: Raw -50086099.900424 + Penalty 95846.867654 = -49990253.032770 nChanged 706 Iteration 149Q (1563.206364 sec): 46 clusters Score: Raw -50086162.158152 + Penalty 95846.867654 = -49990315.290498 nChanged 650 Iteration 150Q (1568.648829 sec): 46 clusters Score: Raw -50086220.224849 + Penalty 95846.867654 = -49990373.357195 nChanged 589 Iteration 151Q (1574.329340 sec): 46 clusters Score: Raw -50086269.264962 + Penalty 95846.867654 = -49990422.397308 nChanged 523 Iteration 152Q (1579.951494 sec): 46 clusters Score: Raw -50086307.028244 + Penalty 95846.867654 = -49990460.160590 nChanged 523 Iteration 153Q (1585.673939 sec): 46 clusters Score: Raw -50086345.072190 + Penalty 95846.867654 = -49990498.204536 nChanged 462 Iteration 154Q (1591.148176 sec): 46 clusters Score: Raw -50086378.054324 + Penalty 95846.867654 = -49990531.186670 nChanged 462 Iteration 155Q (1596.429051 sec): 46 clusters Score: Raw -50086407.556273 + Penalty 95846.867654 = -49990560.688619 nChanged 435 Iteration 156Q (1601.789533 sec): 46 clusters Score: Raw -50086435.079426 + Penalty 95846.867654 = -49990588.211772 nChanged 375 Iteration 157Q (1607.378437 sec): 46 clusters Score: Raw -50086458.417815 + Penalty 95846.867654 = -49990611.550161 nChanged 371 Iteration 158Q (1612.818365 sec): 46 clusters Score: Raw -50086481.443356 + Penalty 95846.867654 = -49990634.575702 nChanged 380 Iteration 159Q (1618.278469 sec): 46 clusters Score: Raw -50086505.254284 + Penalty 95846.867654 = -49990658.386630 nChanged 368 Iteration 160F (1631.959676 sec): 46 clusters Score: Raw -50086529.611330 + Penalty 95846.867654 = -49990682.743676 nChanged 363 Iteration 161Q (1637.250200 sec): 46 clusters Score: Raw -50086576.626702 + Penalty 95846.867654 = -49990729.759048 nChanged 327 Iteration 162Q (1642.389911 sec): 46 clusters Score: Raw -50086597.290445 + Penalty 95846.867654 = -49990750.422791 nChanged 309 Iteration 163Q (1647.610358 sec): 46 clusters Score: Raw -50086613.646743 + Penalty 95846.867654 = -49990766.779089 nChanged 306 Iteration 164Q (1653.097304 sec): 46 clusters Score: Raw -50086630.373765 + Penalty 95846.867654 = -49990783.506111 nChanged 307 Iteration 165Q (1658.786347 sec): 46 clusters Score: Raw -50086646.341007 + Penalty 95846.867654 = -49990799.473353 nChanged 287 Iteration 166Q (1664.560589 sec): 46 clusters Score: Raw -50086659.946310 + Penalty 95846.867654 = -49990813.078656 nChanged 280 Iteration 167Q (1670.362630 sec): 46 clusters Score: Raw -50086673.560545 + Penalty 95846.867654 = -49990826.692891 nChanged 268 Iteration 168Q (1675.927819 sec): 46 clusters Score: Raw -50086686.831502 + Penalty 95846.867654 = -49990839.963848 nChanged 267 Iteration 169Q (1681.503594 sec): 46 clusters Score: Raw -50086698.758702 + Penalty 95846.867654 = -49990851.891048 nChanged 268 Iteration 170Q (1686.962463 sec): 46 clusters Score: Raw -50086711.942503 + Penalty 95846.867654 = -49990865.074849 nChanged 268 Iteration 171Q (1692.707926 sec): 46 clusters Score: Raw -50086723.768413 + Penalty 95846.867654 = -49990876.900759 nChanged 242 Iteration 172Q (1698.217715 sec): 46 clusters Score: Raw -50086735.181823 + Penalty 95846.867654 = -49990888.314169 nChanged 234 Iteration 173Q (1703.922308 sec): 46 clusters Score: Raw -50086744.699187 + Penalty 95846.867654 = -49990897.831533 nChanged 206 Iteration 174Q (1709.524013 sec): 46 clusters Score: Raw -50086753.743450 + Penalty 95846.867654 = -49990906.875796 nChanged 201 Iteration 175Q (1715.184847 sec): 46 clusters Score: Raw -50086763.236106 + Penalty 95846.867654 = -49990916.368452 nChanged 240 Iteration 176Q (1720.935998 sec): 46 clusters Score: Raw -50086774.163188 + Penalty 95846.867654 = -49990927.295533 nChanged 212 Iteration 177Q (1726.591456 sec): 46 clusters Score: Raw -50086783.452322 + Penalty 95846.867654 = -49990936.584668 nChanged 198 Iteration 178Q (1732.034499 sec): 46 clusters Score: Raw -50086791.156416 + Penalty 95846.867654 = -49990944.288762 nChanged 173 Writing temp clu file Because OldScore, -49990936.584668, is greater than current (better) Score,-49990944.288762 Compute initial score before splitting: Score: Raw -50086791.156416 + Penalty 95846.867654 = -49990944.288762 Trying to split cluster 1 (13643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1732.237938 sec): 2 clusters Score: Raw -1451922.336234 + Penalty 1547.159550 = -1450375.176683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1732.310296 sec): 3 clusters Score: Raw -1443951.043163 + Penalty 3094.319101 = -1440856.724062 nChanged 5982 SP:Iteration 1F (1732.381387 sec): 3 clusters Score: Raw -1447269.290204 + Penalty 3094.319101 = -1444174.971104 nChanged 830 SP:Iteration 2F (1732.449693 sec): 3 clusters Score: Raw -1447698.064604 + Penalty 3094.319101 = -1444603.745503 nChanged 834 SP:Iteration 3F (1732.514414 sec): 3 clusters Score: Raw -1448181.812172 + Penalty 3094.319101 = -1445087.493071 nChanged 834 SP:Iteration 4F (1732.577780 sec): 3 clusters Score: Raw -1448753.061695 + Penalty 3094.319101 = -1445658.742594 nChanged 858 SP:Iteration 5F (1732.649191 sec): 3 clusters Score: Raw -1449359.306437 + Penalty 3094.319101 = -1446264.987336 nChanged 815 SP:Iteration 6F (1732.717585 sec): 3 clusters Score: Raw -1449981.986634 + Penalty 3094.319101 = -1446887.667533 nChanged 758 SP:Iteration 7F (1732.786934 sec): 3 clusters Score: Raw -1450634.752341 + Penalty 3094.319101 = -1447540.433241 nChanged 610 SP:Iteration 8Q (1732.848799 sec): 3 clusters Score: Raw -1451168.940263 + Penalty 3094.319101 = -1448074.621162 nChanged 414 SP:Iteration 9Q (1732.930316 sec): 3 clusters Score: Raw -1451542.864724 + Penalty 3094.319101 = -1448448.545623 nChanged 246 SP:Iteration 10Q (1732.994596 sec): 3 clusters Score: Raw -1451774.060700 + Penalty 3094.319101 = -1448679.741599 nChanged 168 SP:Iteration 11Q (1733.059902 sec): 3 clusters Score: Raw -1451931.569657 + Penalty 3094.319101 = -1448837.250557 nChanged 117 SP:Iteration 12Q (1733.130186 sec): 3 clusters Score: Raw -1452040.156521 + Penalty 3094.319101 = -1448945.837420 nChanged 77 SP:Iteration 13Q (1733.190267 sec): 3 clusters Score: Raw -1452107.387249 + Penalty 3094.319101 = -1449013.068148 nChanged 64 SP:Iteration 14Q (1733.254770 sec): 3 clusters Score: Raw -1452161.747339 + Penalty 3094.319101 = -1449067.428239 nChanged 41 SP:Iteration 15Q (1733.325239 sec): 3 clusters Score: Raw -1452183.606846 + Penalty 3094.319101 = -1449089.287745 nChanged 35 SP:Iteration 16Q (1733.388269 sec): 3 clusters Score: Raw -1452197.294999 + Penalty 3094.319101 = -1449102.975899 nChanged 16 SP:Iteration 17Q (1733.447013 sec): 3 clusters Score: Raw -1452203.477484 + Penalty 3094.319101 = -1449109.158383 nChanged 13 SP:Iteration 18Q (1733.515919 sec): 3 clusters Score: Raw -1452210.320044 + Penalty 3094.319101 = -1449116.000944 nChanged 15 SP:Iteration 19Q (1733.576506 sec): 3 clusters Score: Raw -1452220.215192 + Penalty 3094.319101 = -1449125.896092 nChanged 19 SP:Iteration 20F (1733.639052 sec): 3 clusters Score: Raw -1452229.848965 + Penalty 3094.319101 = -1449135.529864 nChanged 15 SP:Iteration 21Q (1733.714078 sec): 3 clusters Score: Raw -1452237.391140 + Penalty 3094.319101 = -1449143.072039 nChanged 9 SP:Iteration 22Q (1733.767751 sec): 3 clusters Score: Raw -1452240.761466 + Penalty 3094.319101 = -1449146.442365 nChanged 8 SP:Iteration 23Q (1733.830033 sec): 3 clusters Score: Raw -1452245.922785 + Penalty 3094.319101 = -1449151.603684 nChanged 8 SP:Iteration 24Q (1733.903820 sec): 3 clusters Score: Raw -1452249.749245 + Penalty 3094.319101 = -1449155.430144 nChanged 8 SP:Iteration 25Q (1733.969824 sec): 3 clusters Score: Raw -1452254.195267 + Penalty 3094.319101 = -1449159.876166 nChanged 12 SP:Iteration 26Q (1734.032402 sec): 3 clusters Score: Raw -1452261.527058 + Penalty 3094.319101 = -1449167.207957 nChanged 11 SP:Iteration 27Q (1734.087805 sec): 3 clusters Score: Raw -1452268.108160 + Penalty 3094.319101 = -1449173.789059 nChanged 10 SP:Iteration 28Q (1734.150816 sec): 3 clusters Score: Raw -1452272.546076 + Penalty 3094.319101 = -1449178.226976 nChanged 7 SP:Iteration 29Q (1734.219477 sec): 3 clusters Score: Raw -1452275.352436 + Penalty 3094.319101 = -1449181.033336 nChanged 4 SP:Iteration 30Q (1734.281653 sec): 3 clusters Score: Raw -1452277.005827 + Penalty 3094.319101 = -1449182.686726 nChanged 2 SP:Iteration 31Q (1734.355383 sec): 3 clusters Score: Raw -1452277.896700 + Penalty 3094.319101 = -1449183.577599 nChanged 4 SP:Iteration 32Q (1734.420592 sec): 3 clusters Score: Raw -1452280.315732 + Penalty 3094.319101 = -1449185.996631 nChanged 3 SP:Iteration 33Q (1734.484230 sec): 3 clusters Score: Raw -1452282.189081 + Penalty 3094.319101 = -1449187.869980 nChanged 3 SP:Iteration 34Q (1734.551375 sec): 3 clusters Score: Raw -1452284.612687 + Penalty 3094.319101 = -1449190.293586 nChanged 3 SP:Iteration 35Q (1734.617181 sec): 3 clusters Score: Raw -1452286.515980 + Penalty 3094.319101 = -1449192.196879 nChanged 3 SP:Iteration 36Q (1734.682964 sec): 3 clusters Score: Raw -1452288.936261 + Penalty 3094.319101 = -1449194.617160 nChanged 6 SP:Iteration 37Q (1734.748768 sec): 3 clusters Score: Raw -1452292.266709 + Penalty 3094.319101 = -1449197.947609 nChanged 2 SP:Iteration 38Q (1734.801995 sec): 3 clusters Score: Raw -1452293.222651 + Penalty 3094.319101 = -1449198.903551 nChanged 1 SP:Iteration 39Q (1734.875069 sec): 3 clusters Score: Raw -1452293.643140 + Penalty 3094.319101 = -1449199.324039 nChanged 0 SP:Iteration 40F (1734.943285 sec): 3 clusters Score: Raw -1452293.643140 + Penalty 3094.319101 = -1449199.324039 nChanged 0 Trying to split cluster 2 (16637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1734.980778 sec): 2 clusters Score: Raw -1683216.372826 + Penalty 1579.399967 = -1681636.972860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1735.061823 sec): 3 clusters Score: Raw -1673334.582229 + Penalty 3158.799933 = -1670175.782296 nChanged 7468 SP:Iteration 1F (1735.139586 sec): 3 clusters Score: Raw -1677748.778452 + Penalty 3158.799933 = -1674589.978519 nChanged 1155 SP:Iteration 2F (1735.211419 sec): 3 clusters Score: Raw -1678462.997311 + Penalty 3158.799933 = -1675304.197378 nChanged 1199 SP:Iteration 3F (1735.288733 sec): 3 clusters Score: Raw -1679354.160426 + Penalty 3158.799933 = -1676195.360493 nChanged 1141 SP:Iteration 4F (1735.359822 sec): 3 clusters Score: Raw -1680317.876324 + Penalty 3158.799933 = -1677159.076390 nChanged 991 SP:Iteration 5F (1735.437420 sec): 3 clusters Score: Raw -1681085.976279 + Penalty 3158.799933 = -1677927.176346 nChanged 792 SP:Iteration 6Q (1735.504822 sec): 3 clusters Score: Raw -1681606.546774 + Penalty 3158.799933 = -1678447.746841 nChanged 586 SP:Iteration 7Q (1735.582320 sec): 3 clusters Score: Raw -1681918.180614 + Penalty 3158.799933 = -1678759.380681 nChanged 419 SP:Iteration 8Q (1735.658956 sec): 3 clusters Score: Raw -1682106.507296 + Penalty 3158.799933 = -1678947.707363 nChanged 335 SP:Iteration 9Q (1735.732234 sec): 3 clusters Score: Raw -1682223.066297 + Penalty 3158.799933 = -1679064.266364 nChanged 280 SP:Iteration 10Q (1735.805416 sec): 3 clusters Score: Raw -1682330.847078 + Penalty 3158.799933 = -1679172.047145 nChanged 251 SP:Iteration 11Q (1735.864077 sec): 3 clusters Score: Raw -1682438.020348 + Penalty 3158.799933 = -1679279.220414 nChanged 243 SP:Iteration 12Q (1735.937464 sec): 3 clusters Score: Raw -1682558.328347 + Penalty 3158.799933 = -1679399.528413 nChanged 240 SP:Iteration 13Q (1736.016997 sec): 3 clusters Score: Raw -1682682.682548 + Penalty 3158.799933 = -1679523.882615 nChanged 220 SP:Iteration 14Q (1736.077579 sec): 3 clusters Score: Raw -1682794.597902 + Penalty 3158.799933 = -1679635.797969 nChanged 185 SP:Iteration 15Q (1736.151007 sec): 3 clusters Score: Raw -1682892.527208 + Penalty 3158.799933 = -1679733.727275 nChanged 188 SP:Iteration 16Q (1736.211018 sec): 3 clusters Score: Raw -1682997.678011 + Penalty 3158.799933 = -1679838.878078 nChanged 175 SP:Iteration 17Q (1736.286719 sec): 3 clusters Score: Raw -1683097.123216 + Penalty 3158.799933 = -1679938.323283 nChanged 180 SP:Iteration 18Q (1736.367339 sec): 3 clusters Score: Raw -1683194.674437 + Penalty 3158.799933 = -1680035.874504 nChanged 157 SP:Iteration 19Q (1736.430119 sec): 3 clusters Score: Raw -1683269.886270 + Penalty 3158.799933 = -1680111.086337 nChanged 136 SP:Iteration 20F (1736.499599 sec): 3 clusters Score: Raw -1683333.811765 + Penalty 3158.799933 = -1680175.011832 nChanged 120 SP:Iteration 21Q (1736.572190 sec): 3 clusters Score: Raw -1683386.707786 + Penalty 3158.799933 = -1680227.907853 nChanged 104 SP:Iteration 22Q (1736.641343 sec): 3 clusters Score: Raw -1683428.965431 + Penalty 3158.799933 = -1680270.165498 nChanged 87 SP:Iteration 23Q (1736.720631 sec): 3 clusters Score: Raw -1683470.877842 + Penalty 3158.799933 = -1680312.077909 nChanged 111 SP:Iteration 24Q (1736.790805 sec): 3 clusters Score: Raw -1683516.081966 + Penalty 3158.799933 = -1680357.282033 nChanged 106 SP:Iteration 25Q (1736.862995 sec): 3 clusters Score: Raw -1683564.522782 + Penalty 3158.799933 = -1680405.722849 nChanged 105 SP:Iteration 26Q (1736.926002 sec): 3 clusters Score: Raw -1683609.326741 + Penalty 3158.799933 = -1680450.526808 nChanged 88 SP:Iteration 27Q (1737.002983 sec): 3 clusters Score: Raw -1683648.881832 + Penalty 3158.799933 = -1680490.081899 nChanged 92 SP:Iteration 28Q (1737.071358 sec): 3 clusters Score: Raw -1683685.060048 + Penalty 3158.799933 = -1680526.260115 nChanged 72 SP:Iteration 29Q (1737.137259 sec): 3 clusters Score: Raw -1683712.338834 + Penalty 3158.799933 = -1680553.538901 nChanged 53 SP:Iteration 30Q (1737.214842 sec): 3 clusters Score: Raw -1683735.920230 + Penalty 3158.799933 = -1680577.120297 nChanged 46 SP:Iteration 31Q (1737.288300 sec): 3 clusters Score: Raw -1683756.277915 + Penalty 3158.799933 = -1680597.477982 nChanged 49 SP:Iteration 32Q (1737.345300 sec): 3 clusters Score: Raw -1683775.503343 + Penalty 3158.799933 = -1680616.703410 nChanged 46 SP:Iteration 33Q (1737.418190 sec): 3 clusters Score: Raw -1683793.881478 + Penalty 3158.799933 = -1680635.081545 nChanged 39 SP:Iteration 34Q (1737.496805 sec): 3 clusters Score: Raw -1683807.022349 + Penalty 3158.799933 = -1680648.222416 nChanged 32 SP:Iteration 35Q (1737.570728 sec): 3 clusters Score: Raw -1683816.888482 + Penalty 3158.799933 = -1680658.088549 nChanged 31 SP:Iteration 36Q (1737.633589 sec): 3 clusters Score: Raw -1683826.435482 + Penalty 3158.799933 = -1680667.635549 nChanged 33 SP:Iteration 37Q (1737.701263 sec): 3 clusters Score: Raw -1683837.775051 + Penalty 3158.799933 = -1680678.975118 nChanged 34 SP:Iteration 38Q (1737.781292 sec): 3 clusters Score: Raw -1683847.095542 + Penalty 3158.799933 = -1680688.295609 nChanged 19 SP:Iteration 39Q (1737.850850 sec): 3 clusters Score: Raw -1683851.530156 + Penalty 3158.799933 = -1680692.730223 nChanged 19 SP:Iteration 40F (1737.908761 sec): 3 clusters Score: Raw -1683857.743169 + Penalty 3158.799933 = -1680698.943236 nChanged 20 SP:Iteration 41Q (1737.973702 sec): 3 clusters Score: Raw -1683863.356151 + Penalty 3158.799933 = -1680704.556218 nChanged 12 SP:Iteration 42Q (1738.042982 sec): 3 clusters Score: Raw -1683866.342432 + Penalty 3158.799933 = -1680707.542499 nChanged 7 SP:Iteration 43Q (1738.120377 sec): 3 clusters Score: Raw -1683867.803273 + Penalty 3158.799933 = -1680709.003340 nChanged 6 SP:Iteration 44Q (1738.192568 sec): 3 clusters Score: Raw -1683869.145436 + Penalty 3158.799933 = -1680710.345503 nChanged 3 SP:Iteration 45Q (1738.263848 sec): 3 clusters Score: Raw -1683869.855409 + Penalty 3158.799933 = -1680711.055476 nChanged 3 SP:Iteration 46Q (1738.334602 sec): 3 clusters Score: Raw -1683870.445514 + Penalty 3158.799933 = -1680711.645581 nChanged 3 SP:Iteration 47Q (1738.405844 sec): 3 clusters Score: Raw -1683870.947488 + Penalty 3158.799933 = -1680712.147555 nChanged 1 SP:Iteration 48Q (1738.468054 sec): 3 clusters Score: Raw -1683871.263791 + Penalty 3158.799933 = -1680712.463858 nChanged 2 SP:Iteration 49Q (1738.542001 sec): 3 clusters Score: Raw -1683871.875515 + Penalty 3158.799933 = -1680713.075582 nChanged 3 SP:Iteration 50Q (1738.615628 sec): 3 clusters Score: Raw -1683872.286932 + Penalty 3158.799933 = -1680713.486999 nChanged 1 SP:Iteration 51Q (1738.678078 sec): 3 clusters Score: Raw -1683872.472187 + Penalty 3158.799933 = -1680713.672254 nChanged 1 SP:Iteration 52Q (1738.748200 sec): 3 clusters Score: Raw -1683872.589756 + Penalty 3158.799933 = -1680713.789823 nChanged 1 SP:Iteration 53Q (1738.817461 sec): 3 clusters Score: Raw -1683872.724455 + Penalty 3158.799933 = -1680713.924522 nChanged 1 SP:Iteration 54Q (1738.900180 sec): 3 clusters Score: Raw -1683872.840033 + Penalty 3158.799933 = -1680714.040100 nChanged 0 SP:Iteration 55F (1738.964066 sec): 3 clusters Score: Raw -1683872.840033 + Penalty 3158.799933 = -1680714.040100 nChanged 0 Trying to split cluster 3 (8496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1738.997771 sec): 2 clusters Score: Raw -852483.115357 + Penalty 1470.194496 = -851012.920861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1739.060483 sec): 3 clusters Score: Raw -847722.748515 + Penalty 2940.388992 = -844782.359523 nChanged 3597 SP:Iteration 1F (1739.128623 sec): 3 clusters Score: Raw -849631.709014 + Penalty 2940.388992 = -846691.320022 nChanged 601 SP:Iteration 2F (1739.184706 sec): 3 clusters Score: Raw -849924.951974 + Penalty 2940.388992 = -846984.562982 nChanged 482 SP:Iteration 3F (1739.237572 sec): 3 clusters Score: Raw -850174.662021 + Penalty 2940.388992 = -847234.273030 nChanged 453 SP:Iteration 4F (1739.308961 sec): 3 clusters Score: Raw -850417.743713 + Penalty 2940.388992 = -847477.354721 nChanged 460 SP:Iteration 5F (1739.357054 sec): 3 clusters Score: Raw -850684.467087 + Penalty 2940.388992 = -847744.078096 nChanged 441 SP:Iteration 6F (1739.417060 sec): 3 clusters Score: Raw -850965.104558 + Penalty 2940.388992 = -848024.715566 nChanged 439 SP:Iteration 7F (1739.465036 sec): 3 clusters Score: Raw -851276.078953 + Penalty 2940.388992 = -848335.689962 nChanged 417 SP:Iteration 8Q (1739.529047 sec): 3 clusters Score: Raw -851599.117741 + Penalty 2940.388992 = -848658.728749 nChanged 336 SP:Iteration 9Q (1739.589526 sec): 3 clusters Score: Raw -851861.014768 + Penalty 2940.388992 = -848920.625776 nChanged 279 SP:Iteration 10Q (1739.638553 sec): 3 clusters Score: Raw -852083.331645 + Penalty 2940.388992 = -849142.942654 nChanged 229 SP:Iteration 11Q (1739.713735 sec): 3 clusters Score: Raw -852259.942685 + Penalty 2940.388992 = -849319.553693 nChanged 177 SP:Iteration 12Q (1739.761784 sec): 3 clusters Score: Raw -852395.099406 + Penalty 2940.388992 = -849454.710414 nChanged 140 SP:Iteration 13Q (1739.821413 sec): 3 clusters Score: Raw -852507.046552 + Penalty 2940.388992 = -849566.657560 nChanged 104 SP:Iteration 14Q (1739.888803 sec): 3 clusters Score: Raw -852582.098200 + Penalty 2940.388992 = -849641.709208 nChanged 98 SP:Iteration 15Q (1739.953941 sec): 3 clusters Score: Raw -852661.603853 + Penalty 2940.388992 = -849721.214861 nChanged 105 SP:Iteration 16Q (1740.014483 sec): 3 clusters Score: Raw -852761.043172 + Penalty 2940.388992 = -849820.654181 nChanged 120 SP:Iteration 17Q (1740.074324 sec): 3 clusters Score: Raw -852921.170311 + Penalty 2940.388992 = -849980.781320 nChanged 107 SP:Iteration 18Q (1740.130741 sec): 3 clusters Score: Raw -853051.763087 + Penalty 2940.388992 = -850111.374095 nChanged 94 SP:Iteration 19Q (1740.191194 sec): 3 clusters Score: Raw -853136.218137 + Penalty 2940.388992 = -850195.829145 nChanged 77 SP:Iteration 20F (1740.237504 sec): 3 clusters Score: Raw -853190.153808 + Penalty 2940.388992 = -850249.764817 nChanged 55 SP:Iteration 21Q (1740.293210 sec): 3 clusters Score: Raw -853224.361484 + Penalty 2940.388992 = -850283.972492 nChanged 26 SP:Iteration 22Q (1740.360682 sec): 3 clusters Score: Raw -853233.884666 + Penalty 2940.388992 = -850293.495674 nChanged 8 SP:Iteration 23Q (1740.408913 sec): 3 clusters Score: Raw -853236.069312 + Penalty 2940.388992 = -850295.680320 nChanged 5 SP:Iteration 24Q (1740.472280 sec): 3 clusters Score: Raw -853237.779006 + Penalty 2940.388992 = -850297.390015 nChanged 4 SP:Iteration 25Q (1740.530124 sec): 3 clusters Score: Raw -853239.645667 + Penalty 2940.388992 = -850299.256675 nChanged 5 SP:Iteration 26Q (1740.588807 sec): 3 clusters Score: Raw -853240.923056 + Penalty 2940.388992 = -850300.534065 nChanged 2 SP:Iteration 27Q (1740.645511 sec): 3 clusters Score: Raw -853241.405648 + Penalty 2940.388992 = -850301.016656 nChanged 1 SP:Iteration 28Q (1740.702724 sec): 3 clusters Score: Raw -853242.258391 + Penalty 2940.388992 = -850301.869399 nChanged 2 SP:Iteration 29Q (1740.759019 sec): 3 clusters Score: Raw -853242.828308 + Penalty 2940.388992 = -850302.439316 nChanged 1 SP:Iteration 30Q (1740.825023 sec): 3 clusters Score: Raw -853243.183339 + Penalty 2940.388992 = -850302.794348 nChanged 0 SP:Iteration 31F (1740.870509 sec): 3 clusters Score: Raw -853243.183339 + Penalty 2940.388992 = -850302.794348 nChanged 0 Trying to split cluster 4 (1158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.894547 sec): 2 clusters Score: Raw -125320.956072 + Penalty 1146.348069 = -124174.608003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.947975 sec): 3 clusters Score: Raw -124911.647914 + Penalty 2292.696139 = -122618.951775 nChanged 366 SP:Iteration 1F (1740.985150 sec): 3 clusters Score: Raw -125248.367878 + Penalty 2292.696139 = -122955.671739 nChanged 98 SP:Iteration 2F (1741.029014 sec): 3 clusters Score: Raw -125357.741453 + Penalty 2292.696139 = -123065.045314 nChanged 60 SP:Iteration 3F (1741.076683 sec): 3 clusters Score: Raw -125426.850455 + Penalty 2292.696139 = -123134.154316 nChanged 36 SP:Iteration 4Q (1741.130076 sec): 3 clusters Score: Raw -125463.666693 + Penalty 2292.696139 = -123170.970555 nChanged 33 SP:Iteration 5Q (1741.184343 sec): 3 clusters Score: Raw -125487.052003 + Penalty 2292.696139 = -123194.355864 nChanged 14 SP:Iteration 6Q (1741.228900 sec): 3 clusters Score: Raw -125498.377576 + Penalty 2292.696139 = -123205.681437 nChanged 12 SP:Iteration 7Q (1741.264834 sec): 3 clusters Score: Raw -125506.642999 + Penalty 2292.696139 = -123213.946860 nChanged 6 SP:Iteration 8Q (1741.312503 sec): 3 clusters Score: Raw -125512.789593 + Penalty 2292.696139 = -123220.093454 nChanged 4 SP:Iteration 9Q (1741.361725 sec): 3 clusters Score: Raw -125516.074486 + Penalty 2292.696139 = -123223.378347 nChanged 9 SP:Iteration 10Q (1741.409107 sec): 3 clusters Score: Raw -125521.953011 + Penalty 2292.696139 = -123229.256872 nChanged 5 SP:Iteration 11Q (1741.449529 sec): 3 clusters Score: Raw -125524.342242 + Penalty 2292.696139 = -123231.646103 nChanged 4 SP:Iteration 12Q (1741.494339 sec): 3 clusters Score: Raw -125526.623797 + Penalty 2292.696139 = -123233.927658 nChanged 4 SP:Iteration 13Q (1741.549470 sec): 3 clusters Score: Raw -125529.017980 + Penalty 2292.696139 = -123236.321841 nChanged 5 SP:Iteration 14Q (1741.593503 sec): 3 clusters Score: Raw -125532.529752 + Penalty 2292.696139 = -123239.833613 nChanged 3 SP:Iteration 15Q (1741.646973 sec): 3 clusters Score: Raw -125533.973662 + Penalty 2292.696139 = -123241.277523 nChanged 1 SP:Iteration 16Q (1741.691147 sec): 3 clusters Score: Raw -125535.405482 + Penalty 2292.696139 = -123242.709343 nChanged 4 SP:Iteration 17Q (1741.730127 sec): 3 clusters Score: Raw -125539.656272 + Penalty 2292.696139 = -123246.960133 nChanged 2 SP:Iteration 18Q (1741.783096 sec): 3 clusters Score: Raw -125540.333105 + Penalty 2292.696139 = -123247.636966 nChanged 0 SP:Iteration 19F (1741.822651 sec): 3 clusters Score: Raw -125540.333105 + Penalty 2292.696139 = -123247.636966 nChanged 0 Trying to split cluster 5 (34318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1741.899703 sec): 2 clusters Score: Raw -3579495.569099 + Penalty 1697.056607 = -3577798.512491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1742.010403 sec): 3 clusters Score: Raw -3558078.099823 + Penalty 3394.113215 = -3554683.986608 nChanged 15963 SP:Iteration 1F (1742.111167 sec): 3 clusters Score: Raw -3567247.638712 + Penalty 3394.113215 = -3563853.525497 nChanged 1631 SP:Iteration 2Q (1742.219671 sec): 3 clusters Score: Raw -3567846.147270 + Penalty 3394.113215 = -3564452.034055 nChanged 1627 SP:Iteration 3Q (1742.339754 sec): 3 clusters Score: Raw -3568532.929703 + Penalty 3394.113215 = -3565138.816488 nChanged 1691 SP:Iteration 4Q (1742.439307 sec): 3 clusters Score: Raw -3569387.191637 + Penalty 3394.113215 = -3565993.078422 nChanged 1891 SP:Iteration 5F (1742.533666 sec): 3 clusters Score: Raw -3570517.174848 + Penalty 3394.113215 = -3567123.061633 nChanged 1970 SP:Iteration 6F (1742.635448 sec): 3 clusters Score: Raw -3571856.313669 + Penalty 3394.113215 = -3568462.200454 nChanged 1954 SP:Iteration 7F (1742.741288 sec): 3 clusters Score: Raw -3573280.504473 + Penalty 3394.113215 = -3569886.391258 nChanged 1863 SP:Iteration 8F (1742.842229 sec): 3 clusters Score: Raw -3574603.043699 + Penalty 3394.113215 = -3571208.930484 nChanged 1559 SP:Iteration 9Q (1742.943069 sec): 3 clusters Score: Raw -3575575.632484 + Penalty 3394.113215 = -3572181.519269 nChanged 1159 SP:Iteration 10Q (1743.043634 sec): 3 clusters Score: Raw -3576178.298184 + Penalty 3394.113215 = -3572784.184969 nChanged 890 SP:Iteration 11Q (1743.152625 sec): 3 clusters Score: Raw -3576570.723459 + Penalty 3394.113215 = -3573176.610244 nChanged 701 SP:Iteration 12Q (1743.244950 sec): 3 clusters Score: Raw -3576859.540276 + Penalty 3394.113215 = -3573465.427061 nChanged 636 SP:Iteration 13Q (1743.350883 sec): 3 clusters Score: Raw -3577118.852921 + Penalty 3394.113215 = -3573724.739706 nChanged 647 SP:Iteration 14Q (1743.445160 sec): 3 clusters Score: Raw -3577409.217214 + Penalty 3394.113215 = -3574015.103999 nChanged 663 SP:Iteration 15Q (1743.543836 sec): 3 clusters Score: Raw -3577739.273407 + Penalty 3394.113215 = -3574345.160192 nChanged 633 SP:Iteration 16Q (1743.638729 sec): 3 clusters Score: Raw -3578058.601466 + Penalty 3394.113215 = -3574664.488251 nChanged 584 SP:Iteration 17Q (1743.732513 sec): 3 clusters Score: Raw -3578363.681122 + Penalty 3394.113215 = -3574969.567907 nChanged 539 SP:Iteration 18Q (1743.829378 sec): 3 clusters Score: Raw -3578651.743280 + Penalty 3394.113215 = -3575257.630065 nChanged 477 SP:Iteration 19Q (1743.927816 sec): 3 clusters Score: Raw -3578896.735503 + Penalty 3394.113215 = -3575502.622288 nChanged 390 SP:Iteration 20F (1744.032133 sec): 3 clusters Score: Raw -3579096.706379 + Penalty 3394.113215 = -3575702.593164 nChanged 319 SP:Iteration 21Q (1744.125119 sec): 3 clusters Score: Raw -3579255.969830 + Penalty 3394.113215 = -3575861.856615 nChanged 286 SP:Iteration 22Q (1744.210785 sec): 3 clusters Score: Raw -3579398.993898 + Penalty 3394.113215 = -3576004.880683 nChanged 242 SP:Iteration 23Q (1744.300195 sec): 3 clusters Score: Raw -3579519.193834 + Penalty 3394.113215 = -3576125.080619 nChanged 175 SP:Iteration 24Q (1744.397542 sec): 3 clusters Score: Raw -3579597.843628 + Penalty 3394.113215 = -3576203.730413 nChanged 125 SP:Iteration 25Q (1744.483041 sec): 3 clusters Score: Raw -3579648.357822 + Penalty 3394.113215 = -3576254.244607 nChanged 100 SP:Iteration 26Q (1744.584009 sec): 3 clusters Score: Raw -3579689.939576 + Penalty 3394.113215 = -3576295.826361 nChanged 87 SP:Iteration 27Q (1744.675046 sec): 3 clusters Score: Raw -3579729.184149 + Penalty 3394.113215 = -3576335.070934 nChanged 80 SP:Iteration 28Q (1744.769329 sec): 3 clusters Score: Raw -3579764.547692 + Penalty 3394.113215 = -3576370.434477 nChanged 76 SP:Iteration 29Q (1744.857062 sec): 3 clusters Score: Raw -3579796.560163 + Penalty 3394.113215 = -3576402.446948 nChanged 61 SP:Iteration 30Q (1744.946028 sec): 3 clusters Score: Raw -3579830.785575 + Penalty 3394.113215 = -3576436.672360 nChanged 56 SP:Iteration 31Q (1745.041703 sec): 3 clusters Score: Raw -3579860.921173 + Penalty 3394.113215 = -3576466.807958 nChanged 45 SP:Iteration 32Q (1745.133367 sec): 3 clusters Score: Raw -3579880.984594 + Penalty 3394.113215 = -3576486.871379 nChanged 39 SP:Iteration 33Q (1745.228347 sec): 3 clusters Score: Raw -3579904.219937 + Penalty 3394.113215 = -3576510.106722 nChanged 33 SP:Iteration 34Q (1745.312462 sec): 3 clusters Score: Raw -3579921.147088 + Penalty 3394.113215 = -3576527.033873 nChanged 25 SP:Iteration 35Q (1745.396404 sec): 3 clusters Score: Raw -3579934.590546 + Penalty 3394.113215 = -3576540.477331 nChanged 19 SP:Iteration 36Q (1745.484362 sec): 3 clusters Score: Raw -3579944.073927 + Penalty 3394.113215 = -3576549.960712 nChanged 16 SP:Iteration 37Q (1745.580060 sec): 3 clusters Score: Raw -3579950.872562 + Penalty 3394.113215 = -3576556.759347 nChanged 15 SP:Iteration 38Q (1745.673220 sec): 3 clusters Score: Raw -3579957.408606 + Penalty 3394.113215 = -3576563.295391 nChanged 12 SP:Iteration 39Q (1745.769532 sec): 3 clusters Score: Raw -3579963.450462 + Penalty 3394.113215 = -3576569.337247 nChanged 13 SP:Iteration 40F (1745.864283 sec): 3 clusters Score: Raw -3579970.639645 + Penalty 3394.113215 = -3576576.526430 nChanged 10 SP:Iteration 41Q (1745.956803 sec): 3 clusters Score: Raw -3579975.744878 + Penalty 3394.113215 = -3576581.631663 nChanged 10 SP:Iteration 42Q (1746.048416 sec): 3 clusters Score: Raw -3579979.912775 + Penalty 3394.113215 = -3576585.799560 nChanged 16 SP:Iteration 43Q (1746.146688 sec): 3 clusters Score: Raw -3579987.684021 + Penalty 3394.113215 = -3576593.570806 nChanged 9 SP:Iteration 44Q (1746.238253 sec): 3 clusters Score: Raw -3579991.840941 + Penalty 3394.113215 = -3576597.727726 nChanged 12 SP:Iteration 45Q (1746.335423 sec): 3 clusters Score: Raw -3579997.310531 + Penalty 3394.113215 = -3576603.197316 nChanged 11 SP:Iteration 46Q (1746.429319 sec): 3 clusters Score: Raw -3580001.752997 + Penalty 3394.113215 = -3576607.639782 nChanged 8 SP:Iteration 47Q (1746.509790 sec): 3 clusters Score: Raw -3580005.602700 + Penalty 3394.113215 = -3576611.489485 nChanged 9 SP:Iteration 48Q (1746.600887 sec): 3 clusters Score: Raw -3580008.543896 + Penalty 3394.113215 = -3576614.430681 nChanged 5 SP:Iteration 49Q (1746.687144 sec): 3 clusters Score: Raw -3580010.712498 + Penalty 3394.113215 = -3576616.599283 nChanged 3 SP:Iteration 50Q (1746.780359 sec): 3 clusters Score: Raw -3580011.591210 + Penalty 3394.113215 = -3576617.477995 nChanged 2 SP:Iteration 51Q (1746.870748 sec): 3 clusters Score: Raw -3580012.332694 + Penalty 3394.113215 = -3576618.219479 nChanged 1 SP:Iteration 52Q (1746.960367 sec): 3 clusters Score: Raw -3580012.765184 + Penalty 3394.113215 = -3576618.651969 nChanged 1 SP:Iteration 53Q (1747.046892 sec): 3 clusters Score: Raw -3580013.102204 + Penalty 3394.113215 = -3576618.988989 nChanged 1 SP:Iteration 54Q (1747.150051 sec): 3 clusters Score: Raw -3580013.286839 + Penalty 3394.113215 = -3576619.173624 nChanged 0 SP:Iteration 55F (1747.247850 sec): 3 clusters Score: Raw -3580013.286839 + Penalty 3394.113215 = -3576619.173624 nChanged 0 Trying to split cluster 6 (10302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1747.291385 sec): 2 clusters Score: Raw -1096752.724142 + Penalty 1501.515166 = -1095251.208976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1747.353544 sec): 3 clusters Score: Raw -1090887.946948 + Penalty 3003.030332 = -1087884.916616 nChanged 4383 SP:Iteration 1F (1747.422746 sec): 3 clusters Score: Raw -1093248.070595 + Penalty 3003.030332 = -1090245.040263 nChanged 644 SP:Iteration 2F (1747.486364 sec): 3 clusters Score: Raw -1093517.574464 + Penalty 3003.030332 = -1090514.544132 nChanged 547 SP:Iteration 3F (1747.552412 sec): 3 clusters Score: Raw -1093732.214176 + Penalty 3003.030332 = -1090729.183844 nChanged 453 SP:Iteration 4Q (1747.605156 sec): 3 clusters Score: Raw -1093910.814207 + Penalty 3003.030332 = -1090907.783875 nChanged 423 SP:Iteration 5Q (1747.677762 sec): 3 clusters Score: Raw -1094084.534340 + Penalty 3003.030332 = -1091081.504008 nChanged 407 SP:Iteration 6Q (1747.735585 sec): 3 clusters Score: Raw -1094255.352068 + Penalty 3003.030332 = -1091252.321735 nChanged 387 SP:Iteration 7Q (1747.797857 sec): 3 clusters Score: Raw -1094437.242935 + Penalty 3003.030332 = -1091434.212603 nChanged 400 SP:Iteration 8Q (1747.866770 sec): 3 clusters Score: Raw -1094627.520161 + Penalty 3003.030332 = -1091624.489828 nChanged 432 SP:Iteration 9Q (1747.922257 sec): 3 clusters Score: Raw -1094846.633660 + Penalty 3003.030332 = -1091843.603328 nChanged 418 SP:Iteration 10Q (1747.986564 sec): 3 clusters Score: Raw -1095073.654298 + Penalty 3003.030332 = -1092070.623966 nChanged 426 SP:Iteration 11Q (1748.058352 sec): 3 clusters Score: Raw -1095309.726322 + Penalty 3003.030332 = -1092306.695990 nChanged 434 SP:Iteration 12Q (1748.125347 sec): 3 clusters Score: Raw -1095574.666034 + Penalty 3003.030332 = -1092571.635702 nChanged 420 SP:Iteration 13Q (1748.180385 sec): 3 clusters Score: Raw -1095853.705341 + Penalty 3003.030332 = -1092850.675009 nChanged 368 SP:Iteration 14Q (1748.245442 sec): 3 clusters Score: Raw -1096111.172225 + Penalty 3003.030332 = -1093108.141893 nChanged 304 SP:Iteration 15Q (1748.306739 sec): 3 clusters Score: Raw -1096336.697918 + Penalty 3003.030332 = -1093333.667585 nChanged 233 SP:Iteration 16Q (1748.374649 sec): 3 clusters Score: Raw -1096500.277319 + Penalty 3003.030332 = -1093497.246987 nChanged 171 SP:Iteration 17Q (1748.429365 sec): 3 clusters Score: Raw -1096622.971474 + Penalty 3003.030332 = -1093619.941142 nChanged 112 SP:Iteration 18Q (1748.488247 sec): 3 clusters Score: Raw -1096713.355897 + Penalty 3003.030332 = -1093710.325565 nChanged 88 SP:Iteration 19Q (1748.558047 sec): 3 clusters Score: Raw -1096779.542090 + Penalty 3003.030332 = -1093776.511758 nChanged 48 SP:Iteration 20F (1748.610679 sec): 3 clusters Score: Raw -1096821.898699 + Penalty 3003.030332 = -1093818.868367 nChanged 40 SP:Iteration 21Q (1748.664266 sec): 3 clusters Score: Raw -1096853.638204 + Penalty 3003.030332 = -1093850.607872 nChanged 30 SP:Iteration 22Q (1748.724094 sec): 3 clusters Score: Raw -1096877.448496 + Penalty 3003.030332 = -1093874.418164 nChanged 21 SP:Iteration 23Q (1748.791281 sec): 3 clusters Score: Raw -1096894.714433 + Penalty 3003.030332 = -1093891.684101 nChanged 15 SP:Iteration 24Q (1748.843242 sec): 3 clusters Score: Raw -1096909.591832 + Penalty 3003.030332 = -1093906.561500 nChanged 11 SP:Iteration 25Q (1748.912662 sec): 3 clusters Score: Raw -1096917.719055 + Penalty 3003.030332 = -1093914.688723 nChanged 8 SP:Iteration 26Q (1748.974591 sec): 3 clusters Score: Raw -1096922.788442 + Penalty 3003.030332 = -1093919.758110 nChanged 5 SP:Iteration 27Q (1749.037958 sec): 3 clusters Score: Raw -1096925.961305 + Penalty 3003.030332 = -1093922.930973 nChanged 4 SP:Iteration 28Q (1749.102235 sec): 3 clusters Score: Raw -1096929.735031 + Penalty 3003.030332 = -1093926.704699 nChanged 6 SP:Iteration 29Q (1749.154651 sec): 3 clusters Score: Raw -1096933.922627 + Penalty 3003.030332 = -1093930.892295 nChanged 6 SP:Iteration 30Q (1749.215795 sec): 3 clusters Score: Raw -1096938.882116 + Penalty 3003.030332 = -1093935.851784 nChanged 5 SP:Iteration 31Q (1749.275678 sec): 3 clusters Score: Raw -1096941.518101 + Penalty 3003.030332 = -1093938.487769 nChanged 3 SP:Iteration 32Q (1749.337023 sec): 3 clusters Score: Raw -1096943.458023 + Penalty 3003.030332 = -1093940.427691 nChanged 3 SP:Iteration 33Q (1749.405154 sec): 3 clusters Score: Raw -1096945.456474 + Penalty 3003.030332 = -1093942.426142 nChanged 1 SP:Iteration 34Q (1749.464485 sec): 3 clusters Score: Raw -1096945.879366 + Penalty 3003.030332 = -1093942.849034 nChanged 1 SP:Iteration 35Q (1749.512526 sec): 3 clusters Score: Raw -1096946.553503 + Penalty 3003.030332 = -1093943.523171 nChanged 0 SP:Iteration 36F (1749.584007 sec): 3 clusters Score: Raw -1096946.553503 + Penalty 3003.030332 = -1093943.523171 nChanged 0 Trying to split cluster 7 (10771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1749.616703 sec): 2 clusters Score: Raw -1136434.797104 + Penalty 1508.749550 = -1134926.047554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1749.686530 sec): 3 clusters Score: Raw -1130283.842577 + Penalty 3017.499100 = -1127266.343477 nChanged 4675 SP:Iteration 1F (1749.751063 sec): 3 clusters Score: Raw -1132735.881953 + Penalty 3017.499100 = -1129718.382853 nChanged 632 SP:Iteration 2F (1749.807494 sec): 3 clusters Score: Raw -1133017.493930 + Penalty 3017.499100 = -1129999.994830 nChanged 576 SP:Iteration 3F (1749.867836 sec): 3 clusters Score: Raw -1133302.049925 + Penalty 3017.499100 = -1130284.550824 nChanged 564 SP:Iteration 4F (1749.936423 sec): 3 clusters Score: Raw -1133594.613402 + Penalty 3017.499100 = -1130577.114302 nChanged 518 SP:Iteration 5Q (1749.999112 sec): 3 clusters Score: Raw -1133886.252041 + Penalty 3017.499100 = -1130868.752941 nChanged 508 SP:Iteration 6Q (1750.054786 sec): 3 clusters Score: Raw -1134218.385909 + Penalty 3017.499100 = -1131200.886809 nChanged 529 SP:Iteration 7Q (1750.122279 sec): 3 clusters Score: Raw -1134632.088625 + Penalty 3017.499100 = -1131614.589525 nChanged 546 SP:Iteration 8F (1750.181112 sec): 3 clusters Score: Raw -1135062.603751 + Penalty 3017.499100 = -1132045.104651 nChanged 547 SP:Iteration 9F (1750.251918 sec): 3 clusters Score: Raw -1135488.580461 + Penalty 3017.499100 = -1132471.081361 nChanged 494 SP:Iteration 10Q (1750.314129 sec): 3 clusters Score: Raw -1135894.918409 + Penalty 3017.499100 = -1132877.419308 nChanged 532 SP:Iteration 11Q (1750.372921 sec): 3 clusters Score: Raw -1136354.323548 + Penalty 3017.499100 = -1133336.824448 nChanged 503 SP:Iteration 12Q (1750.441568 sec): 3 clusters Score: Raw -1136753.886516 + Penalty 3017.499100 = -1133736.387416 nChanged 463 SP:Iteration 13Q (1750.504009 sec): 3 clusters Score: Raw -1137076.369745 + Penalty 3017.499100 = -1134058.870645 nChanged 360 SP:Iteration 14Q (1750.572702 sec): 3 clusters Score: Raw -1137343.608465 + Penalty 3017.499100 = -1134326.109364 nChanged 296 SP:Iteration 15Q (1750.635635 sec): 3 clusters Score: Raw -1137555.233635 + Penalty 3017.499100 = -1134537.734534 nChanged 249 SP:Iteration 16Q (1750.692126 sec): 3 clusters Score: Raw -1137724.910704 + Penalty 3017.499100 = -1134707.411603 nChanged 187 SP:Iteration 17Q (1750.756384 sec): 3 clusters Score: Raw -1137830.483216 + Penalty 3017.499100 = -1134812.984115 nChanged 135 SP:Iteration 18Q (1750.821017 sec): 3 clusters Score: Raw -1137900.336121 + Penalty 3017.499100 = -1134882.837021 nChanged 101 SP:Iteration 19Q (1750.874823 sec): 3 clusters Score: Raw -1137939.157091 + Penalty 3017.499100 = -1134921.657990 nChanged 63 SP:Iteration 20F (1750.933561 sec): 3 clusters Score: Raw -1137955.397087 + Penalty 3017.499100 = -1134937.897986 nChanged 41 SP:Iteration 21Q (1750.991651 sec): 3 clusters Score: Raw -1137964.194446 + Penalty 3017.499100 = -1134946.695346 nChanged 28 SP:Iteration 22Q (1751.050512 sec): 3 clusters Score: Raw -1137969.166143 + Penalty 3017.499100 = -1134951.667043 nChanged 21 SP:Iteration 23Q (1751.115510 sec): 3 clusters Score: Raw -1137973.046354 + Penalty 3017.499100 = -1134955.547253 nChanged 20 SP:Iteration 24Q (1751.168960 sec): 3 clusters Score: Raw -1137976.033639 + Penalty 3017.499100 = -1134958.534539 nChanged 18 SP:Iteration 25Q (1751.242411 sec): 3 clusters Score: Raw -1137978.483587 + Penalty 3017.499100 = -1134960.984486 nChanged 11 SP:Iteration 26Q (1751.297215 sec): 3 clusters Score: Raw -1137979.844971 + Penalty 3017.499100 = -1134962.345870 nChanged 12 SP:Iteration 27Q (1751.357654 sec): 3 clusters Score: Raw -1137981.179213 + Penalty 3017.499100 = -1134963.680112 nChanged 12 SP:Iteration 28Q (1751.417296 sec): 3 clusters Score: Raw -1137982.329824 + Penalty 3017.499100 = -1134964.830724 nChanged 7 SP:Iteration 29Q (1751.477566 sec): 3 clusters Score: Raw -1137982.991742 + Penalty 3017.499100 = -1134965.492642 nChanged 5 SP:Iteration 30Q (1751.541954 sec): 3 clusters Score: Raw -1137983.443764 + Penalty 3017.499100 = -1134965.944664 nChanged 3 SP:Iteration 31Q (1751.594018 sec): 3 clusters Score: Raw -1137983.634331 + Penalty 3017.499100 = -1134966.135231 nChanged 3 SP:Iteration 32Q (1751.657395 sec): 3 clusters Score: Raw -1137983.866839 + Penalty 3017.499100 = -1134966.367739 nChanged 4 SP:Iteration 33Q (1751.714005 sec): 3 clusters Score: Raw -1137984.152894 + Penalty 3017.499100 = -1134966.653794 nChanged 1 SP:Iteration 34Q (1751.786316 sec): 3 clusters Score: Raw -1137984.207031 + Penalty 3017.499100 = -1134966.707930 nChanged 1 SP:Iteration 35Q (1751.834996 sec): 3 clusters Score: Raw -1137984.287522 + Penalty 3017.499100 = -1134966.788421 nChanged 1 SP:Iteration 36Q (1751.900882 sec): 3 clusters Score: Raw -1137984.414083 + Penalty 3017.499100 = -1134966.914983 nChanged 4 SP:Iteration 37Q (1751.963963 sec): 3 clusters Score: Raw -1137984.730552 + Penalty 3017.499100 = -1134967.231451 nChanged 2 SP:Iteration 38Q (1752.020747 sec): 3 clusters Score: Raw -1137984.842591 + Penalty 3017.499100 = -1134967.343491 nChanged 2 SP:Iteration 39Q (1752.088563 sec): 3 clusters Score: Raw -1137985.020606 + Penalty 3017.499100 = -1134967.521506 nChanged 0 SP:Iteration 40F (1752.152557 sec): 3 clusters Score: Raw -1137985.020606 + Penalty 3017.499100 = -1134967.521506 nChanged 0 Score: Raw -50088346.393077 + Penalty 97976.798046 = -49990369.595031 Splitting cluster 7 changes total score from -49990944.288762 to -49990369.595031 So it's not getting split. Trying to split cluster 8 (24411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1766.064672 sec): 2 clusters Score: Raw -2519287.365632 + Penalty 1641.703234 = -2517645.662398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1766.152014 sec): 3 clusters Score: Raw -2504560.375967 + Penalty 3283.406467 = -2501276.969500 nChanged 11123 SP:Iteration 1F (1766.240023 sec): 3 clusters Score: Raw -2510685.620414 + Penalty 3283.406467 = -2507402.213947 nChanged 1310 SP:Iteration 2F (1766.318410 sec): 3 clusters Score: Raw -2511227.055368 + Penalty 3283.406467 = -2507943.648901 nChanged 1323 SP:Iteration 3F (1766.411273 sec): 3 clusters Score: Raw -2511852.944339 + Penalty 3283.406467 = -2508569.537872 nChanged 1379 SP:Iteration 4F (1766.503325 sec): 3 clusters Score: Raw -2512679.215505 + Penalty 3283.406467 = -2509395.809038 nChanged 1462 SP:Iteration 5F (1766.589926 sec): 3 clusters Score: Raw -2513732.391308 + Penalty 3283.406467 = -2510448.984841 nChanged 1483 SP:Iteration 6F (1766.667334 sec): 3 clusters Score: Raw -2514876.971002 + Penalty 3283.406467 = -2511593.564535 nChanged 1462 SP:Iteration 7F (1766.756360 sec): 3 clusters Score: Raw -2516047.994502 + Penalty 3283.406467 = -2512764.588035 nChanged 1176 SP:Iteration 8Q (1766.847013 sec): 3 clusters Score: Raw -2516997.153956 + Penalty 3283.406467 = -2513713.747489 nChanged 962 SP:Iteration 9Q (1766.934240 sec): 3 clusters Score: Raw -2517772.265165 + Penalty 3283.406467 = -2514488.858698 nChanged 741 SP:Iteration 10Q (1767.023464 sec): 3 clusters Score: Raw -2518357.005961 + Penalty 3283.406467 = -2515073.599494 nChanged 567 SP:Iteration 11Q (1767.094048 sec): 3 clusters Score: Raw -2518768.428627 + Penalty 3283.406467 = -2515485.022160 nChanged 387 SP:Iteration 12Q (1767.176303 sec): 3 clusters Score: Raw -2519010.820832 + Penalty 3283.406467 = -2515727.414365 nChanged 249 SP:Iteration 13Q (1767.263690 sec): 3 clusters Score: Raw -2519134.673228 + Penalty 3283.406467 = -2515851.266761 nChanged 187 SP:Iteration 14Q (1767.333854 sec): 3 clusters Score: Raw -2519235.838378 + Penalty 3283.406467 = -2515952.431911 nChanged 166 SP:Iteration 15Q (1767.417386 sec): 3 clusters Score: Raw -2519322.408602 + Penalty 3283.406467 = -2516039.002135 nChanged 119 SP:Iteration 16Q (1767.508549 sec): 3 clusters Score: Raw -2519382.631552 + Penalty 3283.406467 = -2516099.225085 nChanged 104 SP:Iteration 17Q (1767.581745 sec): 3 clusters Score: Raw -2519437.253344 + Penalty 3283.406467 = -2516153.846877 nChanged 85 SP:Iteration 18Q (1767.665395 sec): 3 clusters Score: Raw -2519488.135885 + Penalty 3283.406467 = -2516204.729418 nChanged 80 SP:Iteration 19Q (1767.749886 sec): 3 clusters Score: Raw -2519534.890960 + Penalty 3283.406467 = -2516251.484493 nChanged 77 SP:Iteration 20F (1767.834536 sec): 3 clusters Score: Raw -2519572.542971 + Penalty 3283.406467 = -2516289.136504 nChanged 61 SP:Iteration 21Q (1767.912103 sec): 3 clusters Score: Raw -2519598.535866 + Penalty 3283.406467 = -2516315.129399 nChanged 46 SP:Iteration 22Q (1767.993253 sec): 3 clusters Score: Raw -2519620.235093 + Penalty 3283.406467 = -2516336.828626 nChanged 47 SP:Iteration 23Q (1768.074988 sec): 3 clusters Score: Raw -2519639.276505 + Penalty 3283.406467 = -2516355.870038 nChanged 41 SP:Iteration 24Q (1768.148989 sec): 3 clusters Score: Raw -2519655.081323 + Penalty 3283.406467 = -2516371.674856 nChanged 26 SP:Iteration 25Q (1768.226144 sec): 3 clusters Score: Raw -2519664.840252 + Penalty 3283.406467 = -2516381.433785 nChanged 17 SP:Iteration 26Q (1768.306987 sec): 3 clusters Score: Raw -2519669.915162 + Penalty 3283.406467 = -2516386.508695 nChanged 14 SP:Iteration 27Q (1768.388505 sec): 3 clusters Score: Raw -2519673.815863 + Penalty 3283.406467 = -2516390.409396 nChanged 8 SP:Iteration 28Q (1768.456638 sec): 3 clusters Score: Raw -2519677.222463 + Penalty 3283.406467 = -2516393.815996 nChanged 10 SP:Iteration 29Q (1768.542989 sec): 3 clusters Score: Raw -2519681.207569 + Penalty 3283.406467 = -2516397.801102 nChanged 7 SP:Iteration 30Q (1768.623039 sec): 3 clusters Score: Raw -2519683.310663 + Penalty 3283.406467 = -2516399.904196 nChanged 2 SP:Iteration 31Q (1768.703043 sec): 3 clusters Score: Raw -2519683.952861 + Penalty 3283.406467 = -2516400.546394 nChanged 4 SP:Iteration 32Q (1768.781282 sec): 3 clusters Score: Raw -2519684.938628 + Penalty 3283.406467 = -2516401.532161 nChanged 2 SP:Iteration 33Q (1768.857578 sec): 3 clusters Score: Raw -2519685.758251 + Penalty 3283.406467 = -2516402.351784 nChanged 2 SP:Iteration 34Q (1768.940538 sec): 3 clusters Score: Raw -2519686.111174 + Penalty 3283.406467 = -2516402.704707 nChanged 0 SP:Iteration 35F (1769.017969 sec): 3 clusters Score: Raw -2519686.111174 + Penalty 3283.406467 = -2516402.704707 nChanged 0 Trying to split cluster 9 (12908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1769.062204 sec): 2 clusters Score: Raw -1300721.380762 + Penalty 1538.160415 = -1299183.220348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1769.124357 sec): 3 clusters Score: Raw -1293345.480454 + Penalty 3076.320830 = -1290269.159624 nChanged 5640 SP:Iteration 1F (1769.200242 sec): 3 clusters Score: Raw -1296472.714502 + Penalty 3076.320830 = -1293396.393672 nChanged 771 SP:Iteration 2F (1769.258646 sec): 3 clusters Score: Raw -1296830.296797 + Penalty 3076.320830 = -1293753.975967 nChanged 717 SP:Iteration 3F (1769.324500 sec): 3 clusters Score: Raw -1297189.295975 + Penalty 3076.320830 = -1294112.975145 nChanged 680 SP:Iteration 4F (1769.389870 sec): 3 clusters Score: Raw -1297534.502113 + Penalty 3076.320830 = -1294458.181283 nChanged 648 SP:Iteration 5F (1769.455309 sec): 3 clusters Score: Raw -1297869.191585 + Penalty 3076.320830 = -1294792.870756 nChanged 593 SP:Iteration 6Q (1769.530897 sec): 3 clusters Score: Raw -1298158.434883 + Penalty 3076.320830 = -1295082.114053 nChanged 543 SP:Iteration 7Q (1769.583887 sec): 3 clusters Score: Raw -1298445.801045 + Penalty 3076.320830 = -1295369.480215 nChanged 558 SP:Iteration 8Q (1769.659709 sec): 3 clusters Score: Raw -1298786.720676 + Penalty 3076.320830 = -1295710.399847 nChanged 574 SP:Iteration 9Q (1769.714449 sec): 3 clusters Score: Raw -1299129.440574 + Penalty 3076.320830 = -1296053.119745 nChanged 508 SP:Iteration 10Q (1769.790502 sec): 3 clusters Score: Raw -1299371.552091 + Penalty 3076.320830 = -1296295.231262 nChanged 395 SP:Iteration 11Q (1769.857882 sec): 3 clusters Score: Raw -1299545.974028 + Penalty 3076.320830 = -1296469.653198 nChanged 322 SP:Iteration 12Q (1769.925869 sec): 3 clusters Score: Raw -1299658.756244 + Penalty 3076.320830 = -1296582.435414 nChanged 234 SP:Iteration 13Q (1769.989013 sec): 3 clusters Score: Raw -1299729.089436 + Penalty 3076.320830 = -1296652.768606 nChanged 183 SP:Iteration 14Q (1770.067060 sec): 3 clusters Score: Raw -1299773.393875 + Penalty 3076.320830 = -1296697.073046 nChanged 121 SP:Iteration 15Q (1770.122109 sec): 3 clusters Score: Raw -1299794.860907 + Penalty 3076.320830 = -1296718.540077 nChanged 91 SP:Iteration 16Q (1770.190880 sec): 3 clusters Score: Raw -1299810.969971 + Penalty 3076.320830 = -1296734.649141 nChanged 80 SP:Iteration 17Q (1770.260993 sec): 3 clusters Score: Raw -1299824.858257 + Penalty 3076.320830 = -1296748.537427 nChanged 62 SP:Iteration 18Q (1770.331470 sec): 3 clusters Score: Raw -1299834.824226 + Penalty 3076.320830 = -1296758.503396 nChanged 54 SP:Iteration 19Q (1770.395287 sec): 3 clusters Score: Raw -1299843.193195 + Penalty 3076.320830 = -1296766.872365 nChanged 46 SP:Iteration 20F (1770.466240 sec): 3 clusters Score: Raw -1299849.400670 + Penalty 3076.320830 = -1296773.079840 nChanged 43 SP:Iteration 21Q (1770.529259 sec): 3 clusters Score: Raw -1299854.394442 + Penalty 3076.320830 = -1296778.073612 nChanged 37 SP:Iteration 22Q (1770.592860 sec): 3 clusters Score: Raw -1299857.779577 + Penalty 3076.320830 = -1296781.458748 nChanged 20 SP:Iteration 23Q (1770.665908 sec): 3 clusters Score: Raw -1299860.285412 + Penalty 3076.320830 = -1296783.964583 nChanged 28 SP:Iteration 24Q (1770.735204 sec): 3 clusters Score: Raw -1299863.307010 + Penalty 3076.320830 = -1296786.986180 nChanged 19 SP:Iteration 25Q (1770.800488 sec): 3 clusters Score: Raw -1299865.299546 + Penalty 3076.320830 = -1296788.978716 nChanged 15 SP:Iteration 26Q (1770.860576 sec): 3 clusters Score: Raw -1299866.533815 + Penalty 3076.320830 = -1296790.212986 nChanged 10 SP:Iteration 27Q (1770.929887 sec): 3 clusters Score: Raw -1299867.417876 + Penalty 3076.320830 = -1296791.097046 nChanged 16 SP:Iteration 28Q (1771.002741 sec): 3 clusters Score: Raw -1299869.267705 + Penalty 3076.320830 = -1296792.946876 nChanged 20 SP:Iteration 29Q (1771.060104 sec): 3 clusters Score: Raw -1299871.690885 + Penalty 3076.320830 = -1296795.370056 nChanged 26 SP:Iteration 30Q (1771.131215 sec): 3 clusters Score: Raw -1299874.888472 + Penalty 3076.320830 = -1296798.567643 nChanged 24 SP:Iteration 31Q (1771.196767 sec): 3 clusters Score: Raw -1299879.073381 + Penalty 3076.320830 = -1296802.752551 nChanged 28 SP:Iteration 32Q (1771.262007 sec): 3 clusters Score: Raw -1299881.866595 + Penalty 3076.320830 = -1296805.545765 nChanged 27 SP:Iteration 33Q (1771.334878 sec): 3 clusters Score: Raw -1299884.314927 + Penalty 3076.320830 = -1296807.994097 nChanged 22 SP:Iteration 34Q (1771.402236 sec): 3 clusters Score: Raw -1299887.318149 + Penalty 3076.320830 = -1296810.997320 nChanged 26 SP:Iteration 35Q (1771.466884 sec): 3 clusters Score: Raw -1299890.517395 + Penalty 3076.320830 = -1296814.196565 nChanged 19 SP:Iteration 36Q (1771.532043 sec): 3 clusters Score: Raw -1299892.652326 + Penalty 3076.320830 = -1296816.331497 nChanged 18 SP:Iteration 37Q (1771.590079 sec): 3 clusters Score: Raw -1299894.099653 + Penalty 3076.320830 = -1296817.778824 nChanged 14 SP:Iteration 38Q (1771.667868 sec): 3 clusters Score: Raw -1299895.535013 + Penalty 3076.320830 = -1296819.214183 nChanged 9 SP:Iteration 39Q (1771.730459 sec): 3 clusters Score: Raw -1299896.202920 + Penalty 3076.320830 = -1296819.882090 nChanged 9 SP:Iteration 40F (1771.786146 sec): 3 clusters Score: Raw -1299896.927156 + Penalty 3076.320830 = -1296820.606327 nChanged 7 SP:Iteration 41Q (1771.856076 sec): 3 clusters Score: Raw -1299897.760718 + Penalty 3076.320830 = -1296821.439888 nChanged 7 SP:Iteration 42Q (1771.926003 sec): 3 clusters Score: Raw -1299898.687955 + Penalty 3076.320830 = -1296822.367125 nChanged 15 SP:Iteration 43Q (1771.996442 sec): 3 clusters Score: Raw -1299900.631184 + Penalty 3076.320830 = -1296824.310354 nChanged 19 SP:Iteration 44Q (1772.054776 sec): 3 clusters Score: Raw -1299902.949743 + Penalty 3076.320830 = -1296826.628913 nChanged 20 SP:Iteration 45Q (1772.121568 sec): 3 clusters Score: Raw -1299905.646501 + Penalty 3076.320830 = -1296829.325671 nChanged 18 SP:Iteration 46Q (1772.184130 sec): 3 clusters Score: Raw -1299908.180106 + Penalty 3076.320830 = -1296831.859276 nChanged 23 SP:Iteration 47Q (1772.258798 sec): 3 clusters Score: Raw -1299911.527651 + Penalty 3076.320830 = -1296835.206821 nChanged 26 SP:Iteration 48Q (1772.323925 sec): 3 clusters Score: Raw -1299913.882740 + Penalty 3076.320830 = -1296837.561910 nChanged 24 SP:Iteration 49Q (1772.390821 sec): 3 clusters Score: Raw -1299916.648007 + Penalty 3076.320830 = -1296840.327177 nChanged 24 SP:Iteration 50Q (1772.458211 sec): 3 clusters Score: Raw -1299918.913497 + Penalty 3076.320830 = -1296842.592667 nChanged 19 SP:Iteration 51Q (1772.525752 sec): 3 clusters Score: Raw -1299920.726446 + Penalty 3076.320830 = -1296844.405616 nChanged 22 SP:Iteration 52Q (1772.584313 sec): 3 clusters Score: Raw -1299924.539314 + Penalty 3076.320830 = -1296848.218485 nChanged 22 SP:Iteration 53Q (1772.659131 sec): 3 clusters Score: Raw -1299927.978772 + Penalty 3076.320830 = -1296851.657942 nChanged 29 SP:Iteration 54Q (1772.714589 sec): 3 clusters Score: Raw -1299931.785715 + Penalty 3076.320830 = -1296855.464885 nChanged 26 SP:Iteration 55Q (1772.793321 sec): 3 clusters Score: Raw -1299936.097319 + Penalty 3076.320830 = -1296859.776489 nChanged 35 SP:Iteration 56Q (1772.855370 sec): 3 clusters Score: Raw -1299940.829494 + Penalty 3076.320830 = -1296864.508664 nChanged 35 SP:Iteration 57Q (1772.928281 sec): 3 clusters Score: Raw -1299946.329364 + Penalty 3076.320830 = -1296870.008534 nChanged 32 SP:Iteration 58Q (1772.985484 sec): 3 clusters Score: Raw -1299950.379231 + Penalty 3076.320830 = -1296874.058401 nChanged 32 SP:Iteration 59Q (1773.063800 sec): 3 clusters Score: Raw -1299954.937887 + Penalty 3076.320830 = -1296878.617057 nChanged 33 SP:Iteration 60F (1773.128031 sec): 3 clusters Score: Raw -1299958.975217 + Penalty 3076.320830 = -1296882.654387 nChanged 33 SP:Iteration 61Q (1773.186785 sec): 3 clusters Score: Raw -1299963.082382 + Penalty 3076.320830 = -1296886.761552 nChanged 32 SP:Iteration 62Q (1773.257706 sec): 3 clusters Score: Raw -1299967.052457 + Penalty 3076.320830 = -1296890.731628 nChanged 30 SP:Iteration 63Q (1773.324270 sec): 3 clusters Score: Raw -1299969.832677 + Penalty 3076.320830 = -1296893.511847 nChanged 26 SP:Iteration 64Q (1773.394458 sec): 3 clusters Score: Raw -1299972.618067 + Penalty 3076.320830 = -1296896.297237 nChanged 33 SP:Iteration 65Q (1773.459837 sec): 3 clusters Score: Raw -1299976.085836 + Penalty 3076.320830 = -1296899.765006 nChanged 29 SP:Iteration 66Q (1773.523724 sec): 3 clusters Score: Raw -1299979.310723 + Penalty 3076.320830 = -1296902.989894 nChanged 29 SP:Iteration 67Q (1773.592249 sec): 3 clusters Score: Raw -1299982.966614 + Penalty 3076.320830 = -1296906.645784 nChanged 33 SP:Iteration 68Q (1773.667552 sec): 3 clusters Score: Raw -1299986.887783 + Penalty 3076.320830 = -1296910.566953 nChanged 29 SP:Iteration 69Q (1773.728888 sec): 3 clusters Score: Raw -1299989.881570 + Penalty 3076.320830 = -1296913.560740 nChanged 23 SP:Iteration 70Q (1773.799107 sec): 3 clusters Score: Raw -1299992.679576 + Penalty 3076.320830 = -1296916.358746 nChanged 25 SP:Iteration 71Q (1773.864311 sec): 3 clusters Score: Raw -1299996.255143 + Penalty 3076.320830 = -1296919.934313 nChanged 32 SP:Iteration 72Q (1773.938285 sec): 3 clusters Score: Raw -1300000.379950 + Penalty 3076.320830 = -1296924.059120 nChanged 26 SP:Iteration 73Q (1774.002790 sec): 3 clusters Score: Raw -1300002.866573 + Penalty 3076.320830 = -1296926.545743 nChanged 23 SP:Iteration 74Q (1774.073661 sec): 3 clusters Score: Raw -1300005.637159 + Penalty 3076.320830 = -1296929.316329 nChanged 29 SP:Iteration 75Q (1774.137792 sec): 3 clusters Score: Raw -1300010.059189 + Penalty 3076.320830 = -1296933.738359 nChanged 33 SP:Iteration 76Q (1774.215428 sec): 3 clusters Score: Raw -1300015.175575 + Penalty 3076.320830 = -1296938.854745 nChanged 26 SP:Iteration 77Q (1774.277296 sec): 3 clusters Score: Raw -1300018.983001 + Penalty 3076.320830 = -1296942.662171 nChanged 28 SP:Iteration 78Q (1774.346098 sec): 3 clusters Score: Raw -1300021.991857 + Penalty 3076.320830 = -1296945.671027 nChanged 23 SP:Iteration 79Q (1774.406664 sec): 3 clusters Score: Raw -1300024.310485 + Penalty 3076.320830 = -1296947.989656 nChanged 24 SP:Iteration 80F (1774.474680 sec): 3 clusters Score: Raw -1300026.984660 + Penalty 3076.320830 = -1296950.663830 nChanged 23 SP:Iteration 81Q (1774.544302 sec): 3 clusters Score: Raw -1300029.939056 + Penalty 3076.320830 = -1296953.618226 nChanged 25 SP:Iteration 82Q (1774.606552 sec): 3 clusters Score: Raw -1300033.236144 + Penalty 3076.320830 = -1296956.915315 nChanged 26 SP:Iteration 83Q (1774.673478 sec): 3 clusters Score: Raw -1300035.804405 + Penalty 3076.320830 = -1296959.483575 nChanged 19 SP:Iteration 84Q (1774.743181 sec): 3 clusters Score: Raw -1300037.848592 + Penalty 3076.320830 = -1296961.527762 nChanged 15 SP:Iteration 85Q (1774.810954 sec): 3 clusters Score: Raw -1300039.557380 + Penalty 3076.320830 = -1296963.236550 nChanged 18 SP:Iteration 86Q (1774.864792 sec): 3 clusters Score: Raw -1300041.252395 + Penalty 3076.320830 = -1296964.931565 nChanged 13 SP:Iteration 87Q (1774.938216 sec): 3 clusters Score: Raw -1300042.302051 + Penalty 3076.320830 = -1296965.981221 nChanged 16 SP:Iteration 88Q (1774.995704 sec): 3 clusters Score: Raw -1300043.714981 + Penalty 3076.320830 = -1296967.394151 nChanged 16 SP:Iteration 89Q (1775.060337 sec): 3 clusters Score: Raw -1300045.159116 + Penalty 3076.320830 = -1296968.838286 nChanged 12 SP:Iteration 90Q (1775.127146 sec): 3 clusters Score: Raw -1300046.492907 + Penalty 3076.320830 = -1296970.172077 nChanged 14 SP:Iteration 91Q (1775.201674 sec): 3 clusters Score: Raw -1300048.024953 + Penalty 3076.320830 = -1296971.704123 nChanged 12 SP:Iteration 92Q (1775.271978 sec): 3 clusters Score: Raw -1300049.207429 + Penalty 3076.320830 = -1296972.886599 nChanged 11 SP:Iteration 93Q (1775.334869 sec): 3 clusters Score: Raw -1300050.081671 + Penalty 3076.320830 = -1296973.760842 nChanged 8 SP:Iteration 94Q (1775.396701 sec): 3 clusters Score: Raw -1300050.802453 + Penalty 3076.320830 = -1296974.481624 nChanged 9 SP:Iteration 95Q (1775.469185 sec): 3 clusters Score: Raw -1300051.778363 + Penalty 3076.320830 = -1296975.457533 nChanged 9 SP:Iteration 96Q (1775.540085 sec): 3 clusters Score: Raw -1300052.556394 + Penalty 3076.320830 = -1296976.235564 nChanged 7 SP:Iteration 97Q (1775.603976 sec): 3 clusters Score: Raw -1300053.350488 + Penalty 3076.320830 = -1296977.029658 nChanged 8 SP:Iteration 98Q (1775.656224 sec): 3 clusters Score: Raw -1300054.284419 + Penalty 3076.320830 = -1296977.963589 nChanged 11 SP:Iteration 99Q (1775.722595 sec): 3 clusters Score: Raw -1300055.610462 + Penalty 3076.320830 = -1296979.289632 nChanged 15 SP:Iteration 100F (1775.800592 sec): 3 clusters Score: Raw -1300057.192734 + Penalty 3076.320830 = -1296980.871904 nChanged 15 SP:Iteration 101Q (1775.854971 sec): 3 clusters Score: Raw -1300058.817447 + Penalty 3076.320830 = -1296982.496617 nChanged 15 SP:Iteration 102Q (1775.925167 sec): 3 clusters Score: Raw -1300060.539675 + Penalty 3076.320830 = -1296984.218845 nChanged 14 SP:Iteration 103Q (1776.003659 sec): 3 clusters Score: Raw -1300061.841287 + Penalty 3076.320830 = -1296985.520457 nChanged 13 SP:Iteration 104Q (1776.075268 sec): 3 clusters Score: Raw -1300063.402391 + Penalty 3076.320830 = -1296987.081561 nChanged 16 SP:Iteration 105Q (1776.129898 sec): 3 clusters Score: Raw -1300064.889886 + Penalty 3076.320830 = -1296988.569056 nChanged 18 SP:Iteration 106Q (1776.185790 sec): 3 clusters Score: Raw -1300066.891536 + Penalty 3076.320830 = -1296990.570706 nChanged 15 SP:Iteration 107Q (1776.257117 sec): 3 clusters Score: Raw -1300068.574785 + Penalty 3076.320830 = -1296992.253955 nChanged 22 SP:Iteration 108Q (1776.317209 sec): 3 clusters Score: Raw -1300070.287438 + Penalty 3076.320830 = -1296993.966608 nChanged 15 SP:Iteration 109Q (1776.383230 sec): 3 clusters Score: Raw -1300071.830524 + Penalty 3076.320830 = -1296995.509694 nChanged 14 SP:Iteration 110Q (1776.457761 sec): 3 clusters Score: Raw -1300073.282367 + Penalty 3076.320830 = -1296996.961537 nChanged 16 SP:Iteration 111Q (1776.515652 sec): 3 clusters Score: Raw -1300074.559649 + Penalty 3076.320830 = -1296998.238819 nChanged 8 SP:Iteration 112Q (1776.591070 sec): 3 clusters Score: Raw -1300075.096434 + Penalty 3076.320830 = -1296998.775604 nChanged 6 SP:Iteration 113Q (1776.655463 sec): 3 clusters Score: Raw -1300075.637356 + Penalty 3076.320830 = -1296999.316526 nChanged 8 SP:Iteration 114Q (1776.733297 sec): 3 clusters Score: Raw -1300076.156137 + Penalty 3076.320830 = -1296999.835307 nChanged 9 SP:Iteration 115Q (1776.785201 sec): 3 clusters Score: Raw -1300076.803693 + Penalty 3076.320830 = -1297000.482864 nChanged 9 SP:Iteration 116Q (1776.848846 sec): 3 clusters Score: Raw -1300077.432097 + Penalty 3076.320830 = -1297001.111267 nChanged 9 SP:Iteration 117Q (1776.919931 sec): 3 clusters Score: Raw -1300078.210148 + Penalty 3076.320830 = -1297001.889318 nChanged 7 SP:Iteration 118Q (1776.993432 sec): 3 clusters Score: Raw -1300078.614537 + Penalty 3076.320830 = -1297002.293708 nChanged 6 SP:Iteration 119Q (1777.051459 sec): 3 clusters Score: Raw -1300079.291597 + Penalty 3076.320830 = -1297002.970767 nChanged 5 SP:Iteration 120F (1777.126032 sec): 3 clusters Score: Raw -1300079.647195 + Penalty 3076.320830 = -1297003.326365 nChanged 7 SP:Iteration 121Q (1777.179593 sec): 3 clusters Score: Raw -1300080.297446 + Penalty 3076.320830 = -1297003.976617 nChanged 10 SP:Iteration 122Q (1777.244003 sec): 3 clusters Score: Raw -1300081.105428 + Penalty 3076.320830 = -1297004.784598 nChanged 8 SP:Iteration 123Q (1777.311861 sec): 3 clusters Score: Raw -1300081.869617 + Penalty 3076.320830 = -1297005.548788 nChanged 9 SP:Iteration 124Q (1777.372883 sec): 3 clusters Score: Raw -1300082.677565 + Penalty 3076.320830 = -1297006.356735 nChanged 9 SP:Iteration 125Q (1777.448968 sec): 3 clusters Score: Raw -1300083.525107 + Penalty 3076.320830 = -1297007.204277 nChanged 11 SP:Iteration 126Q (1777.514392 sec): 3 clusters Score: Raw -1300084.715927 + Penalty 3076.320830 = -1297008.395097 nChanged 14 SP:Iteration 127Q (1777.571169 sec): 3 clusters Score: Raw -1300086.088896 + Penalty 3076.320830 = -1297009.768066 nChanged 16 SP:Iteration 128Q (1777.647875 sec): 3 clusters Score: Raw -1300087.973437 + Penalty 3076.320830 = -1297011.652607 nChanged 18 SP:Iteration 129Q (1777.711869 sec): 3 clusters Score: Raw -1300089.579548 + Penalty 3076.320830 = -1297013.258718 nChanged 16 SP:Iteration 130Q (1777.783577 sec): 3 clusters Score: Raw -1300091.162709 + Penalty 3076.320830 = -1297014.841879 nChanged 13 SP:Iteration 131Q (1777.845089 sec): 3 clusters Score: Raw -1300092.186571 + Penalty 3076.320830 = -1297015.865741 nChanged 9 SP:Iteration 132Q (1777.913029 sec): 3 clusters Score: Raw -1300092.972739 + Penalty 3076.320830 = -1297016.651909 nChanged 11 SP:Iteration 133Q (1777.983169 sec): 3 clusters Score: Raw -1300094.007623 + Penalty 3076.320830 = -1297017.686793 nChanged 11 SP:Iteration 134Q (1778.045747 sec): 3 clusters Score: Raw -1300095.048214 + Penalty 3076.320830 = -1297018.727384 nChanged 13 SP:Iteration 135Q (1778.117768 sec): 3 clusters Score: Raw -1300097.172075 + Penalty 3076.320830 = -1297020.851245 nChanged 18 SP:Iteration 136Q (1778.170962 sec): 3 clusters Score: Raw -1300099.246590 + Penalty 3076.320830 = -1297022.925760 nChanged 15 SP:Iteration 137Q (1778.245734 sec): 3 clusters Score: Raw -1300100.863318 + Penalty 3076.320830 = -1297024.542488 nChanged 20 SP:Iteration 138Q (1778.298403 sec): 3 clusters Score: Raw -1300103.138571 + Penalty 3076.320830 = -1297026.817741 nChanged 21 SP:Iteration 139Q (1778.366487 sec): 3 clusters Score: Raw -1300105.261533 + Penalty 3076.320830 = -1297028.940704 nChanged 21 SP:Iteration 140F (1778.434320 sec): 3 clusters Score: Raw -1300107.498216 + Penalty 3076.320830 = -1297031.177386 nChanged 23 SP:Iteration 141Q (1778.500877 sec): 3 clusters Score: Raw -1300110.264713 + Penalty 3076.320830 = -1297033.943883 nChanged 20 SP:Iteration 142Q (1778.567240 sec): 3 clusters Score: Raw -1300112.638726 + Penalty 3076.320830 = -1297036.317897 nChanged 23 SP:Iteration 143Q (1778.643550 sec): 3 clusters Score: Raw -1300115.106151 + Penalty 3076.320830 = -1297038.785321 nChanged 21 SP:Iteration 144Q (1778.704500 sec): 3 clusters Score: Raw -1300117.065181 + Penalty 3076.320830 = -1297040.744351 nChanged 21 SP:Iteration 145Q (1778.771267 sec): 3 clusters Score: Raw -1300118.882172 + Penalty 3076.320830 = -1297042.561342 nChanged 12 SP:Iteration 146Q (1778.847233 sec): 3 clusters Score: Raw -1300119.681736 + Penalty 3076.320830 = -1297043.360906 nChanged 11 SP:Iteration 147Q (1778.914737 sec): 3 clusters Score: Raw -1300120.743211 + Penalty 3076.320830 = -1297044.422381 nChanged 9 SP:Iteration 148Q (1778.977364 sec): 3 clusters Score: Raw -1300121.424797 + Penalty 3076.320830 = -1297045.103968 nChanged 8 SP:Iteration 149Q (1779.044460 sec): 3 clusters Score: Raw -1300122.119451 + Penalty 3076.320830 = -1297045.798621 nChanged 12 SP:Iteration 150Q (1779.099220 sec): 3 clusters Score: Raw -1300123.197974 + Penalty 3076.320830 = -1297046.877144 nChanged 12 SP:Iteration 151Q (1779.176212 sec): 3 clusters Score: Raw -1300124.845138 + Penalty 3076.320830 = -1297048.524308 nChanged 17 SP:Iteration 152Q (1779.227139 sec): 3 clusters Score: Raw -1300126.158847 + Penalty 3076.320830 = -1297049.838017 nChanged 12 SP:Iteration 153Q (1779.302282 sec): 3 clusters Score: Raw -1300126.844150 + Penalty 3076.320830 = -1297050.523320 nChanged 11 SP:Iteration 154Q (1779.359397 sec): 3 clusters Score: Raw -1300127.649835 + Penalty 3076.320830 = -1297051.329005 nChanged 10 SP:Iteration 155Q (1779.433635 sec): 3 clusters Score: Raw -1300128.591785 + Penalty 3076.320830 = -1297052.270955 nChanged 9 SP:Iteration 156Q (1779.502018 sec): 3 clusters Score: Raw -1300129.540610 + Penalty 3076.320830 = -1297053.219781 nChanged 10 SP:Iteration 157Q (1779.561013 sec): 3 clusters Score: Raw -1300130.525712 + Penalty 3076.320830 = -1297054.204882 nChanged 12 SP:Iteration 158Q (1779.627977 sec): 3 clusters Score: Raw -1300131.584243 + Penalty 3076.320830 = -1297055.263413 nChanged 12 SP:Iteration 159Q (1779.709487 sec): 3 clusters Score: Raw -1300132.587422 + Penalty 3076.320830 = -1297056.266592 nChanged 13 SP:Iteration 160F (1779.765100 sec): 3 clusters Score: Raw -1300133.825417 + Penalty 3076.320830 = -1297057.504587 nChanged 14 SP:Iteration 161Q (1779.844377 sec): 3 clusters Score: Raw -1300135.030938 + Penalty 3076.320830 = -1297058.710108 nChanged 12 SP:Iteration 162Q (1779.914774 sec): 3 clusters Score: Raw -1300136.771041 + Penalty 3076.320830 = -1297060.450211 nChanged 14 SP:Iteration 163Q (1779.983853 sec): 3 clusters Score: Raw -1300138.440104 + Penalty 3076.320830 = -1297062.119274 nChanged 13 SP:Iteration 164Q (1780.040763 sec): 3 clusters Score: Raw -1300139.522872 + Penalty 3076.320830 = -1297063.202042 nChanged 12 SP:Iteration 165Q (1780.118215 sec): 3 clusters Score: Raw -1300141.294803 + Penalty 3076.320830 = -1297064.973974 nChanged 17 SP:Iteration 166Q (1780.183078 sec): 3 clusters Score: Raw -1300143.916718 + Penalty 3076.320830 = -1297067.595888 nChanged 23 SP:Iteration 167Q (1780.249397 sec): 3 clusters Score: Raw -1300147.276986 + Penalty 3076.320830 = -1297070.956156 nChanged 27 SP:Iteration 168Q (1780.308576 sec): 3 clusters Score: Raw -1300151.030299 + Penalty 3076.320830 = -1297074.709469 nChanged 25 SP:Iteration 169Q (1780.370601 sec): 3 clusters Score: Raw -1300154.284691 + Penalty 3076.320830 = -1297077.963861 nChanged 23 SP:Iteration 170Q (1780.441095 sec): 3 clusters Score: Raw -1300157.223684 + Penalty 3076.320830 = -1297080.902854 nChanged 27 SP:Iteration 171Q (1780.511543 sec): 3 clusters Score: Raw -1300160.403064 + Penalty 3076.320830 = -1297084.082234 nChanged 24 SP:Iteration 172Q (1780.572044 sec): 3 clusters Score: Raw -1300163.377329 + Penalty 3076.320830 = -1297087.056499 nChanged 19 SP:Iteration 173Q (1780.646975 sec): 3 clusters Score: Raw -1300166.393560 + Penalty 3076.320830 = -1297090.072731 nChanged 23 SP:Iteration 174Q (1780.706523 sec): 3 clusters Score: Raw -1300168.609387 + Penalty 3076.320830 = -1297092.288557 nChanged 20 SP:Iteration 175Q (1780.770671 sec): 3 clusters Score: Raw -1300170.016786 + Penalty 3076.320830 = -1297093.695956 nChanged 15 SP:Iteration 176Q (1780.837458 sec): 3 clusters Score: Raw -1300171.401372 + Penalty 3076.320830 = -1297095.080542 nChanged 14 SP:Iteration 177Q (1780.902134 sec): 3 clusters Score: Raw -1300172.839351 + Penalty 3076.320830 = -1297096.518522 nChanged 11 SP:Iteration 178Q (1780.975209 sec): 3 clusters Score: Raw -1300173.884140 + Penalty 3076.320830 = -1297097.563310 nChanged 9 SP:Iteration 179Q (1781.033060 sec): 3 clusters Score: Raw -1300174.498215 + Penalty 3076.320830 = -1297098.177385 nChanged 7 SP:Iteration 180F (1781.099680 sec): 3 clusters Score: Raw -1300175.255296 + Penalty 3076.320830 = -1297098.934466 nChanged 11 SP:Iteration 181Q (1781.167626 sec): 3 clusters Score: Raw -1300176.190180 + Penalty 3076.320830 = -1297099.869350 nChanged 12 SP:Iteration 182Q (1781.227830 sec): 3 clusters Score: Raw -1300177.316019 + Penalty 3076.320830 = -1297100.995190 nChanged 17 SP:Iteration 183Q (1781.291176 sec): 3 clusters Score: Raw -1300179.611526 + Penalty 3076.320830 = -1297103.290696 nChanged 22 SP:Iteration 184Q (1781.360680 sec): 3 clusters Score: Raw -1300182.053967 + Penalty 3076.320830 = -1297105.733138 nChanged 18 SP:Iteration 185Q (1781.421461 sec): 3 clusters Score: Raw -1300184.038612 + Penalty 3076.320830 = -1297107.717782 nChanged 24 SP:Iteration 186Q (1781.490971 sec): 3 clusters Score: Raw -1300187.728993 + Penalty 3076.320830 = -1297111.408163 nChanged 34 SP:Iteration 187Q (1781.553047 sec): 3 clusters Score: Raw -1300194.744215 + Penalty 3076.320830 = -1297118.423386 nChanged 43 SP:Iteration 188Q (1781.624579 sec): 3 clusters Score: Raw -1300203.096202 + Penalty 3076.320830 = -1297126.775372 nChanged 53 SP:Iteration 189Q (1781.695394 sec): 3 clusters Score: Raw -1300213.653100 + Penalty 3076.320830 = -1297137.332271 nChanged 51 SP:Iteration 190Q (1781.751925 sec): 3 clusters Score: Raw -1300223.703477 + Penalty 3076.320830 = -1297147.382647 nChanged 52 SP:Iteration 191Q (1781.820143 sec): 3 clusters Score: Raw -1300233.727215 + Penalty 3076.320830 = -1297157.406385 nChanged 49 SP:Iteration 192Q (1781.896589 sec): 3 clusters Score: Raw -1300246.477608 + Penalty 3076.320830 = -1297170.156778 nChanged 63 SP:Iteration 193Q (1781.955231 sec): 3 clusters Score: Raw -1300259.356389 + Penalty 3076.320830 = -1297183.035559 nChanged 54 SP:Iteration 194Q (1782.014987 sec): 3 clusters Score: Raw -1300272.747735 + Penalty 3076.320830 = -1297196.426905 nChanged 56 SP:Iteration 195Q (1782.068958 sec): 3 clusters Score: Raw -1300289.668596 + Penalty 3076.320830 = -1297213.347766 nChanged 66 SP:Iteration 196Q (1782.134805 sec): 3 clusters Score: Raw -1300305.772293 + Penalty 3076.320830 = -1297229.451463 nChanged 65 SP:Iteration 197Q (1782.207329 sec): 3 clusters Score: Raw -1300319.701510 + Penalty 3076.320830 = -1297243.380680 nChanged 59 SP:Iteration 198Q (1782.278073 sec): 3 clusters Score: Raw -1300331.297499 + Penalty 3076.320830 = -1297254.976669 nChanged 52 SP:Iteration 199Q (1782.343300 sec): 3 clusters Score: Raw -1300342.533932 + Penalty 3076.320830 = -1297266.213102 nChanged 59 SP:Iteration 200F (1782.398854 sec): 3 clusters Score: Raw -1300355.002595 + Penalty 3076.320830 = -1297278.681765 nChanged 58 SP:Iteration 201Q (1782.475311 sec): 3 clusters Score: Raw -1300367.123298 + Penalty 3076.320830 = -1297290.802468 nChanged 70 SP:Iteration 202Q (1782.547894 sec): 3 clusters Score: Raw -1300382.195430 + Penalty 3076.320830 = -1297305.874600 nChanged 62 SP:Iteration 203Q (1782.615511 sec): 3 clusters Score: Raw -1300395.538790 + Penalty 3076.320830 = -1297319.217960 nChanged 71 SP:Iteration 204Q (1782.679593 sec): 3 clusters Score: Raw -1300410.151900 + Penalty 3076.320830 = -1297333.831071 nChanged 76 SP:Iteration 205Q (1782.736265 sec): 3 clusters Score: Raw -1300424.658135 + Penalty 3076.320830 = -1297348.337305 nChanged 62 SP:Iteration 206Q (1782.798860 sec): 3 clusters Score: Raw -1300436.565748 + Penalty 3076.320830 = -1297360.244919 nChanged 64 SP:Iteration 207Q (1782.867951 sec): 3 clusters Score: Raw -1300450.873786 + Penalty 3076.320830 = -1297374.552957 nChanged 63 SP:Iteration 208Q (1782.929906 sec): 3 clusters Score: Raw -1300462.452612 + Penalty 3076.320830 = -1297386.131782 nChanged 62 SP:Iteration 209Q (1782.996709 sec): 3 clusters Score: Raw -1300475.633467 + Penalty 3076.320830 = -1297399.312637 nChanged 65 SP:Iteration 210Q (1783.071299 sec): 3 clusters Score: Raw -1300488.618147 + Penalty 3076.320830 = -1297412.297317 nChanged 62 SP:Iteration 211Q (1783.134034 sec): 3 clusters Score: Raw -1300502.720623 + Penalty 3076.320830 = -1297426.399794 nChanged 58 SP:Iteration 212Q (1783.210526 sec): 3 clusters Score: Raw -1300514.260890 + Penalty 3076.320830 = -1297437.940060 nChanged 44 SP:Iteration 213Q (1783.277071 sec): 3 clusters Score: Raw -1300522.589692 + Penalty 3076.320830 = -1297446.268863 nChanged 45 SP:Iteration 214Q (1783.338131 sec): 3 clusters Score: Raw -1300532.748580 + Penalty 3076.320830 = -1297456.427750 nChanged 55 SP:Iteration 215Q (1783.404227 sec): 3 clusters Score: Raw -1300546.315014 + Penalty 3076.320830 = -1297469.994184 nChanged 61 SP:Iteration 216Q (1783.473778 sec): 3 clusters Score: Raw -1300562.195727 + Penalty 3076.320830 = -1297485.874897 nChanged 69 SP:Iteration 217Q (1783.525723 sec): 3 clusters Score: Raw -1300585.489850 + Penalty 3076.320830 = -1297509.169021 nChanged 77 SP:Iteration 218Q (1783.604796 sec): 3 clusters Score: Raw -1300613.369126 + Penalty 3076.320830 = -1297537.048296 nChanged 93 SP:Iteration 219Q (1783.667617 sec): 3 clusters Score: Raw -1300650.427971 + Penalty 3076.320830 = -1297574.107141 nChanged 94 SP:Iteration 220F (1783.728380 sec): 3 clusters Score: Raw -1300686.533307 + Penalty 3076.320830 = -1297610.212477 nChanged 98 SP:Iteration 221Q (1783.808893 sec): 3 clusters Score: Raw -1300730.920508 + Penalty 3076.320830 = -1297654.599678 nChanged 98 SP:Iteration 222Q (1783.861951 sec): 3 clusters Score: Raw -1300774.456256 + Penalty 3076.320830 = -1297698.135426 nChanged 97 SP:Iteration 223Q (1783.931245 sec): 3 clusters Score: Raw -1300820.751690 + Penalty 3076.320830 = -1297744.430860 nChanged 105 SP:Iteration 224Q (1784.007171 sec): 3 clusters Score: Raw -1300871.761528 + Penalty 3076.320830 = -1297795.440698 nChanged 106 SP:Iteration 225Q (1784.070366 sec): 3 clusters Score: Raw -1300920.565960 + Penalty 3076.320830 = -1297844.245130 nChanged 102 SP:Iteration 226Q (1784.132200 sec): 3 clusters Score: Raw -1300972.768846 + Penalty 3076.320830 = -1297896.448016 nChanged 93 SP:Iteration 227Q (1784.196984 sec): 3 clusters Score: Raw -1301021.683828 + Penalty 3076.320830 = -1297945.362998 nChanged 75 SP:Iteration 228Q (1784.248915 sec): 3 clusters Score: Raw -1301057.067806 + Penalty 3076.320830 = -1297980.746977 nChanged 67 SP:Iteration 229Q (1784.310938 sec): 3 clusters Score: Raw -1301091.792425 + Penalty 3076.320830 = -1298015.471595 nChanged 57 SP:Iteration 230Q (1784.384996 sec): 3 clusters Score: Raw -1301118.764020 + Penalty 3076.320830 = -1298042.443190 nChanged 58 SP:Iteration 231Q (1784.448666 sec): 3 clusters Score: Raw -1301138.127771 + Penalty 3076.320830 = -1298061.806941 nChanged 39 SP:Iteration 232Q (1784.514782 sec): 3 clusters Score: Raw -1301151.383354 + Penalty 3076.320830 = -1298075.062524 nChanged 32 SP:Iteration 233Q (1784.578318 sec): 3 clusters Score: Raw -1301163.279291 + Penalty 3076.320830 = -1298086.958462 nChanged 32 SP:Iteration 234Q (1784.646146 sec): 3 clusters Score: Raw -1301172.601793 + Penalty 3076.320830 = -1298096.280963 nChanged 25 SP:Iteration 235Q (1784.697226 sec): 3 clusters Score: Raw -1301178.885063 + Penalty 3076.320830 = -1298102.564233 nChanged 21 SP:Iteration 236Q (1784.756154 sec): 3 clusters Score: Raw -1301186.626528 + Penalty 3076.320830 = -1298110.305698 nChanged 22 SP:Iteration 237Q (1784.827947 sec): 3 clusters Score: Raw -1301193.183896 + Penalty 3076.320830 = -1298116.863066 nChanged 14 SP:Iteration 238Q (1784.890457 sec): 3 clusters Score: Raw -1301195.362275 + Penalty 3076.320830 = -1298119.041445 nChanged 5 SP:Iteration 239Q (1784.950011 sec): 3 clusters Score: Raw -1301196.286728 + Penalty 3076.320830 = -1298119.965899 nChanged 6 SP:Iteration 240F (1785.010860 sec): 3 clusters Score: Raw -1301197.432204 + Penalty 3076.320830 = -1298121.111374 nChanged 3 SP:Iteration 241Q (1785.078086 sec): 3 clusters Score: Raw -1301197.986182 + Penalty 3076.320830 = -1298121.665352 nChanged 2 SP:Iteration 242Q (1785.145828 sec): 3 clusters Score: Raw -1301198.252099 + Penalty 3076.320830 = -1298121.931269 nChanged 0 SP:Iteration 243F (1785.208666 sec): 3 clusters Score: Raw -1301198.252099 + Penalty 3076.320830 = -1298121.931269 nChanged 0 Trying to split cluster 10 (1789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1785.234822 sec): 2 clusters Score: Raw -173742.357902 + Penalty 1217.029464 = -172525.328438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1785.282639 sec): 3 clusters Score: Raw -172977.357236 + Penalty 2434.058927 = -170543.298309 nChanged 611 SP:Iteration 1F (1785.321323 sec): 3 clusters Score: Raw -173386.205126 + Penalty 2434.058927 = -170952.146199 nChanged 123 SP:Iteration 2F (1785.365195 sec): 3 clusters Score: Raw -173467.547632 + Penalty 2434.058927 = -171033.488705 nChanged 71 SP:Iteration 3Q (1785.408505 sec): 3 clusters Score: Raw -173519.883214 + Penalty 2434.058927 = -171085.824287 nChanged 59 SP:Iteration 4Q (1785.468714 sec): 3 clusters Score: Raw -173556.222353 + Penalty 2434.058927 = -171122.163426 nChanged 37 SP:Iteration 5Q (1785.505845 sec): 3 clusters Score: Raw -173579.144168 + Penalty 2434.058927 = -171145.085241 nChanged 33 SP:Iteration 6Q (1785.550644 sec): 3 clusters Score: Raw -173596.919447 + Penalty 2434.058927 = -171162.860520 nChanged 21 SP:Iteration 7Q (1785.600391 sec): 3 clusters Score: Raw -173607.790396 + Penalty 2434.058927 = -171173.731469 nChanged 21 SP:Iteration 8Q (1785.650355 sec): 3 clusters Score: Raw -173618.463240 + Penalty 2434.058927 = -171184.404313 nChanged 23 SP:Iteration 9Q (1785.703218 sec): 3 clusters Score: Raw -173630.872163 + Penalty 2434.058927 = -171196.813235 nChanged 19 SP:Iteration 10Q (1785.744645 sec): 3 clusters Score: Raw -173645.105617 + Penalty 2434.058927 = -171211.046689 nChanged 18 SP:Iteration 11Q (1785.793870 sec): 3 clusters Score: Raw -173657.495265 + Penalty 2434.058927 = -171223.436338 nChanged 15 SP:Iteration 12Q (1785.840642 sec): 3 clusters Score: Raw -173668.525699 + Penalty 2434.058927 = -171234.466772 nChanged 20 SP:Iteration 13Q (1785.885816 sec): 3 clusters Score: Raw -173678.725437 + Penalty 2434.058927 = -171244.666509 nChanged 11 SP:Iteration 14Q (1785.931630 sec): 3 clusters Score: Raw -173683.177587 + Penalty 2434.058927 = -171249.118660 nChanged 9 SP:Iteration 15Q (1785.989666 sec): 3 clusters Score: Raw -173687.932994 + Penalty 2434.058927 = -171253.874067 nChanged 10 SP:Iteration 16Q (1786.035755 sec): 3 clusters Score: Raw -173692.987214 + Penalty 2434.058927 = -171258.928287 nChanged 7 SP:Iteration 17Q (1786.073641 sec): 3 clusters Score: Raw -173697.211131 + Penalty 2434.058927 = -171263.152204 nChanged 7 SP:Iteration 18Q (1786.119153 sec): 3 clusters Score: Raw -173699.937326 + Penalty 2434.058927 = -171265.878399 nChanged 5 SP:Iteration 19Q (1786.172027 sec): 3 clusters Score: Raw -173703.151230 + Penalty 2434.058927 = -171269.092303 nChanged 4 SP:Iteration 20F (1786.219381 sec): 3 clusters Score: Raw -173706.076826 + Penalty 2434.058927 = -171272.017899 nChanged 2 SP:Iteration 21Q (1786.273234 sec): 3 clusters Score: Raw -173707.500682 + Penalty 2434.058927 = -171273.441755 nChanged 2 SP:Iteration 22Q (1786.314408 sec): 3 clusters Score: Raw -173708.229356 + Penalty 2434.058927 = -171274.170429 nChanged 0 SP:Iteration 23F (1786.361693 sec): 3 clusters Score: Raw -173708.229356 + Penalty 2434.058927 = -171274.170429 nChanged 0 Trying to split cluster 11 (15387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1786.408883 sec): 2 clusters Score: Raw -1685584.165840 + Penalty 1566.707720 = -1684017.458120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1786.471749 sec): 3 clusters Score: Raw -1676507.522902 + Penalty 3133.415440 = -1673374.107463 nChanged 6834 SP:Iteration 1F (1786.543541 sec): 3 clusters Score: Raw -1680402.891127 + Penalty 3133.415440 = -1677269.475687 nChanged 1015 SP:Iteration 2F (1786.624452 sec): 3 clusters Score: Raw -1680916.576776 + Penalty 3133.415440 = -1677783.161336 nChanged 897 SP:Iteration 3F (1786.689110 sec): 3 clusters Score: Raw -1681374.705079 + Penalty 3133.415440 = -1678241.289639 nChanged 851 SP:Iteration 4F (1786.759239 sec): 3 clusters Score: Raw -1681828.195048 + Penalty 3133.415440 = -1678694.779608 nChanged 776 SP:Iteration 5F (1786.823345 sec): 3 clusters Score: Raw -1682290.804956 + Penalty 3133.415440 = -1679157.389517 nChanged 811 SP:Iteration 6F (1786.898504 sec): 3 clusters Score: Raw -1682756.618174 + Penalty 3133.415440 = -1679623.202734 nChanged 776 SP:Iteration 7F (1786.963767 sec): 3 clusters Score: Raw -1683184.827883 + Penalty 3133.415440 = -1680051.412443 nChanged 645 SP:Iteration 8Q (1787.035447 sec): 3 clusters Score: Raw -1683520.643347 + Penalty 3133.415440 = -1680387.227907 nChanged 528 SP:Iteration 9Q (1787.106733 sec): 3 clusters Score: Raw -1683775.688228 + Penalty 3133.415440 = -1680642.272788 nChanged 466 SP:Iteration 10Q (1787.178234 sec): 3 clusters Score: Raw -1683953.169981 + Penalty 3133.415440 = -1680819.754541 nChanged 332 SP:Iteration 11Q (1787.249029 sec): 3 clusters Score: Raw -1684055.699977 + Penalty 3133.415440 = -1680922.284537 nChanged 228 SP:Iteration 12Q (1787.312937 sec): 3 clusters Score: Raw -1684114.774505 + Penalty 3133.415440 = -1680981.359065 nChanged 171 SP:Iteration 13Q (1787.384761 sec): 3 clusters Score: Raw -1684153.280857 + Penalty 3133.415440 = -1681019.865418 nChanged 134 SP:Iteration 14Q (1787.453918 sec): 3 clusters Score: Raw -1684181.319545 + Penalty 3133.415440 = -1681047.904105 nChanged 117 SP:Iteration 15Q (1787.520649 sec): 3 clusters Score: Raw -1684201.274685 + Penalty 3133.415440 = -1681067.859246 nChanged 101 SP:Iteration 16Q (1787.597034 sec): 3 clusters Score: Raw -1684216.792904 + Penalty 3133.415440 = -1681083.377464 nChanged 78 SP:Iteration 17Q (1787.657142 sec): 3 clusters Score: Raw -1684229.139650 + Penalty 3133.415440 = -1681095.724210 nChanged 73 SP:Iteration 18Q (1787.733369 sec): 3 clusters Score: Raw -1684239.302897 + Penalty 3133.415440 = -1681105.887457 nChanged 63 SP:Iteration 19Q (1787.808444 sec): 3 clusters Score: Raw -1684249.413991 + Penalty 3133.415440 = -1681115.998551 nChanged 62 SP:Iteration 20F (1787.870170 sec): 3 clusters Score: Raw -1684257.145934 + Penalty 3133.415440 = -1681123.730494 nChanged 54 SP:Iteration 21Q (1787.935953 sec): 3 clusters Score: Raw -1684264.059059 + Penalty 3133.415440 = -1681130.643620 nChanged 55 SP:Iteration 22Q (1788.006689 sec): 3 clusters Score: Raw -1684271.395703 + Penalty 3133.415440 = -1681137.980263 nChanged 49 SP:Iteration 23Q (1788.082515 sec): 3 clusters Score: Raw -1684277.854640 + Penalty 3133.415440 = -1681144.439201 nChanged 48 SP:Iteration 24Q (1788.164908 sec): 3 clusters Score: Raw -1684283.697095 + Penalty 3133.415440 = -1681150.281655 nChanged 55 SP:Iteration 25Q (1788.221528 sec): 3 clusters Score: Raw -1684289.923591 + Penalty 3133.415440 = -1681156.508151 nChanged 54 SP:Iteration 26Q (1788.292781 sec): 3 clusters Score: Raw -1684296.723694 + Penalty 3133.415440 = -1681163.308254 nChanged 47 SP:Iteration 27Q (1788.359547 sec): 3 clusters Score: Raw -1684303.051697 + Penalty 3133.415440 = -1681169.636257 nChanged 71 SP:Iteration 28Q (1788.432915 sec): 3 clusters Score: Raw -1684312.738120 + Penalty 3133.415440 = -1681179.322680 nChanged 74 SP:Iteration 29Q (1788.511621 sec): 3 clusters Score: Raw -1684323.994603 + Penalty 3133.415440 = -1681190.579163 nChanged 73 SP:Iteration 30Q (1788.576881 sec): 3 clusters Score: Raw -1684334.452001 + Penalty 3133.415440 = -1681201.036562 nChanged 84 SP:Iteration 31Q (1788.639075 sec): 3 clusters Score: Raw -1684350.126226 + Penalty 3133.415440 = -1681216.710786 nChanged 90 SP:Iteration 32Q (1788.717317 sec): 3 clusters Score: Raw -1684365.121612 + Penalty 3133.415440 = -1681231.706173 nChanged 87 SP:Iteration 33Q (1788.784851 sec): 3 clusters Score: Raw -1684379.395728 + Penalty 3133.415440 = -1681245.980289 nChanged 85 SP:Iteration 34Q (1788.865494 sec): 3 clusters Score: Raw -1684391.382588 + Penalty 3133.415440 = -1681257.967148 nChanged 78 SP:Iteration 35Q (1788.935497 sec): 3 clusters Score: Raw -1684404.205122 + Penalty 3133.415440 = -1681270.789682 nChanged 77 SP:Iteration 36Q (1789.006358 sec): 3 clusters Score: Raw -1684418.217862 + Penalty 3133.415440 = -1681284.802422 nChanged 86 SP:Iteration 37Q (1789.066267 sec): 3 clusters Score: Raw -1684431.917163 + Penalty 3133.415440 = -1681298.501723 nChanged 72 SP:Iteration 38Q (1789.142781 sec): 3 clusters Score: Raw -1684442.560351 + Penalty 3133.415440 = -1681309.144912 nChanged 65 SP:Iteration 39Q (1789.216235 sec): 3 clusters Score: Raw -1684451.185321 + Penalty 3133.415440 = -1681317.769881 nChanged 52 SP:Iteration 40F (1789.289101 sec): 3 clusters Score: Raw -1684458.608068 + Penalty 3133.415440 = -1681325.192628 nChanged 60 SP:Iteration 41Q (1789.348674 sec): 3 clusters Score: Raw -1684467.130470 + Penalty 3133.415440 = -1681333.715030 nChanged 49 SP:Iteration 42Q (1789.419216 sec): 3 clusters Score: Raw -1684473.275221 + Penalty 3133.415440 = -1681339.859781 nChanged 49 SP:Iteration 43Q (1789.491541 sec): 3 clusters Score: Raw -1684479.352965 + Penalty 3133.415440 = -1681345.937525 nChanged 54 SP:Iteration 44Q (1789.570442 sec): 3 clusters Score: Raw -1684487.294972 + Penalty 3133.415440 = -1681353.879532 nChanged 54 SP:Iteration 45Q (1789.636990 sec): 3 clusters Score: Raw -1684494.894873 + Penalty 3133.415440 = -1681361.479433 nChanged 67 SP:Iteration 46Q (1789.705067 sec): 3 clusters Score: Raw -1684507.525998 + Penalty 3133.415440 = -1681374.110558 nChanged 75 SP:Iteration 47Q (1789.777554 sec): 3 clusters Score: Raw -1684520.643357 + Penalty 3133.415440 = -1681387.227917 nChanged 80 SP:Iteration 48Q (1789.852802 sec): 3 clusters Score: Raw -1684533.995471 + Penalty 3133.415440 = -1681400.580031 nChanged 80 SP:Iteration 49Q (1789.923077 sec): 3 clusters Score: Raw -1684548.559522 + Penalty 3133.415440 = -1681415.144082 nChanged 90 SP:Iteration 50Q (1789.986590 sec): 3 clusters Score: Raw -1684566.862516 + Penalty 3133.415440 = -1681433.447076 nChanged 97 SP:Iteration 51Q (1790.062344 sec): 3 clusters Score: Raw -1684586.544315 + Penalty 3133.415440 = -1681453.128875 nChanged 110 SP:Iteration 52Q (1790.137290 sec): 3 clusters Score: Raw -1684611.474394 + Penalty 3133.415440 = -1681478.058954 nChanged 116 SP:Iteration 53Q (1790.209367 sec): 3 clusters Score: Raw -1684637.533781 + Penalty 3133.415440 = -1681504.118342 nChanged 117 SP:Iteration 54Q (1790.268845 sec): 3 clusters Score: Raw -1684663.607486 + Penalty 3133.415440 = -1681530.192046 nChanged 113 SP:Iteration 55Q (1790.342395 sec): 3 clusters Score: Raw -1684688.443326 + Penalty 3133.415440 = -1681555.027886 nChanged 103 SP:Iteration 56Q (1790.415684 sec): 3 clusters Score: Raw -1684710.357470 + Penalty 3133.415440 = -1681576.942031 nChanged 100 SP:Iteration 57Q (1790.485266 sec): 3 clusters Score: Raw -1684730.747343 + Penalty 3133.415440 = -1681597.331903 nChanged 97 SP:Iteration 58Q (1790.549438 sec): 3 clusters Score: Raw -1684752.298046 + Penalty 3133.415440 = -1681618.882606 nChanged 106 SP:Iteration 59Q (1790.617869 sec): 3 clusters Score: Raw -1684776.633694 + Penalty 3133.415440 = -1681643.218254 nChanged 107 SP:Iteration 60F (1790.699834 sec): 3 clusters Score: Raw -1684801.571022 + Penalty 3133.415440 = -1681668.155583 nChanged 97 SP:Iteration 61Q (1790.764593 sec): 3 clusters Score: Raw -1684824.763173 + Penalty 3133.415440 = -1681691.347733 nChanged 96 SP:Iteration 62Q (1790.829557 sec): 3 clusters Score: Raw -1684843.681503 + Penalty 3133.415440 = -1681710.266063 nChanged 96 SP:Iteration 63Q (1790.898266 sec): 3 clusters Score: Raw -1684867.575151 + Penalty 3133.415440 = -1681734.159711 nChanged 102 SP:Iteration 64Q (1790.977902 sec): 3 clusters Score: Raw -1684892.730167 + Penalty 3133.415440 = -1681759.314727 nChanged 104 SP:Iteration 65Q (1791.046356 sec): 3 clusters Score: Raw -1684921.159213 + Penalty 3133.415440 = -1681787.743773 nChanged 120 SP:Iteration 66Q (1791.118083 sec): 3 clusters Score: Raw -1684951.775555 + Penalty 3133.415440 = -1681818.360116 nChanged 114 SP:Iteration 67Q (1791.181708 sec): 3 clusters Score: Raw -1684983.534500 + Penalty 3133.415440 = -1681850.119061 nChanged 110 SP:Iteration 68Q (1791.257746 sec): 3 clusters Score: Raw -1685011.107178 + Penalty 3133.415440 = -1681877.691739 nChanged 112 SP:Iteration 69Q (1791.327547 sec): 3 clusters Score: Raw -1685044.457777 + Penalty 3133.415440 = -1681911.042338 nChanged 111 SP:Iteration 70Q (1791.401785 sec): 3 clusters Score: Raw -1685076.768111 + Penalty 3133.415440 = -1681943.352671 nChanged 102 SP:Iteration 71Q (1791.473563 sec): 3 clusters Score: Raw -1685107.846163 + Penalty 3133.415440 = -1681974.430723 nChanged 119 SP:Iteration 72Q (1791.535351 sec): 3 clusters Score: Raw -1685145.816307 + Penalty 3133.415440 = -1682012.400867 nChanged 125 SP:Iteration 73Q (1791.603055 sec): 3 clusters Score: Raw -1685185.627514 + Penalty 3133.415440 = -1682052.212075 nChanged 122 SP:Iteration 74Q (1791.676752 sec): 3 clusters Score: Raw -1685225.377836 + Penalty 3133.415440 = -1682091.962396 nChanged 114 SP:Iteration 75Q (1791.747995 sec): 3 clusters Score: Raw -1685264.974206 + Penalty 3133.415440 = -1682131.558766 nChanged 121 SP:Iteration 76Q (1791.814531 sec): 3 clusters Score: Raw -1685311.041521 + Penalty 3133.415440 = -1682177.626081 nChanged 119 SP:Iteration 77Q (1791.870866 sec): 3 clusters Score: Raw -1685353.716206 + Penalty 3133.415440 = -1682220.300766 nChanged 105 SP:Iteration 78Q (1791.945146 sec): 3 clusters Score: Raw -1685392.968796 + Penalty 3133.415440 = -1682259.553356 nChanged 101 SP:Iteration 79Q (1792.011974 sec): 3 clusters Score: Raw -1685429.966044 + Penalty 3133.415440 = -1682296.550605 nChanged 94 SP:Iteration 80F (1792.078990 sec): 3 clusters Score: Raw -1685466.058959 + Penalty 3133.415440 = -1682332.643520 nChanged 85 SP:Iteration 81Q (1792.133257 sec): 3 clusters Score: Raw -1685498.640719 + Penalty 3133.415440 = -1682365.225280 nChanged 83 SP:Iteration 82Q (1792.205179 sec): 3 clusters Score: Raw -1685529.139766 + Penalty 3133.415440 = -1682395.724326 nChanged 68 SP:Iteration 83Q (1792.261941 sec): 3 clusters Score: Raw -1685553.291490 + Penalty 3133.415440 = -1682419.876050 nChanged 50 SP:Iteration 84Q (1792.336853 sec): 3 clusters Score: Raw -1685576.085224 + Penalty 3133.415440 = -1682442.669784 nChanged 65 SP:Iteration 85Q (1792.401301 sec): 3 clusters Score: Raw -1685599.861017 + Penalty 3133.415440 = -1682466.445577 nChanged 47 SP:Iteration 86Q (1792.474970 sec): 3 clusters Score: Raw -1685615.436556 + Penalty 3133.415440 = -1682482.021116 nChanged 38 SP:Iteration 87Q (1792.540817 sec): 3 clusters Score: Raw -1685629.020852 + Penalty 3133.415440 = -1682495.605412 nChanged 36 SP:Iteration 88Q (1792.599503 sec): 3 clusters Score: Raw -1685642.782137 + Penalty 3133.415440 = -1682509.366698 nChanged 33 SP:Iteration 89Q (1792.670507 sec): 3 clusters Score: Raw -1685656.094496 + Penalty 3133.415440 = -1682522.679056 nChanged 26 SP:Iteration 90Q (1792.738452 sec): 3 clusters Score: Raw -1685666.475152 + Penalty 3133.415440 = -1682533.059712 nChanged 25 SP:Iteration 91Q (1792.806887 sec): 3 clusters Score: Raw -1685677.430968 + Penalty 3133.415440 = -1682544.015528 nChanged 26 SP:Iteration 92Q (1792.868546 sec): 3 clusters Score: Raw -1685686.200773 + Penalty 3133.415440 = -1682552.785334 nChanged 11 SP:Iteration 93Q (1792.939618 sec): 3 clusters Score: Raw -1685689.318749 + Penalty 3133.415440 = -1682555.903309 nChanged 10 SP:Iteration 94Q (1792.996882 sec): 3 clusters Score: Raw -1685692.098829 + Penalty 3133.415440 = -1682558.683389 nChanged 13 SP:Iteration 95Q (1793.056895 sec): 3 clusters Score: Raw -1685695.285620 + Penalty 3133.415440 = -1682561.870181 nChanged 7 SP:Iteration 96Q (1793.127111 sec): 3 clusters Score: Raw -1685697.807872 + Penalty 3133.415440 = -1682564.392432 nChanged 12 SP:Iteration 97Q (1793.187801 sec): 3 clusters Score: Raw -1685700.824132 + Penalty 3133.415440 = -1682567.408692 nChanged 6 SP:Iteration 98Q (1793.264545 sec): 3 clusters Score: Raw -1685702.335804 + Penalty 3133.415440 = -1682568.920364 nChanged 6 SP:Iteration 99Q (1793.321789 sec): 3 clusters Score: Raw -1685704.095154 + Penalty 3133.415440 = -1682570.679714 nChanged 7 SP:Iteration 100F (1793.392715 sec): 3 clusters Score: Raw -1685705.992766 + Penalty 3133.415440 = -1682572.577327 nChanged 7 SP:Iteration 101Q (1793.458133 sec): 3 clusters Score: Raw -1685708.152066 + Penalty 3133.415440 = -1682574.736626 nChanged 10 SP:Iteration 102Q (1793.525738 sec): 3 clusters Score: Raw -1685711.514304 + Penalty 3133.415440 = -1682578.098864 nChanged 8 SP:Iteration 103Q (1793.596795 sec): 3 clusters Score: Raw -1685717.094891 + Penalty 3133.415440 = -1682583.679451 nChanged 12 SP:Iteration 104Q (1793.667188 sec): 3 clusters Score: Raw -1685722.354283 + Penalty 3133.415440 = -1682588.938843 nChanged 13 SP:Iteration 105Q (1793.734184 sec): 3 clusters Score: Raw -1685729.460592 + Penalty 3133.415440 = -1682596.045152 nChanged 12 SP:Iteration 106Q (1793.801017 sec): 3 clusters Score: Raw -1685735.453582 + Penalty 3133.415440 = -1682602.038143 nChanged 11 SP:Iteration 107Q (1793.863480 sec): 3 clusters Score: Raw -1685739.805989 + Penalty 3133.415440 = -1682606.390549 nChanged 14 SP:Iteration 108Q (1793.917456 sec): 3 clusters Score: Raw -1685743.997180 + Penalty 3133.415440 = -1682610.581740 nChanged 6 SP:Iteration 109Q (1793.991082 sec): 3 clusters Score: Raw -1685746.239056 + Penalty 3133.415440 = -1682612.823617 nChanged 8 SP:Iteration 110Q (1794.047507 sec): 3 clusters Score: Raw -1685750.875877 + Penalty 3133.415440 = -1682617.460437 nChanged 15 SP:Iteration 111Q (1794.120067 sec): 3 clusters Score: Raw -1685756.281094 + Penalty 3133.415440 = -1682622.865654 nChanged 10 SP:Iteration 112Q (1794.190619 sec): 3 clusters Score: Raw -1685760.387128 + Penalty 3133.415440 = -1682626.971688 nChanged 5 SP:Iteration 113Q (1794.246938 sec): 3 clusters Score: Raw -1685763.176214 + Penalty 3133.415440 = -1682629.760774 nChanged 11 SP:Iteration 114Q (1794.315919 sec): 3 clusters Score: Raw -1685767.701908 + Penalty 3133.415440 = -1682634.286468 nChanged 9 SP:Iteration 115Q (1794.391092 sec): 3 clusters Score: Raw -1685771.757252 + Penalty 3133.415440 = -1682638.341812 nChanged 8 SP:Iteration 116Q (1794.460989 sec): 3 clusters Score: Raw -1685775.976407 + Penalty 3133.415440 = -1682642.560967 nChanged 9 SP:Iteration 117Q (1794.520746 sec): 3 clusters Score: Raw -1685778.752202 + Penalty 3133.415440 = -1682645.336763 nChanged 5 SP:Iteration 118Q (1794.583073 sec): 3 clusters Score: Raw -1685780.948402 + Penalty 3133.415440 = -1682647.532962 nChanged 9 SP:Iteration 119Q (1794.649719 sec): 3 clusters Score: Raw -1685784.399725 + Penalty 3133.415440 = -1682650.984285 nChanged 7 SP:Iteration 120F (1794.724136 sec): 3 clusters Score: Raw -1685786.693385 + Penalty 3133.415440 = -1682653.277945 nChanged 7 SP:Iteration 121Q (1794.792548 sec): 3 clusters Score: Raw -1685789.835767 + Penalty 3133.415440 = -1682656.420327 nChanged 9 SP:Iteration 122Q (1794.858934 sec): 3 clusters Score: Raw -1685793.240832 + Penalty 3133.415440 = -1682659.825392 nChanged 4 SP:Iteration 123Q (1794.925598 sec): 3 clusters Score: Raw -1685794.968239 + Penalty 3133.415440 = -1682661.552799 nChanged 4 SP:Iteration 124Q (1794.994498 sec): 3 clusters Score: Raw -1685795.998139 + Penalty 3133.415440 = -1682662.582700 nChanged 2 SP:Iteration 125Q (1795.052526 sec): 3 clusters Score: Raw -1685796.649636 + Penalty 3133.415440 = -1682663.234196 nChanged 2 SP:Iteration 126Q (1795.115124 sec): 3 clusters Score: Raw -1685796.902052 + Penalty 3133.415440 = -1682663.486613 nChanged 0 SP:Iteration 127F (1795.194385 sec): 3 clusters Score: Raw -1685796.902052 + Penalty 3133.415440 = -1682663.486613 nChanged 0 Trying to split cluster 12 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1795.227406 sec): 2 clusters Score: Raw -31207.692021 + Penalty 974.423464 = -30233.268557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1795.267194 sec): 3 clusters Score: Raw -31257.205948 + Penalty 1948.846929 = -29308.359020 nChanged 95 SP:Iteration 1F (1795.317129 sec): 3 clusters Score: Raw -31467.339990 + Penalty 1948.846929 = -29518.493061 nChanged 41 SP:Iteration 2F (1795.357739 sec): 3 clusters Score: Raw -31665.273091 + Penalty 1948.846929 = -29716.426162 nChanged 32 SP:Iteration 3F (1795.391865 sec): 3 clusters Score: Raw -31780.515943 + Penalty 1948.846929 = -29831.669015 nChanged 16 SP:Iteration 4Q (1795.433009 sec): 3 clusters Score: Raw -31837.590618 + Penalty 1948.846929 = -29888.743689 nChanged 3 SP:Iteration 5Q (1795.476700 sec): 3 clusters Score: Raw -31851.315774 + Penalty 1948.846929 = -29902.468846 nChanged 5 SP:Iteration 6Q (1795.521511 sec): 3 clusters Score: Raw -31890.190873 + Penalty 1948.846929 = -29941.343945 nChanged 6 SP:Iteration 7Q (1795.578326 sec): 3 clusters Score: Raw -31934.825809 + Penalty 1948.846929 = -29985.978880 nChanged 7 SP:Iteration 8Q (1795.616520 sec): 3 clusters Score: Raw -31962.713613 + Penalty 1948.846929 = -30013.866685 nChanged 1 SP:Iteration 9Q (1795.674500 sec): 3 clusters Score: Raw -31965.245278 + Penalty 1948.846929 = -30016.398349 nChanged 0 SP:Iteration 10F (1795.711127 sec): 3 clusters Score: Raw -31967.231030 + Penalty 1948.846929 = -30018.384101 nChanged 1 SP:Iteration 11Q (1795.758733 sec): 3 clusters Score: Raw -31984.055991 + Penalty 1948.846929 = -30035.209062 nChanged 3 SP:Iteration 12Q (1795.808768 sec): 3 clusters Score: Raw -32003.934789 + Penalty 1948.846929 = -30055.087860 nChanged 6 SP:Iteration 13Q (1795.863334 sec): 3 clusters Score: Raw -32022.555110 + Penalty 1948.846929 = -30073.708182 nChanged 2 SP:Iteration 14Q (1795.901562 sec): 3 clusters Score: Raw -32034.988556 + Penalty 1948.846929 = -30086.141627 nChanged 0 SP:Iteration 15F (1795.937536 sec): 3 clusters Score: Raw -32034.988556 + Penalty 1948.846929 = -30086.141627 nChanged 0 Trying to split cluster 13 (1908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1795.961820 sec): 2 clusters Score: Raw -185861.484197 + Penalty 1227.494263 = -184633.989934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1796.001925 sec): 3 clusters Score: Raw -185044.826768 + Penalty 2454.988527 = -182589.838241 nChanged 664 SP:Iteration 1F (1796.046092 sec): 3 clusters Score: Raw -185503.771205 + Penalty 2454.988527 = -183048.782678 nChanged 141 SP:Iteration 2F (1796.094114 sec): 3 clusters Score: Raw -185612.411280 + Penalty 2454.988527 = -183157.422753 nChanged 80 SP:Iteration 3Q (1796.134414 sec): 3 clusters Score: Raw -185665.375492 + Penalty 2454.988527 = -183210.386965 nChanged 51 SP:Iteration 4Q (1796.184777 sec): 3 clusters Score: Raw -185699.457839 + Penalty 2454.988527 = -183244.469312 nChanged 45 SP:Iteration 5Q (1796.238154 sec): 3 clusters Score: Raw -185722.633232 + Penalty 2454.988527 = -183267.644705 nChanged 33 SP:Iteration 6Q (1796.288300 sec): 3 clusters Score: Raw -185742.277560 + Penalty 2454.988527 = -183287.289034 nChanged 27 SP:Iteration 7Q (1796.334619 sec): 3 clusters Score: Raw -185753.719146 + Penalty 2454.988527 = -183298.730619 nChanged 16 SP:Iteration 8Q (1796.384128 sec): 3 clusters Score: Raw -185762.522288 + Penalty 2454.988527 = -183307.533761 nChanged 20 SP:Iteration 9Q (1796.430754 sec): 3 clusters Score: Raw -185772.780479 + Penalty 2454.988527 = -183317.791952 nChanged 12 SP:Iteration 10Q (1796.480053 sec): 3 clusters Score: Raw -185780.777214 + Penalty 2454.988527 = -183325.788688 nChanged 11 SP:Iteration 11Q (1796.519203 sec): 3 clusters Score: Raw -185787.305900 + Penalty 2454.988527 = -183332.317373 nChanged 12 SP:Iteration 12Q (1796.574306 sec): 3 clusters Score: Raw -185792.677709 + Penalty 2454.988527 = -183337.689182 nChanged 5 SP:Iteration 13Q (1796.617614 sec): 3 clusters Score: Raw -185794.813103 + Penalty 2454.988527 = -183339.824576 nChanged 10 SP:Iteration 14Q (1796.657168 sec): 3 clusters Score: Raw -185801.277870 + Penalty 2454.988527 = -183346.289343 nChanged 15 SP:Iteration 15Q (1796.709981 sec): 3 clusters Score: Raw -185813.806645 + Penalty 2454.988527 = -183358.818119 nChanged 20 SP:Iteration 16Q (1796.757885 sec): 3 clusters Score: Raw -185825.198608 + Penalty 2454.988527 = -183370.210082 nChanged 16 SP:Iteration 17Q (1796.804364 sec): 3 clusters Score: Raw -185832.829690 + Penalty 2454.988527 = -183377.841163 nChanged 8 SP:Iteration 18Q (1796.848551 sec): 3 clusters Score: Raw -185837.426415 + Penalty 2454.988527 = -183382.437888 nChanged 10 SP:Iteration 19Q (1796.894794 sec): 3 clusters Score: Raw -185842.800429 + Penalty 2454.988527 = -183387.811902 nChanged 7 SP:Iteration 20F (1796.941384 sec): 3 clusters Score: Raw -185845.371133 + Penalty 2454.988527 = -183390.382607 nChanged 5 SP:Iteration 21Q (1796.988083 sec): 3 clusters Score: Raw -185846.956352 + Penalty 2454.988527 = -183391.967825 nChanged 4 SP:Iteration 22Q (1797.034486 sec): 3 clusters Score: Raw -185847.864887 + Penalty 2454.988527 = -183392.876360 nChanged 3 SP:Iteration 23Q (1797.079695 sec): 3 clusters Score: Raw -185848.485084 + Penalty 2454.988527 = -183393.496557 nChanged 2 SP:Iteration 24Q (1797.126346 sec): 3 clusters Score: Raw -185849.384448 + Penalty 2454.988527 = -183394.395921 nChanged 3 SP:Iteration 25Q (1797.162195 sec): 3 clusters Score: Raw -185850.463738 + Penalty 2454.988527 = -183395.475211 nChanged 3 SP:Iteration 26Q (1797.212309 sec): 3 clusters Score: Raw -185851.657016 + Penalty 2454.988527 = -183396.668489 nChanged 5 SP:Iteration 27Q (1797.261968 sec): 3 clusters Score: Raw -185853.341009 + Penalty 2454.988527 = -183398.352482 nChanged 4 SP:Iteration 28Q (1797.301306 sec): 3 clusters Score: Raw -185854.952110 + Penalty 2454.988527 = -183399.963583 nChanged 6 SP:Iteration 29Q (1797.358148 sec): 3 clusters Score: Raw -185856.974758 + Penalty 2454.988527 = -183401.986231 nChanged 7 SP:Iteration 30Q (1797.401835 sec): 3 clusters Score: Raw -185860.054713 + Penalty 2454.988527 = -183405.066186 nChanged 6 SP:Iteration 31Q (1797.447922 sec): 3 clusters Score: Raw -185863.122139 + Penalty 2454.988527 = -183408.133612 nChanged 6 SP:Iteration 32Q (1797.495485 sec): 3 clusters Score: Raw -185866.291438 + Penalty 2454.988527 = -183411.302911 nChanged 2 SP:Iteration 33Q (1797.537317 sec): 3 clusters Score: Raw -185866.935888 + Penalty 2454.988527 = -183411.947361 nChanged 1 SP:Iteration 34Q (1797.576575 sec): 3 clusters Score: Raw -185867.242886 + Penalty 2454.988527 = -183412.254359 nChanged 1 SP:Iteration 35Q (1797.628763 sec): 3 clusters Score: Raw -185867.359134 + Penalty 2454.988527 = -183412.370608 nChanged 0 SP:Iteration 36F (1797.669578 sec): 3 clusters Score: Raw -185867.359134 + Penalty 2454.988527 = -183412.370608 nChanged 0 Trying to split cluster 14 (2046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1797.698620 sec): 2 clusters Score: Raw -181329.166995 + Penalty 1238.841816 = -180090.325179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1797.739294 sec): 3 clusters Score: Raw -180471.330312 + Penalty 2477.683633 = -177993.646680 nChanged 721 SP:Iteration 1F (1797.784698 sec): 3 clusters Score: Raw -180947.737334 + Penalty 2477.683633 = -178470.053701 nChanged 165 SP:Iteration 2F (1797.842166 sec): 3 clusters Score: Raw -181080.645242 + Penalty 2477.683633 = -178602.961609 nChanged 98 SP:Iteration 3Q (1797.886713 sec): 3 clusters Score: Raw -181165.096646 + Penalty 2477.683633 = -178687.413013 nChanged 90 SP:Iteration 4Q (1797.931291 sec): 3 clusters Score: Raw -181236.064222 + Penalty 2477.683633 = -178758.380589 nChanged 77 SP:Iteration 5Q (1797.978405 sec): 3 clusters Score: Raw -181310.010142 + Penalty 2477.683633 = -178832.326509 nChanged 94 SP:Iteration 6Q (1798.028137 sec): 3 clusters Score: Raw -181383.913571 + Penalty 2477.683633 = -178906.229938 nChanged 67 SP:Iteration 7Q (1798.076571 sec): 3 clusters Score: Raw -181436.589911 + Penalty 2477.683633 = -178958.906278 nChanged 57 SP:Iteration 8Q (1798.120278 sec): 3 clusters Score: Raw -181487.858628 + Penalty 2477.683633 = -179010.174996 nChanged 53 SP:Iteration 9Q (1798.174048 sec): 3 clusters Score: Raw -181544.106683 + Penalty 2477.683633 = -179066.423050 nChanged 65 SP:Iteration 10Q (1798.213813 sec): 3 clusters Score: Raw -181600.370421 + Penalty 2477.683633 = -179122.686788 nChanged 61 SP:Iteration 11Q (1798.262200 sec): 3 clusters Score: Raw -181655.811032 + Penalty 2477.683633 = -179178.127399 nChanged 52 SP:Iteration 12Q (1798.308621 sec): 3 clusters Score: Raw -181696.166290 + Penalty 2477.683633 = -179218.482657 nChanged 46 SP:Iteration 13Q (1798.363526 sec): 3 clusters Score: Raw -181737.464173 + Penalty 2477.683633 = -179259.780541 nChanged 31 SP:Iteration 14Q (1798.409835 sec): 3 clusters Score: Raw -181763.674425 + Penalty 2477.683633 = -179285.990792 nChanged 30 SP:Iteration 15Q (1798.456025 sec): 3 clusters Score: Raw -181783.905344 + Penalty 2477.683633 = -179306.221712 nChanged 27 SP:Iteration 16Q (1798.493943 sec): 3 clusters Score: Raw -181807.373141 + Penalty 2477.683633 = -179329.689508 nChanged 22 SP:Iteration 17Q (1798.540995 sec): 3 clusters Score: Raw -181832.055964 + Penalty 2477.683633 = -179354.372332 nChanged 34 SP:Iteration 18Q (1798.591158 sec): 3 clusters Score: Raw -181869.282619 + Penalty 2477.683633 = -179391.598986 nChanged 41 SP:Iteration 19Q (1798.634373 sec): 3 clusters Score: Raw -181908.719251 + Penalty 2477.683633 = -179431.035619 nChanged 36 SP:Iteration 20F (1798.678374 sec): 3 clusters Score: Raw -181944.675219 + Penalty 2477.683633 = -179466.991587 nChanged 33 SP:Iteration 21Q (1798.728099 sec): 3 clusters Score: Raw -181969.893410 + Penalty 2477.683633 = -179492.209778 nChanged 36 SP:Iteration 22Q (1798.775440 sec): 3 clusters Score: Raw -182005.512954 + Penalty 2477.683633 = -179527.829322 nChanged 35 SP:Iteration 23Q (1798.817786 sec): 3 clusters Score: Raw -182038.960211 + Penalty 2477.683633 = -179561.276579 nChanged 25 SP:Iteration 24Q (1798.863230 sec): 3 clusters Score: Raw -182057.766098 + Penalty 2477.683633 = -179580.082465 nChanged 17 SP:Iteration 25Q (1798.923712 sec): 3 clusters Score: Raw -182067.447306 + Penalty 2477.683633 = -179589.763673 nChanged 15 SP:Iteration 26Q (1798.967612 sec): 3 clusters Score: Raw -182076.750210 + Penalty 2477.683633 = -179599.066578 nChanged 18 SP:Iteration 27Q (1799.012068 sec): 3 clusters Score: Raw -182084.830112 + Penalty 2477.683633 = -179607.146479 nChanged 9 SP:Iteration 28Q (1799.057415 sec): 3 clusters Score: Raw -182090.502180 + Penalty 2477.683633 = -179612.818547 nChanged 4 SP:Iteration 29Q (1799.119719 sec): 3 clusters Score: Raw -182094.052121 + Penalty 2477.683633 = -179616.368488 nChanged 7 SP:Iteration 30Q (1799.162317 sec): 3 clusters Score: Raw -182097.280387 + Penalty 2477.683633 = -179619.596754 nChanged 6 SP:Iteration 31Q (1799.215536 sec): 3 clusters Score: Raw -182099.821835 + Penalty 2477.683633 = -179622.138202 nChanged 5 SP:Iteration 32Q (1799.260228 sec): 3 clusters Score: Raw -182102.300121 + Penalty 2477.683633 = -179624.616488 nChanged 3 SP:Iteration 33Q (1799.318470 sec): 3 clusters Score: Raw -182103.149929 + Penalty 2477.683633 = -179625.466297 nChanged 1 SP:Iteration 34Q (1799.363087 sec): 3 clusters Score: Raw -182103.941999 + Penalty 2477.683633 = -179626.258366 nChanged 4 SP:Iteration 35Q (1799.416937 sec): 3 clusters Score: Raw -182107.508071 + Penalty 2477.683633 = -179629.824439 nChanged 6 SP:Iteration 36Q (1799.460815 sec): 3 clusters Score: Raw -182109.946870 + Penalty 2477.683633 = -179632.263238 nChanged 2 SP:Iteration 37Q (1799.508853 sec): 3 clusters Score: Raw -182111.205806 + Penalty 2477.683633 = -179633.522174 nChanged 5 SP:Iteration 38Q (1799.563062 sec): 3 clusters Score: Raw -182116.004118 + Penalty 2477.683633 = -179638.320486 nChanged 5 SP:Iteration 39Q (1799.602833 sec): 3 clusters Score: Raw -182119.671164 + Penalty 2477.683633 = -179641.987532 nChanged 4 SP:Iteration 40F (1799.660573 sec): 3 clusters Score: Raw -182121.699676 + Penalty 2477.683633 = -179644.016044 nChanged 5 SP:Iteration 41Q (1799.700168 sec): 3 clusters Score: Raw -182123.977126 + Penalty 2477.683633 = -179646.293494 nChanged 4 SP:Iteration 42Q (1799.745497 sec): 3 clusters Score: Raw -182126.311253 + Penalty 2477.683633 = -179648.627621 nChanged 1 SP:Iteration 43Q (1799.794752 sec): 3 clusters Score: Raw -182126.528776 + Penalty 2477.683633 = -179648.845144 nChanged 1 SP:Iteration 44Q (1799.846533 sec): 3 clusters Score: Raw -182126.982142 + Penalty 2477.683633 = -179649.298509 nChanged 2 SP:Iteration 45Q (1799.888983 sec): 3 clusters Score: Raw -182127.589609 + Penalty 2477.683633 = -179649.905977 nChanged 1 SP:Iteration 46Q (1799.948352 sec): 3 clusters Score: Raw -182127.893571 + Penalty 2477.683633 = -179650.209939 nChanged 1 SP:Iteration 47Q (1799.997481 sec): 3 clusters Score: Raw -182128.318494 + Penalty 2477.683633 = -179650.634862 nChanged 0 SP:Iteration 48F (1800.047055 sec): 3 clusters Score: Raw -182128.318494 + Penalty 2477.683633 = -179650.634862 nChanged 0 Trying to split cluster 15 (9420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1800.084015 sec): 2 clusters Score: Raw -993732.799943 + Penalty 1486.970935 = -992245.829008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1800.150589 sec): 3 clusters Score: Raw -988426.523074 + Penalty 2973.941869 = -985452.581204 nChanged 4010 SP:Iteration 1F (1800.206668 sec): 3 clusters Score: Raw -990511.663410 + Penalty 2973.941869 = -987537.721541 nChanged 607 SP:Iteration 2F (1800.264988 sec): 3 clusters Score: Raw -990791.811232 + Penalty 2973.941869 = -987817.869362 nChanged 524 SP:Iteration 3F (1800.335234 sec): 3 clusters Score: Raw -991005.550822 + Penalty 2973.941869 = -988031.608953 nChanged 410 SP:Iteration 4Q (1800.405441 sec): 3 clusters Score: Raw -991190.076237 + Penalty 2973.941869 = -988216.134367 nChanged 392 SP:Iteration 5Q (1800.461352 sec): 3 clusters Score: Raw -991360.109003 + Penalty 2973.941869 = -988386.167134 nChanged 339 SP:Iteration 6Q (1800.521432 sec): 3 clusters Score: Raw -991539.651118 + Penalty 2973.941869 = -988565.709248 nChanged 340 SP:Iteration 7Q (1800.588471 sec): 3 clusters Score: Raw -991741.110465 + Penalty 2973.941869 = -988767.168596 nChanged 345 SP:Iteration 8Q (1800.640705 sec): 3 clusters Score: Raw -991922.093915 + Penalty 2973.941869 = -988948.152046 nChanged 329 SP:Iteration 9Q (1800.706912 sec): 3 clusters Score: Raw -992094.574811 + Penalty 2973.941869 = -989120.632942 nChanged 294 SP:Iteration 10Q (1800.763431 sec): 3 clusters Score: Raw -992256.813399 + Penalty 2973.941869 = -989282.871529 nChanged 312 SP:Iteration 11Q (1800.826273 sec): 3 clusters Score: Raw -992450.517493 + Penalty 2973.941869 = -989476.575624 nChanged 303 SP:Iteration 12Q (1800.890813 sec): 3 clusters Score: Raw -992675.456787 + Penalty 2973.941869 = -989701.514918 nChanged 327 SP:Iteration 13Q (1800.955720 sec): 3 clusters Score: Raw -992904.462343 + Penalty 2973.941869 = -989930.520473 nChanged 297 SP:Iteration 14Q (1801.022140 sec): 3 clusters Score: Raw -993098.855445 + Penalty 2973.941869 = -990124.913575 nChanged 270 SP:Iteration 15Q (1801.079766 sec): 3 clusters Score: Raw -993268.905134 + Penalty 2973.941869 = -990294.963265 nChanged 239 SP:Iteration 16Q (1801.140436 sec): 3 clusters Score: Raw -993409.284901 + Penalty 2973.941869 = -990435.343032 nChanged 233 SP:Iteration 17Q (1801.207728 sec): 3 clusters Score: Raw -993518.641104 + Penalty 2973.941869 = -990544.699234 nChanged 206 SP:Iteration 18Q (1801.275095 sec): 3 clusters Score: Raw -993606.114999 + Penalty 2973.941869 = -990632.173130 nChanged 192 SP:Iteration 19Q (1801.339581 sec): 3 clusters Score: Raw -993674.952368 + Penalty 2973.941869 = -990701.010498 nChanged 140 SP:Iteration 20F (1801.403103 sec): 3 clusters Score: Raw -993729.088058 + Penalty 2973.941869 = -990755.146188 nChanged 122 SP:Iteration 21Q (1801.460016 sec): 3 clusters Score: Raw -993771.268364 + Penalty 2973.941869 = -990797.326495 nChanged 114 SP:Iteration 22Q (1801.530852 sec): 3 clusters Score: Raw -993810.711598 + Penalty 2973.941869 = -990836.769728 nChanged 107 SP:Iteration 23Q (1801.585236 sec): 3 clusters Score: Raw -993845.760459 + Penalty 2973.941869 = -990871.818589 nChanged 103 SP:Iteration 24Q (1801.653752 sec): 3 clusters Score: Raw -993884.265570 + Penalty 2973.941869 = -990910.323701 nChanged 87 SP:Iteration 25Q (1801.710912 sec): 3 clusters Score: Raw -993912.649886 + Penalty 2973.941869 = -990938.708017 nChanged 78 SP:Iteration 26Q (1801.763880 sec): 3 clusters Score: Raw -993939.631072 + Penalty 2973.941869 = -990965.689203 nChanged 68 SP:Iteration 27Q (1801.835060 sec): 3 clusters Score: Raw -993962.416844 + Penalty 2973.941869 = -990988.474974 nChanged 72 SP:Iteration 28Q (1801.895374 sec): 3 clusters Score: Raw -993984.954445 + Penalty 2973.941869 = -991011.012576 nChanged 62 SP:Iteration 29Q (1801.941213 sec): 3 clusters Score: Raw -993998.428901 + Penalty 2973.941869 = -991024.487032 nChanged 31 SP:Iteration 30Q (1802.011617 sec): 3 clusters Score: Raw -994006.337830 + Penalty 2973.941869 = -991032.395960 nChanged 29 SP:Iteration 31Q (1802.062557 sec): 3 clusters Score: Raw -994012.206649 + Penalty 2973.941869 = -991038.264780 nChanged 25 SP:Iteration 32Q (1802.131014 sec): 3 clusters Score: Raw -994016.926365 + Penalty 2973.941869 = -991042.984495 nChanged 18 SP:Iteration 33Q (1802.181391 sec): 3 clusters Score: Raw -994020.080471 + Penalty 2973.941869 = -991046.138602 nChanged 12 SP:Iteration 34Q (1802.242730 sec): 3 clusters Score: Raw -994022.249860 + Penalty 2973.941869 = -991048.307990 nChanged 21 SP:Iteration 35Q (1802.297746 sec): 3 clusters Score: Raw -994025.849934 + Penalty 2973.941869 = -991051.908065 nChanged 15 SP:Iteration 36Q (1802.350431 sec): 3 clusters Score: Raw -994027.895016 + Penalty 2973.941869 = -991053.953147 nChanged 11 SP:Iteration 37Q (1802.413007 sec): 3 clusters Score: Raw -994029.564606 + Penalty 2973.941869 = -991055.622736 nChanged 14 SP:Iteration 38Q (1802.479283 sec): 3 clusters Score: Raw -994031.572297 + Penalty 2973.941869 = -991057.630428 nChanged 9 SP:Iteration 39Q (1802.531391 sec): 3 clusters Score: Raw -994032.749253 + Penalty 2973.941869 = -991058.807383 nChanged 10 SP:Iteration 40F (1802.595791 sec): 3 clusters Score: Raw -994033.781291 + Penalty 2973.941869 = -991059.839421 nChanged 3 SP:Iteration 41Q (1802.664570 sec): 3 clusters Score: Raw -994034.105441 + Penalty 2973.941869 = -991060.163572 nChanged 4 SP:Iteration 42Q (1802.714578 sec): 3 clusters Score: Raw -994034.437032 + Penalty 2973.941869 = -991060.495163 nChanged 1 SP:Iteration 43Q (1802.785738 sec): 3 clusters Score: Raw -994034.493079 + Penalty 2973.941869 = -991060.551209 nChanged 0 SP:Iteration 44F (1802.840241 sec): 3 clusters Score: Raw -994034.493079 + Penalty 2973.941869 = -991060.551209 nChanged 0 Trying to split cluster 16 (5287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1802.881514 sec): 2 clusters Score: Raw -509707.180089 + Penalty 1393.113517 = -508314.066572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1802.923485 sec): 3 clusters Score: Raw -506929.442737 + Penalty 2786.227033 = -504143.215704 nChanged 2115 SP:Iteration 1F (1802.979996 sec): 3 clusters Score: Raw -508066.254539 + Penalty 2786.227033 = -505280.027506 nChanged 382 SP:Iteration 2F (1803.027589 sec): 3 clusters Score: Raw -508243.765476 + Penalty 2786.227033 = -505457.538443 nChanged 246 SP:Iteration 3Q (1803.080606 sec): 3 clusters Score: Raw -508377.659561 + Penalty 2786.227033 = -505591.432528 nChanged 258 SP:Iteration 4Q (1803.145711 sec): 3 clusters Score: Raw -508519.145972 + Penalty 2786.227033 = -505732.918939 nChanged 227 SP:Iteration 5Q (1803.190746 sec): 3 clusters Score: Raw -508642.201164 + Penalty 2786.227033 = -505855.974131 nChanged 224 SP:Iteration 6Q (1803.250134 sec): 3 clusters Score: Raw -508756.810127 + Penalty 2786.227033 = -505970.583094 nChanged 175 SP:Iteration 7Q (1803.301014 sec): 3 clusters Score: Raw -508845.689743 + Penalty 2786.227033 = -506059.462710 nChanged 171 SP:Iteration 8Q (1803.356175 sec): 3 clusters Score: Raw -508927.393095 + Penalty 2786.227033 = -506141.166062 nChanged 136 SP:Iteration 9Q (1803.415202 sec): 3 clusters Score: Raw -508987.794768 + Penalty 2786.227033 = -506201.567734 nChanged 136 SP:Iteration 10Q (1803.466628 sec): 3 clusters Score: Raw -509041.839572 + Penalty 2786.227033 = -506255.612538 nChanged 122 SP:Iteration 11Q (1803.513939 sec): 3 clusters Score: Raw -509095.517944 + Penalty 2786.227033 = -506309.290911 nChanged 106 SP:Iteration 12Q (1803.571768 sec): 3 clusters Score: Raw -509141.480274 + Penalty 2786.227033 = -506355.253241 nChanged 117 SP:Iteration 13Q (1803.639857 sec): 3 clusters Score: Raw -509199.927720 + Penalty 2786.227033 = -506413.700686 nChanged 119 SP:Iteration 14Q (1803.689855 sec): 3 clusters Score: Raw -509261.503105 + Penalty 2786.227033 = -506475.276072 nChanged 126 SP:Iteration 15Q (1803.737879 sec): 3 clusters Score: Raw -509321.087467 + Penalty 2786.227033 = -506534.860434 nChanged 107 SP:Iteration 16Q (1803.802330 sec): 3 clusters Score: Raw -509366.553689 + Penalty 2786.227033 = -506580.326655 nChanged 85 SP:Iteration 17Q (1803.855162 sec): 3 clusters Score: Raw -509399.939925 + Penalty 2786.227033 = -506613.712892 nChanged 71 SP:Iteration 18Q (1803.899900 sec): 3 clusters Score: Raw -509427.605126 + Penalty 2786.227033 = -506641.378092 nChanged 70 SP:Iteration 19Q (1803.958060 sec): 3 clusters Score: Raw -509452.032882 + Penalty 2786.227033 = -506665.805848 nChanged 60 SP:Iteration 20F (1804.014074 sec): 3 clusters Score: Raw -509472.627770 + Penalty 2786.227033 = -506686.400737 nChanged 62 SP:Iteration 21Q (1804.060552 sec): 3 clusters Score: Raw -509495.989790 + Penalty 2786.227033 = -506709.762757 nChanged 53 SP:Iteration 22Q (1804.121359 sec): 3 clusters Score: Raw -509515.464139 + Penalty 2786.227033 = -506729.237105 nChanged 57 SP:Iteration 23Q (1804.161715 sec): 3 clusters Score: Raw -509539.268732 + Penalty 2786.227033 = -506753.041699 nChanged 43 SP:Iteration 24Q (1804.212883 sec): 3 clusters Score: Raw -509560.534070 + Penalty 2786.227033 = -506774.307037 nChanged 52 SP:Iteration 25Q (1804.277088 sec): 3 clusters Score: Raw -509580.621929 + Penalty 2786.227033 = -506794.394896 nChanged 31 SP:Iteration 26Q (1804.333285 sec): 3 clusters Score: Raw -509590.837141 + Penalty 2786.227033 = -506804.610108 nChanged 29 SP:Iteration 27Q (1804.389754 sec): 3 clusters Score: Raw -509597.201393 + Penalty 2786.227033 = -506810.974360 nChanged 24 SP:Iteration 28Q (1804.434792 sec): 3 clusters Score: Raw -509603.373439 + Penalty 2786.227033 = -506817.146406 nChanged 22 SP:Iteration 29Q (1804.487777 sec): 3 clusters Score: Raw -509609.495931 + Penalty 2786.227033 = -506823.268898 nChanged 25 SP:Iteration 30Q (1804.555777 sec): 3 clusters Score: Raw -509616.133883 + Penalty 2786.227033 = -506829.906850 nChanged 19 SP:Iteration 31Q (1804.602194 sec): 3 clusters Score: Raw -509621.576154 + Penalty 2786.227033 = -506835.349121 nChanged 18 SP:Iteration 32Q (1804.652473 sec): 3 clusters Score: Raw -509626.322953 + Penalty 2786.227033 = -506840.095920 nChanged 16 SP:Iteration 33Q (1804.714384 sec): 3 clusters Score: Raw -509630.805867 + Penalty 2786.227033 = -506844.578834 nChanged 18 SP:Iteration 34Q (1804.770490 sec): 3 clusters Score: Raw -509634.486280 + Penalty 2786.227033 = -506848.259247 nChanged 13 SP:Iteration 35Q (1804.813653 sec): 3 clusters Score: Raw -509636.332695 + Penalty 2786.227033 = -506850.105662 nChanged 8 SP:Iteration 36Q (1804.869079 sec): 3 clusters Score: Raw -509638.397172 + Penalty 2786.227033 = -506852.170138 nChanged 13 SP:Iteration 37Q (1804.917691 sec): 3 clusters Score: Raw -509641.974319 + Penalty 2786.227033 = -506855.747286 nChanged 10 SP:Iteration 38Q (1804.981104 sec): 3 clusters Score: Raw -509646.150956 + Penalty 2786.227033 = -506859.923923 nChanged 10 SP:Iteration 39Q (1805.022558 sec): 3 clusters Score: Raw -509648.401123 + Penalty 2786.227033 = -506862.174090 nChanged 12 SP:Iteration 40F (1805.077888 sec): 3 clusters Score: Raw -509652.026104 + Penalty 2786.227033 = -506865.799071 nChanged 10 SP:Iteration 41Q (1805.124393 sec): 3 clusters Score: Raw -509654.490196 + Penalty 2786.227033 = -506868.263163 nChanged 11 SP:Iteration 42Q (1805.187409 sec): 3 clusters Score: Raw -509657.283742 + Penalty 2786.227033 = -506871.056709 nChanged 14 SP:Iteration 43Q (1805.233965 sec): 3 clusters Score: Raw -509660.768591 + Penalty 2786.227033 = -506874.541558 nChanged 14 SP:Iteration 44Q (1805.291222 sec): 3 clusters Score: Raw -509664.817464 + Penalty 2786.227033 = -506878.590431 nChanged 16 SP:Iteration 45Q (1805.333644 sec): 3 clusters Score: Raw -509668.093024 + Penalty 2786.227033 = -506881.865991 nChanged 15 SP:Iteration 46Q (1805.396281 sec): 3 clusters Score: Raw -509670.988165 + Penalty 2786.227033 = -506884.761131 nChanged 5 SP:Iteration 47Q (1805.440425 sec): 3 clusters Score: Raw -509671.719583 + Penalty 2786.227033 = -506885.492550 nChanged 5 SP:Iteration 48Q (1805.502919 sec): 3 clusters Score: Raw -509672.526449 + Penalty 2786.227033 = -506886.299416 nChanged 4 SP:Iteration 49Q (1805.557687 sec): 3 clusters Score: Raw -509673.235782 + Penalty 2786.227033 = -506887.008749 nChanged 4 SP:Iteration 50Q (1805.604691 sec): 3 clusters Score: Raw -509673.799085 + Penalty 2786.227033 = -506887.572052 nChanged 1 SP:Iteration 51Q (1805.662188 sec): 3 clusters Score: Raw -509673.829410 + Penalty 2786.227033 = -506887.602376 nChanged 0 SP:Iteration 52F (1805.717181 sec): 3 clusters Score: Raw -509673.829410 + Penalty 2786.227033 = -506887.602376 nChanged 0 Trying to split cluster 17 (5728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1805.739733 sec): 2 clusters Score: Raw -579497.783536 + Penalty 1406.132278 = -578091.651258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1805.795887 sec): 3 clusters Score: Raw -576428.533033 + Penalty 2812.264555 = -573616.268478 nChanged 2392 SP:Iteration 1F (1805.859299 sec): 3 clusters Score: Raw -577911.694076 + Penalty 2812.264555 = -575099.429521 nChanged 487 SP:Iteration 2F (1805.908014 sec): 3 clusters Score: Raw -578236.833969 + Penalty 2812.264555 = -575424.569414 nChanged 362 SP:Iteration 3F (1805.965463 sec): 3 clusters Score: Raw -578439.340374 + Penalty 2812.264555 = -575627.075819 nChanged 279 SP:Iteration 4Q (1806.010299 sec): 3 clusters Score: Raw -578591.421776 + Penalty 2812.264555 = -575779.157221 nChanged 242 SP:Iteration 5Q (1806.070616 sec): 3 clusters Score: Raw -578737.315237 + Penalty 2812.264555 = -575925.050682 nChanged 218 SP:Iteration 6Q (1806.121021 sec): 3 clusters Score: Raw -578859.031741 + Penalty 2812.264555 = -576046.767186 nChanged 184 SP:Iteration 7Q (1806.179561 sec): 3 clusters Score: Raw -578973.337502 + Penalty 2812.264555 = -576161.072947 nChanged 184 SP:Iteration 8Q (1806.241388 sec): 3 clusters Score: Raw -579114.817347 + Penalty 2812.264555 = -576302.552792 nChanged 187 SP:Iteration 9Q (1806.294513 sec): 3 clusters Score: Raw -579248.314306 + Penalty 2812.264555 = -576436.049750 nChanged 148 SP:Iteration 10Q (1806.356563 sec): 3 clusters Score: Raw -579368.045686 + Penalty 2812.264555 = -576555.781131 nChanged 120 SP:Iteration 11Q (1806.403248 sec): 3 clusters Score: Raw -579454.677806 + Penalty 2812.264555 = -576642.413251 nChanged 114 SP:Iteration 12Q (1806.469801 sec): 3 clusters Score: Raw -579541.038444 + Penalty 2812.264555 = -576728.773889 nChanged 96 SP:Iteration 13Q (1806.522299 sec): 3 clusters Score: Raw -579619.634527 + Penalty 2812.264555 = -576807.369972 nChanged 89 SP:Iteration 14Q (1806.575704 sec): 3 clusters Score: Raw -579692.195243 + Penalty 2812.264555 = -576879.930688 nChanged 69 SP:Iteration 15Q (1806.622958 sec): 3 clusters Score: Raw -579745.398209 + Penalty 2812.264555 = -576933.133654 nChanged 55 SP:Iteration 16Q (1806.681800 sec): 3 clusters Score: Raw -579772.322914 + Penalty 2812.264555 = -576960.058358 nChanged 35 SP:Iteration 17Q (1806.724353 sec): 3 clusters Score: Raw -579788.289198 + Penalty 2812.264555 = -576976.024643 nChanged 28 SP:Iteration 18Q (1806.789914 sec): 3 clusters Score: Raw -579804.670578 + Penalty 2812.264555 = -576992.406023 nChanged 22 SP:Iteration 19Q (1806.840461 sec): 3 clusters Score: Raw -579819.246282 + Penalty 2812.264555 = -577006.981727 nChanged 23 SP:Iteration 20F (1806.897103 sec): 3 clusters Score: Raw -579830.707184 + Penalty 2812.264555 = -577018.442628 nChanged 15 SP:Iteration 21Q (1806.942540 sec): 3 clusters Score: Raw -579836.193568 + Penalty 2812.264555 = -577023.929013 nChanged 8 SP:Iteration 22Q (1807.001885 sec): 3 clusters Score: Raw -579839.320272 + Penalty 2812.264555 = -577027.055717 nChanged 7 SP:Iteration 23Q (1807.044476 sec): 3 clusters Score: Raw -579842.357956 + Penalty 2812.264555 = -577030.093401 nChanged 12 SP:Iteration 24Q (1807.108647 sec): 3 clusters Score: Raw -579846.823427 + Penalty 2812.264555 = -577034.558871 nChanged 12 SP:Iteration 25Q (1807.154163 sec): 3 clusters Score: Raw -579851.241755 + Penalty 2812.264555 = -577038.977199 nChanged 10 SP:Iteration 26Q (1807.215170 sec): 3 clusters Score: Raw -579855.519635 + Penalty 2812.264555 = -577043.255080 nChanged 10 SP:Iteration 27Q (1807.268401 sec): 3 clusters Score: Raw -579858.826641 + Penalty 2812.264555 = -577046.562086 nChanged 6 SP:Iteration 28Q (1807.323043 sec): 3 clusters Score: Raw -579860.748661 + Penalty 2812.264555 = -577048.484105 nChanged 5 SP:Iteration 29Q (1807.377384 sec): 3 clusters Score: Raw -579861.861715 + Penalty 2812.264555 = -577049.597160 nChanged 5 SP:Iteration 30Q (1807.433926 sec): 3 clusters Score: Raw -579864.209150 + Penalty 2812.264555 = -577051.944595 nChanged 4 SP:Iteration 31Q (1807.487423 sec): 3 clusters Score: Raw -579866.038708 + Penalty 2812.264555 = -577053.774153 nChanged 6 SP:Iteration 32Q (1807.545507 sec): 3 clusters Score: Raw -579868.824965 + Penalty 2812.264555 = -577056.560410 nChanged 9 SP:Iteration 33Q (1807.584015 sec): 3 clusters Score: Raw -579871.898284 + Penalty 2812.264555 = -577059.633729 nChanged 6 SP:Iteration 34Q (1807.645243 sec): 3 clusters Score: Raw -579874.162523 + Penalty 2812.264555 = -577061.897968 nChanged 3 SP:Iteration 35Q (1807.698219 sec): 3 clusters Score: Raw -579875.737898 + Penalty 2812.264555 = -577063.473342 nChanged 6 SP:Iteration 36Q (1807.753362 sec): 3 clusters Score: Raw -579877.009629 + Penalty 2812.264555 = -577064.745074 nChanged 4 SP:Iteration 37Q (1807.795622 sec): 3 clusters Score: Raw -579878.732448 + Penalty 2812.264555 = -577066.467893 nChanged 4 SP:Iteration 38Q (1807.861430 sec): 3 clusters Score: Raw -579879.660649 + Penalty 2812.264555 = -577067.396094 nChanged 3 SP:Iteration 39Q (1807.912570 sec): 3 clusters Score: Raw -579880.288176 + Penalty 2812.264555 = -577068.023621 nChanged 2 SP:Iteration 40F (1807.957788 sec): 3 clusters Score: Raw -579880.527586 + Penalty 2812.264555 = -577068.263030 nChanged 0 Trying to split cluster 18 (29527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1808.032516 sec): 2 clusters Score: Raw -3222483.467368 + Penalty 1672.622311 = -3220810.845057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1808.121818 sec): 3 clusters Score: Raw -3204340.750991 + Penalty 3345.244623 = -3200995.506368 nChanged 13528 SP:Iteration 1F (1808.213488 sec): 3 clusters Score: Raw -3211807.352295 + Penalty 3345.244623 = -3208462.107672 nChanged 1370 SP:Iteration 2Q (1808.319469 sec): 3 clusters Score: Raw -3212269.067119 + Penalty 3345.244623 = -3208923.822496 nChanged 1379 SP:Iteration 3Q (1808.404471 sec): 3 clusters Score: Raw -3212855.092376 + Penalty 3345.244623 = -3209509.847753 nChanged 1606 SP:Iteration 4F (1808.509378 sec): 3 clusters Score: Raw -3213692.693655 + Penalty 3345.244623 = -3210347.449032 nChanged 1794 SP:Iteration 5F (1808.595713 sec): 3 clusters Score: Raw -3214831.061029 + Penalty 3345.244623 = -3211485.816406 nChanged 2001 SP:Iteration 6F (1808.699543 sec): 3 clusters Score: Raw -3216303.191549 + Penalty 3345.244623 = -3212957.946926 nChanged 2065 SP:Iteration 7F (1808.795864 sec): 3 clusters Score: Raw -3218125.898841 + Penalty 3345.244623 = -3214780.654218 nChanged 1968 SP:Iteration 8F (1808.892085 sec): 3 clusters Score: Raw -3219981.671489 + Penalty 3345.244623 = -3216636.426866 nChanged 1590 SP:Iteration 9F (1808.978706 sec): 3 clusters Score: Raw -3221298.781026 + Penalty 3345.244623 = -3217953.536403 nChanged 1059 SP:Iteration 10Q (1809.076009 sec): 3 clusters Score: Raw -3221948.842260 + Penalty 3345.244623 = -3218603.597637 nChanged 651 SP:Iteration 11Q (1809.182316 sec): 3 clusters Score: Raw -3222255.441830 + Penalty 3345.244623 = -3218910.197207 nChanged 400 SP:Iteration 12Q (1809.274017 sec): 3 clusters Score: Raw -3222395.842211 + Penalty 3345.244623 = -3219050.597588 nChanged 285 SP:Iteration 13Q (1809.356258 sec): 3 clusters Score: Raw -3222483.817764 + Penalty 3345.244623 = -3219138.573141 nChanged 217 SP:Iteration 14Q (1809.453056 sec): 3 clusters Score: Raw -3222539.018644 + Penalty 3345.244623 = -3219193.774021 nChanged 187 SP:Iteration 15Q (1809.542653 sec): 3 clusters Score: Raw -3222583.499405 + Penalty 3345.244623 = -3219238.254782 nChanged 156 SP:Iteration 16Q (1809.640921 sec): 3 clusters Score: Raw -3222611.965390 + Penalty 3345.244623 = -3219266.720767 nChanged 124 SP:Iteration 17Q (1809.737047 sec): 3 clusters Score: Raw -3222633.872002 + Penalty 3345.244623 = -3219288.627379 nChanged 105 SP:Iteration 18Q (1809.830639 sec): 3 clusters Score: Raw -3222650.008988 + Penalty 3345.244623 = -3219304.764365 nChanged 87 SP:Iteration 19Q (1809.918749 sec): 3 clusters Score: Raw -3222660.206833 + Penalty 3345.244623 = -3219314.962211 nChanged 63 SP:Iteration 20F (1810.013358 sec): 3 clusters Score: Raw -3222666.621346 + Penalty 3345.244623 = -3219321.376723 nChanged 50 SP:Iteration 21Q (1810.104536 sec): 3 clusters Score: Raw -3222671.506220 + Penalty 3345.244623 = -3219326.261597 nChanged 39 SP:Iteration 22Q (1810.195531 sec): 3 clusters Score: Raw -3222675.054030 + Penalty 3345.244623 = -3219329.809407 nChanged 37 SP:Iteration 23Q (1810.277808 sec): 3 clusters Score: Raw -3222678.686077 + Penalty 3345.244623 = -3219333.441454 nChanged 57 SP:Iteration 24Q (1810.376798 sec): 3 clusters Score: Raw -3222685.127919 + Penalty 3345.244623 = -3219339.883296 nChanged 71 SP:Iteration 25Q (1810.474233 sec): 3 clusters Score: Raw -3222693.648263 + Penalty 3345.244623 = -3219348.403640 nChanged 69 SP:Iteration 26Q (1810.562092 sec): 3 clusters Score: Raw -3222701.695379 + Penalty 3345.244623 = -3219356.450756 nChanged 81 SP:Iteration 27Q (1810.664735 sec): 3 clusters Score: Raw -3222709.941907 + Penalty 3345.244623 = -3219364.697284 nChanged 73 SP:Iteration 28Q (1810.755901 sec): 3 clusters Score: Raw -3222718.256613 + Penalty 3345.244623 = -3219373.011990 nChanged 87 SP:Iteration 29Q (1810.843538 sec): 3 clusters Score: Raw -3222730.677673 + Penalty 3345.244623 = -3219385.433050 nChanged 99 SP:Iteration 30Q (1810.944233 sec): 3 clusters Score: Raw -3222744.630865 + Penalty 3345.244623 = -3219399.386242 nChanged 94 SP:Iteration 31Q (1811.034812 sec): 3 clusters Score: Raw -3222755.782799 + Penalty 3345.244623 = -3219410.538177 nChanged 80 SP:Iteration 32Q (1811.128436 sec): 3 clusters Score: Raw -3222765.640693 + Penalty 3345.244623 = -3219420.396070 nChanged 81 SP:Iteration 33Q (1811.206953 sec): 3 clusters Score: Raw -3222774.693600 + Penalty 3345.244623 = -3219429.448977 nChanged 83 SP:Iteration 34Q (1811.308096 sec): 3 clusters Score: Raw -3222785.127306 + Penalty 3345.244623 = -3219439.882684 nChanged 87 SP:Iteration 35Q (1811.391872 sec): 3 clusters Score: Raw -3222795.533849 + Penalty 3345.244623 = -3219450.289226 nChanged 85 SP:Iteration 36Q (1811.494937 sec): 3 clusters Score: Raw -3222805.875818 + Penalty 3345.244623 = -3219460.631195 nChanged 88 SP:Iteration 37Q (1811.582783 sec): 3 clusters Score: Raw -3222817.226511 + Penalty 3345.244623 = -3219471.981889 nChanged 83 SP:Iteration 38Q (1811.683397 sec): 3 clusters Score: Raw -3222828.418051 + Penalty 3345.244623 = -3219483.173428 nChanged 91 SP:Iteration 39Q (1811.765774 sec): 3 clusters Score: Raw -3222840.918338 + Penalty 3345.244623 = -3219495.673715 nChanged 84 SP:Iteration 40F (1811.859355 sec): 3 clusters Score: Raw -3222855.049060 + Penalty 3345.244623 = -3219509.804437 nChanged 100 SP:Iteration 41Q (1811.955035 sec): 3 clusters Score: Raw -3222871.766717 + Penalty 3345.244623 = -3219526.522094 nChanged 92 SP:Iteration 42Q (1812.050958 sec): 3 clusters Score: Raw -3222885.208644 + Penalty 3345.244623 = -3219539.964021 nChanged 75 SP:Iteration 43Q (1812.141996 sec): 3 clusters Score: Raw -3222896.875443 + Penalty 3345.244623 = -3219551.630820 nChanged 72 SP:Iteration 44Q (1812.229260 sec): 3 clusters Score: Raw -3222906.354926 + Penalty 3345.244623 = -3219561.110303 nChanged 72 SP:Iteration 45Q (1812.326813 sec): 3 clusters Score: Raw -3222915.984407 + Penalty 3345.244623 = -3219570.739784 nChanged 70 SP:Iteration 46Q (1812.426430 sec): 3 clusters Score: Raw -3222925.530170 + Penalty 3345.244623 = -3219580.285547 nChanged 68 SP:Iteration 47Q (1812.519131 sec): 3 clusters Score: Raw -3222934.524036 + Penalty 3345.244623 = -3219589.279413 nChanged 62 SP:Iteration 48Q (1812.610241 sec): 3 clusters Score: Raw -3222943.086516 + Penalty 3345.244623 = -3219597.841893 nChanged 65 SP:Iteration 49Q (1812.703846 sec): 3 clusters Score: Raw -3222952.377671 + Penalty 3345.244623 = -3219607.133048 nChanged 58 SP:Iteration 50Q (1812.782222 sec): 3 clusters Score: Raw -3222959.593998 + Penalty 3345.244623 = -3219614.349376 nChanged 46 SP:Iteration 51Q (1812.871790 sec): 3 clusters Score: Raw -3222967.104805 + Penalty 3345.244623 = -3219621.860182 nChanged 56 SP:Iteration 52Q (1812.969837 sec): 3 clusters Score: Raw -3222973.250335 + Penalty 3345.244623 = -3219628.005712 nChanged 51 SP:Iteration 53Q (1813.060894 sec): 3 clusters Score: Raw -3222978.809737 + Penalty 3345.244623 = -3219633.565114 nChanged 44 SP:Iteration 54Q (1813.157166 sec): 3 clusters Score: Raw -3222983.700476 + Penalty 3345.244623 = -3219638.455853 nChanged 53 SP:Iteration 55Q (1813.247210 sec): 3 clusters Score: Raw -3222989.814949 + Penalty 3345.244623 = -3219644.570326 nChanged 54 SP:Iteration 56Q (1813.341198 sec): 3 clusters Score: Raw -3222996.808107 + Penalty 3345.244623 = -3219651.563484 nChanged 54 SP:Iteration 57Q (1813.429562 sec): 3 clusters Score: Raw -3223003.482842 + Penalty 3345.244623 = -3219658.238219 nChanged 57 SP:Iteration 58Q (1813.522067 sec): 3 clusters Score: Raw -3223010.898683 + Penalty 3345.244623 = -3219665.654061 nChanged 58 SP:Iteration 59Q (1813.606432 sec): 3 clusters Score: Raw -3223017.980440 + Penalty 3345.244623 = -3219672.735818 nChanged 63 SP:Iteration 60F (1813.709431 sec): 3 clusters Score: Raw -3223025.807792 + Penalty 3345.244623 = -3219680.563169 nChanged 55 SP:Iteration 61Q (1813.797566 sec): 3 clusters Score: Raw -3223032.623010 + Penalty 3345.244623 = -3219687.378387 nChanged 52 SP:Iteration 62Q (1813.877444 sec): 3 clusters Score: Raw -3223040.379060 + Penalty 3345.244623 = -3219695.134438 nChanged 63 SP:Iteration 63Q (1813.977367 sec): 3 clusters Score: Raw -3223049.864024 + Penalty 3345.244623 = -3219704.619401 nChanged 69 SP:Iteration 64Q (1814.065688 sec): 3 clusters Score: Raw -3223059.278806 + Penalty 3345.244623 = -3219714.034184 nChanged 47 SP:Iteration 65Q (1814.159047 sec): 3 clusters Score: Raw -3223065.794151 + Penalty 3345.244623 = -3219720.549528 nChanged 46 SP:Iteration 66Q (1814.244883 sec): 3 clusters Score: Raw -3223073.011454 + Penalty 3345.244623 = -3219727.766831 nChanged 47 SP:Iteration 67Q (1814.345040 sec): 3 clusters Score: Raw -3223080.882209 + Penalty 3345.244623 = -3219735.637587 nChanged 43 SP:Iteration 68Q (1814.424938 sec): 3 clusters Score: Raw -3223086.486189 + Penalty 3345.244623 = -3219741.241566 nChanged 47 SP:Iteration 69Q (1814.513284 sec): 3 clusters Score: Raw -3223091.907745 + Penalty 3345.244623 = -3219746.663123 nChanged 41 SP:Iteration 70Q (1814.614639 sec): 3 clusters Score: Raw -3223097.346922 + Penalty 3345.244623 = -3219752.102299 nChanged 41 SP:Iteration 71Q (1814.705553 sec): 3 clusters Score: Raw -3223102.050114 + Penalty 3345.244623 = -3219756.805491 nChanged 43 SP:Iteration 72Q (1814.792373 sec): 3 clusters Score: Raw -3223107.496299 + Penalty 3345.244623 = -3219762.251676 nChanged 37 SP:Iteration 73Q (1814.881833 sec): 3 clusters Score: Raw -3223111.516030 + Penalty 3345.244623 = -3219766.271407 nChanged 28 SP:Iteration 74Q (1814.963655 sec): 3 clusters Score: Raw -3223114.580054 + Penalty 3345.244623 = -3219769.335431 nChanged 25 SP:Iteration 75Q (1815.043359 sec): 3 clusters Score: Raw -3223117.191874 + Penalty 3345.244623 = -3219771.947251 nChanged 24 SP:Iteration 76Q (1815.131521 sec): 3 clusters Score: Raw -3223120.082163 + Penalty 3345.244623 = -3219774.837540 nChanged 24 SP:Iteration 77Q (1815.224465 sec): 3 clusters Score: Raw -3223123.644720 + Penalty 3345.244623 = -3219778.400097 nChanged 25 SP:Iteration 78Q (1815.316647 sec): 3 clusters Score: Raw -3223125.998889 + Penalty 3345.244623 = -3219780.754266 nChanged 28 SP:Iteration 79Q (1815.391364 sec): 3 clusters Score: Raw -3223128.807672 + Penalty 3345.244623 = -3219783.563049 nChanged 13 SP:Iteration 80F (1815.488330 sec): 3 clusters Score: Raw -3223130.033572 + Penalty 3345.244623 = -3219784.788949 nChanged 14 SP:Iteration 81Q (1815.574983 sec): 3 clusters Score: Raw -3223131.099686 + Penalty 3345.244623 = -3219785.855063 nChanged 14 SP:Iteration 82Q (1815.670203 sec): 3 clusters Score: Raw -3223132.556709 + Penalty 3345.244623 = -3219787.312086 nChanged 17 SP:Iteration 83Q (1815.748570 sec): 3 clusters Score: Raw -3223134.231626 + Penalty 3345.244623 = -3219788.987003 nChanged 18 SP:Iteration 84Q (1815.847708 sec): 3 clusters Score: Raw -3223136.554759 + Penalty 3345.244623 = -3219791.310136 nChanged 18 SP:Iteration 85Q (1815.936910 sec): 3 clusters Score: Raw -3223139.197933 + Penalty 3345.244623 = -3219793.953310 nChanged 24 SP:Iteration 86Q (1816.020254 sec): 3 clusters Score: Raw -3223142.842825 + Penalty 3345.244623 = -3219797.598202 nChanged 27 SP:Iteration 87Q (1816.112956 sec): 3 clusters Score: Raw -3223146.223757 + Penalty 3345.244623 = -3219800.979134 nChanged 26 SP:Iteration 88Q (1816.205826 sec): 3 clusters Score: Raw -3223148.793678 + Penalty 3345.244623 = -3219803.549055 nChanged 21 SP:Iteration 89Q (1816.282577 sec): 3 clusters Score: Raw -3223151.200409 + Penalty 3345.244623 = -3219805.955786 nChanged 19 SP:Iteration 90Q (1816.370693 sec): 3 clusters Score: Raw -3223153.012041 + Penalty 3345.244623 = -3219807.767418 nChanged 16 SP:Iteration 91Q (1816.460899 sec): 3 clusters Score: Raw -3223154.420513 + Penalty 3345.244623 = -3219809.175891 nChanged 15 SP:Iteration 92Q (1816.553820 sec): 3 clusters Score: Raw -3223155.884495 + Penalty 3345.244623 = -3219810.639872 nChanged 16 SP:Iteration 93Q (1816.630868 sec): 3 clusters Score: Raw -3223156.828666 + Penalty 3345.244623 = -3219811.584043 nChanged 7 SP:Iteration 94Q (1816.731942 sec): 3 clusters Score: Raw -3223157.368877 + Penalty 3345.244623 = -3219812.124255 nChanged 6 SP:Iteration 95Q (1816.822072 sec): 3 clusters Score: Raw -3223157.682989 + Penalty 3345.244623 = -3219812.438366 nChanged 4 SP:Iteration 96Q (1816.905770 sec): 3 clusters Score: Raw -3223157.883871 + Penalty 3345.244623 = -3219812.639248 nChanged 6 SP:Iteration 97Q (1816.987607 sec): 3 clusters Score: Raw -3223158.229623 + Penalty 3345.244623 = -3219812.985000 nChanged 7 SP:Iteration 98Q (1817.083708 sec): 3 clusters Score: Raw -3223158.827644 + Penalty 3345.244623 = -3219813.583021 nChanged 7 SP:Iteration 99Q (1817.166837 sec): 3 clusters Score: Raw -3223159.485527 + Penalty 3345.244623 = -3219814.240904 nChanged 14 SP:Iteration 100F (1817.268196 sec): 3 clusters Score: Raw -3223161.041491 + Penalty 3345.244623 = -3219815.796868 nChanged 12 SP:Iteration 101Q (1817.347389 sec): 3 clusters Score: Raw -3223161.715506 + Penalty 3345.244623 = -3219816.470883 nChanged 12 SP:Iteration 102Q (1817.441018 sec): 3 clusters Score: Raw -3223162.648066 + Penalty 3345.244623 = -3219817.403443 nChanged 10 SP:Iteration 103Q (1817.531173 sec): 3 clusters Score: Raw -3223163.607925 + Penalty 3345.244623 = -3219818.363302 nChanged 8 SP:Iteration 104Q (1817.611477 sec): 3 clusters Score: Raw -3223164.204992 + Penalty 3345.244623 = -3219818.960369 nChanged 10 SP:Iteration 105Q (1817.699774 sec): 3 clusters Score: Raw -3223165.004898 + Penalty 3345.244623 = -3219819.760275 nChanged 8 SP:Iteration 106Q (1817.779019 sec): 3 clusters Score: Raw -3223165.923881 + Penalty 3345.244623 = -3219820.679258 nChanged 6 SP:Iteration 107Q (1817.875329 sec): 3 clusters Score: Raw -3223166.441184 + Penalty 3345.244623 = -3219821.196561 nChanged 6 SP:Iteration 108Q (1817.967447 sec): 3 clusters Score: Raw -3223166.971874 + Penalty 3345.244623 = -3219821.727251 nChanged 3 SP:Iteration 109Q (1818.061147 sec): 3 clusters Score: Raw -3223167.174647 + Penalty 3345.244623 = -3219821.930024 nChanged 4 SP:Iteration 110Q (1818.148701 sec): 3 clusters Score: Raw -3223167.577942 + Penalty 3345.244623 = -3219822.333319 nChanged 5 SP:Iteration 111Q (1818.235955 sec): 3 clusters Score: Raw -3223168.090406 + Penalty 3345.244623 = -3219822.845783 nChanged 4 SP:Iteration 112Q (1818.321805 sec): 3 clusters Score: Raw -3223168.452733 + Penalty 3345.244623 = -3219823.208110 nChanged 3 SP:Iteration 113Q (1818.393143 sec): 3 clusters Score: Raw -3223168.753255 + Penalty 3345.244623 = -3219823.508632 nChanged 5 SP:Iteration 114Q (1818.488896 sec): 3 clusters Score: Raw -3223169.379486 + Penalty 3345.244623 = -3219824.134863 nChanged 5 SP:Iteration 115Q (1818.562600 sec): 3 clusters Score: Raw -3223169.755572 + Penalty 3345.244623 = -3219824.510949 nChanged 2 SP:Iteration 116Q (1818.656390 sec): 3 clusters Score: Raw -3223169.864153 + Penalty 3345.244623 = -3219824.619531 nChanged 3 SP:Iteration 117Q (1818.738301 sec): 3 clusters Score: Raw -3223170.011021 + Penalty 3345.244623 = -3219824.766398 nChanged 2 SP:Iteration 118Q (1818.830127 sec): 3 clusters Score: Raw -3223170.190509 + Penalty 3345.244623 = -3219824.945886 nChanged 4 SP:Iteration 119Q (1818.920290 sec): 3 clusters Score: Raw -3223170.400555 + Penalty 3345.244623 = -3219825.155932 nChanged 1 SP:Iteration 120F (1819.014287 sec): 3 clusters Score: Raw -3223170.513823 + Penalty 3345.244623 = -3219825.269200 nChanged 2 SP:Iteration 121Q (1819.105017 sec): 3 clusters Score: Raw -3223170.662265 + Penalty 3345.244623 = -3219825.417642 nChanged 2 SP:Iteration 122Q (1819.184376 sec): 3 clusters Score: Raw -3223170.863596 + Penalty 3345.244623 = -3219825.618973 nChanged 4 SP:Iteration 123Q (1819.280696 sec): 3 clusters Score: Raw -3223171.270711 + Penalty 3345.244623 = -3219826.026088 nChanged 4 SP:Iteration 124Q (1819.368544 sec): 3 clusters Score: Raw -3223171.568527 + Penalty 3345.244623 = -3219826.323904 nChanged 5 SP:Iteration 125Q (1819.463135 sec): 3 clusters Score: Raw -3223172.150622 + Penalty 3345.244623 = -3219826.905999 nChanged 5 SP:Iteration 126Q (1819.543120 sec): 3 clusters Score: Raw -3223172.888278 + Penalty 3345.244623 = -3219827.643655 nChanged 6 SP:Iteration 127Q (1819.629515 sec): 3 clusters Score: Raw -3223173.397932 + Penalty 3345.244623 = -3219828.153309 nChanged 4 SP:Iteration 128Q (1819.720416 sec): 3 clusters Score: Raw -3223173.742573 + Penalty 3345.244623 = -3219828.497950 nChanged 2 SP:Iteration 129Q (1819.814985 sec): 3 clusters Score: Raw -3223173.954439 + Penalty 3345.244623 = -3219828.709816 nChanged 4 SP:Iteration 130Q (1819.907277 sec): 3 clusters Score: Raw -3223174.173706 + Penalty 3345.244623 = -3219828.929084 nChanged 2 SP:Iteration 131Q (1819.991976 sec): 3 clusters Score: Raw -3223174.263238 + Penalty 3345.244623 = -3219829.018615 nChanged 0 SP:Iteration 132F (1820.091575 sec): 3 clusters Score: Raw -3223174.263238 + Penalty 3345.244623 = -3219829.018615 nChanged 0 Trying to split cluster 19 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1820.113248 sec): 2 clusters Score: Raw -15056.067589 + Penalty 854.342998 = -14201.724591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1820.160212 sec): 3 clusters Score: Raw -15263.083153 + Penalty 1708.685996 = -13554.397157 nChanged 32 SP:Iteration 1F (1820.203047 sec): 3 clusters Score: Raw -15364.831242 + Penalty 1708.685996 = -13656.145246 nChanged 12 SP:Iteration 2F (1820.252780 sec): 3 clusters Score: Raw -15412.667758 + Penalty 1708.685996 = -13703.981762 nChanged 9 SP:Iteration 3Q (1820.293778 sec): 3 clusters Score: Raw -15449.894666 + Penalty 1708.685996 = -13741.208670 nChanged 4 SP:Iteration 4Q (1820.348063 sec): 3 clusters Score: Raw -15470.689001 + Penalty 1708.685996 = -13762.003005 nChanged 1 SP:Iteration 5Q (1820.389489 sec): 3 clusters Score: Raw -15482.083715 + Penalty 1708.685996 = -13773.397719 nChanged 0 SP:Iteration 6F (1820.423986 sec): 3 clusters Score: Raw -15482.083715 + Penalty 1708.685996 = -13773.397719 nChanged 0 Trying to split cluster 20 (4032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1820.457780 sec): 2 clusters Score: Raw -391732.367682 + Penalty 1349.077894 = -390383.289788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1820.499274 sec): 3 clusters Score: Raw -389687.938572 + Penalty 2698.155788 = -386989.782784 nChanged 1617 SP:Iteration 1F (1820.551071 sec): 3 clusters Score: Raw -390664.307099 + Penalty 2698.155788 = -387966.151311 nChanged 336 SP:Iteration 2F (1820.612960 sec): 3 clusters Score: Raw -390903.939473 + Penalty 2698.155788 = -388205.783684 nChanged 262 SP:Iteration 3F (1820.655511 sec): 3 clusters Score: Raw -391083.472107 + Penalty 2698.155788 = -388385.316319 nChanged 211 SP:Iteration 4F (1820.713063 sec): 3 clusters Score: Raw -391198.231196 + Penalty 2698.155788 = -388500.075408 nChanged 141 SP:Iteration 5Q (1820.760253 sec): 3 clusters Score: Raw -391269.562107 + Penalty 2698.155788 = -388571.406319 nChanged 137 SP:Iteration 6Q (1820.801048 sec): 3 clusters Score: Raw -391341.591897 + Penalty 2698.155788 = -388643.436109 nChanged 122 SP:Iteration 7Q (1820.840235 sec): 3 clusters Score: Raw -391410.336458 + Penalty 2698.155788 = -388712.180670 nChanged 97 SP:Iteration 8Q (1820.898093 sec): 3 clusters Score: Raw -391455.873261 + Penalty 2698.155788 = -388757.717472 nChanged 89 SP:Iteration 9Q (1820.954109 sec): 3 clusters Score: Raw -391494.894114 + Penalty 2698.155788 = -388796.738326 nChanged 72 SP:Iteration 10Q (1821.005216 sec): 3 clusters Score: Raw -391524.160184 + Penalty 2698.155788 = -388826.004396 nChanged 72 SP:Iteration 11Q (1821.049098 sec): 3 clusters Score: Raw -391557.538578 + Penalty 2698.155788 = -388859.382790 nChanged 67 SP:Iteration 12Q (1821.107830 sec): 3 clusters Score: Raw -391588.270136 + Penalty 2698.155788 = -388890.114348 nChanged 67 SP:Iteration 13Q (1821.145399 sec): 3 clusters Score: Raw -391618.959723 + Penalty 2698.155788 = -388920.803935 nChanged 59 SP:Iteration 14Q (1821.198454 sec): 3 clusters Score: Raw -391641.665456 + Penalty 2698.155788 = -388943.509668 nChanged 57 SP:Iteration 15Q (1821.256685 sec): 3 clusters Score: Raw -391666.422234 + Penalty 2698.155788 = -388968.266446 nChanged 50 SP:Iteration 16Q (1821.301858 sec): 3 clusters Score: Raw -391687.351001 + Penalty 2698.155788 = -388989.195213 nChanged 50 SP:Iteration 17Q (1821.346387 sec): 3 clusters Score: Raw -391709.421355 + Penalty 2698.155788 = -389011.265566 nChanged 48 SP:Iteration 18Q (1821.398066 sec): 3 clusters Score: Raw -391725.672793 + Penalty 2698.155788 = -389027.517005 nChanged 42 SP:Iteration 19Q (1821.455926 sec): 3 clusters Score: Raw -391738.285308 + Penalty 2698.155788 = -389040.129520 nChanged 24 SP:Iteration 20F (1821.510448 sec): 3 clusters Score: Raw -391744.307096 + Penalty 2698.155788 = -389046.151308 nChanged 17 SP:Iteration 21Q (1821.545576 sec): 3 clusters Score: Raw -391749.772492 + Penalty 2698.155788 = -389051.616703 nChanged 10 SP:Iteration 22Q (1821.606113 sec): 3 clusters Score: Raw -391752.455199 + Penalty 2698.155788 = -389054.299411 nChanged 9 SP:Iteration 23Q (1821.660164 sec): 3 clusters Score: Raw -391754.394999 + Penalty 2698.155788 = -389056.239211 nChanged 9 SP:Iteration 24Q (1821.706038 sec): 3 clusters Score: Raw -391756.827375 + Penalty 2698.155788 = -389058.671587 nChanged 8 SP:Iteration 25Q (1821.754956 sec): 3 clusters Score: Raw -391759.385812 + Penalty 2698.155788 = -389061.230024 nChanged 10 SP:Iteration 26Q (1821.800832 sec): 3 clusters Score: Raw -391762.285017 + Penalty 2698.155788 = -389064.129228 nChanged 6 SP:Iteration 27Q (1821.852886 sec): 3 clusters Score: Raw -391763.900815 + Penalty 2698.155788 = -389065.745026 nChanged 5 SP:Iteration 28Q (1821.907650 sec): 3 clusters Score: Raw -391765.009801 + Penalty 2698.155788 = -389066.854013 nChanged 4 SP:Iteration 29Q (1821.965168 sec): 3 clusters Score: Raw -391766.060153 + Penalty 2698.155788 = -389067.904365 nChanged 1 SP:Iteration 30Q (1822.001933 sec): 3 clusters Score: Raw -391766.097152 + Penalty 2698.155788 = -389067.941364 nChanged 0 SP:Iteration 31F (1822.046874 sec): 3 clusters Score: Raw -391766.097152 + Penalty 2698.155788 = -389067.941364 nChanged 0 Trying to split cluster 21 (12088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1822.095921 sec): 2 clusters Score: Raw -1278218.041626 + Penalty 1527.494882 = -1276690.546744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1822.159219 sec): 3 clusters Score: Raw -1271218.177253 + Penalty 3054.989764 = -1268163.187489 nChanged 5340 SP:Iteration 1F (1822.227480 sec): 3 clusters Score: Raw -1274196.431254 + Penalty 3054.989764 = -1271141.441491 nChanged 682 SP:Iteration 2F (1822.290303 sec): 3 clusters Score: Raw -1274492.919906 + Penalty 3054.989764 = -1271437.930142 nChanged 603 SP:Iteration 3Q (1822.352370 sec): 3 clusters Score: Raw -1274756.869714 + Penalty 3054.989764 = -1271701.879950 nChanged 539 SP:Iteration 4Q (1822.426781 sec): 3 clusters Score: Raw -1275010.869142 + Penalty 3054.989764 = -1271955.879378 nChanged 560 SP:Iteration 5Q (1822.480704 sec): 3 clusters Score: Raw -1275303.677269 + Penalty 3054.989764 = -1272248.687505 nChanged 578 SP:Iteration 6Q (1822.545357 sec): 3 clusters Score: Raw -1275650.011852 + Penalty 3054.989764 = -1272595.022088 nChanged 607 SP:Iteration 7F (1822.617178 sec): 3 clusters Score: Raw -1276104.541215 + Penalty 3054.989764 = -1273049.551451 nChanged 638 SP:Iteration 8F (1822.678967 sec): 3 clusters Score: Raw -1276649.884700 + Penalty 3054.989764 = -1273594.894936 nChanged 641 SP:Iteration 9F (1822.739614 sec): 3 clusters Score: Raw -1277153.720685 + Penalty 3054.989764 = -1274098.730921 nChanged 556 SP:Iteration 10Q (1822.810452 sec): 3 clusters Score: Raw -1277575.318225 + Penalty 3054.989764 = -1274520.328462 nChanged 436 SP:Iteration 11Q (1822.872315 sec): 3 clusters Score: Raw -1277829.712684 + Penalty 3054.989764 = -1274774.722920 nChanged 305 SP:Iteration 12Q (1822.943822 sec): 3 clusters Score: Raw -1277972.927866 + Penalty 3054.989764 = -1274917.938103 nChanged 240 SP:Iteration 13Q (1823.006370 sec): 3 clusters Score: Raw -1278069.989406 + Penalty 3054.989764 = -1275014.999642 nChanged 181 SP:Iteration 14Q (1823.074175 sec): 3 clusters Score: Raw -1278126.293884 + Penalty 3054.989764 = -1275071.304120 nChanged 127 SP:Iteration 15Q (1823.144668 sec): 3 clusters Score: Raw -1278159.476421 + Penalty 3054.989764 = -1275104.486658 nChanged 96 SP:Iteration 16Q (1823.214075 sec): 3 clusters Score: Raw -1278179.582069 + Penalty 3054.989764 = -1275124.592306 nChanged 69 SP:Iteration 17Q (1823.271685 sec): 3 clusters Score: Raw -1278193.429368 + Penalty 3054.989764 = -1275138.439604 nChanged 56 SP:Iteration 18Q (1823.348783 sec): 3 clusters Score: Raw -1278203.806179 + Penalty 3054.989764 = -1275148.816415 nChanged 44 SP:Iteration 19Q (1823.417267 sec): 3 clusters Score: Raw -1278210.717327 + Penalty 3054.989764 = -1275155.727563 nChanged 36 SP:Iteration 20F (1823.472928 sec): 3 clusters Score: Raw -1278216.645668 + Penalty 3054.989764 = -1275161.655904 nChanged 28 SP:Iteration 21Q (1823.540892 sec): 3 clusters Score: Raw -1278220.437612 + Penalty 3054.989764 = -1275165.447848 nChanged 24 SP:Iteration 22Q (1823.612452 sec): 3 clusters Score: Raw -1278223.241175 + Penalty 3054.989764 = -1275168.251412 nChanged 14 SP:Iteration 23Q (1823.680129 sec): 3 clusters Score: Raw -1278224.998045 + Penalty 3054.989764 = -1275170.008281 nChanged 15 SP:Iteration 24Q (1823.747214 sec): 3 clusters Score: Raw -1278226.901601 + Penalty 3054.989764 = -1275171.911837 nChanged 10 SP:Iteration 25Q (1823.801099 sec): 3 clusters Score: Raw -1278227.946946 + Penalty 3054.989764 = -1275172.957183 nChanged 8 SP:Iteration 26Q (1823.866361 sec): 3 clusters Score: Raw -1278228.762171 + Penalty 3054.989764 = -1275173.772407 nChanged 10 SP:Iteration 27Q (1823.941975 sec): 3 clusters Score: Raw -1278229.850625 + Penalty 3054.989764 = -1275174.860862 nChanged 7 SP:Iteration 28Q (1823.999094 sec): 3 clusters Score: Raw -1278230.593516 + Penalty 3054.989764 = -1275175.603753 nChanged 8 SP:Iteration 29Q (1824.071837 sec): 3 clusters Score: Raw -1278231.280477 + Penalty 3054.989764 = -1275176.290714 nChanged 7 SP:Iteration 30Q (1824.124926 sec): 3 clusters Score: Raw -1278232.137902 + Penalty 3054.989764 = -1275177.148138 nChanged 6 SP:Iteration 31Q (1824.184321 sec): 3 clusters Score: Raw -1278232.484515 + Penalty 3054.989764 = -1275177.494751 nChanged 3 SP:Iteration 32Q (1824.253945 sec): 3 clusters Score: Raw -1278232.784731 + Penalty 3054.989764 = -1275177.794967 nChanged 2 SP:Iteration 33Q (1824.316204 sec): 3 clusters Score: Raw -1278232.980344 + Penalty 3054.989764 = -1275177.990581 nChanged 3 SP:Iteration 34Q (1824.379483 sec): 3 clusters Score: Raw -1278233.072924 + Penalty 3054.989764 = -1275178.083160 nChanged 0 SP:Iteration 35F (1824.452946 sec): 3 clusters Score: Raw -1278233.072924 + Penalty 3054.989764 = -1275178.083160 nChanged 0 Trying to split cluster 22 (19850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1824.496683 sec): 2 clusters Score: Raw -2094437.938258 + Penalty 1608.093384 = -2092829.844874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1824.586769 sec): 3 clusters Score: Raw -2082624.960912 + Penalty 3216.186768 = -2079408.774144 nChanged 8919 SP:Iteration 1F (1824.665484 sec): 3 clusters Score: Raw -2087880.842799 + Penalty 3216.186768 = -2084664.656031 nChanged 1444 SP:Iteration 2F (1824.738266 sec): 3 clusters Score: Raw -2088865.933138 + Penalty 3216.186768 = -2085649.746370 nChanged 1577 SP:Iteration 3F (1824.824383 sec): 3 clusters Score: Raw -2090118.004970 + Penalty 3216.186768 = -2086901.818202 nChanged 1623 SP:Iteration 4F (1824.899092 sec): 3 clusters Score: Raw -2091382.143931 + Penalty 3216.186768 = -2088165.957163 nChanged 1459 SP:Iteration 5F (1824.970618 sec): 3 clusters Score: Raw -2092378.289698 + Penalty 3216.186768 = -2089162.102930 nChanged 1069 SP:Iteration 6F (1825.054816 sec): 3 clusters Score: Raw -2092956.841044 + Penalty 3216.186768 = -2089740.654276 nChanged 799 SP:Iteration 7Q (1825.130621 sec): 3 clusters Score: Raw -2093304.436234 + Penalty 3216.186768 = -2090088.249466 nChanged 574 SP:Iteration 8Q (1825.213843 sec): 3 clusters Score: Raw -2093495.826253 + Penalty 3216.186768 = -2090279.639485 nChanged 387 SP:Iteration 9Q (1825.290781 sec): 3 clusters Score: Raw -2093590.046656 + Penalty 3216.186768 = -2090373.859888 nChanged 279 SP:Iteration 10Q (1825.369996 sec): 3 clusters Score: Raw -2093648.173068 + Penalty 3216.186768 = -2090431.986300 nChanged 214 SP:Iteration 11Q (1825.449344 sec): 3 clusters Score: Raw -2093687.593237 + Penalty 3216.186768 = -2090471.406469 nChanged 158 SP:Iteration 12Q (1825.534717 sec): 3 clusters Score: Raw -2093715.261278 + Penalty 3216.186768 = -2090499.074510 nChanged 140 SP:Iteration 13Q (1825.607159 sec): 3 clusters Score: Raw -2093737.815574 + Penalty 3216.186768 = -2090521.628806 nChanged 136 SP:Iteration 14Q (1825.693906 sec): 3 clusters Score: Raw -2093757.270017 + Penalty 3216.186768 = -2090541.083249 nChanged 139 SP:Iteration 15Q (1825.779711 sec): 3 clusters Score: Raw -2093781.164486 + Penalty 3216.186768 = -2090564.977718 nChanged 135 SP:Iteration 16Q (1825.849019 sec): 3 clusters Score: Raw -2093804.007164 + Penalty 3216.186768 = -2090587.820396 nChanged 155 SP:Iteration 17Q (1825.933656 sec): 3 clusters Score: Raw -2093831.205973 + Penalty 3216.186768 = -2090615.019205 nChanged 144 SP:Iteration 18Q (1826.011071 sec): 3 clusters Score: Raw -2093855.292266 + Penalty 3216.186768 = -2090639.105498 nChanged 115 SP:Iteration 19Q (1826.085709 sec): 3 clusters Score: Raw -2093872.025099 + Penalty 3216.186768 = -2090655.838331 nChanged 102 SP:Iteration 20F (1826.164012 sec): 3 clusters Score: Raw -2093886.749493 + Penalty 3216.186768 = -2090670.562725 nChanged 89 SP:Iteration 21Q (1826.244854 sec): 3 clusters Score: Raw -2093899.147783 + Penalty 3216.186768 = -2090682.961015 nChanged 78 SP:Iteration 22Q (1826.320970 sec): 3 clusters Score: Raw -2093909.852351 + Penalty 3216.186768 = -2090693.665583 nChanged 75 SP:Iteration 23Q (1826.405477 sec): 3 clusters Score: Raw -2093920.211132 + Penalty 3216.186768 = -2090704.024364 nChanged 59 SP:Iteration 24Q (1826.485194 sec): 3 clusters Score: Raw -2093927.722132 + Penalty 3216.186768 = -2090711.535364 nChanged 70 SP:Iteration 25Q (1826.568360 sec): 3 clusters Score: Raw -2093937.006823 + Penalty 3216.186768 = -2090720.820055 nChanged 67 SP:Iteration 26Q (1826.646520 sec): 3 clusters Score: Raw -2093945.953051 + Penalty 3216.186768 = -2090729.766283 nChanged 73 SP:Iteration 27Q (1826.731951 sec): 3 clusters Score: Raw -2093957.910912 + Penalty 3216.186768 = -2090741.724144 nChanged 88 SP:Iteration 28Q (1826.799583 sec): 3 clusters Score: Raw -2093971.623197 + Penalty 3216.186768 = -2090755.436429 nChanged 89 SP:Iteration 29Q (1826.889663 sec): 3 clusters Score: Raw -2093986.228218 + Penalty 3216.186768 = -2090770.041450 nChanged 82 SP:Iteration 30Q (1826.970476 sec): 3 clusters Score: Raw -2093998.282319 + Penalty 3216.186768 = -2090782.095551 nChanged 81 SP:Iteration 31Q (1827.042407 sec): 3 clusters Score: Raw -2094013.643634 + Penalty 3216.186768 = -2090797.456866 nChanged 90 SP:Iteration 32Q (1827.118854 sec): 3 clusters Score: Raw -2094027.844065 + Penalty 3216.186768 = -2090811.657297 nChanged 86 SP:Iteration 33Q (1827.208662 sec): 3 clusters Score: Raw -2094040.094506 + Penalty 3216.186768 = -2090823.907738 nChanged 72 SP:Iteration 34Q (1827.283776 sec): 3 clusters Score: Raw -2094052.286291 + Penalty 3216.186768 = -2090836.099523 nChanged 92 SP:Iteration 35Q (1827.362111 sec): 3 clusters Score: Raw -2094071.399243 + Penalty 3216.186768 = -2090855.212475 nChanged 105 SP:Iteration 36Q (1827.432572 sec): 3 clusters Score: Raw -2094091.823342 + Penalty 3216.186768 = -2090875.636574 nChanged 89 SP:Iteration 37Q (1827.518729 sec): 3 clusters Score: Raw -2094109.392655 + Penalty 3216.186768 = -2090893.205887 nChanged 104 SP:Iteration 38Q (1827.599970 sec): 3 clusters Score: Raw -2094128.748237 + Penalty 3216.186768 = -2090912.561469 nChanged 91 SP:Iteration 39Q (1827.671709 sec): 3 clusters Score: Raw -2094148.764326 + Penalty 3216.186768 = -2090932.577558 nChanged 92 SP:Iteration 40F (1827.758437 sec): 3 clusters Score: Raw -2094167.233301 + Penalty 3216.186768 = -2090951.046533 nChanged 81 SP:Iteration 41Q (1827.839712 sec): 3 clusters Score: Raw -2094183.940305 + Penalty 3216.186768 = -2090967.753537 nChanged 90 SP:Iteration 42Q (1827.924197 sec): 3 clusters Score: Raw -2094203.821426 + Penalty 3216.186768 = -2090987.634658 nChanged 92 SP:Iteration 43Q (1828.008743 sec): 3 clusters Score: Raw -2094224.783935 + Penalty 3216.186768 = -2091008.597167 nChanged 77 SP:Iteration 44Q (1828.086130 sec): 3 clusters Score: Raw -2094241.906070 + Penalty 3216.186768 = -2091025.719302 nChanged 66 SP:Iteration 45Q (1828.155319 sec): 3 clusters Score: Raw -2094256.745481 + Penalty 3216.186768 = -2091040.558713 nChanged 69 SP:Iteration 46Q (1828.229494 sec): 3 clusters Score: Raw -2094272.315666 + Penalty 3216.186768 = -2091056.128898 nChanged 83 SP:Iteration 47Q (1828.309737 sec): 3 clusters Score: Raw -2094292.295007 + Penalty 3216.186768 = -2091076.108239 nChanged 79 SP:Iteration 48Q (1828.394333 sec): 3 clusters Score: Raw -2094313.293105 + Penalty 3216.186768 = -2091097.106337 nChanged 86 SP:Iteration 49Q (1828.463119 sec): 3 clusters Score: Raw -2094336.400236 + Penalty 3216.186768 = -2091120.213468 nChanged 95 SP:Iteration 50Q (1828.542702 sec): 3 clusters Score: Raw -2094365.105629 + Penalty 3216.186768 = -2091148.918861 nChanged 86 SP:Iteration 51Q (1828.626825 sec): 3 clusters Score: Raw -2094387.909084 + Penalty 3216.186768 = -2091171.722316 nChanged 81 SP:Iteration 52Q (1828.697660 sec): 3 clusters Score: Raw -2094407.737094 + Penalty 3216.186768 = -2091191.550326 nChanged 72 SP:Iteration 53Q (1828.785562 sec): 3 clusters Score: Raw -2094425.162796 + Penalty 3216.186768 = -2091208.976028 nChanged 57 SP:Iteration 54Q (1828.870964 sec): 3 clusters Score: Raw -2094440.324497 + Penalty 3216.186768 = -2091224.137729 nChanged 57 SP:Iteration 55Q (1828.953073 sec): 3 clusters Score: Raw -2094457.445419 + Penalty 3216.186768 = -2091241.258651 nChanged 51 SP:Iteration 56Q (1829.029282 sec): 3 clusters Score: Raw -2094472.873406 + Penalty 3216.186768 = -2091256.686638 nChanged 48 SP:Iteration 57Q (1829.109712 sec): 3 clusters Score: Raw -2094487.525053 + Penalty 3216.186768 = -2091271.338285 nChanged 47 SP:Iteration 58Q (1829.173885 sec): 3 clusters Score: Raw -2094501.930577 + Penalty 3216.186768 = -2091285.743809 nChanged 34 SP:Iteration 59Q (1829.254271 sec): 3 clusters Score: Raw -2094512.700589 + Penalty 3216.186768 = -2091296.513821 nChanged 35 SP:Iteration 60F (1829.346305 sec): 3 clusters Score: Raw -2094524.805272 + Penalty 3216.186768 = -2091308.618504 nChanged 31 SP:Iteration 61Q (1829.417269 sec): 3 clusters Score: Raw -2094535.399857 + Penalty 3216.186768 = -2091319.213089 nChanged 39 SP:Iteration 62Q (1829.499256 sec): 3 clusters Score: Raw -2094547.036306 + Penalty 3216.186768 = -2091330.849538 nChanged 23 SP:Iteration 63Q (1829.585338 sec): 3 clusters Score: Raw -2094555.168572 + Penalty 3216.186768 = -2091338.981804 nChanged 27 SP:Iteration 64Q (1829.672073 sec): 3 clusters Score: Raw -2094566.189584 + Penalty 3216.186768 = -2091350.002816 nChanged 31 SP:Iteration 65Q (1829.749595 sec): 3 clusters Score: Raw -2094575.306078 + Penalty 3216.186768 = -2091359.119310 nChanged 23 SP:Iteration 66Q (1829.812918 sec): 3 clusters Score: Raw -2094581.831968 + Penalty 3216.186768 = -2091365.645200 nChanged 17 SP:Iteration 67Q (1829.890343 sec): 3 clusters Score: Raw -2094588.042513 + Penalty 3216.186768 = -2091371.855745 nChanged 16 SP:Iteration 68Q (1829.977275 sec): 3 clusters Score: Raw -2094593.216583 + Penalty 3216.186768 = -2091377.029815 nChanged 15 SP:Iteration 69Q (1830.045217 sec): 3 clusters Score: Raw -2094599.233265 + Penalty 3216.186768 = -2091383.046497 nChanged 16 SP:Iteration 70Q (1830.121574 sec): 3 clusters Score: Raw -2094605.928363 + Penalty 3216.186768 = -2091389.741595 nChanged 24 SP:Iteration 71Q (1830.203906 sec): 3 clusters Score: Raw -2094617.125718 + Penalty 3216.186768 = -2091400.938950 nChanged 20 SP:Iteration 72Q (1830.278325 sec): 3 clusters Score: Raw -2094624.581038 + Penalty 3216.186768 = -2091408.394270 nChanged 23 SP:Iteration 73Q (1830.359407 sec): 3 clusters Score: Raw -2094632.909390 + Penalty 3216.186768 = -2091416.722622 nChanged 23 SP:Iteration 74Q (1830.440760 sec): 3 clusters Score: Raw -2094639.290049 + Penalty 3216.186768 = -2091423.103281 nChanged 11 SP:Iteration 75Q (1830.514855 sec): 3 clusters Score: Raw -2094643.143351 + Penalty 3216.186768 = -2091426.956583 nChanged 12 SP:Iteration 76Q (1830.593397 sec): 3 clusters Score: Raw -2094647.909168 + Penalty 3216.186768 = -2091431.722400 nChanged 13 SP:Iteration 77Q (1830.672457 sec): 3 clusters Score: Raw -2094653.075315 + Penalty 3216.186768 = -2091436.888547 nChanged 18 SP:Iteration 78Q (1830.737990 sec): 3 clusters Score: Raw -2094658.769179 + Penalty 3216.186768 = -2091442.582411 nChanged 10 SP:Iteration 79Q (1830.818992 sec): 3 clusters Score: Raw -2094662.398493 + Penalty 3216.186768 = -2091446.211726 nChanged 14 SP:Iteration 80F (1830.901990 sec): 3 clusters Score: Raw -2094667.821753 + Penalty 3216.186768 = -2091451.634985 nChanged 8 SP:Iteration 81Q (1830.979587 sec): 3 clusters Score: Raw -2094670.590175 + Penalty 3216.186768 = -2091454.403407 nChanged 13 SP:Iteration 82Q (1831.055302 sec): 3 clusters Score: Raw -2094676.143612 + Penalty 3216.186768 = -2091459.956844 nChanged 12 SP:Iteration 83Q (1831.115500 sec): 3 clusters Score: Raw -2094680.498808 + Penalty 3216.186768 = -2091464.312040 nChanged 10 SP:Iteration 84Q (1831.187609 sec): 3 clusters Score: Raw -2094685.154861 + Penalty 3216.186768 = -2091468.968093 nChanged 9 SP:Iteration 85Q (1831.265538 sec): 3 clusters Score: Raw -2094688.657305 + Penalty 3216.186768 = -2091472.470537 nChanged 8 SP:Iteration 86Q (1831.353087 sec): 3 clusters Score: Raw -2094691.904224 + Penalty 3216.186768 = -2091475.717456 nChanged 4 SP:Iteration 87Q (1831.428100 sec): 3 clusters Score: Raw -2094693.791225 + Penalty 3216.186768 = -2091477.604457 nChanged 4 SP:Iteration 88Q (1831.508166 sec): 3 clusters Score: Raw -2094695.822361 + Penalty 3216.186768 = -2091479.635593 nChanged 6 SP:Iteration 89Q (1831.586770 sec): 3 clusters Score: Raw -2094698.667164 + Penalty 3216.186768 = -2091482.480396 nChanged 8 SP:Iteration 90Q (1831.663992 sec): 3 clusters Score: Raw -2094701.603095 + Penalty 3216.186768 = -2091485.416327 nChanged 9 SP:Iteration 91Q (1831.735018 sec): 3 clusters Score: Raw -2094705.737975 + Penalty 3216.186768 = -2091489.551207 nChanged 10 SP:Iteration 92Q (1831.806400 sec): 3 clusters Score: Raw -2094709.134741 + Penalty 3216.186768 = -2091492.947973 nChanged 8 SP:Iteration 93Q (1831.877114 sec): 3 clusters Score: Raw -2094711.944973 + Penalty 3216.186768 = -2091495.758205 nChanged 9 SP:Iteration 94Q (1831.958726 sec): 3 clusters Score: Raw -2094714.924195 + Penalty 3216.186768 = -2091498.737427 nChanged 5 SP:Iteration 95Q (1832.037218 sec): 3 clusters Score: Raw -2094716.676602 + Penalty 3216.186768 = -2091500.489835 nChanged 6 SP:Iteration 96Q (1832.116292 sec): 3 clusters Score: Raw -2094719.585698 + Penalty 3216.186768 = -2091503.398930 nChanged 8 SP:Iteration 97Q (1832.187913 sec): 3 clusters Score: Raw -2094723.246866 + Penalty 3216.186768 = -2091507.060098 nChanged 10 SP:Iteration 98Q (1832.263780 sec): 3 clusters Score: Raw -2094729.049287 + Penalty 3216.186768 = -2091512.862519 nChanged 12 SP:Iteration 99Q (1832.341980 sec): 3 clusters Score: Raw -2094735.219062 + Penalty 3216.186768 = -2091519.032294 nChanged 5 SP:Iteration 100F (1832.408375 sec): 3 clusters Score: Raw -2094737.540161 + Penalty 3216.186768 = -2091521.353393 nChanged 4 SP:Iteration 101Q (1832.484968 sec): 3 clusters Score: Raw -2094739.113657 + Penalty 3216.186768 = -2091522.926889 nChanged 4 SP:Iteration 102Q (1832.550622 sec): 3 clusters Score: Raw -2094740.926850 + Penalty 3216.186768 = -2091524.740082 nChanged 1 SP:Iteration 103Q (1832.624088 sec): 3 clusters Score: Raw -2094741.374207 + Penalty 3216.186768 = -2091525.187439 nChanged 1 SP:Iteration 104Q (1832.708221 sec): 3 clusters Score: Raw -2094741.830137 + Penalty 3216.186768 = -2091525.643369 nChanged 1 SP:Iteration 105Q (1832.780534 sec): 3 clusters Score: Raw -2094742.067300 + Penalty 3216.186768 = -2091525.880532 nChanged 2 SP:Iteration 106Q (1832.849086 sec): 3 clusters Score: Raw -2094742.670255 + Penalty 3216.186768 = -2091526.483488 nChanged 3 SP:Iteration 107Q (1832.927887 sec): 3 clusters Score: Raw -2094743.559041 + Penalty 3216.186768 = -2091527.372273 nChanged 1 SP:Iteration 108Q (1832.999172 sec): 3 clusters Score: Raw -2094743.765041 + Penalty 3216.186768 = -2091527.578273 nChanged 2 SP:Iteration 109Q (1833.073707 sec): 3 clusters Score: Raw -2094744.128206 + Penalty 3216.186768 = -2091527.941438 nChanged 0 SP:Iteration 110F (1833.155478 sec): 3 clusters Score: Raw -2094744.128206 + Penalty 3216.186768 = -2091527.941438 nChanged 0 Trying to split cluster 23 (25677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1833.203045 sec): 2 clusters Score: Raw -2792646.902275 + Penalty 1649.919526 = -2790996.982749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1833.298618 sec): 3 clusters Score: Raw -2776975.595800 + Penalty 3299.839052 = -2773675.756748 nChanged 11666 SP:Iteration 1F (1833.383948 sec): 3 clusters Score: Raw -2783763.473297 + Penalty 3299.839052 = -2780463.634246 nChanged 1507 SP:Iteration 2F (1833.473150 sec): 3 clusters Score: Raw -2784534.390147 + Penalty 3299.839052 = -2781234.551095 nChanged 1524 SP:Iteration 3F (1833.559923 sec): 3 clusters Score: Raw -2785419.278205 + Penalty 3299.839052 = -2782119.439153 nChanged 1606 SP:Iteration 4F (1833.655353 sec): 3 clusters Score: Raw -2786473.896754 + Penalty 3299.839052 = -2783174.057702 nChanged 1634 SP:Iteration 5F (1833.744415 sec): 3 clusters Score: Raw -2787635.577934 + Penalty 3299.839052 = -2784335.738882 nChanged 1590 SP:Iteration 6F (1833.834656 sec): 3 clusters Score: Raw -2788825.168412 + Penalty 3299.839052 = -2785525.329360 nChanged 1363 SP:Iteration 7F (1833.920466 sec): 3 clusters Score: Raw -2789772.499752 + Penalty 3299.839052 = -2786472.660700 nChanged 1036 SP:Iteration 8Q (1834.010113 sec): 3 clusters Score: Raw -2790298.391197 + Penalty 3299.839052 = -2786998.552145 nChanged 727 SP:Iteration 9Q (1834.102649 sec): 3 clusters Score: Raw -2790574.877659 + Penalty 3299.839052 = -2787275.038607 nChanged 515 SP:Iteration 10Q (1834.194362 sec): 3 clusters Score: Raw -2790754.683420 + Penalty 3299.839052 = -2787454.844369 nChanged 418 SP:Iteration 11Q (1834.281530 sec): 3 clusters Score: Raw -2790892.274744 + Penalty 3299.839052 = -2787592.435692 nChanged 378 SP:Iteration 12Q (1834.371939 sec): 3 clusters Score: Raw -2791021.132954 + Penalty 3299.839052 = -2787721.293902 nChanged 347 SP:Iteration 13Q (1834.461550 sec): 3 clusters Score: Raw -2791159.837572 + Penalty 3299.839052 = -2787859.998520 nChanged 389 SP:Iteration 14Q (1834.541432 sec): 3 clusters Score: Raw -2791341.861960 + Penalty 3299.839052 = -2788042.022908 nChanged 394 SP:Iteration 15Q (1834.627476 sec): 3 clusters Score: Raw -2791548.292001 + Penalty 3299.839052 = -2788248.452950 nChanged 403 SP:Iteration 16Q (1834.715853 sec): 3 clusters Score: Raw -2791810.937585 + Penalty 3299.839052 = -2788511.098534 nChanged 381 SP:Iteration 17Q (1834.806973 sec): 3 clusters Score: Raw -2792071.292999 + Penalty 3299.839052 = -2788771.453947 nChanged 343 SP:Iteration 18Q (1834.889024 sec): 3 clusters Score: Raw -2792280.990409 + Penalty 3299.839052 = -2788981.151357 nChanged 348 SP:Iteration 19Q (1834.976744 sec): 3 clusters Score: Raw -2792488.675645 + Penalty 3299.839052 = -2789188.836593 nChanged 298 SP:Iteration 20F (1835.055302 sec): 3 clusters Score: Raw -2792631.272132 + Penalty 3299.839052 = -2789331.433080 nChanged 282 SP:Iteration 21Q (1835.146398 sec): 3 clusters Score: Raw -2792749.880608 + Penalty 3299.839052 = -2789450.041556 nChanged 237 SP:Iteration 22Q (1835.230346 sec): 3 clusters Score: Raw -2792832.873133 + Penalty 3299.839052 = -2789533.034081 nChanged 187 SP:Iteration 23Q (1835.318016 sec): 3 clusters Score: Raw -2792887.880159 + Penalty 3299.839052 = -2789588.041107 nChanged 171 SP:Iteration 24Q (1835.407058 sec): 3 clusters Score: Raw -2792933.351812 + Penalty 3299.839052 = -2789633.512760 nChanged 131 SP:Iteration 25Q (1835.492981 sec): 3 clusters Score: Raw -2792959.317672 + Penalty 3299.839052 = -2789659.478621 nChanged 102 SP:Iteration 26Q (1835.571912 sec): 3 clusters Score: Raw -2792975.803952 + Penalty 3299.839052 = -2789675.964901 nChanged 76 SP:Iteration 27Q (1835.648490 sec): 3 clusters Score: Raw -2792984.711425 + Penalty 3299.839052 = -2789684.872373 nChanged 63 SP:Iteration 28Q (1835.734905 sec): 3 clusters Score: Raw -2792991.627735 + Penalty 3299.839052 = -2789691.788683 nChanged 39 SP:Iteration 29Q (1835.821031 sec): 3 clusters Score: Raw -2792994.679468 + Penalty 3299.839052 = -2789694.840416 nChanged 28 SP:Iteration 30Q (1835.907081 sec): 3 clusters Score: Raw -2792996.874751 + Penalty 3299.839052 = -2789697.035699 nChanged 23 SP:Iteration 31Q (1836.004646 sec): 3 clusters Score: Raw -2792998.292888 + Penalty 3299.839052 = -2789698.453836 nChanged 14 SP:Iteration 32Q (1836.087875 sec): 3 clusters Score: Raw -2792999.056655 + Penalty 3299.839052 = -2789699.217604 nChanged 8 SP:Iteration 33Q (1836.172279 sec): 3 clusters Score: Raw -2792999.507129 + Penalty 3299.839052 = -2789699.668077 nChanged 9 SP:Iteration 34Q (1836.247815 sec): 3 clusters Score: Raw -2793000.053815 + Penalty 3299.839052 = -2789700.214763 nChanged 6 SP:Iteration 35Q (1836.335477 sec): 3 clusters Score: Raw -2793000.461336 + Penalty 3299.839052 = -2789700.622284 nChanged 5 SP:Iteration 36Q (1836.414233 sec): 3 clusters Score: Raw -2793000.954501 + Penalty 3299.839052 = -2789701.115449 nChanged 7 SP:Iteration 37Q (1836.503423 sec): 3 clusters Score: Raw -2793001.580747 + Penalty 3299.839052 = -2789701.741695 nChanged 8 SP:Iteration 38Q (1836.595322 sec): 3 clusters Score: Raw -2793002.203112 + Penalty 3299.839052 = -2789702.364060 nChanged 9 SP:Iteration 39Q (1836.681422 sec): 3 clusters Score: Raw -2793002.756059 + Penalty 3299.839052 = -2789702.917007 nChanged 8 SP:Iteration 40F (1836.758136 sec): 3 clusters Score: Raw -2793003.098149 + Penalty 3299.839052 = -2789703.259097 nChanged 4 SP:Iteration 41Q (1836.836983 sec): 3 clusters Score: Raw -2793003.287965 + Penalty 3299.839052 = -2789703.448913 nChanged 5 SP:Iteration 42Q (1836.921734 sec): 3 clusters Score: Raw -2793003.625374 + Penalty 3299.839052 = -2789703.786322 nChanged 5 SP:Iteration 43Q (1837.019383 sec): 3 clusters Score: Raw -2793003.826454 + Penalty 3299.839052 = -2789703.987402 nChanged 3 SP:Iteration 44Q (1837.098539 sec): 3 clusters Score: Raw -2793003.986435 + Penalty 3299.839052 = -2789704.147383 nChanged 3 SP:Iteration 45Q (1837.180529 sec): 3 clusters Score: Raw -2793004.131805 + Penalty 3299.839052 = -2789704.292753 nChanged 3 SP:Iteration 46Q (1837.266097 sec): 3 clusters Score: Raw -2793004.294641 + Penalty 3299.839052 = -2789704.455590 nChanged 1 SP:Iteration 47Q (1837.353044 sec): 3 clusters Score: Raw -2793004.315932 + Penalty 3299.839052 = -2789704.476880 nChanged 0 SP:Iteration 48F (1837.438003 sec): 3 clusters Score: Raw -2793004.315932 + Penalty 3299.839052 = -2789704.476880 nChanged 0 Trying to split cluster 24 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1837.466009 sec): 2 clusters Score: Raw -14347.064874 + Penalty 863.395972 = -13483.668903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1837.510700 sec): 3 clusters Score: Raw -14529.106996 + Penalty 1726.791943 = -12802.315053 nChanged 47 SP:Iteration 1F (1837.541352 sec): 3 clusters Score: Raw -14697.490417 + Penalty 1726.791943 = -12970.698474 nChanged 11 SP:Iteration 2F (1837.585927 sec): 3 clusters Score: Raw -14796.446114 + Penalty 1726.791943 = -13069.654171 nChanged 11 SP:Iteration 3F (1837.630118 sec): 3 clusters Score: Raw -14838.409229 + Penalty 1726.791943 = -13111.617286 nChanged 6 SP:Iteration 4Q (1837.672330 sec): 3 clusters Score: Raw -14879.531956 + Penalty 1726.791943 = -13152.740013 nChanged 4 SP:Iteration 5Q (1837.719408 sec): 3 clusters Score: Raw -14893.681438 + Penalty 1726.791943 = -13166.889495 nChanged 3 SP:Iteration 6Q (1837.768356 sec): 3 clusters Score: Raw -14907.960184 + Penalty 1726.791943 = -13181.168241 nChanged 2 SP:Iteration 7Q (1837.816492 sec): 3 clusters Score: Raw -14942.651188 + Penalty 1726.791943 = -13215.859245 nChanged 3 SP:Iteration 8Q (1837.852595 sec): 3 clusters Score: Raw -14958.072154 + Penalty 1726.791943 = -13231.280210 nChanged 1 SP:Iteration 9Q (1837.902773 sec): 3 clusters Score: Raw -14963.645490 + Penalty 1726.791943 = -13236.853547 nChanged 0 SP:Iteration 10F (1837.953191 sec): 3 clusters Score: Raw -14963.645490 + Penalty 1726.791943 = -13236.853547 nChanged 0 Trying to split cluster 25 (494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1837.978972 sec): 2 clusters Score: Raw -47703.456162 + Penalty 1007.912022 = -46695.544140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1838.018523 sec): 3 clusters Score: Raw -47648.646547 + Penalty 2015.824043 = -45632.822504 nChanged 119 SP:Iteration 1F (1838.064755 sec): 3 clusters Score: Raw -47827.374783 + Penalty 2015.824043 = -45811.550740 nChanged 27 SP:Iteration 2F (1838.106234 sec): 3 clusters Score: Raw -47871.993361 + Penalty 2015.824043 = -45856.169318 nChanged 15 SP:Iteration 3Q (1838.153779 sec): 3 clusters Score: Raw -47900.093196 + Penalty 2015.824043 = -45884.269153 nChanged 13 SP:Iteration 4Q (1838.197566 sec): 3 clusters Score: Raw -47936.972048 + Penalty 2015.824043 = -45921.148005 nChanged 17 SP:Iteration 5Q (1838.241871 sec): 3 clusters Score: Raw -48021.251565 + Penalty 2015.824043 = -46005.427522 nChanged 22 SP:Iteration 6Q (1838.284515 sec): 3 clusters Score: Raw -48085.283627 + Penalty 2015.824043 = -46069.459584 nChanged 20 SP:Iteration 7Q (1838.336520 sec): 3 clusters Score: Raw -48152.298642 + Penalty 2015.824043 = -46136.474599 nChanged 20 SP:Iteration 8Q (1838.376869 sec): 3 clusters Score: Raw -48253.496729 + Penalty 2015.824043 = -46237.672686 nChanged 22 SP:Iteration 9Q (1838.411467 sec): 3 clusters Score: Raw -48381.882628 + Penalty 2015.824043 = -46366.058585 nChanged 19 SP:Iteration 10Q (1838.464383 sec): 3 clusters Score: Raw -48439.832152 + Penalty 2015.824043 = -46424.008109 nChanged 9 SP:Iteration 11Q (1838.509836 sec): 3 clusters Score: Raw -48470.939902 + Penalty 2015.824043 = -46455.115859 nChanged 8 SP:Iteration 12Q (1838.552166 sec): 3 clusters Score: Raw -48489.708591 + Penalty 2015.824043 = -46473.884548 nChanged 1 SP:Iteration 13Q (1838.599800 sec): 3 clusters Score: Raw -48492.010472 + Penalty 2015.824043 = -46476.186429 nChanged 1 SP:Iteration 14Q (1838.630667 sec): 3 clusters Score: Raw -48494.005273 + Penalty 2015.824043 = -46478.181230 nChanged 1 SP:Iteration 15Q (1838.685219 sec): 3 clusters Score: Raw -48497.273012 + Penalty 2015.824043 = -46481.448969 nChanged 0 SP:Iteration 16F (1838.729405 sec): 3 clusters Score: Raw -48497.273012 + Penalty 2015.824043 = -46481.448969 nChanged 0 Trying to split cluster 26 (15872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1838.777890 sec): 2 clusters Score: Raw -1564333.990238 + Penalty 1571.750672 = -1562762.239565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1838.844019 sec): 3 clusters Score: Raw -1555017.520874 + Penalty 3143.501345 = -1551874.019529 nChanged 7100 SP:Iteration 1F (1838.910196 sec): 3 clusters Score: Raw -1559087.942958 + Penalty 3143.501345 = -1555944.441613 nChanged 959 SP:Iteration 2F (1838.987128 sec): 3 clusters Score: Raw -1559554.471842 + Penalty 3143.501345 = -1556410.970497 nChanged 912 SP:Iteration 3F (1839.055984 sec): 3 clusters Score: Raw -1560088.322588 + Penalty 3143.501345 = -1556944.821243 nChanged 915 SP:Iteration 4F (1839.135218 sec): 3 clusters Score: Raw -1560728.027606 + Penalty 3143.501345 = -1557584.526261 nChanged 941 SP:Iteration 5F (1839.207328 sec): 3 clusters Score: Raw -1561494.775401 + Penalty 3143.501345 = -1558351.274056 nChanged 1067 SP:Iteration 6F (1839.267689 sec): 3 clusters Score: Raw -1562458.239634 + Penalty 3143.501345 = -1559314.738289 nChanged 1026 SP:Iteration 7F (1839.339180 sec): 3 clusters Score: Raw -1563347.817509 + Penalty 3143.501345 = -1560204.316164 nChanged 881 SP:Iteration 8F (1839.419412 sec): 3 clusters Score: Raw -1564045.050951 + Penalty 3143.501345 = -1560901.549606 nChanged 710 SP:Iteration 9Q (1839.497814 sec): 3 clusters Score: Raw -1564538.989544 + Penalty 3143.501345 = -1561395.488199 nChanged 548 SP:Iteration 10Q (1839.570160 sec): 3 clusters Score: Raw -1564883.846476 + Penalty 3143.501345 = -1561740.345131 nChanged 426 SP:Iteration 11Q (1839.638295 sec): 3 clusters Score: Raw -1565111.776827 + Penalty 3143.501345 = -1561968.275483 nChanged 322 SP:Iteration 12Q (1839.703031 sec): 3 clusters Score: Raw -1565243.196744 + Penalty 3143.501345 = -1562099.695400 nChanged 265 SP:Iteration 13Q (1839.773977 sec): 3 clusters Score: Raw -1565335.644428 + Penalty 3143.501345 = -1562192.143083 nChanged 181 SP:Iteration 14Q (1839.854420 sec): 3 clusters Score: Raw -1565388.021789 + Penalty 3143.501345 = -1562244.520445 nChanged 128 SP:Iteration 15Q (1839.928715 sec): 3 clusters Score: Raw -1565417.282530 + Penalty 3143.501345 = -1562273.781186 nChanged 110 SP:Iteration 16Q (1839.995511 sec): 3 clusters Score: Raw -1565440.851526 + Penalty 3143.501345 = -1562297.350182 nChanged 93 SP:Iteration 17Q (1840.071825 sec): 3 clusters Score: Raw -1565461.459419 + Penalty 3143.501345 = -1562317.958074 nChanged 85 SP:Iteration 18Q (1840.141417 sec): 3 clusters Score: Raw -1565477.419068 + Penalty 3143.501345 = -1562333.917724 nChanged 61 SP:Iteration 19Q (1840.205389 sec): 3 clusters Score: Raw -1565487.018056 + Penalty 3143.501345 = -1562343.516711 nChanged 52 SP:Iteration 20F (1840.277192 sec): 3 clusters Score: Raw -1565498.059501 + Penalty 3143.501345 = -1562354.558156 nChanged 49 SP:Iteration 21Q (1840.350219 sec): 3 clusters Score: Raw -1565504.988470 + Penalty 3143.501345 = -1562361.487126 nChanged 39 SP:Iteration 22Q (1840.422994 sec): 3 clusters Score: Raw -1565510.194660 + Penalty 3143.501345 = -1562366.693316 nChanged 38 SP:Iteration 23Q (1840.496487 sec): 3 clusters Score: Raw -1565516.875139 + Penalty 3143.501345 = -1562373.373794 nChanged 42 SP:Iteration 24Q (1840.557539 sec): 3 clusters Score: Raw -1565522.519404 + Penalty 3143.501345 = -1562379.018059 nChanged 32 SP:Iteration 25Q (1840.629108 sec): 3 clusters Score: Raw -1565525.806889 + Penalty 3143.501345 = -1562382.305544 nChanged 24 SP:Iteration 26Q (1840.707618 sec): 3 clusters Score: Raw -1565529.268162 + Penalty 3143.501345 = -1562385.766817 nChanged 26 SP:Iteration 27Q (1840.768155 sec): 3 clusters Score: Raw -1565531.890414 + Penalty 3143.501345 = -1562388.389069 nChanged 18 SP:Iteration 28Q (1840.843239 sec): 3 clusters Score: Raw -1565534.069376 + Penalty 3143.501345 = -1562390.568031 nChanged 26 SP:Iteration 29Q (1840.914786 sec): 3 clusters Score: Raw -1565537.437197 + Penalty 3143.501345 = -1562393.935853 nChanged 14 SP:Iteration 30Q (1840.983575 sec): 3 clusters Score: Raw -1565539.004052 + Penalty 3143.501345 = -1562395.502707 nChanged 10 SP:Iteration 31Q (1841.057889 sec): 3 clusters Score: Raw -1565539.990445 + Penalty 3143.501345 = -1562396.489100 nChanged 9 SP:Iteration 32Q (1841.130620 sec): 3 clusters Score: Raw -1565541.027456 + Penalty 3143.501345 = -1562397.526112 nChanged 7 SP:Iteration 33Q (1841.194380 sec): 3 clusters Score: Raw -1565541.532440 + Penalty 3143.501345 = -1562398.031096 nChanged 5 SP:Iteration 34Q (1841.264869 sec): 3 clusters Score: Raw -1565542.340566 + Penalty 3143.501345 = -1562398.839222 nChanged 5 SP:Iteration 35Q (1841.338679 sec): 3 clusters Score: Raw -1565542.763469 + Penalty 3143.501345 = -1562399.262124 nChanged 5 SP:Iteration 36Q (1841.414582 sec): 3 clusters Score: Raw -1565543.168232 + Penalty 3143.501345 = -1562399.666888 nChanged 4 SP:Iteration 37Q (1841.486654 sec): 3 clusters Score: Raw -1565543.643737 + Penalty 3143.501345 = -1562400.142392 nChanged 2 SP:Iteration 38Q (1841.556262 sec): 3 clusters Score: Raw -1565543.756149 + Penalty 3143.501345 = -1562400.254805 nChanged 2 SP:Iteration 39Q (1841.628922 sec): 3 clusters Score: Raw -1565544.068605 + Penalty 3143.501345 = -1562400.567260 nChanged 6 SP:Iteration 40F (1841.696951 sec): 3 clusters Score: Raw -1565544.887131 + Penalty 3143.501345 = -1562401.385787 nChanged 6 SP:Iteration 41Q (1841.759492 sec): 3 clusters Score: Raw -1565545.300479 + Penalty 3143.501345 = -1562401.799135 nChanged 2 SP:Iteration 42Q (1841.838087 sec): 3 clusters Score: Raw -1565545.393063 + Penalty 3143.501345 = -1562401.891719 nChanged 1 SP:Iteration 43Q (1841.907802 sec): 3 clusters Score: Raw -1565545.433140 + Penalty 3143.501345 = -1562401.931795 nChanged 1 SP:Iteration 44Q (1841.968676 sec): 3 clusters Score: Raw -1565545.479718 + Penalty 3143.501345 = -1562401.978373 nChanged 1 SP:Iteration 45Q (1842.047246 sec): 3 clusters Score: Raw -1565545.517547 + Penalty 3143.501345 = -1562402.016202 nChanged 0 SP:Iteration 46F (1842.110154 sec): 3 clusters Score: Raw -1565545.517547 + Penalty 3143.501345 = -1562402.016202 nChanged 0 Trying to split cluster 27 (30213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1842.180545 sec): 2 clusters Score: Raw -3163121.329735 + Penalty 1676.354481 = -3161444.975254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1842.267722 sec): 3 clusters Score: Raw -3144390.042180 + Penalty 3352.708962 = -3141037.333218 nChanged 13883 SP:Iteration 1F (1842.373392 sec): 3 clusters Score: Raw -3151995.998353 + Penalty 3352.708962 = -3148643.289392 nChanged 1284 SP:Iteration 2Q (1842.473470 sec): 3 clusters Score: Raw -3152385.641259 + Penalty 3352.708962 = -3149032.932297 nChanged 1226 SP:Iteration 3Q (1842.566851 sec): 3 clusters Score: Raw -3152785.810693 + Penalty 3352.708962 = -3149433.101731 nChanged 1208 SP:Iteration 4Q (1842.662254 sec): 3 clusters Score: Raw -3153263.930077 + Penalty 3352.708962 = -3149911.221116 nChanged 1279 SP:Iteration 5Q (1842.766327 sec): 3 clusters Score: Raw -3153851.173171 + Penalty 3352.708962 = -3150498.464209 nChanged 1375 SP:Iteration 6Q (1842.872231 sec): 3 clusters Score: Raw -3154613.952151 + Penalty 3352.708962 = -3151261.243190 nChanged 1503 SP:Iteration 7Q (1842.971148 sec): 3 clusters Score: Raw -3155554.056704 + Penalty 3352.708962 = -3152201.347742 nChanged 1634 SP:Iteration 8F (1843.069579 sec): 3 clusters Score: Raw -3156685.364483 + Penalty 3352.708962 = -3153332.655521 nChanged 1651 SP:Iteration 9F (1843.168825 sec): 3 clusters Score: Raw -3157905.652550 + Penalty 3352.708962 = -3154552.943588 nChanged 1582 SP:Iteration 10F (1843.265205 sec): 3 clusters Score: Raw -3159065.691682 + Penalty 3352.708962 = -3155712.982721 nChanged 1308 SP:Iteration 11Q (1843.365097 sec): 3 clusters Score: Raw -3159937.992847 + Penalty 3352.708962 = -3156585.283885 nChanged 1060 SP:Iteration 12Q (1843.463546 sec): 3 clusters Score: Raw -3160523.661042 + Penalty 3352.708962 = -3157170.952081 nChanged 823 SP:Iteration 13Q (1843.546851 sec): 3 clusters Score: Raw -3160938.773883 + Penalty 3352.708962 = -3157586.064922 nChanged 701 SP:Iteration 14Q (1843.647789 sec): 3 clusters Score: Raw -3161300.884004 + Penalty 3352.708962 = -3157948.175043 nChanged 593 SP:Iteration 15Q (1843.738575 sec): 3 clusters Score: Raw -3161606.753514 + Penalty 3352.708962 = -3158254.044553 nChanged 532 SP:Iteration 16Q (1843.833751 sec): 3 clusters Score: Raw -3161885.980687 + Penalty 3352.708962 = -3158533.271725 nChanged 503 SP:Iteration 17Q (1843.915493 sec): 3 clusters Score: Raw -3162154.056467 + Penalty 3352.708962 = -3158801.347506 nChanged 435 SP:Iteration 18Q (1844.010363 sec): 3 clusters Score: Raw -3162375.948686 + Penalty 3352.708962 = -3159023.239724 nChanged 396 SP:Iteration 19Q (1844.100888 sec): 3 clusters Score: Raw -3162581.348252 + Penalty 3352.708962 = -3159228.639290 nChanged 307 SP:Iteration 20F (1844.196867 sec): 3 clusters Score: Raw -3162737.055159 + Penalty 3352.708962 = -3159384.346197 nChanged 244 SP:Iteration 21Q (1844.286883 sec): 3 clusters Score: Raw -3162851.784538 + Penalty 3352.708962 = -3159499.075576 nChanged 190 SP:Iteration 22Q (1844.380166 sec): 3 clusters Score: Raw -3162930.460541 + Penalty 3352.708962 = -3159577.751580 nChanged 163 SP:Iteration 23Q (1844.466669 sec): 3 clusters Score: Raw -3162997.290220 + Penalty 3352.708962 = -3159644.581259 nChanged 144 SP:Iteration 24Q (1844.552168 sec): 3 clusters Score: Raw -3163059.609192 + Penalty 3352.708962 = -3159706.900230 nChanged 146 SP:Iteration 25Q (1844.648867 sec): 3 clusters Score: Raw -3163124.792631 + Penalty 3352.708962 = -3159772.083669 nChanged 112 SP:Iteration 26Q (1844.739332 sec): 3 clusters Score: Raw -3163182.684149 + Penalty 3352.708962 = -3159829.975187 nChanged 104 SP:Iteration 27Q (1844.826991 sec): 3 clusters Score: Raw -3163236.069200 + Penalty 3352.708962 = -3159883.360238 nChanged 90 SP:Iteration 28Q (1844.920064 sec): 3 clusters Score: Raw -3163279.491552 + Penalty 3352.708962 = -3159926.782590 nChanged 60 SP:Iteration 29Q (1845.001573 sec): 3 clusters Score: Raw -3163310.822270 + Penalty 3352.708962 = -3159958.113309 nChanged 68 SP:Iteration 30Q (1845.074217 sec): 3 clusters Score: Raw -3163348.323780 + Penalty 3352.708962 = -3159995.614818 nChanged 53 SP:Iteration 31Q (1845.156152 sec): 3 clusters Score: Raw -3163372.592957 + Penalty 3352.708962 = -3160019.883995 nChanged 38 SP:Iteration 32Q (1845.247692 sec): 3 clusters Score: Raw -3163387.419449 + Penalty 3352.708962 = -3160034.710488 nChanged 32 SP:Iteration 33Q (1845.334852 sec): 3 clusters Score: Raw -3163401.750184 + Penalty 3352.708962 = -3160049.041222 nChanged 27 SP:Iteration 34Q (1845.417011 sec): 3 clusters Score: Raw -3163414.067709 + Penalty 3352.708962 = -3160061.358748 nChanged 20 SP:Iteration 35Q (1845.498946 sec): 3 clusters Score: Raw -3163423.268980 + Penalty 3352.708962 = -3160070.560018 nChanged 21 SP:Iteration 36Q (1845.592863 sec): 3 clusters Score: Raw -3163432.167117 + Penalty 3352.708962 = -3160079.458155 nChanged 19 SP:Iteration 37Q (1845.684842 sec): 3 clusters Score: Raw -3163439.861181 + Penalty 3352.708962 = -3160087.152220 nChanged 16 SP:Iteration 38Q (1845.770748 sec): 3 clusters Score: Raw -3163448.739056 + Penalty 3352.708962 = -3160096.030095 nChanged 11 SP:Iteration 39Q (1845.857267 sec): 3 clusters Score: Raw -3163455.158293 + Penalty 3352.708962 = -3160102.449331 nChanged 10 SP:Iteration 40F (1845.948580 sec): 3 clusters Score: Raw -3163459.476206 + Penalty 3352.708962 = -3160106.767245 nChanged 14 SP:Iteration 41Q (1846.039827 sec): 3 clusters Score: Raw -3163465.301908 + Penalty 3352.708962 = -3160112.592946 nChanged 11 SP:Iteration 42Q (1846.130497 sec): 3 clusters Score: Raw -3163469.144269 + Penalty 3352.708962 = -3160116.435308 nChanged 8 SP:Iteration 43Q (1846.213472 sec): 3 clusters Score: Raw -3163471.214576 + Penalty 3352.708962 = -3160118.505614 nChanged 6 SP:Iteration 44Q (1846.302308 sec): 3 clusters Score: Raw -3163473.669583 + Penalty 3352.708962 = -3160120.960621 nChanged 7 SP:Iteration 45Q (1846.381813 sec): 3 clusters Score: Raw -3163477.571005 + Penalty 3352.708962 = -3160124.862043 nChanged 11 SP:Iteration 46Q (1846.469791 sec): 3 clusters Score: Raw -3163483.371624 + Penalty 3352.708962 = -3160130.662663 nChanged 13 SP:Iteration 47Q (1846.555075 sec): 3 clusters Score: Raw -3163488.419478 + Penalty 3352.708962 = -3160135.710516 nChanged 9 SP:Iteration 48Q (1846.641965 sec): 3 clusters Score: Raw -3163492.258059 + Penalty 3352.708962 = -3160139.549097 nChanged 8 SP:Iteration 49Q (1846.722980 sec): 3 clusters Score: Raw -3163494.707032 + Penalty 3352.708962 = -3160141.998071 nChanged 4 SP:Iteration 50Q (1846.818156 sec): 3 clusters Score: Raw -3163496.686266 + Penalty 3352.708962 = -3160143.977305 nChanged 5 SP:Iteration 51Q (1846.904539 sec): 3 clusters Score: Raw -3163499.598746 + Penalty 3352.708962 = -3160146.889784 nChanged 4 SP:Iteration 52Q (1846.991608 sec): 3 clusters Score: Raw -3163501.549727 + Penalty 3352.708962 = -3160148.840766 nChanged 4 SP:Iteration 53Q (1847.074898 sec): 3 clusters Score: Raw -3163503.110285 + Penalty 3352.708962 = -3160150.401324 nChanged 4 SP:Iteration 54Q (1847.156152 sec): 3 clusters Score: Raw -3163504.424789 + Penalty 3352.708962 = -3160151.715827 nChanged 1 SP:Iteration 55Q (1847.255469 sec): 3 clusters Score: Raw -3163504.709241 + Penalty 3352.708962 = -3160152.000279 nChanged 0 SP:Iteration 56F (1847.344041 sec): 3 clusters Score: Raw -3163504.709241 + Penalty 3352.708962 = -3160152.000279 nChanged 0 Trying to split cluster 28 (2137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1847.373299 sec): 2 clusters Score: Raw -198249.578614 + Penalty 1245.913216 = -197003.665398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1847.416590 sec): 3 clusters Score: Raw -197310.778276 + Penalty 2491.826433 = -194818.951843 nChanged 783 SP:Iteration 1F (1847.452985 sec): 3 clusters Score: Raw -197857.105737 + Penalty 2491.826433 = -195365.279304 nChanged 177 SP:Iteration 2F (1847.512696 sec): 3 clusters Score: Raw -198010.614600 + Penalty 2491.826433 = -195518.788167 nChanged 143 SP:Iteration 3F (1847.558399 sec): 3 clusters Score: Raw -198154.368626 + Penalty 2491.826433 = -195662.542193 nChanged 110 SP:Iteration 4F (1847.591835 sec): 3 clusters Score: Raw -198279.536749 + Penalty 2491.826433 = -195787.710316 nChanged 111 SP:Iteration 5F (1847.638514 sec): 3 clusters Score: Raw -198421.520161 + Penalty 2491.826433 = -195929.693728 nChanged 102 SP:Iteration 6Q (1847.692467 sec): 3 clusters Score: Raw -198554.708611 + Penalty 2491.826433 = -196062.882178 nChanged 94 SP:Iteration 7Q (1847.738278 sec): 3 clusters Score: Raw -198671.398212 + Penalty 2491.826433 = -196179.571779 nChanged 79 SP:Iteration 8Q (1847.785855 sec): 3 clusters Score: Raw -198749.352276 + Penalty 2491.826433 = -196257.525843 nChanged 44 SP:Iteration 9Q (1847.828959 sec): 3 clusters Score: Raw -198786.156416 + Penalty 2491.826433 = -196294.329983 nChanged 34 SP:Iteration 10Q (1847.882425 sec): 3 clusters Score: Raw -198817.808859 + Penalty 2491.826433 = -196325.982426 nChanged 26 SP:Iteration 11Q (1847.927703 sec): 3 clusters Score: Raw -198834.883888 + Penalty 2491.826433 = -196343.057455 nChanged 17 SP:Iteration 12Q (1847.969657 sec): 3 clusters Score: Raw -198846.835896 + Penalty 2491.826433 = -196355.009463 nChanged 22 SP:Iteration 13Q (1848.024046 sec): 3 clusters Score: Raw -198859.066132 + Penalty 2491.826433 = -196367.239699 nChanged 18 SP:Iteration 14Q (1848.070768 sec): 3 clusters Score: Raw -198869.993484 + Penalty 2491.826433 = -196378.167051 nChanged 10 SP:Iteration 15Q (1848.117617 sec): 3 clusters Score: Raw -198877.223161 + Penalty 2491.826433 = -196385.396728 nChanged 13 SP:Iteration 16Q (1848.164598 sec): 3 clusters Score: Raw -198886.611349 + Penalty 2491.826433 = -196394.784916 nChanged 8 SP:Iteration 17Q (1848.207870 sec): 3 clusters Score: Raw -198890.746109 + Penalty 2491.826433 = -196398.919676 nChanged 3 SP:Iteration 18Q (1848.257251 sec): 3 clusters Score: Raw -198891.681682 + Penalty 2491.826433 = -196399.855249 nChanged 4 SP:Iteration 19Q (1848.308447 sec): 3 clusters Score: Raw -198893.031906 + Penalty 2491.826433 = -196401.205473 nChanged 2 SP:Iteration 20F (1848.360511 sec): 3 clusters Score: Raw -198893.754419 + Penalty 2491.826433 = -196401.927986 nChanged 0 Trying to split cluster 29 (1452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1848.378649 sec): 2 clusters Score: Raw -165283.402738 + Penalty 1183.113294 = -164100.289444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1848.424668 sec): 3 clusters Score: Raw -164709.247732 + Penalty 2366.226589 = -162343.021143 nChanged 490 SP:Iteration 1F (1848.464619 sec): 3 clusters Score: Raw -165114.213278 + Penalty 2366.226589 = -162747.986690 nChanged 119 SP:Iteration 2F (1848.520886 sec): 3 clusters Score: Raw -165223.981463 + Penalty 2366.226589 = -162857.754874 nChanged 75 SP:Iteration 3F (1848.564029 sec): 3 clusters Score: Raw -165288.918561 + Penalty 2366.226589 = -162922.691972 nChanged 53 SP:Iteration 4Q (1848.619057 sec): 3 clusters Score: Raw -165332.477382 + Penalty 2366.226589 = -162966.250794 nChanged 32 SP:Iteration 5Q (1848.661712 sec): 3 clusters Score: Raw -165363.090789 + Penalty 2366.226589 = -162996.864201 nChanged 25 SP:Iteration 6Q (1848.719417 sec): 3 clusters Score: Raw -165382.675870 + Penalty 2366.226589 = -163016.449282 nChanged 22 SP:Iteration 7Q (1848.764446 sec): 3 clusters Score: Raw -165404.254066 + Penalty 2366.226589 = -163038.027478 nChanged 21 SP:Iteration 8Q (1848.807542 sec): 3 clusters Score: Raw -165420.260408 + Penalty 2366.226589 = -163054.033819 nChanged 18 SP:Iteration 9Q (1848.847491 sec): 3 clusters Score: Raw -165436.412104 + Penalty 2366.226589 = -163070.185516 nChanged 25 SP:Iteration 10Q (1848.894074 sec): 3 clusters Score: Raw -165458.125358 + Penalty 2366.226589 = -163091.898770 nChanged 24 SP:Iteration 11Q (1848.938341 sec): 3 clusters Score: Raw -165476.959202 + Penalty 2366.226589 = -163110.732614 nChanged 26 SP:Iteration 12Q (1848.978118 sec): 3 clusters Score: Raw -165496.639677 + Penalty 2366.226589 = -163130.413088 nChanged 16 SP:Iteration 13Q (1849.022841 sec): 3 clusters Score: Raw -165516.373341 + Penalty 2366.226589 = -163150.146753 nChanged 17 SP:Iteration 14Q (1849.076895 sec): 3 clusters Score: Raw -165529.595455 + Penalty 2366.226589 = -163163.368867 nChanged 17 SP:Iteration 15Q (1849.129483 sec): 3 clusters Score: Raw -165545.190446 + Penalty 2366.226589 = -163178.963857 nChanged 20 SP:Iteration 16Q (1849.170212 sec): 3 clusters Score: Raw -165559.360090 + Penalty 2366.226589 = -163193.133501 nChanged 14 SP:Iteration 17Q (1849.228576 sec): 3 clusters Score: Raw -165570.090420 + Penalty 2366.226589 = -163203.863831 nChanged 7 SP:Iteration 18Q (1849.276940 sec): 3 clusters Score: Raw -165575.708097 + Penalty 2366.226589 = -163209.481508 nChanged 5 SP:Iteration 19Q (1849.317207 sec): 3 clusters Score: Raw -165579.319502 + Penalty 2366.226589 = -163213.092914 nChanged 5 SP:Iteration 20F (1849.370169 sec): 3 clusters Score: Raw -165583.476330 + Penalty 2366.226589 = -163217.249741 nChanged 5 SP:Iteration 21Q (1849.417888 sec): 3 clusters Score: Raw -165586.681250 + Penalty 2366.226589 = -163220.454661 nChanged 4 SP:Iteration 22Q (1849.462180 sec): 3 clusters Score: Raw -165590.476765 + Penalty 2366.226589 = -163224.250177 nChanged 6 SP:Iteration 23Q (1849.515167 sec): 3 clusters Score: Raw -165594.045303 + Penalty 2366.226589 = -163227.818714 nChanged 5 SP:Iteration 24Q (1849.549444 sec): 3 clusters Score: Raw -165597.487407 + Penalty 2366.226589 = -163231.260818 nChanged 4 SP:Iteration 25Q (1849.603361 sec): 3 clusters Score: Raw -165599.221440 + Penalty 2366.226589 = -163232.994852 nChanged 1 SP:Iteration 26Q (1849.645166 sec): 3 clusters Score: Raw -165599.979132 + Penalty 2366.226589 = -163233.752544 nChanged 3 SP:Iteration 27Q (1849.689888 sec): 3 clusters Score: Raw -165601.878243 + Penalty 2366.226589 = -163235.651655 nChanged 1 SP:Iteration 28Q (1849.744374 sec): 3 clusters Score: Raw -165602.605039 + Penalty 2366.226589 = -163236.378451 nChanged 2 SP:Iteration 29Q (1849.788866 sec): 3 clusters Score: Raw -165603.883992 + Penalty 2366.226589 = -163237.657404 nChanged 3 SP:Iteration 30Q (1849.829050 sec): 3 clusters Score: Raw -165606.441851 + Penalty 2366.226589 = -163240.215263 nChanged 3 SP:Iteration 31Q (1849.883625 sec): 3 clusters Score: Raw -165609.364892 + Penalty 2366.226589 = -163243.138304 nChanged 4 SP:Iteration 32Q (1849.924595 sec): 3 clusters Score: Raw -165612.033447 + Penalty 2366.226589 = -163245.806859 nChanged 3 SP:Iteration 33Q (1849.975024 sec): 3 clusters Score: Raw -165614.322504 + Penalty 2366.226589 = -163248.095916 nChanged 7 SP:Iteration 34Q (1850.027574 sec): 3 clusters Score: Raw -165621.050145 + Penalty 2366.226589 = -163254.823556 nChanged 9 SP:Iteration 35Q (1850.073668 sec): 3 clusters Score: Raw -165627.292925 + Penalty 2366.226589 = -163261.066337 nChanged 10 SP:Iteration 36Q (1850.118677 sec): 3 clusters Score: Raw -165637.727653 + Penalty 2366.226589 = -163271.501065 nChanged 9 SP:Iteration 37Q (1850.164712 sec): 3 clusters Score: Raw -165647.189608 + Penalty 2366.226589 = -163280.963020 nChanged 7 SP:Iteration 38Q (1850.225590 sec): 3 clusters Score: Raw -165653.383235 + Penalty 2366.226589 = -163287.156646 nChanged 8 SP:Iteration 39Q (1850.271998 sec): 3 clusters Score: Raw -165660.258770 + Penalty 2366.226589 = -163294.032182 nChanged 8 SP:Iteration 40F (1850.317121 sec): 3 clusters Score: Raw -165673.911808 + Penalty 2366.226589 = -163307.685219 nChanged 17 SP:Iteration 41Q (1850.365814 sec): 3 clusters Score: Raw -165699.734535 + Penalty 2366.226589 = -163333.507946 nChanged 20 SP:Iteration 42Q (1850.404666 sec): 3 clusters Score: Raw -165718.976836 + Penalty 2366.226589 = -163352.750247 nChanged 13 SP:Iteration 43Q (1850.453745 sec): 3 clusters Score: Raw -165730.399122 + Penalty 2366.226589 = -163364.172533 nChanged 9 SP:Iteration 44Q (1850.509750 sec): 3 clusters Score: Raw -165735.971705 + Penalty 2366.226589 = -163369.745117 nChanged 6 SP:Iteration 45Q (1850.554506 sec): 3 clusters Score: Raw -165739.889027 + Penalty 2366.226589 = -163373.662438 nChanged 6 SP:Iteration 46Q (1850.602978 sec): 3 clusters Score: Raw -165745.224504 + Penalty 2366.226589 = -163378.997915 nChanged 4 SP:Iteration 47Q (1850.647350 sec): 3 clusters Score: Raw -165747.555883 + Penalty 2366.226589 = -163381.329295 nChanged 3 SP:Iteration 48Q (1850.685955 sec): 3 clusters Score: Raw -165750.078466 + Penalty 2366.226589 = -163383.851878 nChanged 1 SP:Iteration 49Q (1850.735407 sec): 3 clusters Score: Raw -165751.546352 + Penalty 2366.226589 = -163385.319763 nChanged 1 SP:Iteration 50Q (1850.776564 sec): 3 clusters Score: Raw -165753.272152 + Penalty 2366.226589 = -163387.045564 nChanged 4 SP:Iteration 51Q (1850.828296 sec): 3 clusters Score: Raw -165757.616130 + Penalty 2366.226589 = -163391.389541 nChanged 4 SP:Iteration 52Q (1850.881800 sec): 3 clusters Score: Raw -165761.140246 + Penalty 2366.226589 = -163394.913657 nChanged 5 SP:Iteration 53Q (1850.926749 sec): 3 clusters Score: Raw -165765.859551 + Penalty 2366.226589 = -163399.632962 nChanged 2 SP:Iteration 54Q (1850.967345 sec): 3 clusters Score: Raw -165767.176685 + Penalty 2366.226589 = -163400.950097 nChanged 0 SP:Iteration 55F (1851.022858 sec): 3 clusters Score: Raw -165767.176685 + Penalty 2366.226589 = -163400.950097 nChanged 0 Trying to split cluster 30 (5088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1851.056353 sec): 2 clusters Score: Raw -524472.603532 + Penalty 1386.879017 = -523085.724515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1851.097718 sec): 3 clusters Score: Raw -521785.670344 + Penalty 2773.758034 = -519011.912310 nChanged 2090 SP:Iteration 1F (1851.146286 sec): 3 clusters Score: Raw -522907.249257 + Penalty 2773.758034 = -520133.491223 nChanged 359 SP:Iteration 2F (1851.210711 sec): 3 clusters Score: Raw -523124.618740 + Penalty 2773.758034 = -520350.860706 nChanged 312 SP:Iteration 3F (1851.261052 sec): 3 clusters Score: Raw -523308.271087 + Penalty 2773.758034 = -520534.513052 nChanged 267 SP:Iteration 4F (1851.319957 sec): 3 clusters Score: Raw -523485.177107 + Penalty 2773.758034 = -520711.419073 nChanged 266 SP:Iteration 5F (1851.367540 sec): 3 clusters Score: Raw -523665.830876 + Penalty 2773.758034 = -520892.072842 nChanged 266 SP:Iteration 6F (1851.425691 sec): 3 clusters Score: Raw -523861.968062 + Penalty 2773.758034 = -521088.210028 nChanged 257 SP:Iteration 7F (1851.485671 sec): 3 clusters Score: Raw -524066.101876 + Penalty 2773.758034 = -521292.343842 nChanged 236 SP:Iteration 8Q (1851.531364 sec): 3 clusters Score: Raw -524252.443163 + Penalty 2773.758034 = -521478.685129 nChanged 188 SP:Iteration 9Q (1851.590575 sec): 3 clusters Score: Raw -524415.441587 + Penalty 2773.758034 = -521641.683553 nChanged 158 SP:Iteration 10Q (1851.647401 sec): 3 clusters Score: Raw -524554.612804 + Penalty 2773.758034 = -521780.854770 nChanged 132 SP:Iteration 11Q (1851.696015 sec): 3 clusters Score: Raw -524667.052392 + Penalty 2773.758034 = -521893.294357 nChanged 112 SP:Iteration 12Q (1851.753941 sec): 3 clusters Score: Raw -524776.215057 + Penalty 2773.758034 = -522002.457023 nChanged 86 SP:Iteration 13Q (1851.810072 sec): 3 clusters Score: Raw -524839.897446 + Penalty 2773.758034 = -522066.139411 nChanged 50 SP:Iteration 14Q (1851.852777 sec): 3 clusters Score: Raw -524881.629671 + Penalty 2773.758034 = -522107.871636 nChanged 48 SP:Iteration 15Q (1851.912209 sec): 3 clusters Score: Raw -524914.732126 + Penalty 2773.758034 = -522140.974091 nChanged 35 SP:Iteration 16Q (1851.957304 sec): 3 clusters Score: Raw -524936.588229 + Penalty 2773.758034 = -522162.830195 nChanged 27 SP:Iteration 17Q (1852.012379 sec): 3 clusters Score: Raw -524956.095448 + Penalty 2773.758034 = -522182.337414 nChanged 34 SP:Iteration 18Q (1852.068092 sec): 3 clusters Score: Raw -524976.196129 + Penalty 2773.758034 = -522202.438095 nChanged 25 SP:Iteration 19Q (1852.114406 sec): 3 clusters Score: Raw -524989.842172 + Penalty 2773.758034 = -522216.084138 nChanged 13 SP:Iteration 20F (1852.172277 sec): 3 clusters Score: Raw -524996.154462 + Penalty 2773.758034 = -522222.396428 nChanged 9 SP:Iteration 21Q (1852.217081 sec): 3 clusters Score: Raw -524999.945587 + Penalty 2773.758034 = -522226.187553 nChanged 4 SP:Iteration 22Q (1852.265070 sec): 3 clusters Score: Raw -525001.616520 + Penalty 2773.758034 = -522227.858486 nChanged 5 SP:Iteration 23Q (1852.325658 sec): 3 clusters Score: Raw -525003.081474 + Penalty 2773.758034 = -522229.323440 nChanged 3 SP:Iteration 24Q (1852.380952 sec): 3 clusters Score: Raw -525004.664854 + Penalty 2773.758034 = -522230.906820 nChanged 4 SP:Iteration 25Q (1852.433387 sec): 3 clusters Score: Raw -525006.949855 + Penalty 2773.758034 = -522233.191821 nChanged 4 SP:Iteration 26Q (1852.485679 sec): 3 clusters Score: Raw -525009.189629 + Penalty 2773.758034 = -522235.431595 nChanged 5 SP:Iteration 27Q (1852.530249 sec): 3 clusters Score: Raw -525010.871929 + Penalty 2773.758034 = -522237.113895 nChanged 1 SP:Iteration 28Q (1852.582838 sec): 3 clusters Score: Raw -525011.194845 + Penalty 2773.758034 = -522237.436811 nChanged 0 SP:Iteration 29F (1852.645570 sec): 3 clusters Score: Raw -525011.194845 + Penalty 2773.758034 = -522237.436811 nChanged 0 Trying to split cluster 31 (6627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1852.679527 sec): 2 clusters Score: Raw -654414.075566 + Penalty 1429.822467 = -652984.253099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1852.732755 sec): 3 clusters Score: Raw -650824.467790 + Penalty 2859.644935 = -647964.822855 nChanged 2739 SP:Iteration 1F (1852.784851 sec): 3 clusters Score: Raw -652430.187715 + Penalty 2859.644935 = -649570.542780 nChanged 551 SP:Iteration 2F (1852.849731 sec): 3 clusters Score: Raw -652769.574348 + Penalty 2859.644935 = -649909.929413 nChanged 437 SP:Iteration 3F (1852.904410 sec): 3 clusters Score: Raw -653050.531206 + Penalty 2859.644935 = -650190.886271 nChanged 384 SP:Iteration 4F (1852.952559 sec): 3 clusters Score: Raw -653255.001338 + Penalty 2859.644935 = -650395.356403 nChanged 276 SP:Iteration 5Q (1853.010765 sec): 3 clusters Score: Raw -653409.325615 + Penalty 2859.644935 = -650549.680680 nChanged 244 SP:Iteration 6Q (1853.083024 sec): 3 clusters Score: Raw -653549.994194 + Penalty 2859.644935 = -650690.349259 nChanged 236 SP:Iteration 7Q (1853.141628 sec): 3 clusters Score: Raw -653689.154202 + Penalty 2859.644935 = -650829.509267 nChanged 201 SP:Iteration 8Q (1853.197918 sec): 3 clusters Score: Raw -653808.050958 + Penalty 2859.644935 = -650948.406023 nChanged 172 SP:Iteration 9Q (1853.252384 sec): 3 clusters Score: Raw -653921.437782 + Penalty 2859.644935 = -651061.792847 nChanged 161 SP:Iteration 10Q (1853.308809 sec): 3 clusters Score: Raw -654017.184150 + Penalty 2859.644935 = -651157.539216 nChanged 146 SP:Iteration 11Q (1853.365974 sec): 3 clusters Score: Raw -654100.161382 + Penalty 2859.644935 = -651240.516447 nChanged 126 SP:Iteration 12Q (1853.409520 sec): 3 clusters Score: Raw -654177.507841 + Penalty 2859.644935 = -651317.862906 nChanged 112 SP:Iteration 13Q (1853.467120 sec): 3 clusters Score: Raw -654246.242257 + Penalty 2859.644935 = -651386.597322 nChanged 116 SP:Iteration 14Q (1853.537061 sec): 3 clusters Score: Raw -654315.416712 + Penalty 2859.644935 = -651455.771777 nChanged 94 SP:Iteration 15Q (1853.581169 sec): 3 clusters Score: Raw -654371.037723 + Penalty 2859.644935 = -651511.392788 nChanged 74 SP:Iteration 16Q (1853.637104 sec): 3 clusters Score: Raw -654417.411367 + Penalty 2859.644935 = -651557.766433 nChanged 76 SP:Iteration 17Q (1853.697995 sec): 3 clusters Score: Raw -654466.928315 + Penalty 2859.644935 = -651607.283380 nChanged 69 SP:Iteration 18Q (1853.741882 sec): 3 clusters Score: Raw -654511.082896 + Penalty 2859.644935 = -651651.437961 nChanged 49 SP:Iteration 19Q (1853.802164 sec): 3 clusters Score: Raw -654539.141797 + Penalty 2859.644935 = -651679.496862 nChanged 35 SP:Iteration 20F (1853.854814 sec): 3 clusters Score: Raw -654561.135388 + Penalty 2859.644935 = -651701.490453 nChanged 33 SP:Iteration 21Q (1853.917355 sec): 3 clusters Score: Raw -654578.923008 + Penalty 2859.644935 = -651719.278073 nChanged 34 SP:Iteration 22Q (1853.962367 sec): 3 clusters Score: Raw -654599.746629 + Penalty 2859.644935 = -651740.101694 nChanged 34 SP:Iteration 23Q (1854.028355 sec): 3 clusters Score: Raw -654617.925935 + Penalty 2859.644935 = -651758.281000 nChanged 19 SP:Iteration 24Q (1854.072953 sec): 3 clusters Score: Raw -654626.985348 + Penalty 2859.644935 = -651767.340413 nChanged 12 SP:Iteration 25Q (1854.134855 sec): 3 clusters Score: Raw -654634.873909 + Penalty 2859.644935 = -651775.228974 nChanged 13 SP:Iteration 26Q (1854.183443 sec): 3 clusters Score: Raw -654641.665402 + Penalty 2859.644935 = -651782.020467 nChanged 12 SP:Iteration 27Q (1854.248818 sec): 3 clusters Score: Raw -654647.609708 + Penalty 2859.644935 = -651787.964773 nChanged 10 SP:Iteration 28Q (1854.299691 sec): 3 clusters Score: Raw -654652.999541 + Penalty 2859.644935 = -651793.354606 nChanged 8 SP:Iteration 29Q (1854.357877 sec): 3 clusters Score: Raw -654656.129425 + Penalty 2859.644935 = -651796.484490 nChanged 6 SP:Iteration 30Q (1854.411307 sec): 3 clusters Score: Raw -654658.672565 + Penalty 2859.644935 = -651799.027630 nChanged 7 SP:Iteration 31Q (1854.468790 sec): 3 clusters Score: Raw -654661.773073 + Penalty 2859.644935 = -651802.128138 nChanged 7 SP:Iteration 32Q (1854.509311 sec): 3 clusters Score: Raw -654665.313566 + Penalty 2859.644935 = -651805.668632 nChanged 6 SP:Iteration 33Q (1854.566646 sec): 3 clusters Score: Raw -654668.224939 + Penalty 2859.644935 = -651808.580004 nChanged 4 SP:Iteration 34Q (1854.624626 sec): 3 clusters Score: Raw -654670.370623 + Penalty 2859.644935 = -651810.725688 nChanged 3 SP:Iteration 35Q (1854.678662 sec): 3 clusters Score: Raw -654671.476879 + Penalty 2859.644935 = -651811.831944 nChanged 2 SP:Iteration 36Q (1854.740889 sec): 3 clusters Score: Raw -654672.912970 + Penalty 2859.644935 = -651813.268035 nChanged 3 SP:Iteration 37Q (1854.796429 sec): 3 clusters Score: Raw -654674.479377 + Penalty 2859.644935 = -651814.834442 nChanged 3 SP:Iteration 38Q (1854.839658 sec): 3 clusters Score: Raw -654676.346325 + Penalty 2859.644935 = -651816.701391 nChanged 2 SP:Iteration 39Q (1854.897185 sec): 3 clusters Score: Raw -654677.292703 + Penalty 2859.644935 = -651817.647768 nChanged 2 SP:Iteration 40F (1854.951819 sec): 3 clusters Score: Raw -654678.264670 + Penalty 2859.644935 = -651818.619735 nChanged 0 Trying to split cluster 32 (14530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1855.008526 sec): 2 clusters Score: Raw -1534973.251110 + Penalty 1557.395248 = -1533415.855862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1855.073405 sec): 3 clusters Score: Raw -1526481.250332 + Penalty 3114.790496 = -1523366.459836 nChanged 6472 SP:Iteration 1F (1855.137557 sec): 3 clusters Score: Raw -1530201.651188 + Penalty 3114.790496 = -1527086.860692 nChanged 936 SP:Iteration 2F (1855.214265 sec): 3 clusters Score: Raw -1530718.590642 + Penalty 3114.790496 = -1527603.800146 nChanged 906 SP:Iteration 3F (1855.281472 sec): 3 clusters Score: Raw -1531288.958183 + Penalty 3114.790496 = -1528174.167687 nChanged 888 SP:Iteration 4F (1855.351868 sec): 3 clusters Score: Raw -1531865.339766 + Penalty 3114.790496 = -1528750.549270 nChanged 896 SP:Iteration 5F (1855.409145 sec): 3 clusters Score: Raw -1532480.635102 + Penalty 3114.790496 = -1529365.844606 nChanged 838 SP:Iteration 6F (1855.489245 sec): 3 clusters Score: Raw -1533044.553532 + Penalty 3114.790496 = -1529929.763036 nChanged 657 SP:Iteration 7Q (1855.560135 sec): 3 clusters Score: Raw -1533457.895338 + Penalty 3114.790496 = -1530343.104842 nChanged 550 SP:Iteration 8Q (1855.622055 sec): 3 clusters Score: Raw -1533830.062788 + Penalty 3114.790496 = -1530715.272292 nChanged 437 SP:Iteration 9Q (1855.687838 sec): 3 clusters Score: Raw -1534121.184949 + Penalty 3114.790496 = -1531006.394453 nChanged 348 SP:Iteration 10Q (1855.760482 sec): 3 clusters Score: Raw -1534350.498358 + Penalty 3114.790496 = -1531235.707862 nChanged 302 SP:Iteration 11Q (1855.834650 sec): 3 clusters Score: Raw -1534564.858035 + Penalty 3114.790496 = -1531450.067539 nChanged 269 SP:Iteration 12Q (1855.899123 sec): 3 clusters Score: Raw -1534749.990360 + Penalty 3114.790496 = -1531635.199864 nChanged 219 SP:Iteration 13Q (1855.961449 sec): 3 clusters Score: Raw -1534887.363784 + Penalty 3114.790496 = -1531772.573288 nChanged 200 SP:Iteration 14Q (1856.037631 sec): 3 clusters Score: Raw -1534987.145652 + Penalty 3114.790496 = -1531872.355156 nChanged 159 SP:Iteration 15Q (1856.098256 sec): 3 clusters Score: Raw -1535045.863492 + Penalty 3114.790496 = -1531931.072997 nChanged 111 SP:Iteration 16Q (1856.168961 sec): 3 clusters Score: Raw -1535085.497468 + Penalty 3114.790496 = -1531970.706972 nChanged 74 SP:Iteration 17Q (1856.241340 sec): 3 clusters Score: Raw -1535107.365637 + Penalty 3114.790496 = -1531992.575141 nChanged 65 SP:Iteration 18Q (1856.311171 sec): 3 clusters Score: Raw -1535125.833981 + Penalty 3114.790496 = -1532011.043485 nChanged 56 SP:Iteration 19Q (1856.380352 sec): 3 clusters Score: Raw -1535138.840173 + Penalty 3114.790496 = -1532024.049677 nChanged 53 SP:Iteration 20F (1856.448396 sec): 3 clusters Score: Raw -1535152.911435 + Penalty 3114.790496 = -1532038.120939 nChanged 60 SP:Iteration 21Q (1856.505414 sec): 3 clusters Score: Raw -1535171.648248 + Penalty 3114.790496 = -1532056.857753 nChanged 82 SP:Iteration 22Q (1856.586589 sec): 3 clusters Score: Raw -1535197.344497 + Penalty 3114.790496 = -1532082.554001 nChanged 64 SP:Iteration 23Q (1856.642955 sec): 3 clusters Score: Raw -1535214.380230 + Penalty 3114.790496 = -1532099.589735 nChanged 51 SP:Iteration 24Q (1856.717191 sec): 3 clusters Score: Raw -1535227.010268 + Penalty 3114.790496 = -1532112.219772 nChanged 42 SP:Iteration 25Q (1856.783140 sec): 3 clusters Score: Raw -1535240.415009 + Penalty 3114.790496 = -1532125.624513 nChanged 58 SP:Iteration 26Q (1856.852982 sec): 3 clusters Score: Raw -1535256.543740 + Penalty 3114.790496 = -1532141.753244 nChanged 51 SP:Iteration 27Q (1856.923086 sec): 3 clusters Score: Raw -1535268.417261 + Penalty 3114.790496 = -1532153.626765 nChanged 41 SP:Iteration 28Q (1856.985913 sec): 3 clusters Score: Raw -1535278.453312 + Penalty 3114.790496 = -1532163.662816 nChanged 37 SP:Iteration 29Q (1857.051595 sec): 3 clusters Score: Raw -1535288.961122 + Penalty 3114.790496 = -1532174.170626 nChanged 39 SP:Iteration 30Q (1857.121154 sec): 3 clusters Score: Raw -1535301.599439 + Penalty 3114.790496 = -1532186.808943 nChanged 38 SP:Iteration 31Q (1857.168285 sec): 3 clusters Score: Raw -1535312.206977 + Penalty 3114.790496 = -1532197.416481 nChanged 36 SP:Iteration 32Q (1857.234084 sec): 3 clusters Score: Raw -1535321.098366 + Penalty 3114.790496 = -1532206.307870 nChanged 26 SP:Iteration 33Q (1857.301922 sec): 3 clusters Score: Raw -1535327.399013 + Penalty 3114.790496 = -1532212.608517 nChanged 24 SP:Iteration 34Q (1857.376612 sec): 3 clusters Score: Raw -1535334.276844 + Penalty 3114.790496 = -1532219.486348 nChanged 21 SP:Iteration 35Q (1857.450459 sec): 3 clusters Score: Raw -1535339.328286 + Penalty 3114.790496 = -1532224.537790 nChanged 18 SP:Iteration 36Q (1857.517302 sec): 3 clusters Score: Raw -1535342.796067 + Penalty 3114.790496 = -1532228.005571 nChanged 15 SP:Iteration 37Q (1857.575890 sec): 3 clusters Score: Raw -1535345.791687 + Penalty 3114.790496 = -1532231.001191 nChanged 19 SP:Iteration 38Q (1857.646921 sec): 3 clusters Score: Raw -1535348.912361 + Penalty 3114.790496 = -1532234.121865 nChanged 11 SP:Iteration 39Q (1857.716168 sec): 3 clusters Score: Raw -1535351.572631 + Penalty 3114.790496 = -1532236.782135 nChanged 13 SP:Iteration 40F (1857.778870 sec): 3 clusters Score: Raw -1535354.008265 + Penalty 3114.790496 = -1532239.217769 nChanged 13 SP:Iteration 41Q (1857.851980 sec): 3 clusters Score: Raw -1535356.918647 + Penalty 3114.790496 = -1532242.128151 nChanged 12 SP:Iteration 42Q (1857.922350 sec): 3 clusters Score: Raw -1535360.323731 + Penalty 3114.790496 = -1532245.533235 nChanged 14 SP:Iteration 43Q (1857.994758 sec): 3 clusters Score: Raw -1535364.215379 + Penalty 3114.790496 = -1532249.424883 nChanged 12 SP:Iteration 44Q (1858.062795 sec): 3 clusters Score: Raw -1535367.361690 + Penalty 3114.790496 = -1532252.571194 nChanged 19 SP:Iteration 45Q (1858.125172 sec): 3 clusters Score: Raw -1535371.755246 + Penalty 3114.790496 = -1532256.964750 nChanged 12 SP:Iteration 46Q (1858.187743 sec): 3 clusters Score: Raw -1535373.955160 + Penalty 3114.790496 = -1532259.164664 nChanged 9 SP:Iteration 47Q (1858.258619 sec): 3 clusters Score: Raw -1535376.048722 + Penalty 3114.790496 = -1532261.258226 nChanged 13 SP:Iteration 48Q (1858.332847 sec): 3 clusters Score: Raw -1535378.240553 + Penalty 3114.790496 = -1532263.450057 nChanged 12 SP:Iteration 49Q (1858.391820 sec): 3 clusters Score: Raw -1535380.947793 + Penalty 3114.790496 = -1532266.157297 nChanged 14 SP:Iteration 50Q (1858.453444 sec): 3 clusters Score: Raw -1535384.188640 + Penalty 3114.790496 = -1532269.398144 nChanged 14 SP:Iteration 51Q (1858.515313 sec): 3 clusters Score: Raw -1535387.689945 + Penalty 3114.790496 = -1532272.899449 nChanged 11 SP:Iteration 52Q (1858.583241 sec): 3 clusters Score: Raw -1535390.480597 + Penalty 3114.790496 = -1532275.690101 nChanged 6 SP:Iteration 53Q (1858.653570 sec): 3 clusters Score: Raw -1535392.094152 + Penalty 3114.790496 = -1532277.303656 nChanged 11 SP:Iteration 54Q (1858.711769 sec): 3 clusters Score: Raw -1535394.328595 + Penalty 3114.790496 = -1532279.538100 nChanged 11 SP:Iteration 55Q (1858.782917 sec): 3 clusters Score: Raw -1535396.872405 + Penalty 3114.790496 = -1532282.081910 nChanged 5 SP:Iteration 56Q (1858.852266 sec): 3 clusters Score: Raw -1535397.697879 + Penalty 3114.790496 = -1532282.907383 nChanged 5 SP:Iteration 57Q (1858.926357 sec): 3 clusters Score: Raw -1535398.876687 + Penalty 3114.790496 = -1532284.086191 nChanged 8 SP:Iteration 58Q (1858.995496 sec): 3 clusters Score: Raw -1535400.139056 + Penalty 3114.790496 = -1532285.348560 nChanged 12 SP:Iteration 59Q (1859.060699 sec): 3 clusters Score: Raw -1535402.200832 + Penalty 3114.790496 = -1532287.410337 nChanged 9 SP:Iteration 60F (1859.130773 sec): 3 clusters Score: Raw -1535403.765087 + Penalty 3114.790496 = -1532288.974591 nChanged 10 SP:Iteration 61Q (1859.197986 sec): 3 clusters Score: Raw -1535406.011244 + Penalty 3114.790496 = -1532291.220748 nChanged 11 SP:Iteration 62Q (1859.261720 sec): 3 clusters Score: Raw -1535408.621138 + Penalty 3114.790496 = -1532293.830642 nChanged 5 SP:Iteration 63Q (1859.330317 sec): 3 clusters Score: Raw -1535409.156160 + Penalty 3114.790496 = -1532294.365664 nChanged 1 SP:Iteration 64Q (1859.404818 sec): 3 clusters Score: Raw -1535409.271138 + Penalty 3114.790496 = -1532294.480642 nChanged 2 SP:Iteration 65Q (1859.471718 sec): 3 clusters Score: Raw -1535409.611438 + Penalty 3114.790496 = -1532294.820942 nChanged 1 SP:Iteration 66Q (1859.538440 sec): 3 clusters Score: Raw -1535409.758477 + Penalty 3114.790496 = -1532294.967981 nChanged 1 SP:Iteration 67Q (1859.602489 sec): 3 clusters Score: Raw -1535409.901039 + Penalty 3114.790496 = -1532295.110543 nChanged 2 SP:Iteration 68Q (1859.669023 sec): 3 clusters Score: Raw -1535410.257658 + Penalty 3114.790496 = -1532295.467162 nChanged 0 SP:Iteration 69F (1859.746167 sec): 3 clusters Score: Raw -1535410.257658 + Penalty 3114.790496 = -1532295.467162 nChanged 0 Trying to split cluster 33 (2709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1859.776691 sec): 2 clusters Score: Raw -262152.342701 + Penalty 1284.454412 = -260867.888289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1859.825126 sec): 3 clusters Score: Raw -260885.983171 + Penalty 2568.908824 = -258317.074347 nChanged 1033 SP:Iteration 1F (1859.865257 sec): 3 clusters Score: Raw -261566.086281 + Penalty 2568.908824 = -258997.177457 nChanged 276 SP:Iteration 2F (1859.916625 sec): 3 clusters Score: Raw -261842.228056 + Penalty 2568.908824 = -259273.319232 nChanged 232 SP:Iteration 3F (1859.957685 sec): 3 clusters Score: Raw -262080.703459 + Penalty 2568.908824 = -259511.794636 nChanged 177 SP:Iteration 4F (1860.001848 sec): 3 clusters Score: Raw -262227.749283 + Penalty 2568.908824 = -259658.840460 nChanged 117 SP:Iteration 5Q (1860.055156 sec): 3 clusters Score: Raw -262322.991408 + Penalty 2568.908824 = -259754.082585 nChanged 94 SP:Iteration 6Q (1860.095161 sec): 3 clusters Score: Raw -262386.440501 + Penalty 2568.908824 = -259817.531678 nChanged 58 SP:Iteration 7Q (1860.144292 sec): 3 clusters Score: Raw -262427.265694 + Penalty 2568.908824 = -259858.356870 nChanged 43 SP:Iteration 8Q (1860.191229 sec): 3 clusters Score: Raw -262457.072737 + Penalty 2568.908824 = -259888.163913 nChanged 33 SP:Iteration 9Q (1860.246608 sec): 3 clusters Score: Raw -262474.772334 + Penalty 2568.908824 = -259905.863511 nChanged 30 SP:Iteration 10Q (1860.291584 sec): 3 clusters Score: Raw -262486.804798 + Penalty 2568.908824 = -259917.895974 nChanged 15 SP:Iteration 11Q (1860.343594 sec): 3 clusters Score: Raw -262493.956033 + Penalty 2568.908824 = -259925.047209 nChanged 13 SP:Iteration 12Q (1860.394300 sec): 3 clusters Score: Raw -262499.859843 + Penalty 2568.908824 = -259930.951019 nChanged 7 SP:Iteration 13Q (1860.451834 sec): 3 clusters Score: Raw -262506.824074 + Penalty 2568.908824 = -259937.915250 nChanged 11 SP:Iteration 14Q (1860.500096 sec): 3 clusters Score: Raw -262516.023826 + Penalty 2568.908824 = -259947.115002 nChanged 14 SP:Iteration 15Q (1860.551788 sec): 3 clusters Score: Raw -262521.298957 + Penalty 2568.908824 = -259952.390133 nChanged 12 SP:Iteration 16Q (1860.599663 sec): 3 clusters Score: Raw -262526.357661 + Penalty 2568.908824 = -259957.448837 nChanged 7 SP:Iteration 17Q (1860.646630 sec): 3 clusters Score: Raw -262529.379686 + Penalty 2568.908824 = -259960.470862 nChanged 5 SP:Iteration 18Q (1860.698553 sec): 3 clusters Score: Raw -262531.002132 + Penalty 2568.908824 = -259962.093308 nChanged 1 SP:Iteration 19Q (1860.739242 sec): 3 clusters Score: Raw -262531.351945 + Penalty 2568.908824 = -259962.443122 nChanged 1 SP:Iteration 20F (1860.788244 sec): 3 clusters Score: Raw -262532.038333 + Penalty 2568.908824 = -259963.129509 nChanged 1 SP:Iteration 21Q (1860.845014 sec): 3 clusters Score: Raw -262532.266506 + Penalty 2568.908824 = -259963.357682 nChanged 0 SP:Iteration 22F (1860.895066 sec): 3 clusters Score: Raw -262532.266506 + Penalty 2568.908824 = -259963.357682 nChanged 0 Trying to split cluster 34 (30819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1860.960646 sec): 2 clusters Score: Raw -3243801.270923 + Penalty 1679.581583 = -3242121.689341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1861.048529 sec): 3 clusters Score: Raw -3224784.521977 + Penalty 3359.163165 = -3221425.358812 nChanged 14290 SP:Iteration 1F (1861.143041 sec): 3 clusters Score: Raw -3233103.774776 + Penalty 3359.163165 = -3229744.611611 nChanged 1766 SP:Iteration 2F (1861.254479 sec): 3 clusters Score: Raw -3233907.188041 + Penalty 3359.163165 = -3230548.024876 nChanged 1769 SP:Iteration 3F (1861.348776 sec): 3 clusters Score: Raw -3234792.323791 + Penalty 3359.163165 = -3231433.160626 nChanged 1776 SP:Iteration 4F (1861.445607 sec): 3 clusters Score: Raw -3235749.099549 + Penalty 3359.163165 = -3232389.936384 nChanged 1868 SP:Iteration 5F (1861.545430 sec): 3 clusters Score: Raw -3236850.498516 + Penalty 3359.163165 = -3233491.335351 nChanged 1881 SP:Iteration 6F (1861.637387 sec): 3 clusters Score: Raw -3238019.284308 + Penalty 3359.163165 = -3234660.121143 nChanged 1812 SP:Iteration 7F (1861.736312 sec): 3 clusters Score: Raw -3239194.478683 + Penalty 3359.163165 = -3235835.315518 nChanged 1631 SP:Iteration 8F (1861.826484 sec): 3 clusters Score: Raw -3240301.965813 + Penalty 3359.163165 = -3236942.802648 nChanged 1338 SP:Iteration 9Q (1861.934453 sec): 3 clusters Score: Raw -3241234.716970 + Penalty 3359.163165 = -3237875.553805 nChanged 1094 SP:Iteration 10Q (1862.025954 sec): 3 clusters Score: Raw -3242060.973545 + Penalty 3359.163165 = -3238701.810380 nChanged 855 SP:Iteration 11Q (1862.131163 sec): 3 clusters Score: Raw -3242734.670483 + Penalty 3359.163165 = -3239375.507318 nChanged 615 SP:Iteration 12Q (1862.223511 sec): 3 clusters Score: Raw -3243220.773132 + Penalty 3359.163165 = -3239861.609966 nChanged 371 SP:Iteration 13Q (1862.322197 sec): 3 clusters Score: Raw -3243518.221978 + Penalty 3359.163165 = -3240159.058812 nChanged 237 SP:Iteration 14Q (1862.411382 sec): 3 clusters Score: Raw -3243701.453747 + Penalty 3359.163165 = -3240342.290582 nChanged 142 SP:Iteration 15Q (1862.494242 sec): 3 clusters Score: Raw -3243806.041283 + Penalty 3359.163165 = -3240446.878118 nChanged 95 SP:Iteration 16Q (1862.587326 sec): 3 clusters Score: Raw -3243881.222414 + Penalty 3359.163165 = -3240522.059249 nChanged 73 SP:Iteration 17Q (1862.683123 sec): 3 clusters Score: Raw -3243935.611661 + Penalty 3359.163165 = -3240576.448495 nChanged 42 SP:Iteration 18Q (1862.768774 sec): 3 clusters Score: Raw -3243965.075135 + Penalty 3359.163165 = -3240605.911970 nChanged 28 SP:Iteration 19Q (1862.859404 sec): 3 clusters Score: Raw -3243985.007968 + Penalty 3359.163165 = -3240625.844803 nChanged 24 SP:Iteration 20F (1862.949959 sec): 3 clusters Score: Raw -3244004.758040 + Penalty 3359.163165 = -3240645.594875 nChanged 20 SP:Iteration 21Q (1863.036270 sec): 3 clusters Score: Raw -3244016.820195 + Penalty 3359.163165 = -3240657.657030 nChanged 16 SP:Iteration 22Q (1863.122648 sec): 3 clusters Score: Raw -3244026.869550 + Penalty 3359.163165 = -3240667.706385 nChanged 12 SP:Iteration 23Q (1863.214781 sec): 3 clusters Score: Raw -3244035.169547 + Penalty 3359.163165 = -3240676.006382 nChanged 10 SP:Iteration 24Q (1863.302785 sec): 3 clusters Score: Raw -3244041.392578 + Penalty 3359.163165 = -3240682.229413 nChanged 7 SP:Iteration 25Q (1863.389733 sec): 3 clusters Score: Raw -3244045.292487 + Penalty 3359.163165 = -3240686.129322 nChanged 2 SP:Iteration 26Q (1863.471771 sec): 3 clusters Score: Raw -3244045.859786 + Penalty 3359.163165 = -3240686.696621 nChanged 1 SP:Iteration 27Q (1863.555988 sec): 3 clusters Score: Raw -3244046.263536 + Penalty 3359.163165 = -3240687.100371 nChanged 1 SP:Iteration 28Q (1863.645051 sec): 3 clusters Score: Raw -3244046.876917 + Penalty 3359.163165 = -3240687.713752 nChanged 0 SP:Iteration 29F (1863.742298 sec): 3 clusters Score: Raw -3244046.876917 + Penalty 3359.163165 = -3240687.713752 nChanged 0 Trying to split cluster 35 (3245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1863.772098 sec): 2 clusters Score: Raw -338323.309210 + Penalty 1313.791477 = -337009.517732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1863.818825 sec): 3 clusters Score: Raw -336773.902865 + Penalty 2627.582954 = -334146.319911 nChanged 1233 SP:Iteration 1F (1863.868005 sec): 3 clusters Score: Raw -337502.576227 + Penalty 2627.582954 = -334874.993272 nChanged 226 SP:Iteration 2F (1863.914061 sec): 3 clusters Score: Raw -337636.234329 + Penalty 2627.582954 = -335008.651374 nChanged 167 SP:Iteration 3F (1863.969546 sec): 3 clusters Score: Raw -337731.944372 + Penalty 2627.582954 = -335104.361417 nChanged 132 SP:Iteration 4Q (1864.022417 sec): 3 clusters Score: Raw -337806.609442 + Penalty 2627.582954 = -335179.026488 nChanged 115 SP:Iteration 5Q (1864.071925 sec): 3 clusters Score: Raw -337858.281202 + Penalty 2627.582954 = -335230.698247 nChanged 62 SP:Iteration 6Q (1864.117859 sec): 3 clusters Score: Raw -337884.349459 + Penalty 2627.582954 = -335256.766504 nChanged 49 SP:Iteration 7Q (1864.178081 sec): 3 clusters Score: Raw -337901.490428 + Penalty 2627.582954 = -335273.907473 nChanged 36 SP:Iteration 8Q (1864.230767 sec): 3 clusters Score: Raw -337914.478604 + Penalty 2627.582954 = -335286.895650 nChanged 32 SP:Iteration 9Q (1864.284649 sec): 3 clusters Score: Raw -337925.547871 + Penalty 2627.582954 = -335297.964917 nChanged 29 SP:Iteration 10Q (1864.330964 sec): 3 clusters Score: Raw -337934.118872 + Penalty 2627.582954 = -335306.535918 nChanged 24 SP:Iteration 11Q (1864.390897 sec): 3 clusters Score: Raw -337942.238685 + Penalty 2627.582954 = -335314.655730 nChanged 20 SP:Iteration 12Q (1864.438968 sec): 3 clusters Score: Raw -337947.519095 + Penalty 2627.582954 = -335319.936141 nChanged 13 SP:Iteration 13Q (1864.494569 sec): 3 clusters Score: Raw -337950.839917 + Penalty 2627.582954 = -335323.256963 nChanged 16 SP:Iteration 14Q (1864.547650 sec): 3 clusters Score: Raw -337955.955977 + Penalty 2627.582954 = -335328.373023 nChanged 15 SP:Iteration 15Q (1864.591499 sec): 3 clusters Score: Raw -337960.270518 + Penalty 2627.582954 = -335332.687563 nChanged 11 SP:Iteration 16Q (1864.644110 sec): 3 clusters Score: Raw -337963.075313 + Penalty 2627.582954 = -335335.492359 nChanged 10 SP:Iteration 17Q (1864.690564 sec): 3 clusters Score: Raw -337965.385850 + Penalty 2627.582954 = -335337.802895 nChanged 11 SP:Iteration 18Q (1864.743541 sec): 3 clusters Score: Raw -337968.623991 + Penalty 2627.582954 = -335341.041037 nChanged 16 SP:Iteration 19Q (1864.789815 sec): 3 clusters Score: Raw -337973.376622 + Penalty 2627.582954 = -335345.793668 nChanged 12 SP:Iteration 20F (1864.843616 sec): 3 clusters Score: Raw -337977.650079 + Penalty 2627.582954 = -335350.067124 nChanged 16 SP:Iteration 21Q (1864.896111 sec): 3 clusters Score: Raw -337983.025560 + Penalty 2627.582954 = -335355.442606 nChanged 8 SP:Iteration 22Q (1864.941235 sec): 3 clusters Score: Raw -337985.988002 + Penalty 2627.582954 = -335358.405048 nChanged 12 SP:Iteration 23Q (1864.981042 sec): 3 clusters Score: Raw -337989.629362 + Penalty 2627.582954 = -335362.046407 nChanged 16 SP:Iteration 24Q (1865.043889 sec): 3 clusters Score: Raw -337995.217147 + Penalty 2627.582954 = -335367.634193 nChanged 12 SP:Iteration 25Q (1865.095543 sec): 3 clusters Score: Raw -337999.649638 + Penalty 2627.582954 = -335372.066684 nChanged 15 SP:Iteration 26Q (1865.144328 sec): 3 clusters Score: Raw -338003.566243 + Penalty 2627.582954 = -335375.983289 nChanged 13 SP:Iteration 27Q (1865.198121 sec): 3 clusters Score: Raw -338008.361192 + Penalty 2627.582954 = -335380.778237 nChanged 14 SP:Iteration 28Q (1865.240078 sec): 3 clusters Score: Raw -338012.938401 + Penalty 2627.582954 = -335385.355446 nChanged 10 SP:Iteration 29Q (1865.289512 sec): 3 clusters Score: Raw -338016.054130 + Penalty 2627.582954 = -335388.471176 nChanged 5 SP:Iteration 30Q (1865.343919 sec): 3 clusters Score: Raw -338017.324805 + Penalty 2627.582954 = -335389.741850 nChanged 7 SP:Iteration 31Q (1865.397406 sec): 3 clusters Score: Raw -338019.762543 + Penalty 2627.582954 = -335392.179588 nChanged 10 SP:Iteration 32Q (1865.443840 sec): 3 clusters Score: Raw -338023.330843 + Penalty 2627.582954 = -335395.747889 nChanged 14 SP:Iteration 33Q (1865.503938 sec): 3 clusters Score: Raw -338028.480087 + Penalty 2627.582954 = -335400.897133 nChanged 8 SP:Iteration 34Q (1865.557357 sec): 3 clusters Score: Raw -338031.712522 + Penalty 2627.582954 = -335404.129568 nChanged 9 SP:Iteration 35Q (1865.608847 sec): 3 clusters Score: Raw -338034.401805 + Penalty 2627.582954 = -335406.818850 nChanged 10 SP:Iteration 36Q (1865.654567 sec): 3 clusters Score: Raw -338038.002272 + Penalty 2627.582954 = -335410.419317 nChanged 12 SP:Iteration 37Q (1865.697435 sec): 3 clusters Score: Raw -338041.651639 + Penalty 2627.582954 = -335414.068685 nChanged 12 SP:Iteration 38Q (1865.748236 sec): 3 clusters Score: Raw -338045.310482 + Penalty 2627.582954 = -335417.727527 nChanged 11 SP:Iteration 39Q (1865.801370 sec): 3 clusters Score: Raw -338048.563887 + Penalty 2627.582954 = -335420.980932 nChanged 13 SP:Iteration 40F (1865.852886 sec): 3 clusters Score: Raw -338053.151088 + Penalty 2627.582954 = -335425.568134 nChanged 5 SP:Iteration 41Q (1865.909888 sec): 3 clusters Score: Raw -338054.048030 + Penalty 2627.582954 = -335426.465076 nChanged 1 SP:Iteration 42Q (1865.957882 sec): 3 clusters Score: Raw -338054.421436 + Penalty 2627.582954 = -335426.838481 nChanged 2 SP:Iteration 43Q (1866.005072 sec): 3 clusters Score: Raw -338054.829691 + Penalty 2627.582954 = -335427.246737 nChanged 2 SP:Iteration 44Q (1866.060625 sec): 3 clusters Score: Raw -338055.686544 + Penalty 2627.582954 = -335428.103589 nChanged 4 SP:Iteration 45Q (1866.101796 sec): 3 clusters Score: Raw -338056.190124 + Penalty 2627.582954 = -335428.607169 nChanged 2 SP:Iteration 46Q (1866.148041 sec): 3 clusters Score: Raw -338057.176296 + Penalty 2627.582954 = -335429.593342 nChanged 3 SP:Iteration 47Q (1866.203201 sec): 3 clusters Score: Raw -338058.244369 + Penalty 2627.582954 = -335430.661414 nChanged 6 SP:Iteration 48Q (1866.239781 sec): 3 clusters Score: Raw -338060.075050 + Penalty 2627.582954 = -335432.492096 nChanged 4 SP:Iteration 49Q (1866.285886 sec): 3 clusters Score: Raw -338060.634403 + Penalty 2627.582954 = -335433.051448 nChanged 1 SP:Iteration 50Q (1866.331926 sec): 3 clusters Score: Raw -338060.745121 + Penalty 2627.582954 = -335433.162167 nChanged 1 SP:Iteration 51Q (1866.383541 sec): 3 clusters Score: Raw -338061.007047 + Penalty 2627.582954 = -335433.424092 nChanged 3 SP:Iteration 52Q (1866.437682 sec): 3 clusters Score: Raw -338062.251765 + Penalty 2627.582954 = -335434.668811 nChanged 5 SP:Iteration 53Q (1866.493534 sec): 3 clusters Score: Raw -338063.650195 + Penalty 2627.582954 = -335436.067241 nChanged 3 SP:Iteration 54Q (1866.543602 sec): 3 clusters Score: Raw -338064.583319 + Penalty 2627.582954 = -335437.000365 nChanged 3 SP:Iteration 55Q (1866.587190 sec): 3 clusters Score: Raw -338065.725870 + Penalty 2627.582954 = -335438.142915 nChanged 3 SP:Iteration 56Q (1866.647843 sec): 3 clusters Score: Raw -338066.568685 + Penalty 2627.582954 = -335438.985731 nChanged 1 SP:Iteration 57Q (1866.697019 sec): 3 clusters Score: Raw -338066.867176 + Penalty 2627.582954 = -335439.284222 nChanged 1 SP:Iteration 58Q (1866.736946 sec): 3 clusters Score: Raw -338067.272934 + Penalty 2627.582954 = -335439.689979 nChanged 3 SP:Iteration 59Q (1866.788291 sec): 3 clusters Score: Raw -338067.644041 + Penalty 2627.582954 = -335440.061087 nChanged 2 SP:Iteration 60F (1866.848399 sec): 3 clusters Score: Raw -338068.240940 + Penalty 2627.582954 = -335440.657986 nChanged 2 SP:Iteration 61Q (1866.890590 sec): 3 clusters Score: Raw -338068.704185 + Penalty 2627.582954 = -335441.121230 nChanged 1 SP:Iteration 62Q (1866.942509 sec): 3 clusters Score: Raw -338068.816823 + Penalty 2627.582954 = -335441.233869 nChanged 1 SP:Iteration 63Q (1866.985295 sec): 3 clusters Score: Raw -338068.947579 + Penalty 2627.582954 = -335441.364624 nChanged 1 SP:Iteration 64Q (1867.047405 sec): 3 clusters Score: Raw -338069.109986 + Penalty 2627.582954 = -335441.527032 nChanged 0 SP:Iteration 65F (1867.097098 sec): 3 clusters Score: Raw -338069.109986 + Penalty 2627.582954 = -335441.527032 nChanged 0 Trying to split cluster 36 (48978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1867.190038 sec): 2 clusters Score: Raw -5296736.889151 + Penalty 1754.858056 = -5294982.031095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1867.316101 sec): 3 clusters Score: Raw -5265849.110988 + Penalty 3509.716111 = -5262339.394877 nChanged 23050 SP:Iteration 1F (1867.432742 sec): 3 clusters Score: Raw -5279239.183976 + Penalty 3509.716111 = -5275729.467864 nChanged 2099 SP:Iteration 2Q (1867.575574 sec): 3 clusters Score: Raw -5279959.557982 + Penalty 3509.716111 = -5276449.841871 nChanged 2230 SP:Iteration 3Q (1867.703455 sec): 3 clusters Score: Raw -5280927.332634 + Penalty 3509.716111 = -5277417.616523 nChanged 2513 SP:Iteration 4F (1867.835677 sec): 3 clusters Score: Raw -5282289.034588 + Penalty 3509.716111 = -5278779.318477 nChanged 2911 SP:Iteration 5F (1867.951559 sec): 3 clusters Score: Raw -5284204.417105 + Penalty 3509.716111 = -5280694.700993 nChanged 3323 SP:Iteration 6F (1868.081559 sec): 3 clusters Score: Raw -5286798.797592 + Penalty 3509.716111 = -5283289.081480 nChanged 3436 SP:Iteration 7F (1868.221588 sec): 3 clusters Score: Raw -5289819.812006 + Penalty 3509.716111 = -5286310.095895 nChanged 3028 SP:Iteration 8F (1868.342939 sec): 3 clusters Score: Raw -5292645.715081 + Penalty 3509.716111 = -5289135.998970 nChanged 2149 SP:Iteration 9Q (1868.473235 sec): 3 clusters Score: Raw -5294617.992533 + Penalty 3509.716111 = -5291108.276422 nChanged 1308 SP:Iteration 10Q (1868.600776 sec): 3 clusters Score: Raw -5295776.398882 + Penalty 3509.716111 = -5292266.682771 nChanged 721 SP:Iteration 11Q (1868.711520 sec): 3 clusters Score: Raw -5296365.466181 + Penalty 3509.716111 = -5292855.750069 nChanged 335 SP:Iteration 12Q (1868.828234 sec): 3 clusters Score: Raw -5296609.830544 + Penalty 3509.716111 = -5293100.114433 nChanged 189 SP:Iteration 13Q (1868.942132 sec): 3 clusters Score: Raw -5296744.861089 + Penalty 3509.716111 = -5293235.144978 nChanged 122 SP:Iteration 14Q (1869.044425 sec): 3 clusters Score: Raw -5296835.314262 + Penalty 3509.716111 = -5293325.598151 nChanged 92 SP:Iteration 15Q (1869.150735 sec): 3 clusters Score: Raw -5296915.676294 + Penalty 3509.716111 = -5293405.960182 nChanged 65 SP:Iteration 16Q (1869.264449 sec): 3 clusters Score: Raw -5296959.672335 + Penalty 3509.716111 = -5293449.956224 nChanged 47 SP:Iteration 17Q (1869.385615 sec): 3 clusters Score: Raw -5296991.904687 + Penalty 3509.716111 = -5293482.188576 nChanged 41 SP:Iteration 18Q (1869.489570 sec): 3 clusters Score: Raw -5297020.468329 + Penalty 3509.716111 = -5293510.752218 nChanged 22 SP:Iteration 19Q (1869.602095 sec): 3 clusters Score: Raw -5297035.514118 + Penalty 3509.716111 = -5293525.798006 nChanged 26 SP:Iteration 20F (1869.712567 sec): 3 clusters Score: Raw -5297053.166462 + Penalty 3509.716111 = -5293543.450350 nChanged 20 SP:Iteration 21Q (1869.834159 sec): 3 clusters Score: Raw -5297066.179814 + Penalty 3509.716111 = -5293556.463702 nChanged 19 SP:Iteration 22Q (1869.938248 sec): 3 clusters Score: Raw -5297076.102276 + Penalty 3509.716111 = -5293566.386164 nChanged 22 SP:Iteration 23Q (1870.049011 sec): 3 clusters Score: Raw -5297089.480804 + Penalty 3509.716111 = -5293579.764692 nChanged 15 SP:Iteration 24Q (1870.160825 sec): 3 clusters Score: Raw -5297098.858290 + Penalty 3509.716111 = -5293589.142179 nChanged 14 SP:Iteration 25Q (1870.273550 sec): 3 clusters Score: Raw -5297108.783684 + Penalty 3509.716111 = -5293599.067573 nChanged 9 SP:Iteration 26Q (1870.384595 sec): 3 clusters Score: Raw -5297116.061996 + Penalty 3509.716111 = -5293606.345884 nChanged 11 SP:Iteration 27Q (1870.489160 sec): 3 clusters Score: Raw -5297122.449655 + Penalty 3509.716111 = -5293612.733544 nChanged 4 SP:Iteration 28Q (1870.594652 sec): 3 clusters Score: Raw -5297124.438050 + Penalty 3509.716111 = -5293614.721939 nChanged 3 SP:Iteration 29Q (1870.699936 sec): 3 clusters Score: Raw -5297125.478717 + Penalty 3509.716111 = -5293615.762605 nChanged 4 SP:Iteration 30Q (1870.803205 sec): 3 clusters Score: Raw -5297126.524242 + Penalty 3509.716111 = -5293616.808130 nChanged 0 SP:Iteration 31F (1870.929511 sec): 3 clusters Score: Raw -5297126.524242 + Penalty 3509.716111 = -5293616.808130 nChanged 0 Trying to split cluster 37 (3880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1870.955203 sec): 2 clusters Score: Raw -392872.419446 + Penalty 1342.833445 = -391529.586001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1871.013648 sec): 3 clusters Score: Raw -390945.783088 + Penalty 2685.666891 = -388260.116198 nChanged 1545 SP:Iteration 1F (1871.065081 sec): 3 clusters Score: Raw -391828.165518 + Penalty 2685.666891 = -389142.498627 nChanged 296 SP:Iteration 2F (1871.115967 sec): 3 clusters Score: Raw -392009.755643 + Penalty 2685.666891 = -389324.088753 nChanged 230 SP:Iteration 3F (1871.163599 sec): 3 clusters Score: Raw -392160.192286 + Penalty 2685.666891 = -389474.525395 nChanged 213 SP:Iteration 4F (1871.227576 sec): 3 clusters Score: Raw -392332.698293 + Penalty 2685.666891 = -389647.031403 nChanged 205 SP:Iteration 5F (1871.279122 sec): 3 clusters Score: Raw -392518.936392 + Penalty 2685.666891 = -389833.269502 nChanged 192 SP:Iteration 6Q (1871.327543 sec): 3 clusters Score: Raw -392666.921819 + Penalty 2685.666891 = -389981.254928 nChanged 164 SP:Iteration 7Q (1871.375272 sec): 3 clusters Score: Raw -392779.956830 + Penalty 2685.666891 = -390094.289939 nChanged 142 SP:Iteration 8Q (1871.432731 sec): 3 clusters Score: Raw -392856.767875 + Penalty 2685.666891 = -390171.100984 nChanged 121 SP:Iteration 9Q (1871.475146 sec): 3 clusters Score: Raw -392921.256198 + Penalty 2685.666891 = -390235.589307 nChanged 105 SP:Iteration 10Q (1871.530798 sec): 3 clusters Score: Raw -392978.238784 + Penalty 2685.666891 = -390292.571894 nChanged 85 SP:Iteration 11Q (1871.577867 sec): 3 clusters Score: Raw -393018.599305 + Penalty 2685.666891 = -390332.932415 nChanged 63 SP:Iteration 12Q (1871.638696 sec): 3 clusters Score: Raw -393045.490904 + Penalty 2685.666891 = -390359.824013 nChanged 55 SP:Iteration 13Q (1871.693217 sec): 3 clusters Score: Raw -393070.275229 + Penalty 2685.666891 = -390384.608339 nChanged 61 SP:Iteration 14Q (1871.744011 sec): 3 clusters Score: Raw -393107.914315 + Penalty 2685.666891 = -390422.247425 nChanged 44 SP:Iteration 15Q (1871.794746 sec): 3 clusters Score: Raw -393130.228640 + Penalty 2685.666891 = -390444.561750 nChanged 48 SP:Iteration 16Q (1871.837088 sec): 3 clusters Score: Raw -393155.789978 + Penalty 2685.666891 = -390470.123087 nChanged 46 SP:Iteration 17Q (1871.890315 sec): 3 clusters Score: Raw -393177.460608 + Penalty 2685.666891 = -390491.793718 nChanged 42 SP:Iteration 18Q (1871.937387 sec): 3 clusters Score: Raw -393195.241209 + Penalty 2685.666891 = -390509.574319 nChanged 38 SP:Iteration 19Q (1871.993656 sec): 3 clusters Score: Raw -393212.037769 + Penalty 2685.666891 = -390526.370879 nChanged 30 SP:Iteration 20F (1872.042238 sec): 3 clusters Score: Raw -393225.950496 + Penalty 2685.666891 = -390540.283606 nChanged 28 SP:Iteration 21Q (1872.091095 sec): 3 clusters Score: Raw -393236.653409 + Penalty 2685.666891 = -390550.986518 nChanged 16 SP:Iteration 22Q (1872.128537 sec): 3 clusters Score: Raw -393241.745472 + Penalty 2685.666891 = -390556.078582 nChanged 17 SP:Iteration 23Q (1872.170603 sec): 3 clusters Score: Raw -393247.184803 + Penalty 2685.666891 = -390561.517912 nChanged 12 SP:Iteration 24Q (1872.226123 sec): 3 clusters Score: Raw -393250.816863 + Penalty 2685.666891 = -390565.149973 nChanged 13 SP:Iteration 25Q (1872.284098 sec): 3 clusters Score: Raw -393255.870970 + Penalty 2685.666891 = -390570.204079 nChanged 18 SP:Iteration 26Q (1872.333542 sec): 3 clusters Score: Raw -393261.368243 + Penalty 2685.666891 = -390575.701353 nChanged 11 SP:Iteration 27Q (1872.389372 sec): 3 clusters Score: Raw -393264.338184 + Penalty 2685.666891 = -390578.671293 nChanged 7 SP:Iteration 28Q (1872.427657 sec): 3 clusters Score: Raw -393267.227449 + Penalty 2685.666891 = -390581.560558 nChanged 9 SP:Iteration 29Q (1872.484153 sec): 3 clusters Score: Raw -393271.058174 + Penalty 2685.666891 = -390585.391284 nChanged 6 SP:Iteration 30Q (1872.539662 sec): 3 clusters Score: Raw -393273.118036 + Penalty 2685.666891 = -390587.451145 nChanged 5 SP:Iteration 31Q (1872.592141 sec): 3 clusters Score: Raw -393274.503209 + Penalty 2685.666891 = -390588.836318 nChanged 6 SP:Iteration 32Q (1872.635283 sec): 3 clusters Score: Raw -393275.952269 + Penalty 2685.666891 = -390590.285379 nChanged 3 SP:Iteration 33Q (1872.692307 sec): 3 clusters Score: Raw -393276.594531 + Penalty 2685.666891 = -390590.927640 nChanged 5 SP:Iteration 34Q (1872.745662 sec): 3 clusters Score: Raw -393277.690803 + Penalty 2685.666891 = -390592.023913 nChanged 4 SP:Iteration 35Q (1872.794149 sec): 3 clusters Score: Raw -393279.174120 + Penalty 2685.666891 = -390593.507230 nChanged 8 SP:Iteration 36Q (1872.841673 sec): 3 clusters Score: Raw -393282.586330 + Penalty 2685.666891 = -390596.919440 nChanged 8 SP:Iteration 37Q (1872.898832 sec): 3 clusters Score: Raw -393284.769982 + Penalty 2685.666891 = -390599.103092 nChanged 6 SP:Iteration 38Q (1872.954492 sec): 3 clusters Score: Raw -393286.103545 + Penalty 2685.666891 = -390600.436655 nChanged 1 SP:Iteration 39Q (1873.006145 sec): 3 clusters Score: Raw -393286.445685 + Penalty 2685.666891 = -390600.778794 nChanged 2 SP:Iteration 40F (1873.048135 sec): 3 clusters Score: Raw -393286.822190 + Penalty 2685.666891 = -390601.155300 nChanged 1 SP:Iteration 41Q (1873.101125 sec): 3 clusters Score: Raw -393286.912958 + Penalty 2685.666891 = -390601.246067 nChanged 0 SP:Iteration 42F (1873.155773 sec): 3 clusters Score: Raw -393286.912958 + Penalty 2685.666891 = -390601.246067 nChanged 0 Trying to split cluster 38 (1564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1873.182828 sec): 2 clusters Score: Raw -171010.722961 + Penalty 1195.187812 = -169815.535149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1873.233191 sec): 3 clusters Score: Raw -170414.206157 + Penalty 2390.375624 = -168023.830533 nChanged 500 SP:Iteration 1F (1873.281948 sec): 3 clusters Score: Raw -170779.501976 + Penalty 2390.375624 = -168389.126352 nChanged 133 SP:Iteration 2F (1873.320025 sec): 3 clusters Score: Raw -170891.905314 + Penalty 2390.375624 = -168501.529689 nChanged 82 SP:Iteration 3F (1873.361278 sec): 3 clusters Score: Raw -170969.327196 + Penalty 2390.375624 = -168578.951571 nChanged 56 SP:Iteration 4Q (1873.410592 sec): 3 clusters Score: Raw -171019.854554 + Penalty 2390.375624 = -168629.478930 nChanged 39 SP:Iteration 5Q (1873.458163 sec): 3 clusters Score: Raw -171048.976839 + Penalty 2390.375624 = -168658.601214 nChanged 30 SP:Iteration 6Q (1873.489217 sec): 3 clusters Score: Raw -171067.845673 + Penalty 2390.375624 = -168677.470048 nChanged 17 SP:Iteration 7Q (1873.539364 sec): 3 clusters Score: Raw -171076.863140 + Penalty 2390.375624 = -168686.487516 nChanged 16 SP:Iteration 8Q (1873.579614 sec): 3 clusters Score: Raw -171085.463678 + Penalty 2390.375624 = -168695.088053 nChanged 12 SP:Iteration 9Q (1873.627248 sec): 3 clusters Score: Raw -171095.346002 + Penalty 2390.375624 = -168704.970378 nChanged 14 SP:Iteration 10Q (1873.682042 sec): 3 clusters Score: Raw -171102.392127 + Penalty 2390.375624 = -168712.016502 nChanged 8 SP:Iteration 11Q (1873.716051 sec): 3 clusters Score: Raw -171106.782121 + Penalty 2390.375624 = -168716.406496 nChanged 3 SP:Iteration 12Q (1873.764618 sec): 3 clusters Score: Raw -171108.134426 + Penalty 2390.375624 = -168717.758801 nChanged 1 SP:Iteration 13Q (1873.805739 sec): 3 clusters Score: Raw -171109.563766 + Penalty 2390.375624 = -168719.188142 nChanged 3 SP:Iteration 14Q (1873.860360 sec): 3 clusters Score: Raw -171113.319746 + Penalty 2390.375624 = -168722.944122 nChanged 6 SP:Iteration 15Q (1873.904195 sec): 3 clusters Score: Raw -171118.680919 + Penalty 2390.375624 = -168728.305295 nChanged 7 SP:Iteration 16Q (1873.953803 sec): 3 clusters Score: Raw -171124.433570 + Penalty 2390.375624 = -168734.057946 nChanged 5 SP:Iteration 17Q (1873.996335 sec): 3 clusters Score: Raw -171128.973372 + Penalty 2390.375624 = -168738.597748 nChanged 7 SP:Iteration 18Q (1874.043248 sec): 3 clusters Score: Raw -171134.808287 + Penalty 2390.375624 = -168744.432663 nChanged 10 SP:Iteration 19Q (1874.094234 sec): 3 clusters Score: Raw -171148.239066 + Penalty 2390.375624 = -168757.863442 nChanged 11 SP:Iteration 20F (1874.141955 sec): 3 clusters Score: Raw -171159.097114 + Penalty 2390.375624 = -168768.721489 nChanged 6 SP:Iteration 21Q (1874.190734 sec): 3 clusters Score: Raw -171163.358561 + Penalty 2390.375624 = -168772.982937 nChanged 4 SP:Iteration 22Q (1874.227927 sec): 3 clusters Score: Raw -171165.648990 + Penalty 2390.375624 = -168775.273366 nChanged 4 SP:Iteration 23Q (1874.276170 sec): 3 clusters Score: Raw -171167.223328 + Penalty 2390.375624 = -168776.847703 nChanged 3 SP:Iteration 24Q (1874.327775 sec): 3 clusters Score: Raw -171168.906531 + Penalty 2390.375624 = -168778.530907 nChanged 5 SP:Iteration 25Q (1874.379619 sec): 3 clusters Score: Raw -171173.633262 + Penalty 2390.375624 = -168783.257638 nChanged 7 SP:Iteration 26Q (1874.428836 sec): 3 clusters Score: Raw -171181.288861 + Penalty 2390.375624 = -168790.913237 nChanged 14 SP:Iteration 27Q (1874.466361 sec): 3 clusters Score: Raw -171190.545228 + Penalty 2390.375624 = -168800.169604 nChanged 10 SP:Iteration 28Q (1874.521552 sec): 3 clusters Score: Raw -171194.336177 + Penalty 2390.375624 = -168803.960553 nChanged 7 SP:Iteration 29Q (1874.575136 sec): 3 clusters Score: Raw -171198.437662 + Penalty 2390.375624 = -168808.062037 nChanged 5 SP:Iteration 30Q (1874.617886 sec): 3 clusters Score: Raw -171201.649532 + Penalty 2390.375624 = -168811.273908 nChanged 12 SP:Iteration 31Q (1874.673865 sec): 3 clusters Score: Raw -171210.939506 + Penalty 2390.375624 = -168820.563882 nChanged 11 SP:Iteration 32Q (1874.709713 sec): 3 clusters Score: Raw -171217.594466 + Penalty 2390.375624 = -168827.218842 nChanged 14 SP:Iteration 33Q (1874.768858 sec): 3 clusters Score: Raw -171227.089122 + Penalty 2390.375624 = -168836.713498 nChanged 18 SP:Iteration 34Q (1874.811709 sec): 3 clusters Score: Raw -171238.071718 + Penalty 2390.375624 = -168847.696093 nChanged 16 SP:Iteration 35Q (1874.862426 sec): 3 clusters Score: Raw -171245.113983 + Penalty 2390.375624 = -168854.738359 nChanged 12 SP:Iteration 36Q (1874.902085 sec): 3 clusters Score: Raw -171256.068127 + Penalty 2390.375624 = -168865.692503 nChanged 15 SP:Iteration 37Q (1874.945762 sec): 3 clusters Score: Raw -171273.252947 + Penalty 2390.375624 = -168882.877322 nChanged 17 SP:Iteration 38Q (1874.989396 sec): 3 clusters Score: Raw -171283.659090 + Penalty 2390.375624 = -168893.283466 nChanged 18 SP:Iteration 39Q (1875.025195 sec): 3 clusters Score: Raw -171291.451368 + Penalty 2390.375624 = -168901.075744 nChanged 6 SP:Iteration 40F (1875.081326 sec): 3 clusters Score: Raw -171293.454084 + Penalty 2390.375624 = -168903.078459 nChanged 4 SP:Iteration 41Q (1875.127409 sec): 3 clusters Score: Raw -171295.835933 + Penalty 2390.375624 = -168905.460309 nChanged 6 SP:Iteration 42Q (1875.171315 sec): 3 clusters Score: Raw -171298.656771 + Penalty 2390.375624 = -168908.281146 nChanged 5 SP:Iteration 43Q (1875.213796 sec): 3 clusters Score: Raw -171300.767258 + Penalty 2390.375624 = -168910.391634 nChanged 1 SP:Iteration 44Q (1875.269886 sec): 3 clusters Score: Raw -171301.217949 + Penalty 2390.375624 = -168910.842324 nChanged 0 SP:Iteration 45F (1875.312227 sec): 3 clusters Score: Raw -171301.217949 + Penalty 2390.375624 = -168910.842324 nChanged 0 Trying to split cluster 39 (1702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1875.337138 sec): 2 clusters Score: Raw -174794.459863 + Penalty 1208.928388 = -173585.531475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1875.386175 sec): 3 clusters Score: Raw -174108.553731 + Penalty 2417.856775 = -171690.696956 nChanged 567 SP:Iteration 1F (1875.436398 sec): 3 clusters Score: Raw -174489.685429 + Penalty 2417.856775 = -172071.828653 nChanged 121 SP:Iteration 2F (1875.486398 sec): 3 clusters Score: Raw -174576.482091 + Penalty 2417.856775 = -172158.625316 nChanged 78 SP:Iteration 3Q (1875.527654 sec): 3 clusters Score: Raw -174631.218037 + Penalty 2417.856775 = -172213.361261 nChanged 52 SP:Iteration 4Q (1875.582032 sec): 3 clusters Score: Raw -174669.111075 + Penalty 2417.856775 = -172251.254300 nChanged 45 SP:Iteration 5Q (1875.624587 sec): 3 clusters Score: Raw -174706.846332 + Penalty 2417.856775 = -172288.989556 nChanged 41 SP:Iteration 6Q (1875.672422 sec): 3 clusters Score: Raw -174745.448986 + Penalty 2417.856775 = -172327.592210 nChanged 47 SP:Iteration 7Q (1875.722446 sec): 3 clusters Score: Raw -174787.975030 + Penalty 2417.856775 = -172370.118255 nChanged 42 SP:Iteration 8Q (1875.768362 sec): 3 clusters Score: Raw -174815.770957 + Penalty 2417.856775 = -172397.914182 nChanged 30 SP:Iteration 9Q (1875.814383 sec): 3 clusters Score: Raw -174836.231982 + Penalty 2417.856775 = -172418.375207 nChanged 25 SP:Iteration 10Q (1875.859107 sec): 3 clusters Score: Raw -174854.494316 + Penalty 2417.856775 = -172436.637540 nChanged 25 SP:Iteration 11Q (1875.901560 sec): 3 clusters Score: Raw -174870.289175 + Penalty 2417.856775 = -172452.432400 nChanged 14 SP:Iteration 12Q (1875.944124 sec): 3 clusters Score: Raw -174879.528477 + Penalty 2417.856775 = -172461.671702 nChanged 18 SP:Iteration 13Q (1875.986620 sec): 3 clusters Score: Raw -174892.481699 + Penalty 2417.856775 = -172474.624923 nChanged 18 SP:Iteration 14Q (1876.043203 sec): 3 clusters Score: Raw -174906.975988 + Penalty 2417.856775 = -172489.119212 nChanged 26 SP:Iteration 15Q (1876.090327 sec): 3 clusters Score: Raw -174927.911423 + Penalty 2417.856775 = -172510.054647 nChanged 24 SP:Iteration 16Q (1876.132337 sec): 3 clusters Score: Raw -174946.538442 + Penalty 2417.856775 = -172528.681667 nChanged 24 SP:Iteration 17Q (1876.176105 sec): 3 clusters Score: Raw -174966.927867 + Penalty 2417.856775 = -172549.071092 nChanged 28 SP:Iteration 18Q (1876.233882 sec): 3 clusters Score: Raw -175003.185429 + Penalty 2417.856775 = -172585.328653 nChanged 40 SP:Iteration 19Q (1876.279895 sec): 3 clusters Score: Raw -175054.338100 + Penalty 2417.856775 = -172636.481325 nChanged 44 SP:Iteration 20F (1876.323891 sec): 3 clusters Score: Raw -175103.933106 + Penalty 2417.856775 = -172686.076330 nChanged 42 SP:Iteration 21Q (1876.370357 sec): 3 clusters Score: Raw -175154.194910 + Penalty 2417.856775 = -172736.338134 nChanged 36 SP:Iteration 22Q (1876.419246 sec): 3 clusters Score: Raw -175186.552612 + Penalty 2417.856775 = -172768.695836 nChanged 32 SP:Iteration 23Q (1876.465511 sec): 3 clusters Score: Raw -175222.085882 + Penalty 2417.856775 = -172804.229107 nChanged 39 SP:Iteration 24Q (1876.511405 sec): 3 clusters Score: Raw -175263.434558 + Penalty 2417.856775 = -172845.577783 nChanged 30 SP:Iteration 25Q (1876.551131 sec): 3 clusters Score: Raw -175289.183841 + Penalty 2417.856775 = -172871.327066 nChanged 19 SP:Iteration 26Q (1876.602779 sec): 3 clusters Score: Raw -175302.516232 + Penalty 2417.856775 = -172884.659457 nChanged 14 SP:Iteration 27Q (1876.660423 sec): 3 clusters Score: Raw -175310.967964 + Penalty 2417.856775 = -172893.111189 nChanged 8 SP:Iteration 28Q (1876.715540 sec): 3 clusters Score: Raw -175314.917823 + Penalty 2417.856775 = -172897.061048 nChanged 2 SP:Iteration 29Q (1876.755475 sec): 3 clusters Score: Raw -175316.318692 + Penalty 2417.856775 = -172898.461916 nChanged 3 SP:Iteration 30Q (1876.806319 sec): 3 clusters Score: Raw -175318.192738 + Penalty 2417.856775 = -172900.335963 nChanged 1 SP:Iteration 31Q (1876.862393 sec): 3 clusters Score: Raw -175318.576035 + Penalty 2417.856775 = -172900.719259 nChanged 0 SP:Iteration 32F (1876.908956 sec): 3 clusters Score: Raw -175318.576035 + Penalty 2417.856775 = -172900.719259 nChanged 0 Trying to split cluster 40 (8602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1876.948121 sec): 2 clusters Score: Raw -916941.997150 + Penalty 1472.209377 = -915469.787773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1877.008619 sec): 3 clusters Score: Raw -912155.429667 + Penalty 2944.418754 = -909211.010913 nChanged 3659 SP:Iteration 1F (1877.074173 sec): 3 clusters Score: Raw -914082.381424 + Penalty 2944.418754 = -911137.962670 nChanged 511 SP:Iteration 2F (1877.125035 sec): 3 clusters Score: Raw -914294.512673 + Penalty 2944.418754 = -911350.093918 nChanged 431 SP:Iteration 3F (1877.194692 sec): 3 clusters Score: Raw -914480.688948 + Penalty 2944.418754 = -911536.270193 nChanged 385 SP:Iteration 4Q (1877.260161 sec): 3 clusters Score: Raw -914657.182919 + Penalty 2944.418754 = -911712.764165 nChanged 359 SP:Iteration 5Q (1877.315521 sec): 3 clusters Score: Raw -914808.383512 + Penalty 2944.418754 = -911863.964757 nChanged 321 SP:Iteration 6Q (1877.382349 sec): 3 clusters Score: Raw -914960.974857 + Penalty 2944.418754 = -912016.556102 nChanged 330 SP:Iteration 7Q (1877.433844 sec): 3 clusters Score: Raw -915123.982732 + Penalty 2944.418754 = -912179.563978 nChanged 303 SP:Iteration 8Q (1877.498873 sec): 3 clusters Score: Raw -915273.533676 + Penalty 2944.418754 = -912329.114921 nChanged 297 SP:Iteration 9Q (1877.572611 sec): 3 clusters Score: Raw -915433.693219 + Penalty 2944.418754 = -912489.274465 nChanged 312 SP:Iteration 10Q (1877.637429 sec): 3 clusters Score: Raw -915621.399904 + Penalty 2944.418754 = -912676.981149 nChanged 278 SP:Iteration 11Q (1877.695304 sec): 3 clusters Score: Raw -915762.953623 + Penalty 2944.418754 = -912818.534868 nChanged 246 SP:Iteration 12Q (1877.747743 sec): 3 clusters Score: Raw -915875.214249 + Penalty 2944.418754 = -912930.795495 nChanged 232 SP:Iteration 13Q (1877.807435 sec): 3 clusters Score: Raw -915972.756381 + Penalty 2944.418754 = -913028.337626 nChanged 176 SP:Iteration 14Q (1877.867415 sec): 3 clusters Score: Raw -916045.278135 + Penalty 2944.418754 = -913100.859380 nChanged 162 SP:Iteration 15Q (1877.931497 sec): 3 clusters Score: Raw -916098.035933 + Penalty 2944.418754 = -913153.617179 nChanged 127 SP:Iteration 16Q (1877.988712 sec): 3 clusters Score: Raw -916135.511643 + Penalty 2944.418754 = -913191.092888 nChanged 104 SP:Iteration 17Q (1878.034261 sec): 3 clusters Score: Raw -916162.882276 + Penalty 2944.418754 = -913218.463522 nChanged 86 SP:Iteration 18Q (1878.093558 sec): 3 clusters Score: Raw -916188.334122 + Penalty 2944.418754 = -913243.915368 nChanged 89 SP:Iteration 19Q (1878.162100 sec): 3 clusters Score: Raw -916211.848237 + Penalty 2944.418754 = -913267.429482 nChanged 61 SP:Iteration 20F (1878.219932 sec): 3 clusters Score: Raw -916226.532702 + Penalty 2944.418754 = -913282.113947 nChanged 64 SP:Iteration 21Q (1878.270856 sec): 3 clusters Score: Raw -916245.066261 + Penalty 2944.418754 = -913300.647506 nChanged 72 SP:Iteration 22Q (1878.345190 sec): 3 clusters Score: Raw -916266.078541 + Penalty 2944.418754 = -913321.659786 nChanged 67 SP:Iteration 23Q (1878.400881 sec): 3 clusters Score: Raw -916288.989885 + Penalty 2944.418754 = -913344.571130 nChanged 74 SP:Iteration 24Q (1878.455749 sec): 3 clusters Score: Raw -916312.257906 + Penalty 2944.418754 = -913367.839151 nChanged 81 SP:Iteration 25Q (1878.513917 sec): 3 clusters Score: Raw -916335.928301 + Penalty 2944.418754 = -913391.509547 nChanged 75 SP:Iteration 26Q (1878.579539 sec): 3 clusters Score: Raw -916360.676190 + Penalty 2944.418754 = -913416.257436 nChanged 86 SP:Iteration 27Q (1878.644767 sec): 3 clusters Score: Raw -916386.050623 + Penalty 2944.418754 = -913441.631869 nChanged 78 SP:Iteration 28Q (1878.697819 sec): 3 clusters Score: Raw -916412.285527 + Penalty 2944.418754 = -913467.866773 nChanged 80 SP:Iteration 29Q (1878.762652 sec): 3 clusters Score: Raw -916438.716034 + Penalty 2944.418754 = -913494.297280 nChanged 76 SP:Iteration 30Q (1878.820342 sec): 3 clusters Score: Raw -916463.576214 + Penalty 2944.418754 = -913519.157460 nChanged 85 SP:Iteration 31Q (1878.884042 sec): 3 clusters Score: Raw -916495.790483 + Penalty 2944.418754 = -913551.371729 nChanged 82 SP:Iteration 32Q (1878.940593 sec): 3 clusters Score: Raw -916525.031568 + Penalty 2944.418754 = -913580.612813 nChanged 97 SP:Iteration 33Q (1879.002988 sec): 3 clusters Score: Raw -916561.851871 + Penalty 2944.418754 = -913617.433117 nChanged 92 SP:Iteration 34Q (1879.069106 sec): 3 clusters Score: Raw -916597.991470 + Penalty 2944.418754 = -913653.572716 nChanged 88 SP:Iteration 35Q (1879.119474 sec): 3 clusters Score: Raw -916629.609651 + Penalty 2944.418754 = -913685.190897 nChanged 80 SP:Iteration 36Q (1879.180607 sec): 3 clusters Score: Raw -916658.190283 + Penalty 2944.418754 = -913713.771529 nChanged 91 SP:Iteration 37Q (1879.249056 sec): 3 clusters Score: Raw -916696.082528 + Penalty 2944.418754 = -913751.663773 nChanged 87 SP:Iteration 38Q (1879.310808 sec): 3 clusters Score: Raw -916731.420693 + Penalty 2944.418754 = -913787.001938 nChanged 66 SP:Iteration 39Q (1879.356443 sec): 3 clusters Score: Raw -916755.372969 + Penalty 2944.418754 = -913810.954215 nChanged 70 SP:Iteration 40F (1879.414577 sec): 3 clusters Score: Raw -916781.501781 + Penalty 2944.418754 = -913837.083027 nChanged 66 SP:Iteration 41Q (1879.478179 sec): 3 clusters Score: Raw -916813.568091 + Penalty 2944.418754 = -913869.149337 nChanged 85 SP:Iteration 42Q (1879.533911 sec): 3 clusters Score: Raw -916853.710064 + Penalty 2944.418754 = -913909.291309 nChanged 84 SP:Iteration 43Q (1879.585106 sec): 3 clusters Score: Raw -916899.493400 + Penalty 2944.418754 = -913955.074645 nChanged 77 SP:Iteration 44Q (1879.653455 sec): 3 clusters Score: Raw -916944.539438 + Penalty 2944.418754 = -914000.120684 nChanged 81 SP:Iteration 45Q (1879.705711 sec): 3 clusters Score: Raw -916989.669838 + Penalty 2944.418754 = -914045.251083 nChanged 80 SP:Iteration 46Q (1879.763237 sec): 3 clusters Score: Raw -917035.930170 + Penalty 2944.418754 = -914091.511416 nChanged 68 SP:Iteration 47Q (1879.831471 sec): 3 clusters Score: Raw -917078.927474 + Penalty 2944.418754 = -914134.508720 nChanged 65 SP:Iteration 48Q (1879.880719 sec): 3 clusters Score: Raw -917114.764347 + Penalty 2944.418754 = -914170.345593 nChanged 51 SP:Iteration 49Q (1879.935432 sec): 3 clusters Score: Raw -917140.096321 + Penalty 2944.418754 = -914195.677567 nChanged 42 SP:Iteration 50Q (1879.997090 sec): 3 clusters Score: Raw -917161.434826 + Penalty 2944.418754 = -914217.016071 nChanged 36 SP:Iteration 51Q (1880.066647 sec): 3 clusters Score: Raw -917176.443584 + Penalty 2944.418754 = -914232.024830 nChanged 37 SP:Iteration 52Q (1880.121955 sec): 3 clusters Score: Raw -917192.133103 + Penalty 2944.418754 = -914247.714349 nChanged 25 SP:Iteration 53Q (1880.173814 sec): 3 clusters Score: Raw -917201.270552 + Penalty 2944.418754 = -914256.851797 nChanged 29 SP:Iteration 54Q (1880.241040 sec): 3 clusters Score: Raw -917211.840954 + Penalty 2944.418754 = -914267.422199 nChanged 28 SP:Iteration 55Q (1880.305422 sec): 3 clusters Score: Raw -917221.892126 + Penalty 2944.418754 = -914277.473372 nChanged 26 SP:Iteration 56Q (1880.364940 sec): 3 clusters Score: Raw -917228.801284 + Penalty 2944.418754 = -914284.382530 nChanged 22 SP:Iteration 57Q (1880.414593 sec): 3 clusters Score: Raw -917235.504291 + Penalty 2944.418754 = -914291.085537 nChanged 17 SP:Iteration 58Q (1880.476791 sec): 3 clusters Score: Raw -917241.853676 + Penalty 2944.418754 = -914297.434922 nChanged 13 SP:Iteration 59Q (1880.532068 sec): 3 clusters Score: Raw -917246.499742 + Penalty 2944.418754 = -914302.080987 nChanged 11 SP:Iteration 60F (1880.590933 sec): 3 clusters Score: Raw -917250.320739 + Penalty 2944.418754 = -914305.901985 nChanged 12 SP:Iteration 61Q (1880.655028 sec): 3 clusters Score: Raw -917253.175015 + Penalty 2944.418754 = -914308.756261 nChanged 10 SP:Iteration 62Q (1880.712119 sec): 3 clusters Score: Raw -917257.248558 + Penalty 2944.418754 = -914312.829803 nChanged 13 SP:Iteration 63Q (1880.756380 sec): 3 clusters Score: Raw -917261.319202 + Penalty 2944.418754 = -914316.900447 nChanged 17 SP:Iteration 64Q (1880.824211 sec): 3 clusters Score: Raw -917267.466203 + Penalty 2944.418754 = -914323.047448 nChanged 11 SP:Iteration 65Q (1880.876292 sec): 3 clusters Score: Raw -917269.801080 + Penalty 2944.418754 = -914325.382326 nChanged 4 SP:Iteration 66Q (1880.935776 sec): 3 clusters Score: Raw -917271.359937 + Penalty 2944.418754 = -914326.941183 nChanged 8 SP:Iteration 67Q (1880.993589 sec): 3 clusters Score: Raw -917273.345614 + Penalty 2944.418754 = -914328.926860 nChanged 6 SP:Iteration 68Q (1881.045827 sec): 3 clusters Score: Raw -917275.429607 + Penalty 2944.418754 = -914331.010853 nChanged 2 SP:Iteration 69Q (1881.104601 sec): 3 clusters Score: Raw -917276.060790 + Penalty 2944.418754 = -914331.642035 nChanged 1 SP:Iteration 70Q (1881.157168 sec): 3 clusters Score: Raw -917276.405236 + Penalty 2944.418754 = -914331.986482 nChanged 2 SP:Iteration 71Q (1881.224889 sec): 3 clusters Score: Raw -917276.893900 + Penalty 2944.418754 = -914332.475146 nChanged 1 SP:Iteration 72Q (1881.284651 sec): 3 clusters Score: Raw -917277.112020 + Penalty 2944.418754 = -914332.693266 nChanged 1 SP:Iteration 73Q (1881.338502 sec): 3 clusters Score: Raw -917277.205359 + Penalty 2944.418754 = -914332.786605 nChanged 0 SP:Iteration 74F (1881.397059 sec): 3 clusters Score: Raw -917277.205359 + Penalty 2944.418754 = -914332.786605 nChanged 0 Trying to split cluster 41 (12542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1881.434462 sec): 2 clusters Score: Raw -1373192.175009 + Penalty 1533.486222 = -1371658.688786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1881.501389 sec): 3 clusters Score: Raw -1366001.747815 + Penalty 3066.972445 = -1362934.775370 nChanged 5500 SP:Iteration 1F (1881.558680 sec): 3 clusters Score: Raw -1369054.624192 + Penalty 3066.972445 = -1365987.651747 nChanged 763 SP:Iteration 2F (1881.632057 sec): 3 clusters Score: Raw -1369400.284377 + Penalty 3066.972445 = -1366333.311933 nChanged 698 SP:Iteration 3F (1881.688760 sec): 3 clusters Score: Raw -1369724.707407 + Penalty 3066.972445 = -1366657.734963 nChanged 626 SP:Iteration 4Q (1881.767668 sec): 3 clusters Score: Raw -1370050.313027 + Penalty 3066.972445 = -1366983.340583 nChanged 681 SP:Iteration 5F (1881.833139 sec): 3 clusters Score: Raw -1370422.107131 + Penalty 3066.972445 = -1367355.134687 nChanged 633 SP:Iteration 6F (1881.903637 sec): 3 clusters Score: Raw -1370796.314096 + Penalty 3066.972445 = -1367729.341652 nChanged 620 SP:Iteration 7Q (1881.971190 sec): 3 clusters Score: Raw -1371191.342722 + Penalty 3066.972445 = -1368124.370277 nChanged 554 SP:Iteration 8Q (1882.035772 sec): 3 clusters Score: Raw -1371574.695682 + Penalty 3066.972445 = -1368507.723237 nChanged 531 SP:Iteration 9Q (1882.109146 sec): 3 clusters Score: Raw -1371932.797203 + Penalty 3066.972445 = -1368865.824758 nChanged 426 SP:Iteration 10Q (1882.171525 sec): 3 clusters Score: Raw -1372216.618792 + Penalty 3066.972445 = -1369149.646347 nChanged 346 SP:Iteration 11Q (1882.233830 sec): 3 clusters Score: Raw -1372439.620786 + Penalty 3066.972445 = -1369372.648342 nChanged 294 SP:Iteration 12Q (1882.308720 sec): 3 clusters Score: Raw -1372601.346187 + Penalty 3066.972445 = -1369534.373742 nChanged 255 SP:Iteration 13Q (1882.372847 sec): 3 clusters Score: Raw -1372730.645114 + Penalty 3066.972445 = -1369663.672669 nChanged 182 SP:Iteration 14Q (1882.440533 sec): 3 clusters Score: Raw -1372819.440727 + Penalty 3066.972445 = -1369752.468282 nChanged 171 SP:Iteration 15Q (1882.497591 sec): 3 clusters Score: Raw -1372917.156914 + Penalty 3066.972445 = -1369850.184469 nChanged 164 SP:Iteration 16Q (1882.555705 sec): 3 clusters Score: Raw -1373011.262038 + Penalty 3066.972445 = -1369944.289593 nChanged 145 SP:Iteration 17Q (1882.616799 sec): 3 clusters Score: Raw -1373090.753763 + Penalty 3066.972445 = -1370023.781318 nChanged 130 SP:Iteration 18Q (1882.682263 sec): 3 clusters Score: Raw -1373169.003878 + Penalty 3066.972445 = -1370102.031434 nChanged 138 SP:Iteration 19Q (1882.745951 sec): 3 clusters Score: Raw -1373246.299126 + Penalty 3066.972445 = -1370179.326681 nChanged 115 SP:Iteration 20F (1882.812940 sec): 3 clusters Score: Raw -1373304.578112 + Penalty 3066.972445 = -1370237.605668 nChanged 107 SP:Iteration 21Q (1882.875949 sec): 3 clusters Score: Raw -1373353.723422 + Penalty 3066.972445 = -1370286.750977 nChanged 86 SP:Iteration 22Q (1882.941807 sec): 3 clusters Score: Raw -1373384.921879 + Penalty 3066.972445 = -1370317.949434 nChanged 69 SP:Iteration 23Q (1883.014429 sec): 3 clusters Score: Raw -1373412.266468 + Penalty 3066.972445 = -1370345.294023 nChanged 65 SP:Iteration 24Q (1883.079766 sec): 3 clusters Score: Raw -1373434.593936 + Penalty 3066.972445 = -1370367.621491 nChanged 54 SP:Iteration 25Q (1883.144287 sec): 3 clusters Score: Raw -1373450.694551 + Penalty 3066.972445 = -1370383.722107 nChanged 37 SP:Iteration 26Q (1883.212026 sec): 3 clusters Score: Raw -1373460.134795 + Penalty 3066.972445 = -1370393.162350 nChanged 26 SP:Iteration 27Q (1883.273420 sec): 3 clusters Score: Raw -1373466.037797 + Penalty 3066.972445 = -1370399.065353 nChanged 22 SP:Iteration 28Q (1883.332094 sec): 3 clusters Score: Raw -1373470.427957 + Penalty 3066.972445 = -1370403.455513 nChanged 20 SP:Iteration 29Q (1883.397697 sec): 3 clusters Score: Raw -1373474.710916 + Penalty 3066.972445 = -1370407.738471 nChanged 18 SP:Iteration 30Q (1883.455322 sec): 3 clusters Score: Raw -1373478.248719 + Penalty 3066.972445 = -1370411.276274 nChanged 11 SP:Iteration 31Q (1883.521502 sec): 3 clusters Score: Raw -1373480.367604 + Penalty 3066.972445 = -1370413.395159 nChanged 12 SP:Iteration 32Q (1883.585915 sec): 3 clusters Score: Raw -1373483.142724 + Penalty 3066.972445 = -1370416.170280 nChanged 10 SP:Iteration 33Q (1883.648254 sec): 3 clusters Score: Raw -1373485.636530 + Penalty 3066.972445 = -1370418.664085 nChanged 9 SP:Iteration 34Q (1883.711416 sec): 3 clusters Score: Raw -1373487.513185 + Penalty 3066.972445 = -1370420.540740 nChanged 10 SP:Iteration 35Q (1883.775644 sec): 3 clusters Score: Raw -1373488.843492 + Penalty 3066.972445 = -1370421.871047 nChanged 5 SP:Iteration 36Q (1883.833137 sec): 3 clusters Score: Raw -1373489.778935 + Penalty 3066.972445 = -1370422.806491 nChanged 7 SP:Iteration 37Q (1883.894220 sec): 3 clusters Score: Raw -1373490.695729 + Penalty 3066.972445 = -1370423.723284 nChanged 3 SP:Iteration 38Q (1883.967461 sec): 3 clusters Score: Raw -1373491.213490 + Penalty 3066.972445 = -1370424.241045 nChanged 1 SP:Iteration 39Q (1884.030645 sec): 3 clusters Score: Raw -1373491.361197 + Penalty 3066.972445 = -1370424.388753 nChanged 0 SP:Iteration 40F (1884.099552 sec): 3 clusters Score: Raw -1373491.361197 + Penalty 3066.972445 = -1370424.388753 nChanged 0 Trying to split cluster 42 (9616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1884.132315 sec): 2 clusters Score: Raw -995837.143304 + Penalty 1490.317344 = -994346.825960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1884.200737 sec): 3 clusters Score: Raw -990351.671176 + Penalty 2980.634688 = -987371.036488 nChanged 4188 SP:Iteration 1F (1884.248507 sec): 3 clusters Score: Raw -992471.363756 + Penalty 2980.634688 = -989490.729067 nChanged 566 SP:Iteration 2F (1884.319040 sec): 3 clusters Score: Raw -992689.430534 + Penalty 2980.634688 = -989708.795845 nChanged 478 SP:Iteration 3Q (1884.379862 sec): 3 clusters Score: Raw -992879.761939 + Penalty 2980.634688 = -989899.127250 nChanged 388 SP:Iteration 4Q (1884.438638 sec): 3 clusters Score: Raw -993026.700198 + Penalty 2980.634688 = -990046.065509 nChanged 345 SP:Iteration 5Q (1884.505082 sec): 3 clusters Score: Raw -993160.216577 + Penalty 2980.634688 = -990179.581889 nChanged 319 SP:Iteration 6Q (1884.568601 sec): 3 clusters Score: Raw -993278.664968 + Penalty 2980.634688 = -990298.030280 nChanged 272 SP:Iteration 7Q (1884.628932 sec): 3 clusters Score: Raw -993376.059243 + Penalty 2980.634688 = -990395.424555 nChanged 280 SP:Iteration 8Q (1884.689779 sec): 3 clusters Score: Raw -993473.705866 + Penalty 2980.634688 = -990493.071178 nChanged 306 SP:Iteration 9Q (1884.744955 sec): 3 clusters Score: Raw -993583.734360 + Penalty 2980.634688 = -990603.099671 nChanged 291 SP:Iteration 10Q (1884.813346 sec): 3 clusters Score: Raw -993698.566138 + Penalty 2980.634688 = -990717.931449 nChanged 296 SP:Iteration 11Q (1884.871961 sec): 3 clusters Score: Raw -993835.747968 + Penalty 2980.634688 = -990855.113280 nChanged 340 SP:Iteration 12Q (1884.939893 sec): 3 clusters Score: Raw -994010.762946 + Penalty 2980.634688 = -991030.128258 nChanged 372 SP:Iteration 13Q (1885.013080 sec): 3 clusters Score: Raw -994212.289361 + Penalty 2980.634688 = -991231.654673 nChanged 372 SP:Iteration 14Q (1885.071136 sec): 3 clusters Score: Raw -994458.909635 + Penalty 2980.634688 = -991478.274947 nChanged 388 SP:Iteration 15Q (1885.137577 sec): 3 clusters Score: Raw -994752.508926 + Penalty 2980.634688 = -991771.874238 nChanged 369 SP:Iteration 16Q (1885.202669 sec): 3 clusters Score: Raw -995048.468255 + Penalty 2980.634688 = -992067.833566 nChanged 337 SP:Iteration 17Q (1885.257148 sec): 3 clusters Score: Raw -995357.299365 + Penalty 2980.634688 = -992376.664677 nChanged 304 SP:Iteration 18Q (1885.330757 sec): 3 clusters Score: Raw -995648.676914 + Penalty 2980.634688 = -992668.042226 nChanged 230 SP:Iteration 19Q (1885.395865 sec): 3 clusters Score: Raw -995848.434968 + Penalty 2980.634688 = -992867.800280 nChanged 183 SP:Iteration 20F (1885.462875 sec): 3 clusters Score: Raw -995997.171620 + Penalty 2980.634688 = -993016.536932 nChanged 184 SP:Iteration 21Q (1885.514061 sec): 3 clusters Score: Raw -996151.059126 + Penalty 2980.634688 = -993170.424438 nChanged 153 SP:Iteration 22Q (1885.576930 sec): 3 clusters Score: Raw -996297.525336 + Penalty 2980.634688 = -993316.890648 nChanged 156 SP:Iteration 23Q (1885.636112 sec): 3 clusters Score: Raw -996417.504353 + Penalty 2980.634688 = -993436.869664 nChanged 130 SP:Iteration 24Q (1885.702672 sec): 3 clusters Score: Raw -996514.953716 + Penalty 2980.634688 = -993534.319027 nChanged 135 SP:Iteration 25Q (1885.773024 sec): 3 clusters Score: Raw -996595.879742 + Penalty 2980.634688 = -993615.245053 nChanged 82 SP:Iteration 26Q (1885.825344 sec): 3 clusters Score: Raw -996638.698134 + Penalty 2980.634688 = -993658.063445 nChanged 67 SP:Iteration 27Q (1885.882447 sec): 3 clusters Score: Raw -996664.750968 + Penalty 2980.634688 = -993684.116279 nChanged 59 SP:Iteration 28Q (1885.946860 sec): 3 clusters Score: Raw -996685.347637 + Penalty 2980.634688 = -993704.712948 nChanged 50 SP:Iteration 29Q (1886.017578 sec): 3 clusters Score: Raw -996702.065877 + Penalty 2980.634688 = -993721.431188 nChanged 53 SP:Iteration 30Q (1886.077412 sec): 3 clusters Score: Raw -996722.145072 + Penalty 2980.634688 = -993741.510384 nChanged 58 SP:Iteration 31Q (1886.133893 sec): 3 clusters Score: Raw -996744.607942 + Penalty 2980.634688 = -993763.973253 nChanged 64 SP:Iteration 32Q (1886.197434 sec): 3 clusters Score: Raw -996770.734953 + Penalty 2980.634688 = -993790.100265 nChanged 53 SP:Iteration 33Q (1886.260372 sec): 3 clusters Score: Raw -996792.538951 + Penalty 2980.634688 = -993811.904263 nChanged 52 SP:Iteration 34Q (1886.308440 sec): 3 clusters Score: Raw -996811.016572 + Penalty 2980.634688 = -993830.381883 nChanged 39 SP:Iteration 35Q (1886.373748 sec): 3 clusters Score: Raw -996823.767926 + Penalty 2980.634688 = -993843.133237 nChanged 40 SP:Iteration 36Q (1886.438572 sec): 3 clusters Score: Raw -996835.909494 + Penalty 2980.634688 = -993855.274806 nChanged 28 SP:Iteration 37Q (1886.499814 sec): 3 clusters Score: Raw -996843.778832 + Penalty 2980.634688 = -993863.144144 nChanged 32 SP:Iteration 38Q (1886.555569 sec): 3 clusters Score: Raw -996852.804191 + Penalty 2980.634688 = -993872.169503 nChanged 32 SP:Iteration 39Q (1886.619366 sec): 3 clusters Score: Raw -996861.309443 + Penalty 2980.634688 = -993880.674754 nChanged 32 SP:Iteration 40F (1886.680817 sec): 3 clusters Score: Raw -996874.664505 + Penalty 2980.634688 = -993894.029817 nChanged 38 SP:Iteration 41Q (1886.739997 sec): 3 clusters Score: Raw -996885.421320 + Penalty 2980.634688 = -993904.786632 nChanged 41 SP:Iteration 42Q (1886.795214 sec): 3 clusters Score: Raw -996898.252639 + Penalty 2980.634688 = -993917.617950 nChanged 40 SP:Iteration 43Q (1886.853006 sec): 3 clusters Score: Raw -996908.202617 + Penalty 2980.634688 = -993927.567929 nChanged 38 SP:Iteration 44Q (1886.910055 sec): 3 clusters Score: Raw -996919.285260 + Penalty 2980.634688 = -993938.650572 nChanged 40 SP:Iteration 45Q (1886.969542 sec): 3 clusters Score: Raw -996931.105518 + Penalty 2980.634688 = -993950.470830 nChanged 42 SP:Iteration 46Q (1887.029000 sec): 3 clusters Score: Raw -996945.315515 + Penalty 2980.634688 = -993964.680827 nChanged 40 SP:Iteration 47Q (1887.089292 sec): 3 clusters Score: Raw -996954.934855 + Penalty 2980.634688 = -993974.300167 nChanged 35 SP:Iteration 48Q (1887.153173 sec): 3 clusters Score: Raw -996964.310280 + Penalty 2980.634688 = -993983.675592 nChanged 33 SP:Iteration 49Q (1887.210851 sec): 3 clusters Score: Raw -996973.334946 + Penalty 2980.634688 = -993992.700258 nChanged 30 SP:Iteration 50Q (1887.274144 sec): 3 clusters Score: Raw -996979.025618 + Penalty 2980.634688 = -993998.390930 nChanged 25 SP:Iteration 51Q (1887.329358 sec): 3 clusters Score: Raw -996985.723403 + Penalty 2980.634688 = -994005.088715 nChanged 32 SP:Iteration 52Q (1887.396477 sec): 3 clusters Score: Raw -996993.639337 + Penalty 2980.634688 = -994013.004649 nChanged 17 SP:Iteration 53Q (1887.455274 sec): 3 clusters Score: Raw -996996.121205 + Penalty 2980.634688 = -994015.486517 nChanged 17 SP:Iteration 54Q (1887.505554 sec): 3 clusters Score: Raw -996998.761410 + Penalty 2980.634688 = -994018.126721 nChanged 15 SP:Iteration 55Q (1887.578920 sec): 3 clusters Score: Raw -997001.581537 + Penalty 2980.634688 = -994020.946848 nChanged 21 SP:Iteration 56Q (1887.632333 sec): 3 clusters Score: Raw -997004.955421 + Penalty 2980.634688 = -994024.320732 nChanged 14 SP:Iteration 57Q (1887.706290 sec): 3 clusters Score: Raw -997007.310054 + Penalty 2980.634688 = -994026.675366 nChanged 12 SP:Iteration 58Q (1887.757857 sec): 3 clusters Score: Raw -997009.725524 + Penalty 2980.634688 = -994029.090836 nChanged 9 SP:Iteration 59Q (1887.832117 sec): 3 clusters Score: Raw -997011.076161 + Penalty 2980.634688 = -994030.441473 nChanged 6 SP:Iteration 60F (1887.896422 sec): 3 clusters Score: Raw -997012.544019 + Penalty 2980.634688 = -994031.909330 nChanged 13 SP:Iteration 61Q (1887.955547 sec): 3 clusters Score: Raw -997014.502716 + Penalty 2980.634688 = -994033.868027 nChanged 12 SP:Iteration 62Q (1888.008649 sec): 3 clusters Score: Raw -997016.723385 + Penalty 2980.634688 = -994036.088697 nChanged 13 SP:Iteration 63Q (1888.069906 sec): 3 clusters Score: Raw -997019.114989 + Penalty 2980.634688 = -994038.480300 nChanged 12 SP:Iteration 64Q (1888.130243 sec): 3 clusters Score: Raw -997020.952808 + Penalty 2980.634688 = -994040.318119 nChanged 13 SP:Iteration 65Q (1888.193275 sec): 3 clusters Score: Raw -997023.315149 + Penalty 2980.634688 = -994042.680460 nChanged 10 SP:Iteration 66Q (1888.261116 sec): 3 clusters Score: Raw -997024.607488 + Penalty 2980.634688 = -994043.972800 nChanged 6 SP:Iteration 67Q (1888.325876 sec): 3 clusters Score: Raw -997025.686750 + Penalty 2980.634688 = -994045.052061 nChanged 4 SP:Iteration 68Q (1888.380176 sec): 3 clusters Score: Raw -997026.151076 + Penalty 2980.634688 = -994045.516387 nChanged 6 SP:Iteration 69Q (1888.449940 sec): 3 clusters Score: Raw -997027.110588 + Penalty 2980.634688 = -994046.475899 nChanged 4 SP:Iteration 70Q (1888.500760 sec): 3 clusters Score: Raw -997028.070502 + Penalty 2980.634688 = -994047.435813 nChanged 8 SP:Iteration 71Q (1888.568770 sec): 3 clusters Score: Raw -997029.937072 + Penalty 2980.634688 = -994049.302383 nChanged 10 SP:Iteration 72Q (1888.635900 sec): 3 clusters Score: Raw -997031.534773 + Penalty 2980.634688 = -994050.900085 nChanged 9 SP:Iteration 73Q (1888.704625 sec): 3 clusters Score: Raw -997032.771010 + Penalty 2980.634688 = -994052.136322 nChanged 7 SP:Iteration 74Q (1888.756541 sec): 3 clusters Score: Raw -997033.851115 + Penalty 2980.634688 = -994053.216426 nChanged 6 SP:Iteration 75Q (1888.815435 sec): 3 clusters Score: Raw -997035.351637 + Penalty 2980.634688 = -994054.716948 nChanged 8 SP:Iteration 76Q (1888.885652 sec): 3 clusters Score: Raw -997036.332716 + Penalty 2980.634688 = -994055.698028 nChanged 6 SP:Iteration 77Q (1888.946182 sec): 3 clusters Score: Raw -997037.610765 + Penalty 2980.634688 = -994056.976076 nChanged 10 SP:Iteration 78Q (1889.000645 sec): 3 clusters Score: Raw -997039.589876 + Penalty 2980.634688 = -994058.955188 nChanged 9 SP:Iteration 79Q (1889.071194 sec): 3 clusters Score: Raw -997041.567721 + Penalty 2980.634688 = -994060.933032 nChanged 13 SP:Iteration 80F (1889.131226 sec): 3 clusters Score: Raw -997043.868054 + Penalty 2980.634688 = -994063.233365 nChanged 8 SP:Iteration 81Q (1889.205047 sec): 3 clusters Score: Raw -997045.185225 + Penalty 2980.634688 = -994064.550536 nChanged 8 SP:Iteration 82Q (1889.265944 sec): 3 clusters Score: Raw -997046.823813 + Penalty 2980.634688 = -994066.189124 nChanged 8 SP:Iteration 83Q (1889.316421 sec): 3 clusters Score: Raw -997048.149100 + Penalty 2980.634688 = -994067.514412 nChanged 8 SP:Iteration 84Q (1889.381307 sec): 3 clusters Score: Raw -997049.215501 + Penalty 2980.634688 = -994068.580813 nChanged 11 SP:Iteration 85Q (1889.446365 sec): 3 clusters Score: Raw -997051.097340 + Penalty 2980.634688 = -994070.462652 nChanged 8 SP:Iteration 86Q (1889.516167 sec): 3 clusters Score: Raw -997052.093982 + Penalty 2980.634688 = -994071.459293 nChanged 7 SP:Iteration 87Q (1889.580602 sec): 3 clusters Score: Raw -997053.139062 + Penalty 2980.634688 = -994072.504373 nChanged 4 SP:Iteration 88Q (1889.643046 sec): 3 clusters Score: Raw -997053.519450 + Penalty 2980.634688 = -994072.884762 nChanged 4 SP:Iteration 89Q (1889.707155 sec): 3 clusters Score: Raw -997053.968591 + Penalty 2980.634688 = -994073.333902 nChanged 4 SP:Iteration 90Q (1889.761067 sec): 3 clusters Score: Raw -997054.377240 + Penalty 2980.634688 = -994073.742552 nChanged 2 SP:Iteration 91Q (1889.832744 sec): 3 clusters Score: Raw -997054.495346 + Penalty 2980.634688 = -994073.860657 nChanged 2 SP:Iteration 92Q (1889.897360 sec): 3 clusters Score: Raw -997054.705618 + Penalty 2980.634688 = -994074.070930 nChanged 0 SP:Iteration 93F (1889.951227 sec): 3 clusters Score: Raw -997054.705618 + Penalty 2980.634688 = -994074.070930 nChanged 0 Trying to split cluster 43 (6079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1889.994024 sec): 2 clusters Score: Raw -650082.939151 + Penalty 1415.796767 = -648667.142384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1890.048846 sec): 3 clusters Score: Raw -646957.275466 + Penalty 2831.593534 = -644125.681932 nChanged 2459 SP:Iteration 1F (1890.102026 sec): 3 clusters Score: Raw -648538.821165 + Penalty 2831.593534 = -645707.227631 nChanged 412 SP:Iteration 2F (1890.162814 sec): 3 clusters Score: Raw -648786.159912 + Penalty 2831.593534 = -645954.566379 nChanged 366 SP:Iteration 3F (1890.219245 sec): 3 clusters Score: Raw -649000.383583 + Penalty 2831.593534 = -646168.790050 nChanged 295 SP:Iteration 4Q (1890.276263 sec): 3 clusters Score: Raw -649166.296111 + Penalty 2831.593534 = -646334.702577 nChanged 251 SP:Iteration 5Q (1890.324366 sec): 3 clusters Score: Raw -649320.321615 + Penalty 2831.593534 = -646488.728081 nChanged 225 SP:Iteration 6Q (1890.381829 sec): 3 clusters Score: Raw -649467.223708 + Penalty 2831.593534 = -646635.630175 nChanged 242 SP:Iteration 7Q (1890.444640 sec): 3 clusters Score: Raw -649603.851348 + Penalty 2831.593534 = -646772.257814 nChanged 205 SP:Iteration 8Q (1890.495147 sec): 3 clusters Score: Raw -649703.721159 + Penalty 2831.593534 = -646872.127626 nChanged 153 SP:Iteration 9Q (1890.545363 sec): 3 clusters Score: Raw -649768.296041 + Penalty 2831.593534 = -646936.702508 nChanged 120 SP:Iteration 10Q (1890.596706 sec): 3 clusters Score: Raw -649807.223995 + Penalty 2831.593534 = -646975.630462 nChanged 86 SP:Iteration 11Q (1890.668302 sec): 3 clusters Score: Raw -649835.981265 + Penalty 2831.593534 = -647004.387732 nChanged 62 SP:Iteration 12Q (1890.712539 sec): 3 clusters Score: Raw -649858.627026 + Penalty 2831.593534 = -647027.033493 nChanged 54 SP:Iteration 13Q (1890.771539 sec): 3 clusters Score: Raw -649876.041961 + Penalty 2831.593534 = -647044.448428 nChanged 40 SP:Iteration 14Q (1890.831011 sec): 3 clusters Score: Raw -649889.601944 + Penalty 2831.593534 = -647058.008411 nChanged 43 SP:Iteration 15Q (1890.880888 sec): 3 clusters Score: Raw -649898.548036 + Penalty 2831.593534 = -647066.954503 nChanged 21 SP:Iteration 16Q (1890.940614 sec): 3 clusters Score: Raw -649902.621741 + Penalty 2831.593534 = -647071.028208 nChanged 24 SP:Iteration 17Q (1890.994107 sec): 3 clusters Score: Raw -649907.735449 + Penalty 2831.593534 = -647076.141916 nChanged 28 SP:Iteration 18Q (1891.041027 sec): 3 clusters Score: Raw -649915.739201 + Penalty 2831.593534 = -647084.145667 nChanged 24 SP:Iteration 19Q (1891.099381 sec): 3 clusters Score: Raw -649920.519612 + Penalty 2831.593534 = -647088.926079 nChanged 15 SP:Iteration 20F (1891.155933 sec): 3 clusters Score: Raw -649923.951468 + Penalty 2831.593534 = -647092.357935 nChanged 13 SP:Iteration 21Q (1891.203741 sec): 3 clusters Score: Raw -649926.314186 + Penalty 2831.593534 = -647094.720652 nChanged 10 SP:Iteration 22Q (1891.258115 sec): 3 clusters Score: Raw -649928.590454 + Penalty 2831.593534 = -647096.996921 nChanged 17 SP:Iteration 23Q (1891.319014 sec): 3 clusters Score: Raw -649931.349390 + Penalty 2831.593534 = -647099.755856 nChanged 14 SP:Iteration 24Q (1891.374850 sec): 3 clusters Score: Raw -649933.878220 + Penalty 2831.593534 = -647102.284687 nChanged 12 SP:Iteration 25Q (1891.424230 sec): 3 clusters Score: Raw -649936.377371 + Penalty 2831.593534 = -647104.783837 nChanged 12 SP:Iteration 26Q (1891.483997 sec): 3 clusters Score: Raw -649939.603943 + Penalty 2831.593534 = -647108.010410 nChanged 16 SP:Iteration 27Q (1891.542143 sec): 3 clusters Score: Raw -649943.317100 + Penalty 2831.593534 = -647111.723566 nChanged 17 SP:Iteration 28Q (1891.600998 sec): 3 clusters Score: Raw -649946.436459 + Penalty 2831.593534 = -647114.842925 nChanged 13 SP:Iteration 29Q (1891.646847 sec): 3 clusters Score: Raw -649949.057448 + Penalty 2831.593534 = -647117.463915 nChanged 14 SP:Iteration 30Q (1891.713033 sec): 3 clusters Score: Raw -649951.752604 + Penalty 2831.593534 = -647120.159071 nChanged 10 SP:Iteration 31Q (1891.771884 sec): 3 clusters Score: Raw -649953.461129 + Penalty 2831.593534 = -647121.867595 nChanged 12 SP:Iteration 32Q (1891.817334 sec): 3 clusters Score: Raw -649955.467476 + Penalty 2831.593534 = -647123.873942 nChanged 6 SP:Iteration 33Q (1891.866160 sec): 3 clusters Score: Raw -649956.713630 + Penalty 2831.593534 = -647125.120096 nChanged 11 SP:Iteration 34Q (1891.921242 sec): 3 clusters Score: Raw -649959.030008 + Penalty 2831.593534 = -647127.436475 nChanged 10 SP:Iteration 35Q (1891.980531 sec): 3 clusters Score: Raw -649960.821633 + Penalty 2831.593534 = -647129.228099 nChanged 11 SP:Iteration 36Q (1892.038130 sec): 3 clusters Score: Raw -649963.650560 + Penalty 2831.593534 = -647132.057026 nChanged 14 SP:Iteration 37Q (1892.095424 sec): 3 clusters Score: Raw -649966.270196 + Penalty 2831.593534 = -647134.676662 nChanged 8 SP:Iteration 38Q (1892.140016 sec): 3 clusters Score: Raw -649967.361154 + Penalty 2831.593534 = -647135.767621 nChanged 4 SP:Iteration 39Q (1892.208966 sec): 3 clusters Score: Raw -649967.957753 + Penalty 2831.593534 = -647136.364220 nChanged 6 SP:Iteration 40F (1892.264694 sec): 3 clusters Score: Raw -649968.806642 + Penalty 2831.593534 = -647137.213108 nChanged 5 SP:Iteration 41Q (1892.322745 sec): 3 clusters Score: Raw -649970.069599 + Penalty 2831.593534 = -647138.476066 nChanged 4 SP:Iteration 42Q (1892.369970 sec): 3 clusters Score: Raw -649970.704078 + Penalty 2831.593534 = -647139.110545 nChanged 2 SP:Iteration 43Q (1892.427131 sec): 3 clusters Score: Raw -649971.117107 + Penalty 2831.593534 = -647139.523573 nChanged 4 SP:Iteration 44Q (1892.485403 sec): 3 clusters Score: Raw -649971.941891 + Penalty 2831.593534 = -647140.348357 nChanged 3 SP:Iteration 45Q (1892.536795 sec): 3 clusters Score: Raw -649972.326887 + Penalty 2831.593534 = -647140.733353 nChanged 1 SP:Iteration 46Q (1892.588076 sec): 3 clusters Score: Raw -649972.478004 + Penalty 2831.593534 = -647140.884471 nChanged 2 SP:Iteration 47Q (1892.650144 sec): 3 clusters Score: Raw -649972.759900 + Penalty 2831.593534 = -647141.166367 nChanged 1 SP:Iteration 48Q (1892.693547 sec): 3 clusters Score: Raw -649972.958056 + Penalty 2831.593534 = -647141.364523 nChanged 2 SP:Iteration 49Q (1892.749245 sec): 3 clusters Score: Raw -649973.489108 + Penalty 2831.593534 = -647141.895574 nChanged 4 SP:Iteration 50Q (1892.811598 sec): 3 clusters Score: Raw -649974.240691 + Penalty 2831.593534 = -647142.647158 nChanged 2 SP:Iteration 51Q (1892.874384 sec): 3 clusters Score: Raw -649974.803854 + Penalty 2831.593534 = -647143.210321 nChanged 6 SP:Iteration 52Q (1892.927226 sec): 3 clusters Score: Raw -649975.335652 + Penalty 2831.593534 = -647143.742119 nChanged 3 SP:Iteration 53Q (1892.981291 sec): 3 clusters Score: Raw -649975.944714 + Penalty 2831.593534 = -647144.351181 nChanged 1 SP:Iteration 54Q (1893.031331 sec): 3 clusters Score: Raw -649976.318077 + Penalty 2831.593534 = -647144.724543 nChanged 2 SP:Iteration 55Q (1893.084033 sec): 3 clusters Score: Raw -649976.489090 + Penalty 2831.593534 = -647144.895556 nChanged 2 SP:Iteration 56Q (1893.145871 sec): 3 clusters Score: Raw -649976.740404 + Penalty 2831.593534 = -647145.146871 nChanged 1 SP:Iteration 57Q (1893.207000 sec): 3 clusters Score: Raw -649976.888511 + Penalty 2831.593534 = -647145.294977 nChanged 2 SP:Iteration 58Q (1893.259025 sec): 3 clusters Score: Raw -649977.246261 + Penalty 2831.593534 = -647145.652727 nChanged 2 SP:Iteration 59Q (1893.303810 sec): 3 clusters Score: Raw -649977.534561 + Penalty 2831.593534 = -647145.941028 nChanged 2 SP:Iteration 60F (1893.359740 sec): 3 clusters Score: Raw -649977.907548 + Penalty 2831.593534 = -647146.314015 nChanged 3 SP:Iteration 61Q (1893.415429 sec): 3 clusters Score: Raw -649978.320671 + Penalty 2831.593534 = -647146.727137 nChanged 6 SP:Iteration 62Q (1893.473076 sec): 3 clusters Score: Raw -649979.433885 + Penalty 2831.593534 = -647147.840351 nChanged 6 SP:Iteration 63Q (1893.533545 sec): 3 clusters Score: Raw -649980.492010 + Penalty 2831.593534 = -647148.898476 nChanged 8 SP:Iteration 64Q (1893.585465 sec): 3 clusters Score: Raw -649982.087656 + Penalty 2831.593534 = -647150.494123 nChanged 9 SP:Iteration 65Q (1893.640708 sec): 3 clusters Score: Raw -649984.611527 + Penalty 2831.593534 = -647153.017993 nChanged 13 SP:Iteration 66Q (1893.695176 sec): 3 clusters Score: Raw -649987.668061 + Penalty 2831.593534 = -647156.074527 nChanged 8 SP:Iteration 67Q (1893.753472 sec): 3 clusters Score: Raw -649989.328027 + Penalty 2831.593534 = -647157.734493 nChanged 12 SP:Iteration 68Q (1893.798175 sec): 3 clusters Score: Raw -649992.191274 + Penalty 2831.593534 = -647160.597740 nChanged 15 SP:Iteration 69Q (1893.860471 sec): 3 clusters Score: Raw -649995.063767 + Penalty 2831.593534 = -647163.470234 nChanged 15 SP:Iteration 70Q (1893.908698 sec): 3 clusters Score: Raw -649998.597834 + Penalty 2831.593534 = -647167.004300 nChanged 20 SP:Iteration 71Q (1893.954426 sec): 3 clusters Score: Raw -650003.233017 + Penalty 2831.593534 = -647171.639484 nChanged 13 SP:Iteration 72Q (1894.011576 sec): 3 clusters Score: Raw -650006.083808 + Penalty 2831.593534 = -647174.490274 nChanged 17 SP:Iteration 73Q (1894.063396 sec): 3 clusters Score: Raw -650010.044943 + Penalty 2831.593534 = -647178.451409 nChanged 18 SP:Iteration 74Q (1894.123647 sec): 3 clusters Score: Raw -650015.588348 + Penalty 2831.593534 = -647183.994814 nChanged 21 SP:Iteration 75Q (1894.182162 sec): 3 clusters Score: Raw -650021.256843 + Penalty 2831.593534 = -647189.663310 nChanged 21 SP:Iteration 76Q (1894.223238 sec): 3 clusters Score: Raw -650026.090632 + Penalty 2831.593534 = -647194.497099 nChanged 14 SP:Iteration 77Q (1894.285808 sec): 3 clusters Score: Raw -650028.900818 + Penalty 2831.593534 = -647197.307284 nChanged 6 SP:Iteration 78Q (1894.332374 sec): 3 clusters Score: Raw -650029.552564 + Penalty 2831.593534 = -647197.959031 nChanged 3 SP:Iteration 79Q (1894.387382 sec): 3 clusters Score: Raw -650030.085790 + Penalty 2831.593534 = -647198.492257 nChanged 3 SP:Iteration 80F (1894.455243 sec): 3 clusters Score: Raw -650030.586794 + Penalty 2831.593534 = -647198.993261 nChanged 1 SP:Iteration 81Q (1894.501175 sec): 3 clusters Score: Raw -650030.673793 + Penalty 2831.593534 = -647199.080260 nChanged 2 SP:Iteration 82Q (1894.569668 sec): 3 clusters Score: Raw -650030.785146 + Penalty 2831.593534 = -647199.191612 nChanged 0 SP:Iteration 83F (1894.623650 sec): 3 clusters Score: Raw -650030.785146 + Penalty 2831.593534 = -647199.191612 nChanged 0 Trying to split cluster 44 (5885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1894.654574 sec): 2 clusters Score: Raw -629579.991548 + Penalty 1410.526328 = -628169.465220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1894.702556 sec): 3 clusters Score: Raw -626460.422762 + Penalty 2821.052656 = -623639.370105 nChanged 2457 SP:Iteration 1F (1894.761686 sec): 3 clusters Score: Raw -627667.922556 + Penalty 2821.052656 = -624846.869899 nChanged 351 SP:Iteration 2F (1894.818770 sec): 3 clusters Score: Raw -627824.619382 + Penalty 2821.052656 = -625003.566726 nChanged 275 SP:Iteration 3Q (1894.873389 sec): 3 clusters Score: Raw -627952.437415 + Penalty 2821.052656 = -625131.384759 nChanged 249 SP:Iteration 4Q (1894.921641 sec): 3 clusters Score: Raw -628057.984493 + Penalty 2821.052656 = -625236.931836 nChanged 213 SP:Iteration 5Q (1894.987646 sec): 3 clusters Score: Raw -628149.270834 + Penalty 2821.052656 = -625328.218177 nChanged 203 SP:Iteration 6Q (1895.039733 sec): 3 clusters Score: Raw -628249.498959 + Penalty 2821.052656 = -625428.446302 nChanged 214 SP:Iteration 7Q (1895.094149 sec): 3 clusters Score: Raw -628361.855665 + Penalty 2821.052656 = -625540.803009 nChanged 210 SP:Iteration 8Q (1895.158375 sec): 3 clusters Score: Raw -628491.885962 + Penalty 2821.052656 = -625670.833306 nChanged 223 SP:Iteration 9Q (1895.214015 sec): 3 clusters Score: Raw -628650.635034 + Penalty 2821.052656 = -625829.582377 nChanged 227 SP:Iteration 10Q (1895.269375 sec): 3 clusters Score: Raw -628826.859554 + Penalty 2821.052656 = -626005.806897 nChanged 210 SP:Iteration 11Q (1895.328910 sec): 3 clusters Score: Raw -628995.179785 + Penalty 2821.052656 = -626174.127129 nChanged 185 SP:Iteration 12Q (1895.375930 sec): 3 clusters Score: Raw -629122.332951 + Penalty 2821.052656 = -626301.280295 nChanged 150 SP:Iteration 13Q (1895.441327 sec): 3 clusters Score: Raw -629247.264868 + Penalty 2821.052656 = -626426.212212 nChanged 125 SP:Iteration 14Q (1895.489885 sec): 3 clusters Score: Raw -629350.994659 + Penalty 2821.052656 = -626529.942002 nChanged 98 SP:Iteration 15Q (1895.540849 sec): 3 clusters Score: Raw -629422.666764 + Penalty 2821.052656 = -626601.614107 nChanged 87 SP:Iteration 16Q (1895.593937 sec): 3 clusters Score: Raw -629473.561901 + Penalty 2821.052656 = -626652.509244 nChanged 55 SP:Iteration 17Q (1895.645990 sec): 3 clusters Score: Raw -629504.502820 + Penalty 2821.052656 = -626683.450164 nChanged 51 SP:Iteration 18Q (1895.710180 sec): 3 clusters Score: Raw -629536.563008 + Penalty 2821.052656 = -626715.510351 nChanged 50 SP:Iteration 19Q (1895.760354 sec): 3 clusters Score: Raw -629571.652270 + Penalty 2821.052656 = -626750.599614 nChanged 45 SP:Iteration 20F (1895.822149 sec): 3 clusters Score: Raw -629601.450292 + Penalty 2821.052656 = -626780.397636 nChanged 39 SP:Iteration 21Q (1895.871560 sec): 3 clusters Score: Raw -629634.298939 + Penalty 2821.052656 = -626813.246283 nChanged 43 SP:Iteration 22Q (1895.927879 sec): 3 clusters Score: Raw -629663.654094 + Penalty 2821.052656 = -626842.601438 nChanged 31 SP:Iteration 23Q (1895.972321 sec): 3 clusters Score: Raw -629685.022459 + Penalty 2821.052656 = -626863.969802 nChanged 32 SP:Iteration 24Q (1896.030576 sec): 3 clusters Score: Raw -629705.440428 + Penalty 2821.052656 = -626884.387772 nChanged 24 SP:Iteration 25Q (1896.077797 sec): 3 clusters Score: Raw -629720.570711 + Penalty 2821.052656 = -626899.518055 nChanged 20 SP:Iteration 26Q (1896.128844 sec): 3 clusters Score: Raw -629732.159271 + Penalty 2821.052656 = -626911.106615 nChanged 14 SP:Iteration 27Q (1896.187857 sec): 3 clusters Score: Raw -629741.795823 + Penalty 2821.052656 = -626920.743167 nChanged 10 SP:Iteration 28Q (1896.237216 sec): 3 clusters Score: Raw -629746.408748 + Penalty 2821.052656 = -626925.356092 nChanged 4 SP:Iteration 29Q (1896.295656 sec): 3 clusters Score: Raw -629748.335084 + Penalty 2821.052656 = -626927.282428 nChanged 3 SP:Iteration 30Q (1896.343063 sec): 3 clusters Score: Raw -629750.479106 + Penalty 2821.052656 = -626929.426449 nChanged 5 SP:Iteration 31Q (1896.390320 sec): 3 clusters Score: Raw -629753.198378 + Penalty 2821.052656 = -626932.145722 nChanged 5 SP:Iteration 32Q (1896.453160 sec): 3 clusters Score: Raw -629755.257557 + Penalty 2821.052656 = -626934.204901 nChanged 3 SP:Iteration 33Q (1896.504682 sec): 3 clusters Score: Raw -629757.291958 + Penalty 2821.052656 = -626936.239302 nChanged 2 SP:Iteration 34Q (1896.556806 sec): 3 clusters Score: Raw -629758.219829 + Penalty 2821.052656 = -626937.167173 nChanged 1 SP:Iteration 35Q (1896.612587 sec): 3 clusters Score: Raw -629758.921208 + Penalty 2821.052656 = -626937.868552 nChanged 2 SP:Iteration 36Q (1896.667780 sec): 3 clusters Score: Raw -629760.666249 + Penalty 2821.052656 = -626939.613593 nChanged 3 SP:Iteration 37Q (1896.720321 sec): 3 clusters Score: Raw -629762.312169 + Penalty 2821.052656 = -626941.259512 nChanged 5 SP:Iteration 38Q (1896.773161 sec): 3 clusters Score: Raw -629765.130293 + Penalty 2821.052656 = -626944.077636 nChanged 3 SP:Iteration 39Q (1896.816267 sec): 3 clusters Score: Raw -629767.872438 + Penalty 2821.052656 = -626946.819782 nChanged 2 SP:Iteration 40F (1896.881134 sec): 3 clusters Score: Raw -629768.888409 + Penalty 2821.052656 = -626947.835753 nChanged 0 Trying to split cluster 45 (14269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1896.925606 sec): 2 clusters Score: Raw -1551892.856619 + Penalty 1554.449753 = -1550338.406867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1896.985600 sec): 3 clusters Score: Raw -1543452.333456 + Penalty 3108.899505 = -1540343.433951 nChanged 6410 SP:Iteration 1F (1897.063490 sec): 3 clusters Score: Raw -1546944.185431 + Penalty 3108.899505 = -1543835.285926 nChanged 815 SP:Iteration 2F (1897.133136 sec): 3 clusters Score: Raw -1547325.930298 + Penalty 3108.899505 = -1544217.030793 nChanged 819 SP:Iteration 3F (1897.187759 sec): 3 clusters Score: Raw -1547721.593001 + Penalty 3108.899505 = -1544612.693496 nChanged 782 SP:Iteration 4F (1897.259056 sec): 3 clusters Score: Raw -1548128.942602 + Penalty 3108.899505 = -1545020.043097 nChanged 781 SP:Iteration 5F (1897.326322 sec): 3 clusters Score: Raw -1548551.901638 + Penalty 3108.899505 = -1545443.002133 nChanged 784 SP:Iteration 6F (1897.401815 sec): 3 clusters Score: Raw -1549000.971667 + Penalty 3108.899505 = -1545892.072162 nChanged 741 SP:Iteration 7F (1897.463180 sec): 3 clusters Score: Raw -1549468.783139 + Penalty 3108.899505 = -1546359.883634 nChanged 704 SP:Iteration 8Q (1897.543355 sec): 3 clusters Score: Raw -1549907.952599 + Penalty 3108.899505 = -1546799.053094 nChanged 602 SP:Iteration 9Q (1897.607200 sec): 3 clusters Score: Raw -1550275.261462 + Penalty 3108.899505 = -1547166.361957 nChanged 535 SP:Iteration 10Q (1897.677419 sec): 3 clusters Score: Raw -1550619.747680 + Penalty 3108.899505 = -1547510.848175 nChanged 442 SP:Iteration 11Q (1897.750586 sec): 3 clusters Score: Raw -1550866.084802 + Penalty 3108.899505 = -1547757.185297 nChanged 338 SP:Iteration 12Q (1897.821467 sec): 3 clusters Score: Raw -1551033.566767 + Penalty 3108.899505 = -1547924.667262 nChanged 258 SP:Iteration 13Q (1897.886804 sec): 3 clusters Score: Raw -1551150.321498 + Penalty 3108.899505 = -1548041.421993 nChanged 214 SP:Iteration 14Q (1897.966085 sec): 3 clusters Score: Raw -1551239.518312 + Penalty 3108.899505 = -1548130.618807 nChanged 190 SP:Iteration 15Q (1898.039102 sec): 3 clusters Score: Raw -1551306.607685 + Penalty 3108.899505 = -1548197.708180 nChanged 144 SP:Iteration 16Q (1898.106103 sec): 3 clusters Score: Raw -1551355.041296 + Penalty 3108.899505 = -1548246.141791 nChanged 149 SP:Iteration 17Q (1898.176689 sec): 3 clusters Score: Raw -1551407.731629 + Penalty 3108.899505 = -1548298.832124 nChanged 161 SP:Iteration 18Q (1898.243239 sec): 3 clusters Score: Raw -1551476.166814 + Penalty 3108.899505 = -1548367.267309 nChanged 147 SP:Iteration 19Q (1898.319559 sec): 3 clusters Score: Raw -1551535.479608 + Penalty 3108.899505 = -1548426.580103 nChanged 145 SP:Iteration 20F (1898.386534 sec): 3 clusters Score: Raw -1551591.321200 + Penalty 3108.899505 = -1548482.421695 nChanged 134 SP:Iteration 21Q (1898.447421 sec): 3 clusters Score: Raw -1551643.692324 + Penalty 3108.899505 = -1548534.792819 nChanged 129 SP:Iteration 22Q (1898.525798 sec): 3 clusters Score: Raw -1551696.835068 + Penalty 3108.899505 = -1548587.935563 nChanged 130 SP:Iteration 23Q (1898.595254 sec): 3 clusters Score: Raw -1551747.390478 + Penalty 3108.899505 = -1548638.490973 nChanged 127 SP:Iteration 24Q (1898.669371 sec): 3 clusters Score: Raw -1551804.741133 + Penalty 3108.899505 = -1548695.841628 nChanged 107 SP:Iteration 25Q (1898.728985 sec): 3 clusters Score: Raw -1551843.827273 + Penalty 3108.899505 = -1548734.927768 nChanged 92 SP:Iteration 26Q (1898.797803 sec): 3 clusters Score: Raw -1551880.032426 + Penalty 3108.899505 = -1548771.132921 nChanged 76 SP:Iteration 27Q (1898.863535 sec): 3 clusters Score: Raw -1551908.922883 + Penalty 3108.899505 = -1548800.023378 nChanged 61 SP:Iteration 28Q (1898.930207 sec): 3 clusters Score: Raw -1551929.083593 + Penalty 3108.899505 = -1548820.184088 nChanged 59 SP:Iteration 29Q (1898.996233 sec): 3 clusters Score: Raw -1551949.158609 + Penalty 3108.899505 = -1548840.259104 nChanged 53 SP:Iteration 30Q (1899.066224 sec): 3 clusters Score: Raw -1551966.378136 + Penalty 3108.899505 = -1548857.478631 nChanged 57 SP:Iteration 31Q (1899.122180 sec): 3 clusters Score: Raw -1551988.083122 + Penalty 3108.899505 = -1548879.183617 nChanged 59 SP:Iteration 32Q (1899.194195 sec): 3 clusters Score: Raw -1552010.902746 + Penalty 3108.899505 = -1548902.003241 nChanged 55 SP:Iteration 33Q (1899.258032 sec): 3 clusters Score: Raw -1552033.014770 + Penalty 3108.899505 = -1548924.115265 nChanged 55 SP:Iteration 34Q (1899.321284 sec): 3 clusters Score: Raw -1552053.974037 + Penalty 3108.899505 = -1548945.074532 nChanged 47 SP:Iteration 35Q (1899.384383 sec): 3 clusters Score: Raw -1552070.821694 + Penalty 3108.899505 = -1548961.922189 nChanged 45 SP:Iteration 36Q (1899.459796 sec): 3 clusters Score: Raw -1552087.527177 + Penalty 3108.899505 = -1548978.627672 nChanged 32 SP:Iteration 37Q (1899.529086 sec): 3 clusters Score: Raw -1552096.594797 + Penalty 3108.899505 = -1548987.695292 nChanged 24 SP:Iteration 38Q (1899.583358 sec): 3 clusters Score: Raw -1552103.833150 + Penalty 3108.899505 = -1548994.933645 nChanged 29 SP:Iteration 39Q (1899.657089 sec): 3 clusters Score: Raw -1552112.638281 + Penalty 3108.899505 = -1549003.738776 nChanged 22 SP:Iteration 40F (1899.719822 sec): 3 clusters Score: Raw -1552120.851187 + Penalty 3108.899505 = -1549011.951682 nChanged 20 SP:Iteration 41Q (1899.796004 sec): 3 clusters Score: Raw -1552127.434684 + Penalty 3108.899505 = -1549018.535179 nChanged 18 SP:Iteration 42Q (1899.861916 sec): 3 clusters Score: Raw -1552135.879464 + Penalty 3108.899505 = -1549026.979959 nChanged 21 SP:Iteration 43Q (1899.930932 sec): 3 clusters Score: Raw -1552144.579203 + Penalty 3108.899505 = -1549035.679698 nChanged 21 SP:Iteration 44Q (1899.996633 sec): 3 clusters Score: Raw -1552153.460435 + Penalty 3108.899505 = -1549044.560929 nChanged 19 SP:Iteration 45Q (1900.052804 sec): 3 clusters Score: Raw -1552160.973300 + Penalty 3108.899505 = -1549052.073795 nChanged 16 SP:Iteration 46Q (1900.118372 sec): 3 clusters Score: Raw -1552167.458595 + Penalty 3108.899505 = -1549058.559090 nChanged 10 SP:Iteration 47Q (1900.194421 sec): 3 clusters Score: Raw -1552170.723865 + Penalty 3108.899505 = -1549061.824360 nChanged 11 SP:Iteration 48Q (1900.261835 sec): 3 clusters Score: Raw -1552174.240715 + Penalty 3108.899505 = -1549065.341210 nChanged 10 SP:Iteration 49Q (1900.329983 sec): 3 clusters Score: Raw -1552178.243985 + Penalty 3108.899505 = -1549069.344480 nChanged 7 SP:Iteration 50Q (1900.391345 sec): 3 clusters Score: Raw -1552180.936748 + Penalty 3108.899505 = -1549072.037243 nChanged 9 SP:Iteration 51Q (1900.440258 sec): 3 clusters Score: Raw -1552183.695498 + Penalty 3108.899505 = -1549074.795993 nChanged 8 SP:Iteration 52Q (1900.509933 sec): 3 clusters Score: Raw -1552186.641248 + Penalty 3108.899505 = -1549077.741743 nChanged 5 SP:Iteration 53Q (1900.578637 sec): 3 clusters Score: Raw -1552189.150253 + Penalty 3108.899505 = -1549080.250748 nChanged 4 SP:Iteration 54Q (1900.646749 sec): 3 clusters Score: Raw -1552190.320630 + Penalty 3108.899505 = -1549081.421125 nChanged 4 SP:Iteration 55Q (1900.698236 sec): 3 clusters Score: Raw -1552191.326652 + Penalty 3108.899505 = -1549082.427147 nChanged 7 SP:Iteration 56Q (1900.768240 sec): 3 clusters Score: Raw -1552194.786173 + Penalty 3108.899505 = -1549085.886668 nChanged 8 SP:Iteration 57Q (1900.834326 sec): 3 clusters Score: Raw -1552197.515679 + Penalty 3108.899505 = -1549088.616174 nChanged 5 SP:Iteration 58Q (1900.907756 sec): 3 clusters Score: Raw -1552199.163805 + Penalty 3108.899505 = -1549090.264300 nChanged 3 SP:Iteration 59Q (1900.964689 sec): 3 clusters Score: Raw -1552200.964291 + Penalty 3108.899505 = -1549092.064786 nChanged 3 SP:Iteration 60F (1901.042081 sec): 3 clusters Score: Raw -1552202.323780 + Penalty 3108.899505 = -1549093.424275 nChanged 2 SP:Iteration 61Q (1901.105360 sec): 3 clusters Score: Raw -1552202.791462 + Penalty 3108.899505 = -1549093.891957 nChanged 1 SP:Iteration 62Q (1901.177353 sec): 3 clusters Score: Raw -1552203.120351 + Penalty 3108.899505 = -1549094.220846 nChanged 1 SP:Iteration 63Q (1901.237424 sec): 3 clusters Score: Raw -1552203.351512 + Penalty 3108.899505 = -1549094.452006 nChanged 0 SP:Iteration 64F (1901.304976 sec): 3 clusters Score: Raw -1552203.351512 + Penalty 3108.899505 = -1549094.452006 nChanged 0 Iteration 179Q (1907.298621 sec): 46 clusters Score: Raw -50086797.882115 + Penalty 95846.867654 = -49990951.014461 nChanged 178 Iteration 180F (1921.570185 sec): 46 clusters Score: Raw -50086810.181852 + Penalty 95846.867654 = -49990963.314198 nChanged 181 Iteration 181Q (1926.852922 sec): 46 clusters Score: Raw -50086844.723781 + Penalty 95846.867654 = -49990997.856127 nChanged 187 Iteration 182Q (1932.371660 sec): 46 clusters Score: Raw -50086881.457438 + Penalty 95846.867654 = -49991034.589783 nChanged 195 Iteration 183Q (1937.592311 sec): 46 clusters Score: Raw -50086889.670676 + Penalty 95846.867654 = -49991042.803021 nChanged 173 Iteration 184Q (1943.065035 sec): 46 clusters Score: Raw -50086897.899578 + Penalty 95846.867654 = -49991051.031924 nChanged 161 Iteration 185Q (1948.672601 sec): 46 clusters Score: Raw -50086905.486933 + Penalty 95846.867654 = -49991058.619279 nChanged 142 Iteration 186Q (1954.051084 sec): 46 clusters Score: Raw -50086913.910731 + Penalty 95846.867654 = -49991067.043077 nChanged 152 Iteration 187Q (1959.769174 sec): 46 clusters Score: Raw -50086922.404838 + Penalty 95846.867654 = -49991075.537184 nChanged 155 Iteration 188Q (1965.531489 sec): 46 clusters Score: Raw -50086929.487670 + Penalty 95846.867654 = -49991082.620016 nChanged 120 Iteration 189Q (1971.088950 sec): 46 clusters Score: Raw -50086933.266799 + Penalty 95846.867654 = -49991086.399145 nChanged 120 Iteration 190Q (1976.660259 sec): 46 clusters Score: Raw -50086936.947120 + Penalty 95846.867654 = -49991090.079466 nChanged 109 Iteration 191Q (1982.064744 sec): 46 clusters Score: Raw -50086940.322163 + Penalty 95846.867654 = -49991093.454509 nChanged 105 Iteration 192Q (1987.689131 sec): 46 clusters Score: Raw -50086943.830626 + Penalty 95846.867654 = -49991096.962972 nChanged 119 Iteration 193Q (1993.427790 sec): 46 clusters Score: Raw -50086947.311065 + Penalty 95846.867654 = -49991100.443410 nChanged 112 Iteration 194Q (1998.822993 sec): 46 clusters Score: Raw -50086950.687140 + Penalty 95846.867654 = -49991103.819486 nChanged 123 Iteration 195Q (2004.314456 sec): 46 clusters Score: Raw -50086955.128721 + Penalty 95846.867654 = -49991108.261067 nChanged 129 Iteration 196Q (2009.579894 sec): 46 clusters Score: Raw -50086959.304000 + Penalty 95846.867654 = -49991112.436345 nChanged 136 Iteration 197Q (2015.193810 sec): 46 clusters Score: Raw -50086964.003091 + Penalty 95846.867654 = -49991117.135437 nChanged 132 Iteration 198Q (2020.818280 sec): 46 clusters Score: Raw -50086968.408441 + Penalty 95846.867654 = -49991121.540787 nChanged 141 Iteration 199Q (2026.588789 sec): 46 clusters Score: Raw -50086973.013216 + Penalty 95846.867654 = -49991126.145562 nChanged 126 Iteration 200F (2040.345328 sec): 46 clusters Score: Raw -50086977.045286 + Penalty 95846.867654 = -49991130.177632 nChanged 115 Iteration 201Q (2046.022576 sec): 46 clusters Score: Raw -50086980.479820 + Penalty 95846.867654 = -49991133.612166 nChanged 113 Iteration 202Q (2051.217301 sec): 46 clusters Score: Raw -50086983.747515 + Penalty 95846.867654 = -49991136.879861 nChanged 103 Iteration 203Q (2056.578655 sec): 46 clusters Score: Raw -50086987.229589 + Penalty 95846.867654 = -49991140.361935 nChanged 126 Iteration 204Q (2062.228297 sec): 46 clusters Score: Raw -50086990.868340 + Penalty 95846.867654 = -49991144.000686 nChanged 104 Iteration 205Q (2067.782538 sec): 46 clusters Score: Raw -50086993.666172 + Penalty 95846.867654 = -49991146.798518 nChanged 79 Iteration 206Q (2073.390266 sec): 46 clusters Score: Raw -50086995.943430 + Penalty 95846.867654 = -49991149.075776 nChanged 90 Iteration 207Q (2079.102069 sec): 46 clusters Score: Raw -50086998.572335 + Penalty 95846.867654 = -49991151.704681 nChanged 106 Iteration 208Q (2084.756889 sec): 46 clusters Score: Raw -50087001.817987 + Penalty 95846.867654 = -49991154.950333 nChanged 94 Iteration 209Q (2090.276841 sec): 46 clusters Score: Raw -50087004.811268 + Penalty 95846.867654 = -49991157.943614 nChanged 100 Iteration 210Q (2095.635031 sec): 46 clusters Score: Raw -50087008.092583 + Penalty 95846.867654 = -49991161.224929 nChanged 115 Iteration 211Q (2101.126940 sec): 46 clusters Score: Raw -50087012.283486 + Penalty 95846.867654 = -49991165.415832 nChanged 136 Iteration 212Q (2106.438489 sec): 46 clusters Score: Raw -50087016.819517 + Penalty 95846.867654 = -49991169.951862 nChanged 152 Iteration 213Q (2111.745862 sec): 46 clusters Score: Raw -50087022.113450 + Penalty 95846.867654 = -49991175.245796 nChanged 131 Iteration 214Q (2117.187030 sec): 46 clusters Score: Raw -50087026.323447 + Penalty 95846.867654 = -49991179.455793 nChanged 146 Iteration 215Q (2122.689135 sec): 46 clusters Score: Raw -50087030.470678 + Penalty 95846.867654 = -49991183.603024 nChanged 141 Iteration 216Q (2128.183402 sec): 46 clusters Score: Raw -50087034.531990 + Penalty 95846.867654 = -49991187.664336 nChanged 144 Iteration 217Q (2133.705938 sec): 46 clusters Score: Raw -50087038.736238 + Penalty 95846.867654 = -49991191.868584 nChanged 140 Iteration 218Q (2139.274888 sec): 46 clusters Score: Raw -50087043.062076 + Penalty 95846.867654 = -49991196.194422 nChanged 148 Writing temp clu file Because OldScore, -49991191.868584, is greater than current (better) Score,-49991196.194422 Compute initial score before splitting: Score: Raw -50087043.062076 + Penalty 95846.867654 = -49991196.194422 Trying to split cluster 1 (13889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2139.487110 sec): 2 clusters Score: Raw -1477965.198813 + Penalty 1550.063521 = -1476415.135291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2139.555091 sec): 3 clusters Score: Raw -1469790.730457 + Penalty 3100.127043 = -1466690.603415 nChanged 6120 SP:Iteration 1F (2139.620906 sec): 3 clusters Score: Raw -1473185.901071 + Penalty 3100.127043 = -1470085.774029 nChanged 818 SP:Iteration 2F (2139.694694 sec): 3 clusters Score: Raw -1473520.449891 + Penalty 3100.127043 = -1470420.322848 nChanged 682 SP:Iteration 3Q (2139.752414 sec): 3 clusters Score: Raw -1473788.271214 + Penalty 3100.127043 = -1470688.144171 nChanged 586 SP:Iteration 4Q (2139.821692 sec): 3 clusters Score: Raw -1474020.747255 + Penalty 3100.127043 = -1470920.620212 nChanged 573 SP:Iteration 5Q (2139.894325 sec): 3 clusters Score: Raw -1474230.185671 + Penalty 3100.127043 = -1471130.058628 nChanged 533 SP:Iteration 6Q (2139.965906 sec): 3 clusters Score: Raw -1474439.678449 + Penalty 3100.127043 = -1471339.551407 nChanged 522 SP:Iteration 7Q (2140.036893 sec): 3 clusters Score: Raw -1474678.510292 + Penalty 3100.127043 = -1471578.383250 nChanged 567 SP:Iteration 8Q (2140.097863 sec): 3 clusters Score: Raw -1474978.375926 + Penalty 3100.127043 = -1471878.248883 nChanged 601 SP:Iteration 9Q (2140.177706 sec): 3 clusters Score: Raw -1475337.896231 + Penalty 3100.127043 = -1472237.769189 nChanged 597 SP:Iteration 10Q (2140.238760 sec): 3 clusters Score: Raw -1475671.938664 + Penalty 3100.127043 = -1472571.811621 nChanged 561 SP:Iteration 11Q (2140.322018 sec): 3 clusters Score: Raw -1475973.937562 + Penalty 3100.127043 = -1472873.810520 nChanged 501 SP:Iteration 12Q (2140.378129 sec): 3 clusters Score: Raw -1476223.310071 + Penalty 3100.127043 = -1473123.183029 nChanged 420 SP:Iteration 13Q (2140.447986 sec): 3 clusters Score: Raw -1476398.123576 + Penalty 3100.127043 = -1473297.996534 nChanged 304 SP:Iteration 14Q (2140.525400 sec): 3 clusters Score: Raw -1476491.952638 + Penalty 3100.127043 = -1473391.825595 nChanged 211 SP:Iteration 15Q (2140.584285 sec): 3 clusters Score: Raw -1476551.418158 + Penalty 3100.127043 = -1473451.291116 nChanged 180 SP:Iteration 16Q (2140.652206 sec): 3 clusters Score: Raw -1476600.539317 + Penalty 3100.127043 = -1473500.412275 nChanged 163 SP:Iteration 17Q (2140.730014 sec): 3 clusters Score: Raw -1476648.783763 + Penalty 3100.127043 = -1473548.656720 nChanged 158 SP:Iteration 18Q (2140.798272 sec): 3 clusters Score: Raw -1476701.027963 + Penalty 3100.127043 = -1473600.900921 nChanged 177 SP:Iteration 19Q (2140.859118 sec): 3 clusters Score: Raw -1476756.810939 + Penalty 3100.127043 = -1473656.683896 nChanged 162 SP:Iteration 20F (2140.932517 sec): 3 clusters Score: Raw -1476815.912999 + Penalty 3100.127043 = -1473715.785956 nChanged 171 SP:Iteration 21Q (2141.000730 sec): 3 clusters Score: Raw -1476876.498511 + Penalty 3100.127043 = -1473776.371469 nChanged 168 SP:Iteration 22Q (2141.077810 sec): 3 clusters Score: Raw -1476938.524769 + Penalty 3100.127043 = -1473838.397727 nChanged 175 SP:Iteration 23Q (2141.147226 sec): 3 clusters Score: Raw -1477001.342742 + Penalty 3100.127043 = -1473901.215700 nChanged 173 SP:Iteration 24Q (2141.217958 sec): 3 clusters Score: Raw -1477061.851440 + Penalty 3100.127043 = -1473961.724397 nChanged 182 SP:Iteration 25Q (2141.281241 sec): 3 clusters Score: Raw -1477126.728061 + Penalty 3100.127043 = -1474026.601018 nChanged 173 SP:Iteration 26Q (2141.349861 sec): 3 clusters Score: Raw -1477189.042372 + Penalty 3100.127043 = -1474088.915330 nChanged 171 SP:Iteration 27Q (2141.421209 sec): 3 clusters Score: Raw -1477249.639906 + Penalty 3100.127043 = -1474149.512863 nChanged 159 SP:Iteration 28Q (2141.484201 sec): 3 clusters Score: Raw -1477302.800084 + Penalty 3100.127043 = -1474202.673042 nChanged 150 SP:Iteration 29Q (2141.561533 sec): 3 clusters Score: Raw -1477353.711907 + Penalty 3100.127043 = -1474253.584865 nChanged 139 SP:Iteration 30Q (2141.628659 sec): 3 clusters Score: Raw -1477394.886055 + Penalty 3100.127043 = -1474294.759012 nChanged 124 SP:Iteration 31Q (2141.701225 sec): 3 clusters Score: Raw -1477434.821817 + Penalty 3100.127043 = -1474334.694775 nChanged 118 SP:Iteration 32Q (2141.760083 sec): 3 clusters Score: Raw -1477477.660555 + Penalty 3100.127043 = -1474377.533512 nChanged 114 SP:Iteration 33Q (2141.838240 sec): 3 clusters Score: Raw -1477514.624712 + Penalty 3100.127043 = -1474414.497669 nChanged 119 SP:Iteration 34Q (2141.906699 sec): 3 clusters Score: Raw -1477561.301801 + Penalty 3100.127043 = -1474461.174758 nChanged 134 SP:Iteration 35Q (2141.976055 sec): 3 clusters Score: Raw -1477618.986708 + Penalty 3100.127043 = -1474518.859666 nChanged 125 SP:Iteration 36Q (2142.043636 sec): 3 clusters Score: Raw -1477676.991362 + Penalty 3100.127043 = -1474576.864319 nChanged 121 SP:Iteration 37Q (2142.109296 sec): 3 clusters Score: Raw -1477733.716571 + Penalty 3100.127043 = -1474633.589528 nChanged 116 SP:Iteration 38Q (2142.180176 sec): 3 clusters Score: Raw -1477786.682356 + Penalty 3100.127043 = -1474686.555313 nChanged 118 SP:Iteration 39Q (2142.239850 sec): 3 clusters Score: Raw -1477851.226994 + Penalty 3100.127043 = -1474751.099952 nChanged 119 SP:Iteration 40F (2142.311164 sec): 3 clusters Score: Raw -1477914.893029 + Penalty 3100.127043 = -1474814.765986 nChanged 111 SP:Iteration 41Q (2142.364468 sec): 3 clusters Score: Raw -1477973.535465 + Penalty 3100.127043 = -1474873.408423 nChanged 90 SP:Iteration 42Q (2142.431226 sec): 3 clusters Score: Raw -1478022.075632 + Penalty 3100.127043 = -1474921.948589 nChanged 85 SP:Iteration 43Q (2142.499145 sec): 3 clusters Score: Raw -1478066.326702 + Penalty 3100.127043 = -1474966.199659 nChanged 71 SP:Iteration 44Q (2142.566567 sec): 3 clusters Score: Raw -1478103.650832 + Penalty 3100.127043 = -1475003.523790 nChanged 66 SP:Iteration 45Q (2142.632279 sec): 3 clusters Score: Raw -1478140.025752 + Penalty 3100.127043 = -1475039.898710 nChanged 60 SP:Iteration 46Q (2142.699998 sec): 3 clusters Score: Raw -1478172.941819 + Penalty 3100.127043 = -1475072.814777 nChanged 62 SP:Iteration 47Q (2142.755335 sec): 3 clusters Score: Raw -1478203.545787 + Penalty 3100.127043 = -1475103.418744 nChanged 38 SP:Iteration 48Q (2142.828454 sec): 3 clusters Score: Raw -1478218.587536 + Penalty 3100.127043 = -1475118.460493 nChanged 27 SP:Iteration 49Q (2142.887292 sec): 3 clusters Score: Raw -1478226.979005 + Penalty 3100.127043 = -1475126.851963 nChanged 21 SP:Iteration 50Q (2142.954576 sec): 3 clusters Score: Raw -1478234.353100 + Penalty 3100.127043 = -1475134.226057 nChanged 20 SP:Iteration 51Q (2143.009745 sec): 3 clusters Score: Raw -1478240.173445 + Penalty 3100.127043 = -1475140.046403 nChanged 19 SP:Iteration 52Q (2143.084001 sec): 3 clusters Score: Raw -1478247.649777 + Penalty 3100.127043 = -1475147.522735 nChanged 20 SP:Iteration 53Q (2143.152086 sec): 3 clusters Score: Raw -1478256.566855 + Penalty 3100.127043 = -1475156.439812 nChanged 14 SP:Iteration 54Q (2143.209729 sec): 3 clusters Score: Raw -1478261.246176 + Penalty 3100.127043 = -1475161.119134 nChanged 15 SP:Iteration 55Q (2143.283385 sec): 3 clusters Score: Raw -1478266.291129 + Penalty 3100.127043 = -1475166.164087 nChanged 11 SP:Iteration 56Q (2143.351111 sec): 3 clusters Score: Raw -1478269.277677 + Penalty 3100.127043 = -1475169.150635 nChanged 11 SP:Iteration 57Q (2143.419073 sec): 3 clusters Score: Raw -1478274.336334 + Penalty 3100.127043 = -1475174.209292 nChanged 11 SP:Iteration 58Q (2143.481465 sec): 3 clusters Score: Raw -1478279.685825 + Penalty 3100.127043 = -1475179.558783 nChanged 11 SP:Iteration 59Q (2143.547562 sec): 3 clusters Score: Raw -1478283.832812 + Penalty 3100.127043 = -1475183.705770 nChanged 9 SP:Iteration 60F (2143.616711 sec): 3 clusters Score: Raw -1478287.101170 + Penalty 3100.127043 = -1475186.974127 nChanged 8 SP:Iteration 61Q (2143.686412 sec): 3 clusters Score: Raw -1478289.931101 + Penalty 3100.127043 = -1475189.804058 nChanged 10 SP:Iteration 62Q (2143.746890 sec): 3 clusters Score: Raw -1478293.298099 + Penalty 3100.127043 = -1475193.171056 nChanged 5 SP:Iteration 63Q (2143.807017 sec): 3 clusters Score: Raw -1478294.704363 + Penalty 3100.127043 = -1475194.577321 nChanged 3 SP:Iteration 64Q (2143.873728 sec): 3 clusters Score: Raw -1478295.452997 + Penalty 3100.127043 = -1475195.325954 nChanged 4 SP:Iteration 65Q (2143.942749 sec): 3 clusters Score: Raw -1478297.463874 + Penalty 3100.127043 = -1475197.336832 nChanged 3 SP:Iteration 66Q (2144.012174 sec): 3 clusters Score: Raw -1478298.793400 + Penalty 3100.127043 = -1475198.666357 nChanged 1 SP:Iteration 67Q (2144.069695 sec): 3 clusters Score: Raw -1478299.260886 + Penalty 3100.127043 = -1475199.133843 nChanged 2 SP:Iteration 68Q (2144.143904 sec): 3 clusters Score: Raw -1478299.787450 + Penalty 3100.127043 = -1475199.660408 nChanged 1 SP:Iteration 69Q (2144.199885 sec): 3 clusters Score: Raw -1478300.030974 + Penalty 3100.127043 = -1475199.903932 nChanged 1 SP:Iteration 70Q (2144.258590 sec): 3 clusters Score: Raw -1478300.215927 + Penalty 3100.127043 = -1475200.088884 nChanged 0 SP:Iteration 71F (2144.342354 sec): 3 clusters Score: Raw -1478300.215927 + Penalty 3100.127043 = -1475200.088884 nChanged 0 Trying to split cluster 2 (16485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2144.389254 sec): 2 clusters Score: Raw -1667301.845066 + Penalty 1577.908500 = -1665723.936566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2144.460678 sec): 3 clusters Score: Raw -1657548.757695 + Penalty 3155.817001 = -1654392.940694 nChanged 7349 SP:Iteration 1F (2144.535753 sec): 3 clusters Score: Raw -1661800.566539 + Penalty 3155.817001 = -1658644.749539 nChanged 1046 SP:Iteration 2F (2144.616604 sec): 3 clusters Score: Raw -1662346.698956 + Penalty 3155.817001 = -1659190.881955 nChanged 1057 SP:Iteration 3F (2144.689760 sec): 3 clusters Score: Raw -1662989.347122 + Penalty 3155.817001 = -1659833.530121 nChanged 1071 SP:Iteration 4F (2144.761869 sec): 3 clusters Score: Raw -1663777.796192 + Penalty 3155.817001 = -1660621.979191 nChanged 1084 SP:Iteration 5F (2144.831485 sec): 3 clusters Score: Raw -1664640.833869 + Penalty 3155.817001 = -1661485.016869 nChanged 969 SP:Iteration 6F (2144.903165 sec): 3 clusters Score: Raw -1665388.124836 + Penalty 3155.817001 = -1662232.307836 nChanged 794 SP:Iteration 7Q (2144.980048 sec): 3 clusters Score: Raw -1665958.630179 + Penalty 3155.817001 = -1662802.813178 nChanged 656 SP:Iteration 8Q (2145.055709 sec): 3 clusters Score: Raw -1666293.235611 + Penalty 3155.817001 = -1663137.418610 nChanged 413 SP:Iteration 9Q (2145.129475 sec): 3 clusters Score: Raw -1666437.694246 + Penalty 3155.817001 = -1663281.877246 nChanged 297 SP:Iteration 10Q (2145.202989 sec): 3 clusters Score: Raw -1666527.073222 + Penalty 3155.817001 = -1663371.256221 nChanged 208 SP:Iteration 11Q (2145.269158 sec): 3 clusters Score: Raw -1666582.846151 + Penalty 3155.817001 = -1663427.029150 nChanged 170 SP:Iteration 12Q (2145.349261 sec): 3 clusters Score: Raw -1666623.068590 + Penalty 3155.817001 = -1663467.251589 nChanged 150 SP:Iteration 13Q (2145.424008 sec): 3 clusters Score: Raw -1666658.483866 + Penalty 3155.817001 = -1663502.666865 nChanged 148 SP:Iteration 14Q (2145.491557 sec): 3 clusters Score: Raw -1666695.225382 + Penalty 3155.817001 = -1663539.408381 nChanged 135 SP:Iteration 15Q (2145.566281 sec): 3 clusters Score: Raw -1666725.635528 + Penalty 3155.817001 = -1663569.818528 nChanged 120 SP:Iteration 16Q (2145.644158 sec): 3 clusters Score: Raw -1666750.277898 + Penalty 3155.817001 = -1663594.460897 nChanged 125 SP:Iteration 17Q (2145.717548 sec): 3 clusters Score: Raw -1666781.609400 + Penalty 3155.817001 = -1663625.792399 nChanged 128 SP:Iteration 18Q (2145.785685 sec): 3 clusters Score: Raw -1666823.300528 + Penalty 3155.817001 = -1663667.483528 nChanged 148 SP:Iteration 19Q (2145.857334 sec): 3 clusters Score: Raw -1666866.516665 + Penalty 3155.817001 = -1663710.699665 nChanged 134 SP:Iteration 20F (2145.918815 sec): 3 clusters Score: Raw -1666907.928496 + Penalty 3155.817001 = -1663752.111495 nChanged 136 SP:Iteration 21Q (2146.002097 sec): 3 clusters Score: Raw -1666947.709781 + Penalty 3155.817001 = -1663791.892780 nChanged 114 SP:Iteration 22Q (2146.074178 sec): 3 clusters Score: Raw -1666980.057343 + Penalty 3155.817001 = -1663824.240342 nChanged 122 SP:Iteration 23Q (2146.142125 sec): 3 clusters Score: Raw -1667017.980175 + Penalty 3155.817001 = -1663862.163175 nChanged 107 SP:Iteration 24Q (2146.211709 sec): 3 clusters Score: Raw -1667053.960167 + Penalty 3155.817001 = -1663898.143166 nChanged 120 SP:Iteration 25Q (2146.290575 sec): 3 clusters Score: Raw -1667093.447705 + Penalty 3155.817001 = -1663937.630704 nChanged 111 SP:Iteration 26Q (2146.359284 sec): 3 clusters Score: Raw -1667126.952412 + Penalty 3155.817001 = -1663971.135412 nChanged 117 SP:Iteration 27Q (2146.429833 sec): 3 clusters Score: Raw -1667164.748679 + Penalty 3155.817001 = -1664008.931679 nChanged 108 SP:Iteration 28Q (2146.488806 sec): 3 clusters Score: Raw -1667195.438021 + Penalty 3155.817001 = -1664039.621020 nChanged 103 SP:Iteration 29Q (2146.569776 sec): 3 clusters Score: Raw -1667234.488377 + Penalty 3155.817001 = -1664078.671377 nChanged 101 SP:Iteration 30Q (2146.642115 sec): 3 clusters Score: Raw -1667280.972643 + Penalty 3155.817001 = -1664125.155643 nChanged 111 SP:Iteration 31Q (2146.710912 sec): 3 clusters Score: Raw -1667334.100377 + Penalty 3155.817001 = -1664178.283377 nChanged 111 SP:Iteration 32Q (2146.778955 sec): 3 clusters Score: Raw -1667384.343394 + Penalty 3155.817001 = -1664228.526393 nChanged 111 SP:Iteration 33Q (2146.850129 sec): 3 clusters Score: Raw -1667435.843076 + Penalty 3155.817001 = -1664280.026075 nChanged 93 SP:Iteration 34Q (2146.917306 sec): 3 clusters Score: Raw -1667476.774705 + Penalty 3155.817001 = -1664320.957704 nChanged 83 SP:Iteration 35Q (2146.992075 sec): 3 clusters Score: Raw -1667514.168849 + Penalty 3155.817001 = -1664358.351849 nChanged 79 SP:Iteration 36Q (2147.058518 sec): 3 clusters Score: Raw -1667546.460103 + Penalty 3155.817001 = -1664390.643103 nChanged 75 SP:Iteration 37Q (2147.118278 sec): 3 clusters Score: Raw -1667576.375185 + Penalty 3155.817001 = -1664420.558185 nChanged 62 SP:Iteration 38Q (2147.184332 sec): 3 clusters Score: Raw -1667594.990276 + Penalty 3155.817001 = -1664439.173276 nChanged 52 SP:Iteration 39Q (2147.250757 sec): 3 clusters Score: Raw -1667607.766783 + Penalty 3155.817001 = -1664451.949783 nChanged 40 SP:Iteration 40F (2147.331784 sec): 3 clusters Score: Raw -1667615.264626 + Penalty 3155.817001 = -1664459.447626 nChanged 27 SP:Iteration 41Q (2147.394971 sec): 3 clusters Score: Raw -1667619.836198 + Penalty 3155.817001 = -1664464.019197 nChanged 22 SP:Iteration 42Q (2147.473612 sec): 3 clusters Score: Raw -1667624.153050 + Penalty 3155.817001 = -1664468.336050 nChanged 24 SP:Iteration 43Q (2147.539658 sec): 3 clusters Score: Raw -1667629.268992 + Penalty 3155.817001 = -1664473.451992 nChanged 20 SP:Iteration 44Q (2147.599750 sec): 3 clusters Score: Raw -1667632.944244 + Penalty 3155.817001 = -1664477.127243 nChanged 21 SP:Iteration 45Q (2147.674333 sec): 3 clusters Score: Raw -1667636.872029 + Penalty 3155.817001 = -1664481.055029 nChanged 21 SP:Iteration 46Q (2147.745684 sec): 3 clusters Score: Raw -1667641.298110 + Penalty 3155.817001 = -1664485.481109 nChanged 23 SP:Iteration 47Q (2147.803281 sec): 3 clusters Score: Raw -1667645.215370 + Penalty 3155.817001 = -1664489.398369 nChanged 18 SP:Iteration 48Q (2147.867327 sec): 3 clusters Score: Raw -1667647.630514 + Penalty 3155.817001 = -1664491.813513 nChanged 11 SP:Iteration 49Q (2147.946193 sec): 3 clusters Score: Raw -1667649.203495 + Penalty 3155.817001 = -1664493.386495 nChanged 5 SP:Iteration 50Q (2148.016435 sec): 3 clusters Score: Raw -1667650.019663 + Penalty 3155.817001 = -1664494.202662 nChanged 7 SP:Iteration 51Q (2148.075739 sec): 3 clusters Score: Raw -1667651.467675 + Penalty 3155.817001 = -1664495.650675 nChanged 3 SP:Iteration 52Q (2148.150386 sec): 3 clusters Score: Raw -1667651.833037 + Penalty 3155.817001 = -1664496.016036 nChanged 4 SP:Iteration 53Q (2148.217515 sec): 3 clusters Score: Raw -1667652.279892 + Penalty 3155.817001 = -1664496.462891 nChanged 3 SP:Iteration 54Q (2148.290704 sec): 3 clusters Score: Raw -1667652.473757 + Penalty 3155.817001 = -1664496.656756 nChanged 1 SP:Iteration 55Q (2148.345450 sec): 3 clusters Score: Raw -1667652.504891 + Penalty 3155.817001 = -1664496.687891 nChanged 0 SP:Iteration 56F (2148.411507 sec): 3 clusters Score: Raw -1667652.504891 + Penalty 3155.817001 = -1664496.687891 nChanged 0 Trying to split cluster 3 (8508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2148.455010 sec): 2 clusters Score: Raw -853784.609354 + Penalty 1470.423854 = -852314.185500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2148.517997 sec): 3 clusters Score: Raw -849033.740650 + Penalty 2940.847707 = -846092.892943 nChanged 3570 SP:Iteration 1F (2148.582110 sec): 3 clusters Score: Raw -851064.020038 + Penalty 2940.847707 = -848123.172330 nChanged 626 SP:Iteration 2F (2148.631349 sec): 3 clusters Score: Raw -851432.749811 + Penalty 2940.847707 = -848491.902104 nChanged 510 SP:Iteration 3F (2148.697384 sec): 3 clusters Score: Raw -851767.782927 + Penalty 2940.847707 = -848826.935219 nChanged 484 SP:Iteration 4F (2148.752727 sec): 3 clusters Score: Raw -852105.685932 + Penalty 2940.847707 = -849164.838225 nChanged 492 SP:Iteration 5F (2148.820145 sec): 3 clusters Score: Raw -852394.320129 + Penalty 2940.847707 = -849453.472422 nChanged 404 SP:Iteration 6Q (2148.881127 sec): 3 clusters Score: Raw -852634.585690 + Penalty 2940.847707 = -849693.737983 nChanged 373 SP:Iteration 7Q (2148.939552 sec): 3 clusters Score: Raw -852844.555625 + Penalty 2940.847707 = -849903.707918 nChanged 365 SP:Iteration 8Q (2148.998943 sec): 3 clusters Score: Raw -853058.322399 + Penalty 2940.847707 = -850117.474691 nChanged 320 SP:Iteration 9Q (2149.060493 sec): 3 clusters Score: Raw -853245.908689 + Penalty 2940.847707 = -850305.060981 nChanged 272 SP:Iteration 10Q (2149.123498 sec): 3 clusters Score: Raw -853411.203555 + Penalty 2940.847707 = -850470.355848 nChanged 244 SP:Iteration 11Q (2149.174693 sec): 3 clusters Score: Raw -853557.934793 + Penalty 2940.847707 = -850617.087086 nChanged 210 SP:Iteration 12Q (2149.235543 sec): 3 clusters Score: Raw -853692.987135 + Penalty 2940.847707 = -850752.139428 nChanged 185 SP:Iteration 13Q (2149.301382 sec): 3 clusters Score: Raw -853811.478557 + Penalty 2940.847707 = -850870.630849 nChanged 151 SP:Iteration 14Q (2149.362217 sec): 3 clusters Score: Raw -853907.652323 + Penalty 2940.847707 = -850966.804616 nChanged 151 SP:Iteration 15Q (2149.419935 sec): 3 clusters Score: Raw -853987.057644 + Penalty 2940.847707 = -851046.209937 nChanged 112 SP:Iteration 16Q (2149.477523 sec): 3 clusters Score: Raw -854040.971095 + Penalty 2940.847707 = -851100.123388 nChanged 101 SP:Iteration 17Q (2149.522989 sec): 3 clusters Score: Raw -854086.339721 + Penalty 2940.847707 = -851145.492014 nChanged 87 SP:Iteration 18Q (2149.578669 sec): 3 clusters Score: Raw -854117.424426 + Penalty 2940.847707 = -851176.576718 nChanged 60 SP:Iteration 19Q (2149.640133 sec): 3 clusters Score: Raw -854133.471507 + Penalty 2940.847707 = -851192.623800 nChanged 47 SP:Iteration 20F (2149.707097 sec): 3 clusters Score: Raw -854146.893804 + Penalty 2940.847707 = -851206.046097 nChanged 37 SP:Iteration 21Q (2149.751688 sec): 3 clusters Score: Raw -854159.193089 + Penalty 2940.847707 = -851218.345381 nChanged 34 SP:Iteration 22Q (2149.811557 sec): 3 clusters Score: Raw -854168.170989 + Penalty 2940.847707 = -851227.323281 nChanged 29 SP:Iteration 23Q (2149.869283 sec): 3 clusters Score: Raw -854174.822347 + Penalty 2940.847707 = -851233.974639 nChanged 24 SP:Iteration 24Q (2149.932913 sec): 3 clusters Score: Raw -854179.817438 + Penalty 2940.847707 = -851238.969731 nChanged 21 SP:Iteration 25Q (2149.982616 sec): 3 clusters Score: Raw -854184.926601 + Penalty 2940.847707 = -851244.078894 nChanged 18 SP:Iteration 26Q (2150.048417 sec): 3 clusters Score: Raw -854188.328319 + Penalty 2940.847707 = -851247.480612 nChanged 11 SP:Iteration 27Q (2150.110201 sec): 3 clusters Score: Raw -854190.295672 + Penalty 2940.847707 = -851249.447964 nChanged 10 SP:Iteration 28Q (2150.168124 sec): 3 clusters Score: Raw -854191.494807 + Penalty 2940.847707 = -851250.647100 nChanged 9 SP:Iteration 29Q (2150.225720 sec): 3 clusters Score: Raw -854192.943051 + Penalty 2940.847707 = -851252.095343 nChanged 9 SP:Iteration 30Q (2150.282038 sec): 3 clusters Score: Raw -854194.396518 + Penalty 2940.847707 = -851253.548811 nChanged 6 SP:Iteration 31Q (2150.336879 sec): 3 clusters Score: Raw -854195.315858 + Penalty 2940.847707 = -851254.468151 nChanged 3 SP:Iteration 32Q (2150.393653 sec): 3 clusters Score: Raw -854195.774869 + Penalty 2940.847707 = -851254.927161 nChanged 5 SP:Iteration 33Q (2150.442539 sec): 3 clusters Score: Raw -854196.585776 + Penalty 2940.847707 = -851255.738069 nChanged 4 SP:Iteration 34Q (2150.499970 sec): 3 clusters Score: Raw -854197.294906 + Penalty 2940.847707 = -851256.447199 nChanged 11 SP:Iteration 35Q (2150.559720 sec): 3 clusters Score: Raw -854200.814936 + Penalty 2940.847707 = -851259.967229 nChanged 7 SP:Iteration 36Q (2150.613464 sec): 3 clusters Score: Raw -854201.611869 + Penalty 2940.847707 = -851260.764161 nChanged 6 SP:Iteration 37Q (2150.668271 sec): 3 clusters Score: Raw -854202.519361 + Penalty 2940.847707 = -851261.671654 nChanged 9 SP:Iteration 38Q (2150.724610 sec): 3 clusters Score: Raw -854203.764612 + Penalty 2940.847707 = -851262.916904 nChanged 8 SP:Iteration 39Q (2150.785117 sec): 3 clusters Score: Raw -854204.903440 + Penalty 2940.847707 = -851264.055733 nChanged 6 SP:Iteration 40F (2150.842246 sec): 3 clusters Score: Raw -854206.328260 + Penalty 2940.847707 = -851265.480553 nChanged 3 SP:Iteration 41Q (2150.912400 sec): 3 clusters Score: Raw -854206.626198 + Penalty 2940.847707 = -851265.778491 nChanged 1 SP:Iteration 42Q (2150.968996 sec): 3 clusters Score: Raw -854206.848824 + Penalty 2940.847707 = -851266.001116 nChanged 0 SP:Iteration 43F (2151.022532 sec): 3 clusters Score: Raw -854206.848824 + Penalty 2940.847707 = -851266.001116 nChanged 0 Trying to split cluster 4 (1157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2151.045400 sec): 2 clusters Score: Raw -125211.812384 + Penalty 1146.207681 = -124065.604703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2151.091446 sec): 3 clusters Score: Raw -124847.528140 + Penalty 2292.415361 = -122555.112778 nChanged 331 SP:Iteration 1F (2151.142118 sec): 3 clusters Score: Raw -125113.121251 + Penalty 2292.415361 = -122820.705889 nChanged 70 SP:Iteration 2F (2151.184067 sec): 3 clusters Score: Raw -125188.611314 + Penalty 2292.415361 = -122896.195953 nChanged 49 SP:Iteration 3Q (2151.236892 sec): 3 clusters Score: Raw -125242.067616 + Penalty 2292.415361 = -122949.652254 nChanged 38 SP:Iteration 4Q (2151.284618 sec): 3 clusters Score: Raw -125281.366370 + Penalty 2292.415361 = -122988.951009 nChanged 31 SP:Iteration 5Q (2151.335647 sec): 3 clusters Score: Raw -125313.858293 + Penalty 2292.415361 = -123021.442931 nChanged 24 SP:Iteration 6Q (2151.383614 sec): 3 clusters Score: Raw -125337.168763 + Penalty 2292.415361 = -123044.753401 nChanged 21 SP:Iteration 7Q (2151.427130 sec): 3 clusters Score: Raw -125358.571170 + Penalty 2292.415361 = -123066.155808 nChanged 28 SP:Iteration 8Q (2151.463442 sec): 3 clusters Score: Raw -125392.423651 + Penalty 2292.415361 = -123100.008289 nChanged 23 SP:Iteration 9Q (2151.522391 sec): 3 clusters Score: Raw -125410.480115 + Penalty 2292.415361 = -123118.064753 nChanged 10 SP:Iteration 10Q (2151.563728 sec): 3 clusters Score: Raw -125417.170016 + Penalty 2292.415361 = -123124.754655 nChanged 7 SP:Iteration 11Q (2151.608469 sec): 3 clusters Score: Raw -125425.296267 + Penalty 2292.415361 = -123132.880905 nChanged 11 SP:Iteration 12Q (2151.654865 sec): 3 clusters Score: Raw -125436.477855 + Penalty 2292.415361 = -123144.062494 nChanged 14 SP:Iteration 13Q (2151.694410 sec): 3 clusters Score: Raw -125448.177316 + Penalty 2292.415361 = -123155.761954 nChanged 12 SP:Iteration 14Q (2151.754798 sec): 3 clusters Score: Raw -125457.685643 + Penalty 2292.415361 = -123165.270282 nChanged 6 SP:Iteration 15Q (2151.797285 sec): 3 clusters Score: Raw -125462.166821 + Penalty 2292.415361 = -123169.751460 nChanged 7 SP:Iteration 16Q (2151.834980 sec): 3 clusters Score: Raw -125473.900474 + Penalty 2292.415361 = -123181.485113 nChanged 10 SP:Iteration 17Q (2151.888165 sec): 3 clusters Score: Raw -125482.712792 + Penalty 2292.415361 = -123190.297430 nChanged 11 SP:Iteration 18Q (2151.936098 sec): 3 clusters Score: Raw -125492.363982 + Penalty 2292.415361 = -123199.948620 nChanged 5 SP:Iteration 19Q (2151.981065 sec): 3 clusters Score: Raw -125495.109450 + Penalty 2292.415361 = -123202.694089 nChanged 4 SP:Iteration 20F (2152.020236 sec): 3 clusters Score: Raw -125499.213784 + Penalty 2292.415361 = -123206.798422 nChanged 5 SP:Iteration 21Q (2152.061331 sec): 3 clusters Score: Raw -125502.948365 + Penalty 2292.415361 = -123210.533003 nChanged 6 SP:Iteration 22Q (2152.112852 sec): 3 clusters Score: Raw -125506.901742 + Penalty 2292.415361 = -123214.486381 nChanged 5 SP:Iteration 23Q (2152.157297 sec): 3 clusters Score: Raw -125509.906199 + Penalty 2292.415361 = -123217.490838 nChanged 3 SP:Iteration 24Q (2152.197740 sec): 3 clusters Score: Raw -125512.951717 + Penalty 2292.415361 = -123220.536356 nChanged 5 SP:Iteration 25Q (2152.245154 sec): 3 clusters Score: Raw -125518.090788 + Penalty 2292.415361 = -123225.675427 nChanged 2 SP:Iteration 26Q (2152.292864 sec): 3 clusters Score: Raw -125518.776072 + Penalty 2292.415361 = -123226.360711 nChanged 0 SP:Iteration 27F (2152.340257 sec): 3 clusters Score: Raw -125518.776072 + Penalty 2292.415361 = -123226.360711 nChanged 0 Trying to split cluster 5 (34598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2152.427604 sec): 2 clusters Score: Raw -3609884.811904 + Penalty 1698.377063 = -3608186.434841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2152.528622 sec): 3 clusters Score: Raw -3588271.718711 + Penalty 3396.754126 = -3584874.964585 nChanged 16084 SP:Iteration 1F (2152.624342 sec): 3 clusters Score: Raw -3597268.657530 + Penalty 3396.754126 = -3593871.903405 nChanged 1628 SP:Iteration 2Q (2152.735516 sec): 3 clusters Score: Raw -3597846.519658 + Penalty 3396.754126 = -3594449.765532 nChanged 1669 SP:Iteration 3Q (2152.840184 sec): 3 clusters Score: Raw -3598540.177834 + Penalty 3396.754126 = -3595143.423709 nChanged 1849 SP:Iteration 4F (2152.935546 sec): 3 clusters Score: Raw -3599467.926390 + Penalty 3396.754126 = -3596071.172264 nChanged 2088 SP:Iteration 5F (2153.039845 sec): 3 clusters Score: Raw -3600750.961149 + Penalty 3396.754126 = -3597354.207024 nChanged 2270 SP:Iteration 6F (2153.145507 sec): 3 clusters Score: Raw -3602396.666120 + Penalty 3396.754126 = -3598999.911994 nChanged 2222 SP:Iteration 7F (2153.240398 sec): 3 clusters Score: Raw -3604161.782655 + Penalty 3396.754126 = -3600765.028529 nChanged 1979 SP:Iteration 8F (2153.350710 sec): 3 clusters Score: Raw -3605694.971827 + Penalty 3396.754126 = -3602298.217701 nChanged 1548 SP:Iteration 9Q (2153.456997 sec): 3 clusters Score: Raw -3606806.163124 + Penalty 3396.754126 = -3603409.408998 nChanged 1203 SP:Iteration 10Q (2153.560440 sec): 3 clusters Score: Raw -3607560.515585 + Penalty 3396.754126 = -3604163.761459 nChanged 848 SP:Iteration 11Q (2153.670918 sec): 3 clusters Score: Raw -3608032.801393 + Penalty 3396.754126 = -3604636.047267 nChanged 648 SP:Iteration 12Q (2153.773059 sec): 3 clusters Score: Raw -3608408.805310 + Penalty 3396.754126 = -3605012.051185 nChanged 545 SP:Iteration 13Q (2153.869896 sec): 3 clusters Score: Raw -3608725.833206 + Penalty 3396.754126 = -3605329.079081 nChanged 503 SP:Iteration 14Q (2153.971089 sec): 3 clusters Score: Raw -3609030.548026 + Penalty 3396.754126 = -3605633.793900 nChanged 404 SP:Iteration 15Q (2154.070239 sec): 3 clusters Score: Raw -3609255.881332 + Penalty 3396.754126 = -3605859.127206 nChanged 370 SP:Iteration 16Q (2154.166848 sec): 3 clusters Score: Raw -3609480.219970 + Penalty 3396.754126 = -3606083.465845 nChanged 341 SP:Iteration 17Q (2154.253685 sec): 3 clusters Score: Raw -3609677.210826 + Penalty 3396.754126 = -3606280.456700 nChanged 266 SP:Iteration 18Q (2154.341102 sec): 3 clusters Score: Raw -3609813.543832 + Penalty 3396.754126 = -3606416.789706 nChanged 238 SP:Iteration 19Q (2154.432230 sec): 3 clusters Score: Raw -3609915.861685 + Penalty 3396.754126 = -3606519.107559 nChanged 183 SP:Iteration 20F (2154.536824 sec): 3 clusters Score: Raw -3609984.046109 + Penalty 3396.754126 = -3606587.291983 nChanged 149 SP:Iteration 21Q (2154.623724 sec): 3 clusters Score: Raw -3610040.976182 + Penalty 3396.754126 = -3606644.222056 nChanged 131 SP:Iteration 22Q (2154.720867 sec): 3 clusters Score: Raw -3610089.072698 + Penalty 3396.754126 = -3606692.318573 nChanged 111 SP:Iteration 23Q (2154.802302 sec): 3 clusters Score: Raw -3610120.873029 + Penalty 3396.754126 = -3606724.118903 nChanged 84 SP:Iteration 24Q (2154.896309 sec): 3 clusters Score: Raw -3610145.585298 + Penalty 3396.754126 = -3606748.831172 nChanged 80 SP:Iteration 25Q (2154.997386 sec): 3 clusters Score: Raw -3610169.704887 + Penalty 3396.754126 = -3606772.950761 nChanged 83 SP:Iteration 26Q (2155.093650 sec): 3 clusters Score: Raw -3610193.800660 + Penalty 3396.754126 = -3606797.046534 nChanged 62 SP:Iteration 27Q (2155.185669 sec): 3 clusters Score: Raw -3610212.586961 + Penalty 3396.754126 = -3606815.832836 nChanged 69 SP:Iteration 28Q (2155.274150 sec): 3 clusters Score: Raw -3610230.866883 + Penalty 3396.754126 = -3606834.112757 nChanged 55 SP:Iteration 29Q (2155.368768 sec): 3 clusters Score: Raw -3610245.058997 + Penalty 3396.754126 = -3606848.304871 nChanged 50 SP:Iteration 30Q (2155.456139 sec): 3 clusters Score: Raw -3610255.200635 + Penalty 3396.754126 = -3606858.446509 nChanged 34 SP:Iteration 31Q (2155.552854 sec): 3 clusters Score: Raw -3610262.801557 + Penalty 3396.754126 = -3606866.047432 nChanged 32 SP:Iteration 32Q (2155.649039 sec): 3 clusters Score: Raw -3610268.679038 + Penalty 3396.754126 = -3606871.924913 nChanged 28 SP:Iteration 33Q (2155.741388 sec): 3 clusters Score: Raw -3610275.838182 + Penalty 3396.754126 = -3606879.084057 nChanged 28 SP:Iteration 34Q (2155.827790 sec): 3 clusters Score: Raw -3610282.739900 + Penalty 3396.754126 = -3606885.985774 nChanged 31 SP:Iteration 35Q (2155.920069 sec): 3 clusters Score: Raw -3610290.164436 + Penalty 3396.754126 = -3606893.410310 nChanged 28 SP:Iteration 36Q (2156.012912 sec): 3 clusters Score: Raw -3610296.419575 + Penalty 3396.754126 = -3606899.665450 nChanged 23 SP:Iteration 37Q (2156.099911 sec): 3 clusters Score: Raw -3610301.843247 + Penalty 3396.754126 = -3606905.089121 nChanged 30 SP:Iteration 38Q (2156.196512 sec): 3 clusters Score: Raw -3610308.412375 + Penalty 3396.754126 = -3606911.658249 nChanged 23 SP:Iteration 39Q (2156.286270 sec): 3 clusters Score: Raw -3610312.323096 + Penalty 3396.754126 = -3606915.568971 nChanged 16 SP:Iteration 40F (2156.385063 sec): 3 clusters Score: Raw -3610316.251678 + Penalty 3396.754126 = -3606919.497552 nChanged 18 SP:Iteration 41Q (2156.467853 sec): 3 clusters Score: Raw -3610319.200973 + Penalty 3396.754126 = -3606922.446847 nChanged 20 SP:Iteration 42Q (2156.569762 sec): 3 clusters Score: Raw -3610324.143162 + Penalty 3396.754126 = -3606927.389036 nChanged 17 SP:Iteration 43Q (2156.661015 sec): 3 clusters Score: Raw -3610327.286274 + Penalty 3396.754126 = -3606930.532149 nChanged 13 SP:Iteration 44Q (2156.752800 sec): 3 clusters Score: Raw -3610329.735864 + Penalty 3396.754126 = -3606932.981739 nChanged 8 SP:Iteration 45Q (2156.846653 sec): 3 clusters Score: Raw -3610331.185510 + Penalty 3396.754126 = -3606934.431384 nChanged 6 SP:Iteration 46Q (2156.937932 sec): 3 clusters Score: Raw -3610332.027028 + Penalty 3396.754126 = -3606935.272902 nChanged 5 SP:Iteration 47Q (2157.022945 sec): 3 clusters Score: Raw -3610332.935691 + Penalty 3396.754126 = -3606936.181566 nChanged 3 SP:Iteration 48Q (2157.115138 sec): 3 clusters Score: Raw -3610333.535597 + Penalty 3396.754126 = -3606936.781471 nChanged 6 SP:Iteration 49Q (2157.207187 sec): 3 clusters Score: Raw -3610334.627473 + Penalty 3396.754126 = -3606937.873347 nChanged 5 SP:Iteration 50Q (2157.303797 sec): 3 clusters Score: Raw -3610335.777014 + Penalty 3396.754126 = -3606939.022889 nChanged 6 SP:Iteration 51Q (2157.387198 sec): 3 clusters Score: Raw -3610337.050726 + Penalty 3396.754126 = -3606940.296600 nChanged 8 SP:Iteration 52Q (2157.483455 sec): 3 clusters Score: Raw -3610338.804462 + Penalty 3396.754126 = -3606942.050336 nChanged 14 SP:Iteration 53Q (2157.581677 sec): 3 clusters Score: Raw -3610341.300070 + Penalty 3396.754126 = -3606944.545945 nChanged 9 SP:Iteration 54Q (2157.665412 sec): 3 clusters Score: Raw -3610343.499221 + Penalty 3396.754126 = -3606946.745095 nChanged 13 SP:Iteration 55Q (2157.764188 sec): 3 clusters Score: Raw -3610345.994915 + Penalty 3396.754126 = -3606949.240790 nChanged 9 SP:Iteration 56Q (2157.863672 sec): 3 clusters Score: Raw -3610347.860137 + Penalty 3396.754126 = -3606951.106011 nChanged 7 SP:Iteration 57Q (2157.948679 sec): 3 clusters Score: Raw -3610348.725370 + Penalty 3396.754126 = -3606951.971244 nChanged 8 SP:Iteration 58Q (2158.051756 sec): 3 clusters Score: Raw -3610349.965142 + Penalty 3396.754126 = -3606953.211016 nChanged 4 SP:Iteration 59Q (2158.126069 sec): 3 clusters Score: Raw -3610350.493379 + Penalty 3396.754126 = -3606953.739253 nChanged 3 SP:Iteration 60F (2158.236385 sec): 3 clusters Score: Raw -3610350.859311 + Penalty 3396.754126 = -3606954.105185 nChanged 2 SP:Iteration 61Q (2158.329318 sec): 3 clusters Score: Raw -3610351.068660 + Penalty 3396.754126 = -3606954.314534 nChanged 0 SP:Iteration 62F (2158.433832 sec): 3 clusters Score: Raw -3610351.068660 + Penalty 3396.754126 = -3606954.314534 nChanged 0 Trying to split cluster 6 (10506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2158.474584 sec): 2 clusters Score: Raw -1118114.167150 + Penalty 1504.701543 = -1116609.465607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2158.525239 sec): 3 clusters Score: Raw -1112092.281379 + Penalty 3009.403085 = -1109082.878293 nChanged 4607 SP:Iteration 1F (2158.597496 sec): 3 clusters Score: Raw -1114721.551639 + Penalty 3009.403085 = -1111712.148553 nChanged 745 SP:Iteration 2F (2158.660240 sec): 3 clusters Score: Raw -1115172.517440 + Penalty 3009.403085 = -1112163.114354 nChanged 741 SP:Iteration 3F (2158.712082 sec): 3 clusters Score: Raw -1115725.490403 + Penalty 3009.403085 = -1112716.087318 nChanged 742 SP:Iteration 4F (2158.783897 sec): 3 clusters Score: Raw -1116262.368074 + Penalty 3009.403085 = -1113252.964988 nChanged 656 SP:Iteration 5F (2158.836550 sec): 3 clusters Score: Raw -1116766.777801 + Penalty 3009.403085 = -1113757.374715 nChanged 600 SP:Iteration 6F (2158.896409 sec): 3 clusters Score: Raw -1117166.203380 + Penalty 3009.403085 = -1114156.800295 nChanged 458 SP:Iteration 7Q (2158.969640 sec): 3 clusters Score: Raw -1117444.663077 + Penalty 3009.403085 = -1114435.259991 nChanged 356 SP:Iteration 8Q (2159.028094 sec): 3 clusters Score: Raw -1117619.347036 + Penalty 3009.403085 = -1114609.943951 nChanged 261 SP:Iteration 9Q (2159.087484 sec): 3 clusters Score: Raw -1117734.806473 + Penalty 3009.403085 = -1114725.403387 nChanged 191 SP:Iteration 10Q (2159.154558 sec): 3 clusters Score: Raw -1117809.282801 + Penalty 3009.403085 = -1114799.879715 nChanged 135 SP:Iteration 11Q (2159.211837 sec): 3 clusters Score: Raw -1117849.804683 + Penalty 3009.403085 = -1114840.401598 nChanged 117 SP:Iteration 12Q (2159.276193 sec): 3 clusters Score: Raw -1117888.466860 + Penalty 3009.403085 = -1114879.063774 nChanged 93 SP:Iteration 13Q (2159.336400 sec): 3 clusters Score: Raw -1117917.996796 + Penalty 3009.403085 = -1114908.593711 nChanged 98 SP:Iteration 14Q (2159.401987 sec): 3 clusters Score: Raw -1117946.530216 + Penalty 3009.403085 = -1114937.127131 nChanged 78 SP:Iteration 15Q (2159.464458 sec): 3 clusters Score: Raw -1117966.250655 + Penalty 3009.403085 = -1114956.847570 nChanged 59 SP:Iteration 16Q (2159.533789 sec): 3 clusters Score: Raw -1117982.658428 + Penalty 3009.403085 = -1114973.255342 nChanged 56 SP:Iteration 17Q (2159.597114 sec): 3 clusters Score: Raw -1118003.389252 + Penalty 3009.403085 = -1114993.986167 nChanged 67 SP:Iteration 18Q (2159.661941 sec): 3 clusters Score: Raw -1118026.841622 + Penalty 3009.403085 = -1115017.438537 nChanged 79 SP:Iteration 19Q (2159.719737 sec): 3 clusters Score: Raw -1118052.093503 + Penalty 3009.403085 = -1115042.690418 nChanged 67 SP:Iteration 20F (2159.778551 sec): 3 clusters Score: Raw -1118069.959944 + Penalty 3009.403085 = -1115060.556858 nChanged 64 SP:Iteration 21Q (2159.851428 sec): 3 clusters Score: Raw -1118087.390949 + Penalty 3009.403085 = -1115077.987863 nChanged 55 SP:Iteration 22Q (2159.914366 sec): 3 clusters Score: Raw -1118103.363880 + Penalty 3009.403085 = -1115093.960795 nChanged 57 SP:Iteration 23Q (2159.977578 sec): 3 clusters Score: Raw -1118117.678240 + Penalty 3009.403085 = -1115108.275154 nChanged 52 SP:Iteration 24Q (2160.037038 sec): 3 clusters Score: Raw -1118128.388431 + Penalty 3009.403085 = -1115118.985345 nChanged 46 SP:Iteration 25Q (2160.111755 sec): 3 clusters Score: Raw -1118136.302951 + Penalty 3009.403085 = -1115126.899866 nChanged 38 SP:Iteration 26Q (2160.162441 sec): 3 clusters Score: Raw -1118142.380086 + Penalty 3009.403085 = -1115132.977000 nChanged 27 SP:Iteration 27Q (2160.232031 sec): 3 clusters Score: Raw -1118147.687219 + Penalty 3009.403085 = -1115138.284134 nChanged 25 SP:Iteration 28Q (2160.297719 sec): 3 clusters Score: Raw -1118151.778942 + Penalty 3009.403085 = -1115142.375856 nChanged 24 SP:Iteration 29Q (2160.346200 sec): 3 clusters Score: Raw -1118155.885083 + Penalty 3009.403085 = -1115146.481998 nChanged 33 SP:Iteration 30Q (2160.415328 sec): 3 clusters Score: Raw -1118162.032664 + Penalty 3009.403085 = -1115152.629579 nChanged 29 SP:Iteration 31Q (2160.467658 sec): 3 clusters Score: Raw -1118168.328036 + Penalty 3009.403085 = -1115158.924950 nChanged 34 SP:Iteration 32Q (2160.534261 sec): 3 clusters Score: Raw -1118175.372820 + Penalty 3009.403085 = -1115165.969734 nChanged 36 SP:Iteration 33Q (2160.586601 sec): 3 clusters Score: Raw -1118182.862141 + Penalty 3009.403085 = -1115173.459055 nChanged 28 SP:Iteration 34Q (2160.646331 sec): 3 clusters Score: Raw -1118187.693421 + Penalty 3009.403085 = -1115178.290335 nChanged 19 SP:Iteration 35Q (2160.708133 sec): 3 clusters Score: Raw -1118190.421335 + Penalty 3009.403085 = -1115181.018250 nChanged 18 SP:Iteration 36Q (2160.765414 sec): 3 clusters Score: Raw -1118192.308213 + Penalty 3009.403085 = -1115182.905128 nChanged 12 SP:Iteration 37Q (2160.823943 sec): 3 clusters Score: Raw -1118193.784878 + Penalty 3009.403085 = -1115184.381792 nChanged 4 SP:Iteration 38Q (2160.887931 sec): 3 clusters Score: Raw -1118194.474280 + Penalty 3009.403085 = -1115185.071195 nChanged 7 SP:Iteration 39Q (2160.962095 sec): 3 clusters Score: Raw -1118195.697046 + Penalty 3009.403085 = -1115186.293961 nChanged 9 SP:Iteration 40F (2161.023973 sec): 3 clusters Score: Raw -1118196.985808 + Penalty 3009.403085 = -1115187.582722 nChanged 9 SP:Iteration 41Q (2161.086170 sec): 3 clusters Score: Raw -1118198.228680 + Penalty 3009.403085 = -1115188.825595 nChanged 16 SP:Iteration 42Q (2161.148375 sec): 3 clusters Score: Raw -1118200.633079 + Penalty 3009.403085 = -1115191.229994 nChanged 6 SP:Iteration 43Q (2161.201216 sec): 3 clusters Score: Raw -1118201.587012 + Penalty 3009.403085 = -1115192.183926 nChanged 10 SP:Iteration 44Q (2161.267947 sec): 3 clusters Score: Raw -1118203.085077 + Penalty 3009.403085 = -1115193.681992 nChanged 10 SP:Iteration 45Q (2161.331936 sec): 3 clusters Score: Raw -1118204.316226 + Penalty 3009.403085 = -1115194.913141 nChanged 7 SP:Iteration 46Q (2161.398858 sec): 3 clusters Score: Raw -1118205.262139 + Penalty 3009.403085 = -1115195.859054 nChanged 3 SP:Iteration 47Q (2161.461169 sec): 3 clusters Score: Raw -1118205.613985 + Penalty 3009.403085 = -1115196.210899 nChanged 5 SP:Iteration 48Q (2161.515425 sec): 3 clusters Score: Raw -1118206.130072 + Penalty 3009.403085 = -1115196.726986 nChanged 4 SP:Iteration 49Q (2161.579409 sec): 3 clusters Score: Raw -1118206.883888 + Penalty 3009.403085 = -1115197.480803 nChanged 3 SP:Iteration 50Q (2161.638349 sec): 3 clusters Score: Raw -1118207.363454 + Penalty 3009.403085 = -1115197.960368 nChanged 1 SP:Iteration 51Q (2161.698210 sec): 3 clusters Score: Raw -1118207.501735 + Penalty 3009.403085 = -1115198.098650 nChanged 2 SP:Iteration 52Q (2161.762322 sec): 3 clusters Score: Raw -1118207.693504 + Penalty 3009.403085 = -1115198.290418 nChanged 1 SP:Iteration 53Q (2161.822501 sec): 3 clusters Score: Raw -1118207.763423 + Penalty 3009.403085 = -1115198.360338 nChanged 4 SP:Iteration 54Q (2161.883628 sec): 3 clusters Score: Raw -1118208.190496 + Penalty 3009.403085 = -1115198.787410 nChanged 4 SP:Iteration 55Q (2161.937367 sec): 3 clusters Score: Raw -1118208.694289 + Penalty 3009.403085 = -1115199.291203 nChanged 4 SP:Iteration 56Q (2162.008778 sec): 3 clusters Score: Raw -1118209.264380 + Penalty 3009.403085 = -1115199.861294 nChanged 2 SP:Iteration 57Q (2162.070756 sec): 3 clusters Score: Raw -1118209.594530 + Penalty 3009.403085 = -1115200.191444 nChanged 2 SP:Iteration 58Q (2162.129678 sec): 3 clusters Score: Raw -1118209.918307 + Penalty 3009.403085 = -1115200.515221 nChanged 4 SP:Iteration 59Q (2162.201856 sec): 3 clusters Score: Raw -1118210.399814 + Penalty 3009.403085 = -1115200.996729 nChanged 6 SP:Iteration 60F (2162.257123 sec): 3 clusters Score: Raw -1118210.848678 + Penalty 3009.403085 = -1115201.445593 nChanged 4 SP:Iteration 61Q (2162.320682 sec): 3 clusters Score: Raw -1118211.374997 + Penalty 3009.403085 = -1115201.971911 nChanged 7 SP:Iteration 62Q (2162.385507 sec): 3 clusters Score: Raw -1118212.238275 + Penalty 3009.403085 = -1115202.835189 nChanged 7 SP:Iteration 63Q (2162.443699 sec): 3 clusters Score: Raw -1118213.202658 + Penalty 3009.403085 = -1115203.799572 nChanged 4 SP:Iteration 64Q (2162.509633 sec): 3 clusters Score: Raw -1118213.535266 + Penalty 3009.403085 = -1115204.132181 nChanged 2 SP:Iteration 65Q (2162.562838 sec): 3 clusters Score: Raw -1118213.687427 + Penalty 3009.403085 = -1115204.284341 nChanged 0 SP:Iteration 66F (2162.625583 sec): 3 clusters Score: Raw -1118213.687427 + Penalty 3009.403085 = -1115204.284341 nChanged 0 Trying to split cluster 7 (10778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2162.660959 sec): 2 clusters Score: Raw -1137169.461558 + Penalty 1508.855124 = -1135660.606435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2162.719616 sec): 3 clusters Score: Raw -1130971.788162 + Penalty 3017.710247 = -1127954.077915 nChanged 4775 SP:Iteration 1F (2162.791816 sec): 3 clusters Score: Raw -1133670.374915 + Penalty 3017.710247 = -1130652.664668 nChanged 698 SP:Iteration 2F (2162.853724 sec): 3 clusters Score: Raw -1134024.380823 + Penalty 3017.710247 = -1131006.670576 nChanged 586 SP:Iteration 3F (2162.915256 sec): 3 clusters Score: Raw -1134357.435847 + Penalty 3017.710247 = -1131339.725600 nChanged 588 SP:Iteration 4F (2162.979095 sec): 3 clusters Score: Raw -1134755.123958 + Penalty 3017.710247 = -1131737.413711 nChanged 582 SP:Iteration 5F (2163.044086 sec): 3 clusters Score: Raw -1135173.117801 + Penalty 3017.710247 = -1132155.407554 nChanged 597 SP:Iteration 6F (2163.105392 sec): 3 clusters Score: Raw -1135636.056753 + Penalty 3017.710247 = -1132618.346506 nChanged 549 SP:Iteration 7F (2163.170595 sec): 3 clusters Score: Raw -1136111.908918 + Penalty 3017.710247 = -1133094.198671 nChanged 501 SP:Iteration 8Q (2163.232546 sec): 3 clusters Score: Raw -1136552.459873 + Penalty 3017.710247 = -1133534.749626 nChanged 333 SP:Iteration 9Q (2163.289546 sec): 3 clusters Score: Raw -1136828.659528 + Penalty 3017.710247 = -1133810.949281 nChanged 231 SP:Iteration 10Q (2163.353629 sec): 3 clusters Score: Raw -1137012.830142 + Penalty 3017.710247 = -1133995.119895 nChanged 169 SP:Iteration 11Q (2163.416790 sec): 3 clusters Score: Raw -1137134.184344 + Penalty 3017.710247 = -1134116.474097 nChanged 107 SP:Iteration 12Q (2163.468088 sec): 3 clusters Score: Raw -1137205.912425 + Penalty 3017.710247 = -1134188.202178 nChanged 69 SP:Iteration 13Q (2163.533313 sec): 3 clusters Score: Raw -1137256.506618 + Penalty 3017.710247 = -1134238.796371 nChanged 61 SP:Iteration 14Q (2163.584865 sec): 3 clusters Score: Raw -1137304.673726 + Penalty 3017.710247 = -1134286.963479 nChanged 53 SP:Iteration 15Q (2163.658010 sec): 3 clusters Score: Raw -1137353.147416 + Penalty 3017.710247 = -1134335.437169 nChanged 50 SP:Iteration 16Q (2163.707888 sec): 3 clusters Score: Raw -1137383.449972 + Penalty 3017.710247 = -1134365.739725 nChanged 41 SP:Iteration 17Q (2163.773869 sec): 3 clusters Score: Raw -1137404.611469 + Penalty 3017.710247 = -1134386.901222 nChanged 31 SP:Iteration 18Q (2163.830807 sec): 3 clusters Score: Raw -1137416.277226 + Penalty 3017.710247 = -1134398.566979 nChanged 25 SP:Iteration 19Q (2163.899590 sec): 3 clusters Score: Raw -1137425.417513 + Penalty 3017.710247 = -1134407.707266 nChanged 16 SP:Iteration 20F (2163.956199 sec): 3 clusters Score: Raw -1137433.444685 + Penalty 3017.710247 = -1134415.734438 nChanged 12 SP:Iteration 21Q (2164.025503 sec): 3 clusters Score: Raw -1137440.410023 + Penalty 3017.710247 = -1134422.699776 nChanged 12 SP:Iteration 22Q (2164.084886 sec): 3 clusters Score: Raw -1137445.240804 + Penalty 3017.710247 = -1134427.530557 nChanged 10 SP:Iteration 23Q (2164.146965 sec): 3 clusters Score: Raw -1137448.759040 + Penalty 3017.710247 = -1134431.048793 nChanged 8 SP:Iteration 24Q (2164.198312 sec): 3 clusters Score: Raw -1137450.980259 + Penalty 3017.710247 = -1134433.270012 nChanged 7 SP:Iteration 25Q (2164.261795 sec): 3 clusters Score: Raw -1137454.191080 + Penalty 3017.710247 = -1134436.480833 nChanged 5 SP:Iteration 26Q (2164.316543 sec): 3 clusters Score: Raw -1137455.703501 + Penalty 3017.710247 = -1134437.993254 nChanged 6 SP:Iteration 27Q (2164.373671 sec): 3 clusters Score: Raw -1137459.200051 + Penalty 3017.710247 = -1134441.489804 nChanged 6 SP:Iteration 28Q (2164.441364 sec): 3 clusters Score: Raw -1137461.956096 + Penalty 3017.710247 = -1134444.245849 nChanged 7 SP:Iteration 29Q (2164.493561 sec): 3 clusters Score: Raw -1137464.993457 + Penalty 3017.710247 = -1134447.283210 nChanged 9 SP:Iteration 30Q (2164.554344 sec): 3 clusters Score: Raw -1137468.599953 + Penalty 3017.710247 = -1134450.889706 nChanged 4 SP:Iteration 31Q (2164.616707 sec): 3 clusters Score: Raw -1137470.460140 + Penalty 3017.710247 = -1134452.749893 nChanged 4 SP:Iteration 32Q (2164.687168 sec): 3 clusters Score: Raw -1137471.780913 + Penalty 3017.710247 = -1134454.070666 nChanged 1 SP:Iteration 33Q (2164.749851 sec): 3 clusters Score: Raw -1137472.046499 + Penalty 3017.710247 = -1134454.336252 nChanged 1 SP:Iteration 34Q (2164.809630 sec): 3 clusters Score: Raw -1137472.522721 + Penalty 3017.710247 = -1134454.812474 nChanged 2 SP:Iteration 35Q (2164.869912 sec): 3 clusters Score: Raw -1137473.085892 + Penalty 3017.710247 = -1134455.375645 nChanged 0 SP:Iteration 36F (2164.917988 sec): 3 clusters Score: Raw -1137473.085892 + Penalty 3017.710247 = -1134455.375645 nChanged 0 Trying to split cluster 8 (24446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2164.978002 sec): 2 clusters Score: Raw -2525159.355248 + Penalty 1641.936056 = -2523517.419192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2165.072296 sec): 3 clusters Score: Raw -2510032.806342 + Penalty 3283.872112 = -2506748.934231 nChanged 11306 SP:Iteration 1F (2165.155711 sec): 3 clusters Score: Raw -2516401.957829 + Penalty 3283.872112 = -2513118.085717 nChanged 1389 SP:Iteration 2F (2165.242357 sec): 3 clusters Score: Raw -2517019.613221 + Penalty 3283.872112 = -2513735.741109 nChanged 1422 SP:Iteration 3F (2165.328187 sec): 3 clusters Score: Raw -2517761.765983 + Penalty 3283.872112 = -2514477.893871 nChanged 1496 SP:Iteration 4F (2165.414468 sec): 3 clusters Score: Raw -2518662.658300 + Penalty 3283.872112 = -2515378.786189 nChanged 1573 SP:Iteration 5F (2165.500848 sec): 3 clusters Score: Raw -2519665.471531 + Penalty 3283.872112 = -2516381.599419 nChanged 1541 SP:Iteration 6F (2165.581520 sec): 3 clusters Score: Raw -2520734.855970 + Penalty 3283.872112 = -2517450.983858 nChanged 1478 SP:Iteration 7F (2165.675051 sec): 3 clusters Score: Raw -2521835.915392 + Penalty 3283.872112 = -2518552.043280 nChanged 1341 SP:Iteration 8F (2165.756239 sec): 3 clusters Score: Raw -2522748.321139 + Penalty 3283.872112 = -2519464.449027 nChanged 1025 SP:Iteration 9Q (2165.844737 sec): 3 clusters Score: Raw -2523355.192126 + Penalty 3283.872112 = -2520071.320014 nChanged 703 SP:Iteration 10Q (2165.928079 sec): 3 clusters Score: Raw -2523666.288688 + Penalty 3283.872112 = -2520382.416577 nChanged 478 SP:Iteration 11Q (2166.019608 sec): 3 clusters Score: Raw -2523850.878131 + Penalty 3283.872112 = -2520567.006019 nChanged 406 SP:Iteration 12Q (2166.102531 sec): 3 clusters Score: Raw -2524027.175715 + Penalty 3283.872112 = -2520743.303603 nChanged 371 SP:Iteration 13Q (2166.191702 sec): 3 clusters Score: Raw -2524180.616582 + Penalty 3283.872112 = -2520896.744470 nChanged 336 SP:Iteration 14Q (2166.288623 sec): 3 clusters Score: Raw -2524313.313683 + Penalty 3283.872112 = -2521029.441571 nChanged 285 SP:Iteration 15Q (2166.377877 sec): 3 clusters Score: Raw -2524414.867149 + Penalty 3283.872112 = -2521130.995037 nChanged 267 SP:Iteration 16Q (2166.474730 sec): 3 clusters Score: Raw -2524507.379602 + Penalty 3283.872112 = -2521223.507490 nChanged 259 SP:Iteration 17Q (2166.550805 sec): 3 clusters Score: Raw -2524587.464561 + Penalty 3283.872112 = -2521303.592449 nChanged 226 SP:Iteration 18Q (2166.635784 sec): 3 clusters Score: Raw -2524662.879070 + Penalty 3283.872112 = -2521379.006958 nChanged 221 SP:Iteration 19Q (2166.730703 sec): 3 clusters Score: Raw -2524736.398705 + Penalty 3283.872112 = -2521452.526593 nChanged 221 SP:Iteration 20F (2166.815399 sec): 3 clusters Score: Raw -2524810.202654 + Penalty 3283.872112 = -2521526.330542 nChanged 216 SP:Iteration 21Q (2166.905020 sec): 3 clusters Score: Raw -2524886.751241 + Penalty 3283.872112 = -2521602.879129 nChanged 192 SP:Iteration 22Q (2166.975716 sec): 3 clusters Score: Raw -2524957.656547 + Penalty 3283.872112 = -2521673.784436 nChanged 187 SP:Iteration 23Q (2167.060318 sec): 3 clusters Score: Raw -2525016.424854 + Penalty 3283.872112 = -2521732.552743 nChanged 173 SP:Iteration 24Q (2167.150325 sec): 3 clusters Score: Raw -2525067.363992 + Penalty 3283.872112 = -2521783.491880 nChanged 159 SP:Iteration 25Q (2167.226550 sec): 3 clusters Score: Raw -2525112.477246 + Penalty 3283.872112 = -2521828.605134 nChanged 149 SP:Iteration 26Q (2167.302156 sec): 3 clusters Score: Raw -2525155.326213 + Penalty 3283.872112 = -2521871.454101 nChanged 135 SP:Iteration 27Q (2167.390119 sec): 3 clusters Score: Raw -2525186.217620 + Penalty 3283.872112 = -2521902.345508 nChanged 106 SP:Iteration 28Q (2167.477213 sec): 3 clusters Score: Raw -2525208.505327 + Penalty 3283.872112 = -2521924.633215 nChanged 104 SP:Iteration 29Q (2167.561468 sec): 3 clusters Score: Raw -2525227.711047 + Penalty 3283.872112 = -2521943.838936 nChanged 78 SP:Iteration 30Q (2167.634140 sec): 3 clusters Score: Raw -2525240.248553 + Penalty 3283.872112 = -2521956.376442 nChanged 76 SP:Iteration 31Q (2167.724861 sec): 3 clusters Score: Raw -2525252.155396 + Penalty 3283.872112 = -2521968.283284 nChanged 69 SP:Iteration 32Q (2167.797808 sec): 3 clusters Score: Raw -2525261.860792 + Penalty 3283.872112 = -2521977.988680 nChanged 54 SP:Iteration 33Q (2167.882918 sec): 3 clusters Score: Raw -2525268.655655 + Penalty 3283.872112 = -2521984.783543 nChanged 53 SP:Iteration 34Q (2167.969066 sec): 3 clusters Score: Raw -2525275.955015 + Penalty 3283.872112 = -2521992.082903 nChanged 53 SP:Iteration 35Q (2168.042865 sec): 3 clusters Score: Raw -2525283.181083 + Penalty 3283.872112 = -2521999.308971 nChanged 49 SP:Iteration 36Q (2168.128312 sec): 3 clusters Score: Raw -2525289.104494 + Penalty 3283.872112 = -2522005.232383 nChanged 37 SP:Iteration 37Q (2168.225533 sec): 3 clusters Score: Raw -2525293.286411 + Penalty 3283.872112 = -2522009.414299 nChanged 30 SP:Iteration 38Q (2168.310521 sec): 3 clusters Score: Raw -2525296.653965 + Penalty 3283.872112 = -2522012.781853 nChanged 26 SP:Iteration 39Q (2168.397996 sec): 3 clusters Score: Raw -2525299.412161 + Penalty 3283.872112 = -2522015.540049 nChanged 30 SP:Iteration 40F (2168.476962 sec): 3 clusters Score: Raw -2525302.457601 + Penalty 3283.872112 = -2522018.585489 nChanged 26 SP:Iteration 41Q (2168.560951 sec): 3 clusters Score: Raw -2525305.732209 + Penalty 3283.872112 = -2522021.860097 nChanged 30 SP:Iteration 42Q (2168.653709 sec): 3 clusters Score: Raw -2525308.899445 + Penalty 3283.872112 = -2522025.027333 nChanged 30 SP:Iteration 43Q (2168.734239 sec): 3 clusters Score: Raw -2525313.031739 + Penalty 3283.872112 = -2522029.159627 nChanged 27 SP:Iteration 44Q (2168.814277 sec): 3 clusters Score: Raw -2525316.319057 + Penalty 3283.872112 = -2522032.446945 nChanged 27 SP:Iteration 45Q (2168.893537 sec): 3 clusters Score: Raw -2525318.942545 + Penalty 3283.872112 = -2522035.070433 nChanged 32 SP:Iteration 46Q (2168.980692 sec): 3 clusters Score: Raw -2525322.464663 + Penalty 3283.872112 = -2522038.592552 nChanged 36 SP:Iteration 47Q (2169.058192 sec): 3 clusters Score: Raw -2525325.441456 + Penalty 3283.872112 = -2522041.569344 nChanged 20 SP:Iteration 48Q (2169.146765 sec): 3 clusters Score: Raw -2525327.308558 + Penalty 3283.872112 = -2522043.436446 nChanged 21 SP:Iteration 49Q (2169.230531 sec): 3 clusters Score: Raw -2525329.532734 + Penalty 3283.872112 = -2522045.660622 nChanged 15 SP:Iteration 50Q (2169.312463 sec): 3 clusters Score: Raw -2525330.896029 + Penalty 3283.872112 = -2522047.023917 nChanged 16 SP:Iteration 51Q (2169.396331 sec): 3 clusters Score: Raw -2525332.112623 + Penalty 3283.872112 = -2522048.240511 nChanged 10 SP:Iteration 52Q (2169.469460 sec): 3 clusters Score: Raw -2525332.776146 + Penalty 3283.872112 = -2522048.904034 nChanged 8 SP:Iteration 53Q (2169.551873 sec): 3 clusters Score: Raw -2525333.458930 + Penalty 3283.872112 = -2522049.586818 nChanged 10 SP:Iteration 54Q (2169.635940 sec): 3 clusters Score: Raw -2525334.532656 + Penalty 3283.872112 = -2522050.660544 nChanged 15 SP:Iteration 55Q (2169.718613 sec): 3 clusters Score: Raw -2525336.114074 + Penalty 3283.872112 = -2522052.241962 nChanged 12 SP:Iteration 56Q (2169.795322 sec): 3 clusters Score: Raw -2525337.180812 + Penalty 3283.872112 = -2522053.308700 nChanged 15 SP:Iteration 57Q (2169.887441 sec): 3 clusters Score: Raw -2525338.347736 + Penalty 3283.872112 = -2522054.475625 nChanged 12 SP:Iteration 58Q (2169.968230 sec): 3 clusters Score: Raw -2525339.254670 + Penalty 3283.872112 = -2522055.382558 nChanged 10 SP:Iteration 59Q (2170.055551 sec): 3 clusters Score: Raw -2525339.920179 + Penalty 3283.872112 = -2522056.048067 nChanged 5 SP:Iteration 60F (2170.134816 sec): 3 clusters Score: Raw -2525340.223902 + Penalty 3283.872112 = -2522056.351790 nChanged 6 SP:Iteration 61Q (2170.218940 sec): 3 clusters Score: Raw -2525340.473206 + Penalty 3283.872112 = -2522056.601094 nChanged 4 SP:Iteration 62Q (2170.305930 sec): 3 clusters Score: Raw -2525340.611478 + Penalty 3283.872112 = -2522056.739366 nChanged 5 SP:Iteration 63Q (2170.387560 sec): 3 clusters Score: Raw -2525341.046027 + Penalty 3283.872112 = -2522057.173915 nChanged 8 SP:Iteration 64Q (2170.467416 sec): 3 clusters Score: Raw -2525341.670258 + Penalty 3283.872112 = -2522057.798147 nChanged 7 SP:Iteration 65Q (2170.542890 sec): 3 clusters Score: Raw -2525342.086069 + Penalty 3283.872112 = -2522058.213957 nChanged 6 SP:Iteration 66Q (2170.629842 sec): 3 clusters Score: Raw -2525342.597024 + Penalty 3283.872112 = -2522058.724913 nChanged 6 SP:Iteration 67Q (2170.696212 sec): 3 clusters Score: Raw -2525343.235661 + Penalty 3283.872112 = -2522059.363549 nChanged 9 SP:Iteration 68Q (2170.776539 sec): 3 clusters Score: Raw -2525344.046026 + Penalty 3283.872112 = -2522060.173915 nChanged 7 SP:Iteration 69Q (2170.860077 sec): 3 clusters Score: Raw -2525344.464718 + Penalty 3283.872112 = -2522060.592607 nChanged 5 SP:Iteration 70Q (2170.949719 sec): 3 clusters Score: Raw -2525344.868804 + Penalty 3283.872112 = -2522060.996692 nChanged 9 SP:Iteration 71Q (2171.037931 sec): 3 clusters Score: Raw -2525345.828300 + Penalty 3283.872112 = -2522061.956188 nChanged 10 SP:Iteration 72Q (2171.124264 sec): 3 clusters Score: Raw -2525346.548833 + Penalty 3283.872112 = -2522062.676722 nChanged 9 SP:Iteration 73Q (2171.206973 sec): 3 clusters Score: Raw -2525347.268757 + Penalty 3283.872112 = -2522063.396645 nChanged 7 SP:Iteration 74Q (2171.287211 sec): 3 clusters Score: Raw -2525347.598476 + Penalty 3283.872112 = -2522063.726364 nChanged 1 SP:Iteration 75Q (2171.374584 sec): 3 clusters Score: Raw -2525347.662941 + Penalty 3283.872112 = -2522063.790829 nChanged 0 SP:Iteration 76F (2171.464553 sec): 3 clusters Score: Raw -2525347.662941 + Penalty 3283.872112 = -2522063.790829 nChanged 0 Trying to split cluster 9 (12874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2171.509515 sec): 2 clusters Score: Raw -1297173.121006 + Penalty 1537.731821 = -1295635.389185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2171.577640 sec): 3 clusters Score: Raw -1289772.996375 + Penalty 3075.463642 = -1286697.532733 nChanged 5685 SP:Iteration 1F (2171.646791 sec): 3 clusters Score: Raw -1292908.022726 + Penalty 3075.463642 = -1289832.559084 nChanged 894 SP:Iteration 2F (2171.714526 sec): 3 clusters Score: Raw -1293449.567062 + Penalty 3075.463642 = -1290374.103420 nChanged 895 SP:Iteration 3F (2171.781961 sec): 3 clusters Score: Raw -1294014.889494 + Penalty 3075.463642 = -1290939.425852 nChanged 818 SP:Iteration 4F (2171.854815 sec): 3 clusters Score: Raw -1294564.680147 + Penalty 3075.463642 = -1291489.216504 nChanged 758 SP:Iteration 5F (2171.916318 sec): 3 clusters Score: Raw -1295096.583584 + Penalty 3075.463642 = -1292021.119942 nChanged 660 SP:Iteration 6F (2171.982258 sec): 3 clusters Score: Raw -1295522.720301 + Penalty 3075.463642 = -1292447.256659 nChanged 537 SP:Iteration 7Q (2172.048252 sec): 3 clusters Score: Raw -1295856.700925 + Penalty 3075.463642 = -1292781.237283 nChanged 481 SP:Iteration 8Q (2172.127932 sec): 3 clusters Score: Raw -1296098.669839 + Penalty 3075.463642 = -1293023.206197 nChanged 366 SP:Iteration 9Q (2172.185168 sec): 3 clusters Score: Raw -1296270.991161 + Penalty 3075.463642 = -1293195.527518 nChanged 315 SP:Iteration 10Q (2172.245388 sec): 3 clusters Score: Raw -1296419.918035 + Penalty 3075.463642 = -1293344.454393 nChanged 291 SP:Iteration 11Q (2172.312822 sec): 3 clusters Score: Raw -1296548.876864 + Penalty 3075.463642 = -1293473.413222 nChanged 236 SP:Iteration 12Q (2172.387196 sec): 3 clusters Score: Raw -1296645.634574 + Penalty 3075.463642 = -1293570.170932 nChanged 223 SP:Iteration 13Q (2172.440448 sec): 3 clusters Score: Raw -1296730.889016 + Penalty 3075.463642 = -1293655.425374 nChanged 198 SP:Iteration 14Q (2172.516647 sec): 3 clusters Score: Raw -1296808.855141 + Penalty 3075.463642 = -1293733.391499 nChanged 188 SP:Iteration 15Q (2172.584544 sec): 3 clusters Score: Raw -1296881.626183 + Penalty 3075.463642 = -1293806.162540 nChanged 173 SP:Iteration 16Q (2172.648602 sec): 3 clusters Score: Raw -1296946.243998 + Penalty 3075.463642 = -1293870.780356 nChanged 161 SP:Iteration 17Q (2172.716558 sec): 3 clusters Score: Raw -1297005.538174 + Penalty 3075.463642 = -1293930.074532 nChanged 130 SP:Iteration 18Q (2172.777408 sec): 3 clusters Score: Raw -1297043.056872 + Penalty 3075.463642 = -1293967.593230 nChanged 109 SP:Iteration 19Q (2172.843332 sec): 3 clusters Score: Raw -1297073.015908 + Penalty 3075.463642 = -1293997.552265 nChanged 95 SP:Iteration 20F (2172.922417 sec): 3 clusters Score: Raw -1297101.840114 + Penalty 3075.463642 = -1294026.376472 nChanged 98 SP:Iteration 21Q (2172.989664 sec): 3 clusters Score: Raw -1297131.165542 + Penalty 3075.463642 = -1294055.701900 nChanged 79 SP:Iteration 22Q (2173.056060 sec): 3 clusters Score: Raw -1297152.373447 + Penalty 3075.463642 = -1294076.909805 nChanged 74 SP:Iteration 23Q (2173.108645 sec): 3 clusters Score: Raw -1297171.423872 + Penalty 3075.463642 = -1294095.960230 nChanged 69 SP:Iteration 24Q (2173.180118 sec): 3 clusters Score: Raw -1297186.443844 + Penalty 3075.463642 = -1294110.980202 nChanged 60 SP:Iteration 25Q (2173.252127 sec): 3 clusters Score: Raw -1297196.716091 + Penalty 3075.463642 = -1294121.252449 nChanged 52 SP:Iteration 26Q (2173.318939 sec): 3 clusters Score: Raw -1297204.681457 + Penalty 3075.463642 = -1294129.217815 nChanged 35 SP:Iteration 27Q (2173.387523 sec): 3 clusters Score: Raw -1297209.350349 + Penalty 3075.463642 = -1294133.886707 nChanged 26 SP:Iteration 28Q (2173.451190 sec): 3 clusters Score: Raw -1297212.258094 + Penalty 3075.463642 = -1294136.794452 nChanged 21 SP:Iteration 29Q (2173.518298 sec): 3 clusters Score: Raw -1297214.755452 + Penalty 3075.463642 = -1294139.291809 nChanged 16 SP:Iteration 30Q (2173.571576 sec): 3 clusters Score: Raw -1297216.347421 + Penalty 3075.463642 = -1294140.883779 nChanged 16 SP:Iteration 31Q (2173.634102 sec): 3 clusters Score: Raw -1297218.346611 + Penalty 3075.463642 = -1294142.882968 nChanged 11 SP:Iteration 32Q (2173.701390 sec): 3 clusters Score: Raw -1297219.499320 + Penalty 3075.463642 = -1294144.035678 nChanged 7 SP:Iteration 33Q (2173.775104 sec): 3 clusters Score: Raw -1297220.091846 + Penalty 3075.463642 = -1294144.628204 nChanged 10 SP:Iteration 34Q (2173.846992 sec): 3 clusters Score: Raw -1297221.050372 + Penalty 3075.463642 = -1294145.586730 nChanged 4 SP:Iteration 35Q (2173.917370 sec): 3 clusters Score: Raw -1297221.330739 + Penalty 3075.463642 = -1294145.867097 nChanged 4 SP:Iteration 36Q (2173.989242 sec): 3 clusters Score: Raw -1297221.602545 + Penalty 3075.463642 = -1294146.138903 nChanged 5 SP:Iteration 37Q (2174.057750 sec): 3 clusters Score: Raw -1297222.027116 + Penalty 3075.463642 = -1294146.563474 nChanged 0 SP:Iteration 38F (2174.129555 sec): 3 clusters Score: Raw -1297222.027116 + Penalty 3075.463642 = -1294146.563474 nChanged 0 Trying to split cluster 10 (1780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2174.158298 sec): 2 clusters Score: Raw -172866.364085 + Penalty 1216.209905 = -171650.154181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2174.208715 sec): 3 clusters Score: Raw -172140.399520 + Penalty 2432.419809 = -169707.979711 nChanged 604 SP:Iteration 1F (2174.259337 sec): 3 clusters Score: Raw -172555.926626 + Penalty 2432.419809 = -170123.506817 nChanged 125 SP:Iteration 2F (2174.305723 sec): 3 clusters Score: Raw -172660.432623 + Penalty 2432.419809 = -170228.012814 nChanged 89 SP:Iteration 3Q (2174.349951 sec): 3 clusters Score: Raw -172735.816209 + Penalty 2432.419809 = -170303.396400 nChanged 55 SP:Iteration 4Q (2174.389818 sec): 3 clusters Score: Raw -172777.065016 + Penalty 2432.419809 = -170344.645207 nChanged 40 SP:Iteration 5Q (2174.436404 sec): 3 clusters Score: Raw -172804.036704 + Penalty 2432.419809 = -170371.616895 nChanged 25 SP:Iteration 6Q (2174.483068 sec): 3 clusters Score: Raw -172826.011076 + Penalty 2432.419809 = -170393.591267 nChanged 36 SP:Iteration 7Q (2174.530824 sec): 3 clusters Score: Raw -172853.496432 + Penalty 2432.419809 = -170421.076623 nChanged 32 SP:Iteration 8Q (2174.591008 sec): 3 clusters Score: Raw -172878.674478 + Penalty 2432.419809 = -170446.254669 nChanged 28 SP:Iteration 9Q (2174.632579 sec): 3 clusters Score: Raw -172898.742005 + Penalty 2432.419809 = -170466.322196 nChanged 24 SP:Iteration 10Q (2174.684545 sec): 3 clusters Score: Raw -172914.429515 + Penalty 2432.419809 = -170482.009706 nChanged 11 SP:Iteration 11Q (2174.732334 sec): 3 clusters Score: Raw -172919.885213 + Penalty 2432.419809 = -170487.465404 nChanged 3 SP:Iteration 12Q (2174.779143 sec): 3 clusters Score: Raw -172922.139337 + Penalty 2432.419809 = -170489.719528 nChanged 6 SP:Iteration 13Q (2174.821124 sec): 3 clusters Score: Raw -172928.079233 + Penalty 2432.419809 = -170495.659424 nChanged 8 SP:Iteration 14Q (2174.876069 sec): 3 clusters Score: Raw -172934.605867 + Penalty 2432.419809 = -170502.186058 nChanged 5 SP:Iteration 15Q (2174.916750 sec): 3 clusters Score: Raw -172936.830494 + Penalty 2432.419809 = -170504.410685 nChanged 4 SP:Iteration 16Q (2174.963211 sec): 3 clusters Score: Raw -172938.825637 + Penalty 2432.419809 = -170506.405828 nChanged 4 SP:Iteration 17Q (2175.021579 sec): 3 clusters Score: Raw -172940.722241 + Penalty 2432.419809 = -170508.302432 nChanged 3 SP:Iteration 18Q (2175.057253 sec): 3 clusters Score: Raw -172941.843639 + Penalty 2432.419809 = -170509.423830 nChanged 3 SP:Iteration 19Q (2175.108455 sec): 3 clusters Score: Raw -172943.025646 + Penalty 2432.419809 = -170510.605837 nChanged 1 SP:Iteration 20F (2175.147475 sec): 3 clusters Score: Raw -172943.476494 + Penalty 2432.419809 = -170511.056685 nChanged 1 SP:Iteration 21Q (2175.199386 sec): 3 clusters Score: Raw -172943.738685 + Penalty 2432.419809 = -170511.318876 nChanged 1 SP:Iteration 22Q (2175.248180 sec): 3 clusters Score: Raw -172944.267193 + Penalty 2432.419809 = -170511.847384 nChanged 1 SP:Iteration 23Q (2175.292192 sec): 3 clusters Score: Raw -172944.692155 + Penalty 2432.419809 = -170512.272346 nChanged 2 SP:Iteration 24Q (2175.337940 sec): 3 clusters Score: Raw -172945.543427 + Penalty 2432.419809 = -170513.123618 nChanged 1 SP:Iteration 25Q (2175.379494 sec): 3 clusters Score: Raw -172946.146705 + Penalty 2432.419809 = -170513.726896 nChanged 3 SP:Iteration 26Q (2175.427978 sec): 3 clusters Score: Raw -172948.203594 + Penalty 2432.419809 = -170515.783785 nChanged 3 SP:Iteration 27Q (2175.471720 sec): 3 clusters Score: Raw -172949.740664 + Penalty 2432.419809 = -170517.320855 nChanged 2 SP:Iteration 28Q (2175.528335 sec): 3 clusters Score: Raw -172951.247084 + Penalty 2432.419809 = -170518.827275 nChanged 2 SP:Iteration 29Q (2175.569325 sec): 3 clusters Score: Raw -172952.939021 + Penalty 2432.419809 = -170520.519212 nChanged 0 SP:Iteration 30F (2175.623758 sec): 3 clusters Score: Raw -172952.939021 + Penalty 2432.419809 = -170520.519212 nChanged 0 Trying to split cluster 11 (15388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2175.677710 sec): 2 clusters Score: Raw -1685694.349521 + Penalty 1566.718280 = -1684127.631241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2175.749645 sec): 3 clusters Score: Raw -1676599.922334 + Penalty 3133.436561 = -1673466.485773 nChanged 6919 SP:Iteration 1F (2175.813760 sec): 3 clusters Score: Raw -1680447.323497 + Penalty 3133.436561 = -1677313.886936 nChanged 873 SP:Iteration 2F (2175.881618 sec): 3 clusters Score: Raw -1680817.950177 + Penalty 3133.436561 = -1677684.513616 nChanged 794 SP:Iteration 3F (2175.965321 sec): 3 clusters Score: Raw -1681196.766881 + Penalty 3133.436561 = -1678063.330320 nChanged 754 SP:Iteration 4Q (2176.036482 sec): 3 clusters Score: Raw -1681583.707898 + Penalty 3133.436561 = -1678450.271337 nChanged 744 SP:Iteration 5Q (2176.100247 sec): 3 clusters Score: Raw -1681981.806171 + Penalty 3133.436561 = -1678848.369610 nChanged 745 SP:Iteration 6Q (2176.175883 sec): 3 clusters Score: Raw -1682427.655550 + Penalty 3133.436561 = -1679294.218989 nChanged 760 SP:Iteration 7Q (2176.249827 sec): 3 clusters Score: Raw -1682832.673236 + Penalty 3133.436561 = -1679699.236675 nChanged 687 SP:Iteration 8Q (2176.324035 sec): 3 clusters Score: Raw -1683202.095147 + Penalty 3133.436561 = -1680068.658586 nChanged 618 SP:Iteration 9Q (2176.398159 sec): 3 clusters Score: Raw -1683509.437079 + Penalty 3133.436561 = -1680376.000518 nChanged 548 SP:Iteration 10Q (2176.473286 sec): 3 clusters Score: Raw -1683761.383511 + Penalty 3133.436561 = -1680627.946951 nChanged 424 SP:Iteration 11Q (2176.552399 sec): 3 clusters Score: Raw -1683933.060385 + Penalty 3133.436561 = -1680799.623824 nChanged 357 SP:Iteration 12Q (2176.629361 sec): 3 clusters Score: Raw -1684052.417104 + Penalty 3133.436561 = -1680918.980543 nChanged 302 SP:Iteration 13Q (2176.702122 sec): 3 clusters Score: Raw -1684143.441038 + Penalty 3133.436561 = -1681010.004477 nChanged 275 SP:Iteration 14Q (2176.773775 sec): 3 clusters Score: Raw -1684217.866179 + Penalty 3133.436561 = -1681084.429618 nChanged 180 SP:Iteration 15Q (2176.846602 sec): 3 clusters Score: Raw -1684256.648942 + Penalty 3133.436561 = -1681123.212381 nChanged 148 SP:Iteration 16Q (2176.903198 sec): 3 clusters Score: Raw -1684289.684286 + Penalty 3133.436561 = -1681156.247725 nChanged 153 SP:Iteration 17Q (2176.974845 sec): 3 clusters Score: Raw -1684325.682444 + Penalty 3133.436561 = -1681192.245883 nChanged 143 SP:Iteration 18Q (2177.041463 sec): 3 clusters Score: Raw -1684358.986349 + Penalty 3133.436561 = -1681225.549788 nChanged 130 SP:Iteration 19Q (2177.120847 sec): 3 clusters Score: Raw -1684389.085043 + Penalty 3133.436561 = -1681255.648483 nChanged 142 SP:Iteration 20F (2177.191216 sec): 3 clusters Score: Raw -1684423.598970 + Penalty 3133.436561 = -1681290.162409 nChanged 144 SP:Iteration 21Q (2177.264816 sec): 3 clusters Score: Raw -1684464.288172 + Penalty 3133.436561 = -1681330.851611 nChanged 158 SP:Iteration 22Q (2177.334840 sec): 3 clusters Score: Raw -1684510.380814 + Penalty 3133.436561 = -1681376.944254 nChanged 159 SP:Iteration 23Q (2177.402208 sec): 3 clusters Score: Raw -1684558.229711 + Penalty 3133.436561 = -1681424.793151 nChanged 168 SP:Iteration 24Q (2177.463808 sec): 3 clusters Score: Raw -1684612.510625 + Penalty 3133.436561 = -1681479.074064 nChanged 182 SP:Iteration 25Q (2177.539513 sec): 3 clusters Score: Raw -1684666.809995 + Penalty 3133.436561 = -1681533.373435 nChanged 183 SP:Iteration 26Q (2177.606102 sec): 3 clusters Score: Raw -1684725.410607 + Penalty 3133.436561 = -1681591.974046 nChanged 194 SP:Iteration 27Q (2177.675590 sec): 3 clusters Score: Raw -1684792.073063 + Penalty 3133.436561 = -1681658.636502 nChanged 172 SP:Iteration 28Q (2177.738749 sec): 3 clusters Score: Raw -1684855.902960 + Penalty 3133.436561 = -1681722.466399 nChanged 170 SP:Iteration 29Q (2177.804400 sec): 3 clusters Score: Raw -1684917.682739 + Penalty 3133.436561 = -1681784.246178 nChanged 164 SP:Iteration 30Q (2177.884636 sec): 3 clusters Score: Raw -1684991.236037 + Penalty 3133.436561 = -1681857.799476 nChanged 180 SP:Iteration 31Q (2177.956364 sec): 3 clusters Score: Raw -1685061.637912 + Penalty 3133.436561 = -1681928.201351 nChanged 166 SP:Iteration 32Q (2178.030677 sec): 3 clusters Score: Raw -1685122.536764 + Penalty 3133.436561 = -1681989.100203 nChanged 155 SP:Iteration 33Q (2178.099259 sec): 3 clusters Score: Raw -1685179.109929 + Penalty 3133.436561 = -1682045.673369 nChanged 158 SP:Iteration 34Q (2178.160748 sec): 3 clusters Score: Raw -1685232.321961 + Penalty 3133.436561 = -1682098.885401 nChanged 145 SP:Iteration 35Q (2178.240052 sec): 3 clusters Score: Raw -1685288.465231 + Penalty 3133.436561 = -1682155.028671 nChanged 155 SP:Iteration 36Q (2178.307128 sec): 3 clusters Score: Raw -1685350.855592 + Penalty 3133.436561 = -1682217.419031 nChanged 156 SP:Iteration 37Q (2178.376909 sec): 3 clusters Score: Raw -1685414.929586 + Penalty 3133.436561 = -1682281.493025 nChanged 152 SP:Iteration 38Q (2178.447660 sec): 3 clusters Score: Raw -1685475.344888 + Penalty 3133.436561 = -1682341.908327 nChanged 141 SP:Iteration 39Q (2178.518907 sec): 3 clusters Score: Raw -1685531.505568 + Penalty 3133.436561 = -1682398.069007 nChanged 114 SP:Iteration 40F (2178.585817 sec): 3 clusters Score: Raw -1685580.126989 + Penalty 3133.436561 = -1682446.690428 nChanged 108 SP:Iteration 41Q (2178.643996 sec): 3 clusters Score: Raw -1685626.909594 + Penalty 3133.436561 = -1682493.473033 nChanged 102 SP:Iteration 42Q (2178.714610 sec): 3 clusters Score: Raw -1685672.769538 + Penalty 3133.436561 = -1682539.332977 nChanged 92 SP:Iteration 43Q (2178.789488 sec): 3 clusters Score: Raw -1685712.378455 + Penalty 3133.436561 = -1682578.941895 nChanged 84 SP:Iteration 44Q (2178.850450 sec): 3 clusters Score: Raw -1685750.392815 + Penalty 3133.436561 = -1682616.956254 nChanged 69 SP:Iteration 45Q (2178.928237 sec): 3 clusters Score: Raw -1685782.402850 + Penalty 3133.436561 = -1682648.966289 nChanged 68 SP:Iteration 46Q (2178.997723 sec): 3 clusters Score: Raw -1685814.879173 + Penalty 3133.436561 = -1682681.442612 nChanged 59 SP:Iteration 47Q (2179.056356 sec): 3 clusters Score: Raw -1685839.793237 + Penalty 3133.436561 = -1682706.356676 nChanged 50 SP:Iteration 48Q (2179.113783 sec): 3 clusters Score: Raw -1685863.127403 + Penalty 3133.436561 = -1682729.690842 nChanged 48 SP:Iteration 49Q (2179.182603 sec): 3 clusters Score: Raw -1685885.000401 + Penalty 3133.436561 = -1682751.563840 nChanged 39 SP:Iteration 50Q (2179.257374 sec): 3 clusters Score: Raw -1685899.858415 + Penalty 3133.436561 = -1682766.421854 nChanged 30 SP:Iteration 51Q (2179.324096 sec): 3 clusters Score: Raw -1685910.270657 + Penalty 3133.436561 = -1682776.834096 nChanged 25 SP:Iteration 52Q (2179.388986 sec): 3 clusters Score: Raw -1685921.497019 + Penalty 3133.436561 = -1682788.060458 nChanged 26 SP:Iteration 53Q (2179.446350 sec): 3 clusters Score: Raw -1685935.119073 + Penalty 3133.436561 = -1682801.682513 nChanged 37 SP:Iteration 54Q (2179.518647 sec): 3 clusters Score: Raw -1685956.068451 + Penalty 3133.436561 = -1682822.631891 nChanged 35 SP:Iteration 55Q (2179.574236 sec): 3 clusters Score: Raw -1685974.270577 + Penalty 3133.436561 = -1682840.834016 nChanged 27 SP:Iteration 56Q (2179.650771 sec): 3 clusters Score: Raw -1685988.678363 + Penalty 3133.436561 = -1682855.241803 nChanged 20 SP:Iteration 57Q (2179.710134 sec): 3 clusters Score: Raw -1685997.908068 + Penalty 3133.436561 = -1682864.471507 nChanged 18 SP:Iteration 58Q (2179.778364 sec): 3 clusters Score: Raw -1686004.903093 + Penalty 3133.436561 = -1682871.466532 nChanged 16 SP:Iteration 59Q (2179.855132 sec): 3 clusters Score: Raw -1686013.598969 + Penalty 3133.436561 = -1682880.162408 nChanged 16 SP:Iteration 60F (2179.928621 sec): 3 clusters Score: Raw -1686020.707363 + Penalty 3133.436561 = -1682887.270802 nChanged 12 SP:Iteration 61Q (2179.983531 sec): 3 clusters Score: Raw -1686024.635068 + Penalty 3133.436561 = -1682891.198508 nChanged 5 SP:Iteration 62Q (2180.055201 sec): 3 clusters Score: Raw -1686026.927962 + Penalty 3133.436561 = -1682893.491401 nChanged 3 SP:Iteration 63Q (2180.115530 sec): 3 clusters Score: Raw -1686027.474395 + Penalty 3133.436561 = -1682894.037834 nChanged 2 SP:Iteration 64Q (2180.182837 sec): 3 clusters Score: Raw -1686028.406787 + Penalty 3133.436561 = -1682894.970226 nChanged 2 SP:Iteration 65Q (2180.250183 sec): 3 clusters Score: Raw -1686029.769166 + Penalty 3133.436561 = -1682896.332605 nChanged 4 SP:Iteration 66Q (2180.326745 sec): 3 clusters Score: Raw -1686031.367335 + Penalty 3133.436561 = -1682897.930774 nChanged 3 SP:Iteration 67Q (2180.388844 sec): 3 clusters Score: Raw -1686032.309957 + Penalty 3133.436561 = -1682898.873397 nChanged 5 SP:Iteration 68Q (2180.451229 sec): 3 clusters Score: Raw -1686034.430287 + Penalty 3133.436561 = -1682900.993726 nChanged 6 SP:Iteration 69Q (2180.524039 sec): 3 clusters Score: Raw -1686036.415357 + Penalty 3133.436561 = -1682902.978797 nChanged 4 SP:Iteration 70Q (2180.584575 sec): 3 clusters Score: Raw -1686037.989383 + Penalty 3133.436561 = -1682904.552822 nChanged 2 SP:Iteration 71Q (2180.647320 sec): 3 clusters Score: Raw -1686038.477504 + Penalty 3133.436561 = -1682905.040944 nChanged 4 SP:Iteration 72Q (2180.720091 sec): 3 clusters Score: Raw -1686040.490260 + Penalty 3133.436561 = -1682907.053699 nChanged 4 SP:Iteration 73Q (2180.781601 sec): 3 clusters Score: Raw -1686041.444329 + Penalty 3133.436561 = -1682908.007768 nChanged 2 SP:Iteration 74Q (2180.860987 sec): 3 clusters Score: Raw -1686042.705239 + Penalty 3133.436561 = -1682909.268678 nChanged 6 SP:Iteration 75Q (2180.930526 sec): 3 clusters Score: Raw -1686044.684516 + Penalty 3133.436561 = -1682911.247956 nChanged 7 SP:Iteration 76Q (2180.992568 sec): 3 clusters Score: Raw -1686047.416766 + Penalty 3133.436561 = -1682913.980205 nChanged 10 SP:Iteration 77Q (2181.065583 sec): 3 clusters Score: Raw -1686051.013954 + Penalty 3133.436561 = -1682917.577393 nChanged 4 SP:Iteration 78Q (2181.129527 sec): 3 clusters Score: Raw -1686052.518070 + Penalty 3133.436561 = -1682919.081509 nChanged 6 SP:Iteration 79Q (2181.196994 sec): 3 clusters Score: Raw -1686053.996195 + Penalty 3133.436561 = -1682920.559634 nChanged 4 SP:Iteration 80F (2181.265666 sec): 3 clusters Score: Raw -1686055.020848 + Penalty 3133.436561 = -1682921.584287 nChanged 3 SP:Iteration 81Q (2181.333413 sec): 3 clusters Score: Raw -1686055.894795 + Penalty 3133.436561 = -1682922.458234 nChanged 4 SP:Iteration 82Q (2181.405722 sec): 3 clusters Score: Raw -1686057.054625 + Penalty 3133.436561 = -1682923.618065 nChanged 2 SP:Iteration 83Q (2181.471138 sec): 3 clusters Score: Raw -1686058.162166 + Penalty 3133.436561 = -1682924.725605 nChanged 2 SP:Iteration 84Q (2181.538443 sec): 3 clusters Score: Raw -1686058.702011 + Penalty 3133.436561 = -1682925.265450 nChanged 3 SP:Iteration 85Q (2181.616729 sec): 3 clusters Score: Raw -1686059.413905 + Penalty 3133.436561 = -1682925.977344 nChanged 2 SP:Iteration 86Q (2181.678770 sec): 3 clusters Score: Raw -1686059.787060 + Penalty 3133.436561 = -1682926.350499 nChanged 3 SP:Iteration 87Q (2181.743661 sec): 3 clusters Score: Raw -1686060.711001 + Penalty 3133.436561 = -1682927.274440 nChanged 1 SP:Iteration 88Q (2181.809920 sec): 3 clusters Score: Raw -1686061.422128 + Penalty 3133.436561 = -1682927.985567 nChanged 2 SP:Iteration 89Q (2181.887146 sec): 3 clusters Score: Raw -1686062.198900 + Penalty 3133.436561 = -1682928.762339 nChanged 1 SP:Iteration 90Q (2181.951466 sec): 3 clusters Score: Raw -1686062.547469 + Penalty 3133.436561 = -1682929.110908 nChanged 0 SP:Iteration 91F (2182.020304 sec): 3 clusters Score: Raw -1686062.547469 + Penalty 3133.436561 = -1682929.110908 nChanged 0 Trying to split cluster 12 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2182.043965 sec): 2 clusters Score: Raw -31288.958381 + Penalty 974.827191 = -30314.131189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2182.090476 sec): 3 clusters Score: Raw -31382.460627 + Penalty 1949.654383 = -29432.806244 nChanged 94 SP:Iteration 1F (2182.122345 sec): 3 clusters Score: Raw -31536.165149 + Penalty 1949.654383 = -29586.510767 nChanged 26 SP:Iteration 2F (2182.162648 sec): 3 clusters Score: Raw -31617.274442 + Penalty 1949.654383 = -29667.620059 nChanged 22 SP:Iteration 3F (2182.204541 sec): 3 clusters Score: Raw -31746.385581 + Penalty 1949.654383 = -29796.731198 nChanged 26 SP:Iteration 4F (2182.254453 sec): 3 clusters Score: Raw -31821.128563 + Penalty 1949.654383 = -29871.474181 nChanged 20 SP:Iteration 5Q (2182.308590 sec): 3 clusters Score: Raw -31886.815038 + Penalty 1949.654383 = -29937.160655 nChanged 16 SP:Iteration 6Q (2182.346556 sec): 3 clusters Score: Raw -31951.400334 + Penalty 1949.654383 = -30001.745951 nChanged 16 SP:Iteration 7Q (2182.399640 sec): 3 clusters Score: Raw -31993.066525 + Penalty 1949.654383 = -30043.412143 nChanged 5 SP:Iteration 8Q (2182.444029 sec): 3 clusters Score: Raw -32001.588340 + Penalty 1949.654383 = -30051.933958 nChanged 1 SP:Iteration 9Q (2182.496391 sec): 3 clusters Score: Raw -32004.950706 + Penalty 1949.654383 = -30055.296324 nChanged 0 SP:Iteration 10F (2182.541301 sec): 3 clusters Score: Raw -32004.950706 + Penalty 1949.654383 = -30055.296324 nChanged 0 Trying to split cluster 13 (1907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2182.563640 sec): 2 clusters Score: Raw -185776.392695 + Penalty 1227.409073 = -184548.983621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2182.616264 sec): 3 clusters Score: Raw -184990.318793 + Penalty 2454.818147 = -182535.500646 nChanged 672 SP:Iteration 1F (2182.663257 sec): 3 clusters Score: Raw -185397.570329 + Penalty 2454.818147 = -182942.752182 nChanged 131 SP:Iteration 2F (2182.713290 sec): 3 clusters Score: Raw -185489.672347 + Penalty 2454.818147 = -183034.854200 nChanged 83 SP:Iteration 3Q (2182.756614 sec): 3 clusters Score: Raw -185535.105745 + Penalty 2454.818147 = -183080.287599 nChanged 58 SP:Iteration 4Q (2182.794340 sec): 3 clusters Score: Raw -185578.066723 + Penalty 2454.818147 = -183123.248577 nChanged 42 SP:Iteration 5Q (2182.846378 sec): 3 clusters Score: Raw -185602.740937 + Penalty 2454.818147 = -183147.922791 nChanged 26 SP:Iteration 6Q (2182.900451 sec): 3 clusters Score: Raw -185614.212651 + Penalty 2454.818147 = -183159.394504 nChanged 17 SP:Iteration 7Q (2182.950363 sec): 3 clusters Score: Raw -185622.206842 + Penalty 2454.818147 = -183167.388695 nChanged 14 SP:Iteration 8Q (2182.988108 sec): 3 clusters Score: Raw -185628.593171 + Penalty 2454.818147 = -183173.775024 nChanged 10 SP:Iteration 9Q (2183.039062 sec): 3 clusters Score: Raw -185632.104750 + Penalty 2454.818147 = -183177.286603 nChanged 9 SP:Iteration 10Q (2183.086806 sec): 3 clusters Score: Raw -185635.689296 + Penalty 2454.818147 = -183180.871149 nChanged 5 SP:Iteration 11Q (2183.133943 sec): 3 clusters Score: Raw -185637.760247 + Penalty 2454.818147 = -183182.942101 nChanged 8 SP:Iteration 12Q (2183.181847 sec): 3 clusters Score: Raw -185641.891857 + Penalty 2454.818147 = -183187.073711 nChanged 9 SP:Iteration 13Q (2183.233457 sec): 3 clusters Score: Raw -185645.739118 + Penalty 2454.818147 = -183190.920972 nChanged 4 SP:Iteration 14Q (2183.278386 sec): 3 clusters Score: Raw -185646.534897 + Penalty 2454.818147 = -183191.716751 nChanged 2 SP:Iteration 15Q (2183.328555 sec): 3 clusters Score: Raw -185646.864603 + Penalty 2454.818147 = -183192.046456 nChanged 1 SP:Iteration 16Q (2183.381355 sec): 3 clusters Score: Raw -185646.955502 + Penalty 2454.818147 = -183192.137355 nChanged 1 SP:Iteration 17Q (2183.431099 sec): 3 clusters Score: Raw -185647.303639 + Penalty 2454.818147 = -183192.485492 nChanged 1 SP:Iteration 18Q (2183.475421 sec): 3 clusters Score: Raw -185647.626853 + Penalty 2454.818147 = -183192.808706 nChanged 2 SP:Iteration 19Q (2183.533665 sec): 3 clusters Score: Raw -185649.085212 + Penalty 2454.818147 = -183194.267066 nChanged 3 SP:Iteration 20F (2183.580760 sec): 3 clusters Score: Raw -185650.464868 + Penalty 2454.818147 = -183195.646721 nChanged 5 SP:Iteration 21Q (2183.621143 sec): 3 clusters Score: Raw -185651.979407 + Penalty 2454.818147 = -183197.161260 nChanged 4 SP:Iteration 22Q (2183.664954 sec): 3 clusters Score: Raw -185653.373317 + Penalty 2454.818147 = -183198.555170 nChanged 3 SP:Iteration 23Q (2183.725745 sec): 3 clusters Score: Raw -185654.340956 + Penalty 2454.818147 = -183199.522809 nChanged 4 SP:Iteration 24Q (2183.764956 sec): 3 clusters Score: Raw -185656.497404 + Penalty 2454.818147 = -183201.679257 nChanged 4 SP:Iteration 25Q (2183.817101 sec): 3 clusters Score: Raw -185658.223658 + Penalty 2454.818147 = -183203.405511 nChanged 6 SP:Iteration 26Q (2183.869811 sec): 3 clusters Score: Raw -185659.531768 + Penalty 2454.818147 = -183204.713621 nChanged 3 SP:Iteration 27Q (2183.920075 sec): 3 clusters Score: Raw -185660.710006 + Penalty 2454.818147 = -183205.891859 nChanged 3 SP:Iteration 28Q (2183.969732 sec): 3 clusters Score: Raw -185662.106068 + Penalty 2454.818147 = -183207.287921 nChanged 2 SP:Iteration 29Q (2184.002107 sec): 3 clusters Score: Raw -185662.994609 + Penalty 2454.818147 = -183208.176462 nChanged 1 SP:Iteration 30Q (2184.041161 sec): 3 clusters Score: Raw -185663.249578 + Penalty 2454.818147 = -183208.431431 nChanged 1 SP:Iteration 31Q (2184.095493 sec): 3 clusters Score: Raw -185663.638845 + Penalty 2454.818147 = -183208.820699 nChanged 0 SP:Iteration 32F (2184.130080 sec): 3 clusters Score: Raw -185663.638845 + Penalty 2454.818147 = -183208.820699 nChanged 0 Trying to split cluster 14 (2051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2184.157817 sec): 2 clusters Score: Raw -181748.086319 + Penalty 1239.238448 = -180508.847871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2184.218782 sec): 3 clusters Score: Raw -180857.464352 + Penalty 2478.476896 = -178378.987455 nChanged 735 SP:Iteration 1F (2184.266262 sec): 3 clusters Score: Raw -181398.435319 + Penalty 2478.476896 = -178919.958422 nChanged 165 SP:Iteration 2F (2184.319802 sec): 3 clusters Score: Raw -181548.670161 + Penalty 2478.476896 = -179070.193265 nChanged 119 SP:Iteration 3F (2184.360370 sec): 3 clusters Score: Raw -181650.195988 + Penalty 2478.476896 = -179171.719092 nChanged 93 SP:Iteration 4Q (2184.408726 sec): 3 clusters Score: Raw -181732.352711 + Penalty 2478.476896 = -179253.875815 nChanged 82 SP:Iteration 5Q (2184.464370 sec): 3 clusters Score: Raw -181802.790754 + Penalty 2478.476896 = -179324.313858 nChanged 66 SP:Iteration 6Q (2184.511198 sec): 3 clusters Score: Raw -181866.715046 + Penalty 2478.476896 = -179388.238150 nChanged 45 SP:Iteration 7Q (2184.551125 sec): 3 clusters Score: Raw -181900.433647 + Penalty 2478.476896 = -179421.956750 nChanged 40 SP:Iteration 8Q (2184.605358 sec): 3 clusters Score: Raw -181934.161758 + Penalty 2478.476896 = -179455.684861 nChanged 41 SP:Iteration 9Q (2184.647982 sec): 3 clusters Score: Raw -181967.132593 + Penalty 2478.476896 = -179488.655697 nChanged 41 SP:Iteration 10Q (2184.694152 sec): 3 clusters Score: Raw -181998.927388 + Penalty 2478.476896 = -179520.450492 nChanged 29 SP:Iteration 11Q (2184.739132 sec): 3 clusters Score: Raw -182016.289180 + Penalty 2478.476896 = -179537.812284 nChanged 18 SP:Iteration 12Q (2184.781806 sec): 3 clusters Score: Raw -182026.768166 + Penalty 2478.476896 = -179548.291270 nChanged 16 SP:Iteration 13Q (2184.839021 sec): 3 clusters Score: Raw -182038.700615 + Penalty 2478.476896 = -179560.223719 nChanged 20 SP:Iteration 14Q (2184.888415 sec): 3 clusters Score: Raw -182051.815466 + Penalty 2478.476896 = -179573.338570 nChanged 17 SP:Iteration 15Q (2184.939516 sec): 3 clusters Score: Raw -182062.742449 + Penalty 2478.476896 = -179584.265553 nChanged 21 SP:Iteration 16Q (2184.985174 sec): 3 clusters Score: Raw -182076.869147 + Penalty 2478.476896 = -179598.392251 nChanged 25 SP:Iteration 17Q (2185.031876 sec): 3 clusters Score: Raw -182094.287626 + Penalty 2478.476896 = -179615.810729 nChanged 18 SP:Iteration 18Q (2185.070208 sec): 3 clusters Score: Raw -182103.662966 + Penalty 2478.476896 = -179625.186070 nChanged 13 SP:Iteration 19Q (2185.126016 sec): 3 clusters Score: Raw -182110.340179 + Penalty 2478.476896 = -179631.863283 nChanged 11 SP:Iteration 20F (2185.164212 sec): 3 clusters Score: Raw -182116.949531 + Penalty 2478.476896 = -179638.472635 nChanged 11 SP:Iteration 21Q (2185.211825 sec): 3 clusters Score: Raw -182121.971727 + Penalty 2478.476896 = -179643.494831 nChanged 9 SP:Iteration 22Q (2185.265678 sec): 3 clusters Score: Raw -182126.314421 + Penalty 2478.476896 = -179647.837525 nChanged 5 SP:Iteration 23Q (2185.315828 sec): 3 clusters Score: Raw -182130.707817 + Penalty 2478.476896 = -179652.230920 nChanged 8 SP:Iteration 24Q (2185.353290 sec): 3 clusters Score: Raw -182135.561508 + Penalty 2478.476896 = -179657.084612 nChanged 8 SP:Iteration 25Q (2185.413197 sec): 3 clusters Score: Raw -182140.134804 + Penalty 2478.476896 = -179661.657907 nChanged 5 SP:Iteration 26Q (2185.459742 sec): 3 clusters Score: Raw -182144.840904 + Penalty 2478.476896 = -179666.364007 nChanged 10 SP:Iteration 27Q (2185.509779 sec): 3 clusters Score: Raw -182149.404978 + Penalty 2478.476896 = -179670.928082 nChanged 11 SP:Iteration 28Q (2185.555858 sec): 3 clusters Score: Raw -182154.817143 + Penalty 2478.476896 = -179676.340247 nChanged 6 SP:Iteration 29Q (2185.596523 sec): 3 clusters Score: Raw -182157.460171 + Penalty 2478.476896 = -179678.983274 nChanged 11 SP:Iteration 30Q (2185.638226 sec): 3 clusters Score: Raw -182162.670115 + Penalty 2478.476896 = -179684.193219 nChanged 10 SP:Iteration 31Q (2185.680022 sec): 3 clusters Score: Raw -182167.503641 + Penalty 2478.476896 = -179689.026745 nChanged 9 SP:Iteration 32Q (2185.719004 sec): 3 clusters Score: Raw -182171.717281 + Penalty 2478.476896 = -179693.240384 nChanged 5 SP:Iteration 33Q (2185.762897 sec): 3 clusters Score: Raw -182173.651721 + Penalty 2478.476896 = -179695.174825 nChanged 5 SP:Iteration 34Q (2185.806148 sec): 3 clusters Score: Raw -182177.469863 + Penalty 2478.476896 = -179698.992966 nChanged 2 SP:Iteration 35Q (2185.851669 sec): 3 clusters Score: Raw -182178.616605 + Penalty 2478.476896 = -179700.139708 nChanged 2 SP:Iteration 36Q (2185.894521 sec): 3 clusters Score: Raw -182180.058411 + Penalty 2478.476896 = -179701.581514 nChanged 1 SP:Iteration 37Q (2185.940993 sec): 3 clusters Score: Raw -182180.294146 + Penalty 2478.476896 = -179701.817250 nChanged 1 SP:Iteration 38Q (2185.981643 sec): 3 clusters Score: Raw -182180.757763 + Penalty 2478.476896 = -179702.280866 nChanged 0 SP:Iteration 39F (2186.033542 sec): 3 clusters Score: Raw -182180.757763 + Penalty 2478.476896 = -179702.280866 nChanged 0 Trying to split cluster 15 (9346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2186.068731 sec): 2 clusters Score: Raw -986089.520637 + Penalty 1485.689355 = -984603.831282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2186.140490 sec): 3 clusters Score: Raw -980782.808173 + Penalty 2971.378710 = -977811.429463 nChanged 4031 SP:Iteration 1F (2186.202677 sec): 3 clusters Score: Raw -983057.319019 + Penalty 2971.378710 = -980085.940309 nChanged 572 SP:Iteration 2F (2186.265015 sec): 3 clusters Score: Raw -983318.386196 + Penalty 2971.378710 = -980347.007486 nChanged 514 SP:Iteration 3F (2186.323949 sec): 3 clusters Score: Raw -983546.483529 + Penalty 2971.378710 = -980575.104819 nChanged 435 SP:Iteration 4Q (2186.386899 sec): 3 clusters Score: Raw -983743.230405 + Penalty 2971.378710 = -980771.851695 nChanged 398 SP:Iteration 5Q (2186.447960 sec): 3 clusters Score: Raw -983910.398787 + Penalty 2971.378710 = -980939.020076 nChanged 371 SP:Iteration 6Q (2186.503588 sec): 3 clusters Score: Raw -984049.209397 + Penalty 2971.378710 = -981077.830687 nChanged 299 SP:Iteration 7Q (2186.576872 sec): 3 clusters Score: Raw -984167.765112 + Penalty 2971.378710 = -981196.386402 nChanged 287 SP:Iteration 8Q (2186.629369 sec): 3 clusters Score: Raw -984284.248663 + Penalty 2971.378710 = -981312.869953 nChanged 333 SP:Iteration 9Q (2186.693488 sec): 3 clusters Score: Raw -984443.513917 + Penalty 2971.378710 = -981472.135207 nChanged 303 SP:Iteration 10Q (2186.765526 sec): 3 clusters Score: Raw -984590.685275 + Penalty 2971.378710 = -981619.306565 nChanged 290 SP:Iteration 11Q (2186.829678 sec): 3 clusters Score: Raw -984740.311154 + Penalty 2971.378710 = -981768.932444 nChanged 293 SP:Iteration 12Q (2186.890552 sec): 3 clusters Score: Raw -984910.997671 + Penalty 2971.378710 = -981939.618961 nChanged 306 SP:Iteration 13Q (2186.950738 sec): 3 clusters Score: Raw -985111.722867 + Penalty 2971.378710 = -982140.344157 nChanged 320 SP:Iteration 14Q (2187.006199 sec): 3 clusters Score: Raw -985343.565750 + Penalty 2971.378710 = -982372.187040 nChanged 271 SP:Iteration 15Q (2187.070610 sec): 3 clusters Score: Raw -985559.244916 + Penalty 2971.378710 = -982587.866206 nChanged 245 SP:Iteration 16Q (2187.129783 sec): 3 clusters Score: Raw -985791.628546 + Penalty 2971.378710 = -982820.249836 nChanged 181 SP:Iteration 17Q (2187.186970 sec): 3 clusters Score: Raw -985953.278925 + Penalty 2971.378710 = -982981.900215 nChanged 125 SP:Iteration 18Q (2187.256176 sec): 3 clusters Score: Raw -986074.033419 + Penalty 2971.378710 = -983102.654709 nChanged 83 SP:Iteration 19Q (2187.309290 sec): 3 clusters Score: Raw -986151.223949 + Penalty 2971.378710 = -983179.845239 nChanged 38 SP:Iteration 20F (2187.376226 sec): 3 clusters Score: Raw -986195.670603 + Penalty 2971.378710 = -983224.291893 nChanged 28 SP:Iteration 21Q (2187.432079 sec): 3 clusters Score: Raw -986226.509013 + Penalty 2971.378710 = -983255.130303 nChanged 18 SP:Iteration 22Q (2187.492208 sec): 3 clusters Score: Raw -986247.154185 + Penalty 2971.378710 = -983275.775475 nChanged 12 SP:Iteration 23Q (2187.550040 sec): 3 clusters Score: Raw -986264.539146 + Penalty 2971.378710 = -983293.160436 nChanged 9 SP:Iteration 24Q (2187.603463 sec): 3 clusters Score: Raw -986274.214246 + Penalty 2971.378710 = -983302.835536 nChanged 9 SP:Iteration 25Q (2187.671263 sec): 3 clusters Score: Raw -986290.025090 + Penalty 2971.378710 = -983318.646380 nChanged 10 SP:Iteration 26Q (2187.725017 sec): 3 clusters Score: Raw -986300.242661 + Penalty 2971.378710 = -983328.863951 nChanged 7 SP:Iteration 27Q (2187.790777 sec): 3 clusters Score: Raw -986310.072012 + Penalty 2971.378710 = -983338.693302 nChanged 4 SP:Iteration 28Q (2187.848219 sec): 3 clusters Score: Raw -986313.308564 + Penalty 2971.378710 = -983341.929854 nChanged 2 SP:Iteration 29Q (2187.895159 sec): 3 clusters Score: Raw -986315.554611 + Penalty 2971.378710 = -983344.175901 nChanged 2 SP:Iteration 30Q (2187.951812 sec): 3 clusters Score: Raw -986317.684381 + Penalty 2971.378710 = -983346.305671 nChanged 1 SP:Iteration 31Q (2188.017921 sec): 3 clusters Score: Raw -986319.968779 + Penalty 2971.378710 = -983348.590069 nChanged 2 SP:Iteration 32Q (2188.074644 sec): 3 clusters Score: Raw -986322.553372 + Penalty 2971.378710 = -983351.174662 nChanged 1 SP:Iteration 33Q (2188.132538 sec): 3 clusters Score: Raw -986323.666432 + Penalty 2971.378710 = -983352.287722 nChanged 0 SP:Iteration 34F (2188.194754 sec): 3 clusters Score: Raw -986323.666432 + Penalty 2971.378710 = -983352.287722 nChanged 0 Trying to split cluster 16 (5270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2188.228423 sec): 2 clusters Score: Raw -508111.180138 + Penalty 1392.590167 = -506718.589971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2188.284433 sec): 3 clusters Score: Raw -505320.024579 + Penalty 2785.180333 = -502534.844245 nChanged 2168 SP:Iteration 1F (2188.338565 sec): 3 clusters Score: Raw -506542.665899 + Penalty 2785.180333 = -503757.485566 nChanged 406 SP:Iteration 2F (2188.383291 sec): 3 clusters Score: Raw -506758.951406 + Penalty 2785.180333 = -503973.771073 nChanged 302 SP:Iteration 3F (2188.446959 sec): 3 clusters Score: Raw -506909.186496 + Penalty 2785.180333 = -504124.006162 nChanged 220 SP:Iteration 4Q (2188.499617 sec): 3 clusters Score: Raw -507009.771694 + Penalty 2785.180333 = -504224.591360 nChanged 165 SP:Iteration 5Q (2188.553645 sec): 3 clusters Score: Raw -507089.795794 + Penalty 2785.180333 = -504304.615460 nChanged 159 SP:Iteration 6Q (2188.611154 sec): 3 clusters Score: Raw -507161.956097 + Penalty 2785.180333 = -504376.775764 nChanged 142 SP:Iteration 7Q (2188.658464 sec): 3 clusters Score: Raw -507216.078854 + Penalty 2785.180333 = -504430.898521 nChanged 105 SP:Iteration 8Q (2188.717715 sec): 3 clusters Score: Raw -507251.788845 + Penalty 2785.180333 = -504466.608511 nChanged 96 SP:Iteration 9Q (2188.765838 sec): 3 clusters Score: Raw -507288.581370 + Penalty 2785.180333 = -504503.401037 nChanged 80 SP:Iteration 10Q (2188.819889 sec): 3 clusters Score: Raw -507327.359546 + Penalty 2785.180333 = -504542.179212 nChanged 105 SP:Iteration 11Q (2188.884981 sec): 3 clusters Score: Raw -507381.022583 + Penalty 2785.180333 = -504595.842250 nChanged 111 SP:Iteration 12Q (2188.931849 sec): 3 clusters Score: Raw -507427.163233 + Penalty 2785.180333 = -504641.982900 nChanged 95 SP:Iteration 13Q (2188.992214 sec): 3 clusters Score: Raw -507468.953707 + Penalty 2785.180333 = -504683.773373 nChanged 81 SP:Iteration 14Q (2189.049820 sec): 3 clusters Score: Raw -507507.884642 + Penalty 2785.180333 = -504722.704308 nChanged 103 SP:Iteration 15Q (2189.106207 sec): 3 clusters Score: Raw -507557.597133 + Penalty 2785.180333 = -504772.416800 nChanged 88 SP:Iteration 16Q (2189.159770 sec): 3 clusters Score: Raw -507590.675953 + Penalty 2785.180333 = -504805.495620 nChanged 82 SP:Iteration 17Q (2189.204827 sec): 3 clusters Score: Raw -507628.066470 + Penalty 2785.180333 = -504842.886136 nChanged 79 SP:Iteration 18Q (2189.268257 sec): 3 clusters Score: Raw -507665.294469 + Penalty 2785.180333 = -504880.114135 nChanged 81 SP:Iteration 19Q (2189.324426 sec): 3 clusters Score: Raw -507703.982128 + Penalty 2785.180333 = -504918.801795 nChanged 86 SP:Iteration 20F (2189.375586 sec): 3 clusters Score: Raw -507736.953935 + Penalty 2785.180333 = -504951.773601 nChanged 60 SP:Iteration 21Q (2189.416454 sec): 3 clusters Score: Raw -507758.994547 + Penalty 2785.180333 = -504973.814213 nChanged 60 SP:Iteration 22Q (2189.471135 sec): 3 clusters Score: Raw -507780.536409 + Penalty 2785.180333 = -504995.356075 nChanged 54 SP:Iteration 23Q (2189.532382 sec): 3 clusters Score: Raw -507803.349230 + Penalty 2785.180333 = -505018.168897 nChanged 57 SP:Iteration 24Q (2189.589061 sec): 3 clusters Score: Raw -507825.671203 + Penalty 2785.180333 = -505040.490870 nChanged 63 SP:Iteration 25Q (2189.643250 sec): 3 clusters Score: Raw -507852.840381 + Penalty 2785.180333 = -505067.660047 nChanged 71 SP:Iteration 26Q (2189.695035 sec): 3 clusters Score: Raw -507879.480073 + Penalty 2785.180333 = -505094.299739 nChanged 52 SP:Iteration 27Q (2189.753645 sec): 3 clusters Score: Raw -507898.018456 + Penalty 2785.180333 = -505112.838123 nChanged 41 SP:Iteration 28Q (2189.806595 sec): 3 clusters Score: Raw -507912.997373 + Penalty 2785.180333 = -505127.817039 nChanged 45 SP:Iteration 29Q (2189.847426 sec): 3 clusters Score: Raw -507930.065286 + Penalty 2785.180333 = -505144.884953 nChanged 54 SP:Iteration 30Q (2189.899275 sec): 3 clusters Score: Raw -507950.311792 + Penalty 2785.180333 = -505165.131459 nChanged 44 SP:Iteration 31Q (2189.956263 sec): 3 clusters Score: Raw -507972.756166 + Penalty 2785.180333 = -505187.575832 nChanged 57 SP:Iteration 32Q (2190.016606 sec): 3 clusters Score: Raw -507999.394696 + Penalty 2785.180333 = -505214.214362 nChanged 58 SP:Iteration 33Q (2190.060245 sec): 3 clusters Score: Raw -508020.317869 + Penalty 2785.180333 = -505235.137536 nChanged 63 SP:Iteration 34Q (2190.113401 sec): 3 clusters Score: Raw -508048.496654 + Penalty 2785.180333 = -505263.316320 nChanged 57 SP:Iteration 35Q (2190.166401 sec): 3 clusters Score: Raw -508072.307966 + Penalty 2785.180333 = -505287.127632 nChanged 61 SP:Iteration 36Q (2190.223969 sec): 3 clusters Score: Raw -508104.890950 + Penalty 2785.180333 = -505319.710616 nChanged 48 SP:Iteration 37Q (2190.276790 sec): 3 clusters Score: Raw -508132.196940 + Penalty 2785.180333 = -505347.016607 nChanged 62 SP:Iteration 38Q (2190.313798 sec): 3 clusters Score: Raw -508168.260460 + Penalty 2785.180333 = -505383.080127 nChanged 52 SP:Iteration 39Q (2190.378866 sec): 3 clusters Score: Raw -508196.498710 + Penalty 2785.180333 = -505411.318377 nChanged 62 SP:Iteration 40F (2190.429006 sec): 3 clusters Score: Raw -508233.759882 + Penalty 2785.180333 = -505448.579549 nChanged 46 SP:Iteration 41Q (2190.475868 sec): 3 clusters Score: Raw -508260.270402 + Penalty 2785.180333 = -505475.090069 nChanged 40 SP:Iteration 42Q (2190.538589 sec): 3 clusters Score: Raw -508279.967607 + Penalty 2785.180333 = -505494.787274 nChanged 31 SP:Iteration 43Q (2190.592073 sec): 3 clusters Score: Raw -508292.877368 + Penalty 2785.180333 = -505507.697034 nChanged 21 SP:Iteration 44Q (2190.642582 sec): 3 clusters Score: Raw -508302.442639 + Penalty 2785.180333 = -505517.262305 nChanged 18 SP:Iteration 45Q (2190.696413 sec): 3 clusters Score: Raw -508310.820377 + Penalty 2785.180333 = -505525.640044 nChanged 21 SP:Iteration 46Q (2190.741254 sec): 3 clusters Score: Raw -508322.326779 + Penalty 2785.180333 = -505537.146445 nChanged 21 SP:Iteration 47Q (2190.807368 sec): 3 clusters Score: Raw -508335.479088 + Penalty 2785.180333 = -505550.298754 nChanged 23 SP:Iteration 48Q (2190.849561 sec): 3 clusters Score: Raw -508345.977537 + Penalty 2785.180333 = -505560.797203 nChanged 22 SP:Iteration 49Q (2190.911256 sec): 3 clusters Score: Raw -508359.293147 + Penalty 2785.180333 = -505574.112813 nChanged 29 SP:Iteration 50Q (2190.956296 sec): 3 clusters Score: Raw -508379.730532 + Penalty 2785.180333 = -505594.550199 nChanged 31 SP:Iteration 51Q (2191.019618 sec): 3 clusters Score: Raw -508399.605266 + Penalty 2785.180333 = -505614.424932 nChanged 29 SP:Iteration 52Q (2191.067056 sec): 3 clusters Score: Raw -508419.478015 + Penalty 2785.180333 = -505634.297681 nChanged 34 SP:Iteration 53Q (2191.119811 sec): 3 clusters Score: Raw -508442.115517 + Penalty 2785.180333 = -505656.935183 nChanged 34 SP:Iteration 54Q (2191.168051 sec): 3 clusters Score: Raw -508463.963515 + Penalty 2785.180333 = -505678.783181 nChanged 34 SP:Iteration 55Q (2191.216935 sec): 3 clusters Score: Raw -508487.913143 + Penalty 2785.180333 = -505702.732809 nChanged 33 SP:Iteration 56Q (2191.272872 sec): 3 clusters Score: Raw -508507.451875 + Penalty 2785.180333 = -505722.271541 nChanged 30 SP:Iteration 57Q (2191.339390 sec): 3 clusters Score: Raw -508525.077432 + Penalty 2785.180333 = -505739.897098 nChanged 25 SP:Iteration 58Q (2191.388800 sec): 3 clusters Score: Raw -508538.488297 + Penalty 2785.180333 = -505753.307963 nChanged 26 SP:Iteration 59Q (2191.430312 sec): 3 clusters Score: Raw -508554.170780 + Penalty 2785.180333 = -505768.990446 nChanged 18 SP:Iteration 60F (2191.489531 sec): 3 clusters Score: Raw -508564.954423 + Penalty 2785.180333 = -505779.774090 nChanged 17 SP:Iteration 61Q (2191.543169 sec): 3 clusters Score: Raw -508574.455276 + Penalty 2785.180333 = -505789.274943 nChanged 16 SP:Iteration 62Q (2191.599079 sec): 3 clusters Score: Raw -508581.185227 + Penalty 2785.180333 = -505796.004894 nChanged 14 SP:Iteration 63Q (2191.653041 sec): 3 clusters Score: Raw -508590.101988 + Penalty 2785.180333 = -505804.921654 nChanged 13 SP:Iteration 64Q (2191.696038 sec): 3 clusters Score: Raw -508594.828952 + Penalty 2785.180333 = -505809.648619 nChanged 7 SP:Iteration 65Q (2191.750953 sec): 3 clusters Score: Raw -508598.202572 + Penalty 2785.180333 = -505813.022238 nChanged 6 SP:Iteration 66Q (2191.814169 sec): 3 clusters Score: Raw -508602.275354 + Penalty 2785.180333 = -505817.095020 nChanged 8 SP:Iteration 67Q (2191.858189 sec): 3 clusters Score: Raw -508606.302072 + Penalty 2785.180333 = -505821.121738 nChanged 4 SP:Iteration 68Q (2191.916697 sec): 3 clusters Score: Raw -508608.850005 + Penalty 2785.180333 = -505823.669671 nChanged 4 SP:Iteration 69Q (2191.975482 sec): 3 clusters Score: Raw -508610.475762 + Penalty 2785.180333 = -505825.295428 nChanged 1 SP:Iteration 70Q (2192.025942 sec): 3 clusters Score: Raw -508610.957140 + Penalty 2785.180333 = -505825.776806 nChanged 1 SP:Iteration 71Q (2192.077368 sec): 3 clusters Score: Raw -508611.148918 + Penalty 2785.180333 = -505825.968584 nChanged 0 SP:Iteration 72F (2192.120260 sec): 3 clusters Score: Raw -508611.148918 + Penalty 2785.180333 = -505825.968584 nChanged 0 Trying to split cluster 17 (5725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2192.154678 sec): 2 clusters Score: Raw -579168.426864 + Penalty 1406.047147 = -577762.379717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2192.210391 sec): 3 clusters Score: Raw -576098.892512 + Penalty 2812.094294 = -573286.798218 nChanged 2348 SP:Iteration 1F (2192.262167 sec): 3 clusters Score: Raw -577498.946020 + Penalty 2812.094294 = -574686.851726 nChanged 422 SP:Iteration 2F (2192.325505 sec): 3 clusters Score: Raw -577763.177424 + Penalty 2812.094294 = -574951.083130 nChanged 357 SP:Iteration 3F (2192.371135 sec): 3 clusters Score: Raw -578038.900482 + Penalty 2812.094294 = -575226.806188 nChanged 309 SP:Iteration 4F (2192.432154 sec): 3 clusters Score: Raw -578247.479504 + Penalty 2812.094294 = -575435.385210 nChanged 278 SP:Iteration 5Q (2192.491322 sec): 3 clusters Score: Raw -578445.478541 + Penalty 2812.094294 = -575633.384247 nChanged 267 SP:Iteration 6Q (2192.539225 sec): 3 clusters Score: Raw -578615.184196 + Penalty 2812.094294 = -575803.089902 nChanged 226 SP:Iteration 7Q (2192.590818 sec): 3 clusters Score: Raw -578739.293545 + Penalty 2812.094294 = -575927.199251 nChanged 183 SP:Iteration 8Q (2192.650680 sec): 3 clusters Score: Raw -578837.560617 + Penalty 2812.094294 = -576025.466323 nChanged 153 SP:Iteration 9Q (2192.704755 sec): 3 clusters Score: Raw -578925.268776 + Penalty 2812.094294 = -576113.174482 nChanged 133 SP:Iteration 10Q (2192.759070 sec): 3 clusters Score: Raw -578999.411330 + Penalty 2812.094294 = -576187.317035 nChanged 119 SP:Iteration 11Q (2192.812189 sec): 3 clusters Score: Raw -579063.582061 + Penalty 2812.094294 = -576251.487766 nChanged 111 SP:Iteration 12Q (2192.872182 sec): 3 clusters Score: Raw -579123.054310 + Penalty 2812.094294 = -576310.960016 nChanged 90 SP:Iteration 13Q (2192.921582 sec): 3 clusters Score: Raw -579163.279889 + Penalty 2812.094294 = -576351.185594 nChanged 74 SP:Iteration 14Q (2192.972603 sec): 3 clusters Score: Raw -579196.562385 + Penalty 2812.094294 = -576384.468091 nChanged 64 SP:Iteration 15Q (2193.035124 sec): 3 clusters Score: Raw -579228.912690 + Penalty 2812.094294 = -576416.818396 nChanged 59 SP:Iteration 16Q (2193.089959 sec): 3 clusters Score: Raw -579258.446543 + Penalty 2812.094294 = -576446.352249 nChanged 58 SP:Iteration 17Q (2193.143566 sec): 3 clusters Score: Raw -579289.601706 + Penalty 2812.094294 = -576477.507412 nChanged 58 SP:Iteration 18Q (2193.196404 sec): 3 clusters Score: Raw -579318.199853 + Penalty 2812.094294 = -576506.105559 nChanged 53 SP:Iteration 19Q (2193.255178 sec): 3 clusters Score: Raw -579348.784929 + Penalty 2812.094294 = -576536.690634 nChanged 52 SP:Iteration 20F (2193.303886 sec): 3 clusters Score: Raw -579365.840234 + Penalty 2812.094294 = -576553.745940 nChanged 44 SP:Iteration 21Q (2193.354172 sec): 3 clusters Score: Raw -579389.032993 + Penalty 2812.094294 = -576576.938699 nChanged 44 SP:Iteration 22Q (2193.403767 sec): 3 clusters Score: Raw -579406.646323 + Penalty 2812.094294 = -576594.552028 nChanged 27 SP:Iteration 23Q (2193.463568 sec): 3 clusters Score: Raw -579415.128588 + Penalty 2812.094294 = -576603.034294 nChanged 19 SP:Iteration 24Q (2193.507793 sec): 3 clusters Score: Raw -579421.081087 + Penalty 2812.094294 = -576608.986793 nChanged 13 SP:Iteration 25Q (2193.563931 sec): 3 clusters Score: Raw -579424.508409 + Penalty 2812.094294 = -576612.414115 nChanged 13 SP:Iteration 26Q (2193.619009 sec): 3 clusters Score: Raw -579428.872786 + Penalty 2812.094294 = -576616.778492 nChanged 14 SP:Iteration 27Q (2193.674031 sec): 3 clusters Score: Raw -579433.745013 + Penalty 2812.094294 = -576621.650719 nChanged 8 SP:Iteration 28Q (2193.716562 sec): 3 clusters Score: Raw -579436.811335 + Penalty 2812.094294 = -576624.717041 nChanged 13 SP:Iteration 29Q (2193.781532 sec): 3 clusters Score: Raw -579439.902054 + Penalty 2812.094294 = -576627.807760 nChanged 9 SP:Iteration 30Q (2193.823885 sec): 3 clusters Score: Raw -579442.618319 + Penalty 2812.094294 = -576630.524025 nChanged 7 SP:Iteration 31Q (2193.879515 sec): 3 clusters Score: Raw -579444.285106 + Penalty 2812.094294 = -576632.190812 nChanged 7 SP:Iteration 32Q (2193.930831 sec): 3 clusters Score: Raw -579445.797169 + Penalty 2812.094294 = -576633.702875 nChanged 6 SP:Iteration 33Q (2193.987207 sec): 3 clusters Score: Raw -579447.111449 + Penalty 2812.094294 = -576635.017154 nChanged 6 SP:Iteration 34Q (2194.047700 sec): 3 clusters Score: Raw -579448.197108 + Penalty 2812.094294 = -576636.102814 nChanged 9 SP:Iteration 35Q (2194.100044 sec): 3 clusters Score: Raw -579450.252785 + Penalty 2812.094294 = -576638.158491 nChanged 4 SP:Iteration 36Q (2194.157556 sec): 3 clusters Score: Raw -579450.864824 + Penalty 2812.094294 = -576638.770530 nChanged 4 SP:Iteration 37Q (2194.199580 sec): 3 clusters Score: Raw -579451.877088 + Penalty 2812.094294 = -576639.782794 nChanged 7 SP:Iteration 38Q (2194.259300 sec): 3 clusters Score: Raw -579453.395464 + Penalty 2812.094294 = -576641.301170 nChanged 5 SP:Iteration 39Q (2194.310736 sec): 3 clusters Score: Raw -579455.198995 + Penalty 2812.094294 = -576643.104701 nChanged 9 SP:Iteration 40F (2194.364892 sec): 3 clusters Score: Raw -579456.878438 + Penalty 2812.094294 = -576644.784144 nChanged 5 SP:Iteration 41Q (2194.410347 sec): 3 clusters Score: Raw -579458.074589 + Penalty 2812.094294 = -576645.980295 nChanged 5 SP:Iteration 42Q (2194.465337 sec): 3 clusters Score: Raw -579459.309454 + Penalty 2812.094294 = -576647.215160 nChanged 4 SP:Iteration 43Q (2194.530661 sec): 3 clusters Score: Raw -579460.780223 + Penalty 2812.094294 = -576648.685929 nChanged 7 SP:Iteration 44Q (2194.573984 sec): 3 clusters Score: Raw -579463.553015 + Penalty 2812.094294 = -576651.458720 nChanged 9 SP:Iteration 45Q (2194.630305 sec): 3 clusters Score: Raw -579465.734188 + Penalty 2812.094294 = -576653.639893 nChanged 7 SP:Iteration 46Q (2194.682063 sec): 3 clusters Score: Raw -579467.774249 + Penalty 2812.094294 = -576655.679955 nChanged 6 SP:Iteration 47Q (2194.747806 sec): 3 clusters Score: Raw -579470.297532 + Penalty 2812.094294 = -576658.203238 nChanged 6 SP:Iteration 48Q (2194.806090 sec): 3 clusters Score: Raw -579471.496066 + Penalty 2812.094294 = -576659.401771 nChanged 3 SP:Iteration 49Q (2194.856457 sec): 3 clusters Score: Raw -579472.151164 + Penalty 2812.094294 = -576660.056870 nChanged 1 SP:Iteration 50Q (2194.914659 sec): 3 clusters Score: Raw -579472.391596 + Penalty 2812.094294 = -576660.297302 nChanged 0 SP:Iteration 51F (2194.956067 sec): 3 clusters Score: Raw -579472.391596 + Penalty 2812.094294 = -576660.297302 nChanged 0 Trying to split cluster 18 (30057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2195.023711 sec): 2 clusters Score: Raw -3279947.764548 + Penalty 1675.513264 = -3278272.251284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2195.124711 sec): 3 clusters Score: Raw -3261373.732071 + Penalty 3351.026529 = -3258022.705542 nChanged 13820 SP:Iteration 1F (2195.224556 sec): 3 clusters Score: Raw -3269455.946532 + Penalty 3351.026529 = -3266104.920004 nChanged 1473 SP:Iteration 2Q (2195.334204 sec): 3 clusters Score: Raw -3270170.844815 + Penalty 3351.026529 = -3266819.818286 nChanged 1678 SP:Iteration 3F (2195.426621 sec): 3 clusters Score: Raw -3271196.621106 + Penalty 3351.026529 = -3267845.594577 nChanged 1868 SP:Iteration 4F (2195.532407 sec): 3 clusters Score: Raw -3272492.833421 + Penalty 3351.026529 = -3269141.806892 nChanged 1977 SP:Iteration 5F (2195.631810 sec): 3 clusters Score: Raw -3273956.934550 + Penalty 3351.026529 = -3270605.908022 nChanged 1990 SP:Iteration 6F (2195.720220 sec): 3 clusters Score: Raw -3275454.038982 + Penalty 3351.026529 = -3272103.012453 nChanged 1806 SP:Iteration 7F (2195.812964 sec): 3 clusters Score: Raw -3276661.069250 + Penalty 3351.026529 = -3273310.042721 nChanged 1468 SP:Iteration 8Q (2195.911109 sec): 3 clusters Score: Raw -3277455.523218 + Penalty 3351.026529 = -3274104.496689 nChanged 998 SP:Iteration 9Q (2196.005785 sec): 3 clusters Score: Raw -3277846.898879 + Penalty 3351.026529 = -3274495.872350 nChanged 686 SP:Iteration 10Q (2196.106758 sec): 3 clusters Score: Raw -3278076.833089 + Penalty 3351.026529 = -3274725.806560 nChanged 529 SP:Iteration 11Q (2196.212243 sec): 3 clusters Score: Raw -3278253.668592 + Penalty 3351.026529 = -3274902.642063 nChanged 472 SP:Iteration 12Q (2196.309284 sec): 3 clusters Score: Raw -3278427.057076 + Penalty 3351.026529 = -3275076.030547 nChanged 499 SP:Iteration 13Q (2196.415776 sec): 3 clusters Score: Raw -3278615.581383 + Penalty 3351.026529 = -3275264.554854 nChanged 488 SP:Iteration 14Q (2196.513422 sec): 3 clusters Score: Raw -3278803.899021 + Penalty 3351.026529 = -3275452.872492 nChanged 493 SP:Iteration 15Q (2196.598607 sec): 3 clusters Score: Raw -3279002.343305 + Penalty 3351.026529 = -3275651.316777 nChanged 466 SP:Iteration 16Q (2196.694431 sec): 3 clusters Score: Raw -3279193.155252 + Penalty 3351.026529 = -3275842.128723 nChanged 490 SP:Iteration 17Q (2196.802938 sec): 3 clusters Score: Raw -3279401.359180 + Penalty 3351.026529 = -3276050.332651 nChanged 444 SP:Iteration 18Q (2196.897791 sec): 3 clusters Score: Raw -3279589.943010 + Penalty 3351.026529 = -3276238.916482 nChanged 408 SP:Iteration 19Q (2196.989657 sec): 3 clusters Score: Raw -3279746.098476 + Penalty 3351.026529 = -3276395.071947 nChanged 341 SP:Iteration 20F (2197.093784 sec): 3 clusters Score: Raw -3279855.898007 + Penalty 3351.026529 = -3276504.871478 nChanged 277 SP:Iteration 21Q (2197.186616 sec): 3 clusters Score: Raw -3279933.066552 + Penalty 3351.026529 = -3276582.040023 nChanged 264 SP:Iteration 22Q (2197.283209 sec): 3 clusters Score: Raw -3280001.945917 + Penalty 3351.026529 = -3276650.919388 nChanged 227 SP:Iteration 23Q (2197.368058 sec): 3 clusters Score: Raw -3280052.979739 + Penalty 3351.026529 = -3276701.953210 nChanged 192 SP:Iteration 24Q (2197.464400 sec): 3 clusters Score: Raw -3280089.579311 + Penalty 3351.026529 = -3276738.552782 nChanged 143 SP:Iteration 25Q (2197.563293 sec): 3 clusters Score: Raw -3280111.702612 + Penalty 3351.026529 = -3276760.676083 nChanged 121 SP:Iteration 26Q (2197.657973 sec): 3 clusters Score: Raw -3280127.303716 + Penalty 3351.026529 = -3276776.277187 nChanged 97 SP:Iteration 27Q (2197.763567 sec): 3 clusters Score: Raw -3280139.176708 + Penalty 3351.026529 = -3276788.150179 nChanged 99 SP:Iteration 28Q (2197.846347 sec): 3 clusters Score: Raw -3280151.833373 + Penalty 3351.026529 = -3276800.806844 nChanged 115 SP:Iteration 29Q (2197.936486 sec): 3 clusters Score: Raw -3280167.604614 + Penalty 3351.026529 = -3276816.578086 nChanged 105 SP:Iteration 30Q (2198.032397 sec): 3 clusters Score: Raw -3280181.279447 + Penalty 3351.026529 = -3276830.252918 nChanged 79 SP:Iteration 31Q (2198.132104 sec): 3 clusters Score: Raw -3280190.091913 + Penalty 3351.026529 = -3276839.065384 nChanged 79 SP:Iteration 32Q (2198.212881 sec): 3 clusters Score: Raw -3280197.888873 + Penalty 3351.026529 = -3276846.862344 nChanged 74 SP:Iteration 33Q (2198.311078 sec): 3 clusters Score: Raw -3280205.706441 + Penalty 3351.026529 = -3276854.679913 nChanged 74 SP:Iteration 34Q (2198.390180 sec): 3 clusters Score: Raw -3280213.568350 + Penalty 3351.026529 = -3276862.541821 nChanged 73 SP:Iteration 35Q (2198.487475 sec): 3 clusters Score: Raw -3280221.577047 + Penalty 3351.026529 = -3276870.550518 nChanged 78 SP:Iteration 36Q (2198.585040 sec): 3 clusters Score: Raw -3280230.148204 + Penalty 3351.026529 = -3276879.121675 nChanged 79 SP:Iteration 37Q (2198.678206 sec): 3 clusters Score: Raw -3280239.709693 + Penalty 3351.026529 = -3276888.683164 nChanged 80 SP:Iteration 38Q (2198.773139 sec): 3 clusters Score: Raw -3280249.029193 + Penalty 3351.026529 = -3276898.002664 nChanged 83 SP:Iteration 39Q (2198.860886 sec): 3 clusters Score: Raw -3280258.344172 + Penalty 3351.026529 = -3276907.317643 nChanged 82 SP:Iteration 40F (2198.954125 sec): 3 clusters Score: Raw -3280268.117269 + Penalty 3351.026529 = -3276917.090740 nChanged 77 SP:Iteration 41Q (2199.046179 sec): 3 clusters Score: Raw -3280277.620190 + Penalty 3351.026529 = -3276926.593661 nChanged 88 SP:Iteration 42Q (2199.137171 sec): 3 clusters Score: Raw -3280288.955800 + Penalty 3351.026529 = -3276937.929272 nChanged 92 SP:Iteration 43Q (2199.244294 sec): 3 clusters Score: Raw -3280301.294001 + Penalty 3351.026529 = -3276950.267472 nChanged 90 SP:Iteration 44Q (2199.336919 sec): 3 clusters Score: Raw -3280313.804945 + Penalty 3351.026529 = -3276962.778416 nChanged 93 SP:Iteration 45Q (2199.421888 sec): 3 clusters Score: Raw -3280325.512857 + Penalty 3351.026529 = -3276974.486328 nChanged 79 SP:Iteration 46Q (2199.522522 sec): 3 clusters Score: Raw -3280337.011556 + Penalty 3351.026529 = -3276985.985027 nChanged 85 SP:Iteration 47Q (2199.612146 sec): 3 clusters Score: Raw -3280348.354420 + Penalty 3351.026529 = -3276997.327891 nChanged 79 SP:Iteration 48Q (2199.716823 sec): 3 clusters Score: Raw -3280359.201807 + Penalty 3351.026529 = -3277008.175278 nChanged 69 SP:Iteration 49Q (2199.812332 sec): 3 clusters Score: Raw -3280368.656902 + Penalty 3351.026529 = -3277017.630373 nChanged 77 SP:Iteration 50Q (2199.905985 sec): 3 clusters Score: Raw -3280377.539317 + Penalty 3351.026529 = -3277026.512788 nChanged 70 SP:Iteration 51Q (2199.998605 sec): 3 clusters Score: Raw -3280386.073088 + Penalty 3351.026529 = -3277035.046559 nChanged 66 SP:Iteration 52Q (2200.087170 sec): 3 clusters Score: Raw -3280395.099323 + Penalty 3351.026529 = -3277044.072794 nChanged 71 SP:Iteration 53Q (2200.186669 sec): 3 clusters Score: Raw -3280404.900147 + Penalty 3351.026529 = -3277053.873618 nChanged 77 SP:Iteration 54Q (2200.279920 sec): 3 clusters Score: Raw -3280415.706774 + Penalty 3351.026529 = -3277064.680245 nChanged 70 SP:Iteration 55Q (2200.377811 sec): 3 clusters Score: Raw -3280424.575608 + Penalty 3351.026529 = -3277073.549079 nChanged 62 SP:Iteration 56Q (2200.460498 sec): 3 clusters Score: Raw -3280431.481130 + Penalty 3351.026529 = -3277080.454601 nChanged 50 SP:Iteration 57Q (2200.553132 sec): 3 clusters Score: Raw -3280437.475610 + Penalty 3351.026529 = -3277086.449081 nChanged 54 SP:Iteration 58Q (2200.639217 sec): 3 clusters Score: Raw -3280443.611886 + Penalty 3351.026529 = -3277092.585357 nChanged 54 SP:Iteration 59Q (2200.733172 sec): 3 clusters Score: Raw -3280449.393406 + Penalty 3351.026529 = -3277098.366878 nChanged 47 SP:Iteration 60F (2200.832750 sec): 3 clusters Score: Raw -3280455.293614 + Penalty 3351.026529 = -3277104.267085 nChanged 58 SP:Iteration 61Q (2200.919351 sec): 3 clusters Score: Raw -3280461.655020 + Penalty 3351.026529 = -3277110.628491 nChanged 53 SP:Iteration 62Q (2201.018189 sec): 3 clusters Score: Raw -3280467.320640 + Penalty 3351.026529 = -3277116.294112 nChanged 49 SP:Iteration 63Q (2201.100702 sec): 3 clusters Score: Raw -3280472.619399 + Penalty 3351.026529 = -3277121.592870 nChanged 56 SP:Iteration 64Q (2201.201871 sec): 3 clusters Score: Raw -3280478.908995 + Penalty 3351.026529 = -3277127.882466 nChanged 59 SP:Iteration 65Q (2201.289486 sec): 3 clusters Score: Raw -3280484.754703 + Penalty 3351.026529 = -3277133.728174 nChanged 51 SP:Iteration 66Q (2201.374827 sec): 3 clusters Score: Raw -3280490.275498 + Penalty 3351.026529 = -3277139.248969 nChanged 53 SP:Iteration 67Q (2201.462047 sec): 3 clusters Score: Raw -3280496.698119 + Penalty 3351.026529 = -3277145.671590 nChanged 68 SP:Iteration 68Q (2201.547916 sec): 3 clusters Score: Raw -3280506.412726 + Penalty 3351.026529 = -3277155.386197 nChanged 83 SP:Iteration 69Q (2201.641869 sec): 3 clusters Score: Raw -3280517.446465 + Penalty 3351.026529 = -3277166.419936 nChanged 69 SP:Iteration 70Q (2201.734936 sec): 3 clusters Score: Raw -3280526.374043 + Penalty 3351.026529 = -3277175.347514 nChanged 58 SP:Iteration 71Q (2201.823382 sec): 3 clusters Score: Raw -3280532.724911 + Penalty 3351.026529 = -3277181.698382 nChanged 55 SP:Iteration 72Q (2201.920767 sec): 3 clusters Score: Raw -3280539.424171 + Penalty 3351.026529 = -3277188.397642 nChanged 53 SP:Iteration 73Q (2202.011391 sec): 3 clusters Score: Raw -3280545.487633 + Penalty 3351.026529 = -3277194.461104 nChanged 57 SP:Iteration 74Q (2202.096275 sec): 3 clusters Score: Raw -3280552.647061 + Penalty 3351.026529 = -3277201.620532 nChanged 43 SP:Iteration 75Q (2202.187740 sec): 3 clusters Score: Raw -3280557.455465 + Penalty 3351.026529 = -3277206.428936 nChanged 52 SP:Iteration 76Q (2202.292376 sec): 3 clusters Score: Raw -3280564.011780 + Penalty 3351.026529 = -3277212.985252 nChanged 48 SP:Iteration 77Q (2202.375573 sec): 3 clusters Score: Raw -3280570.573685 + Penalty 3351.026529 = -3277219.547156 nChanged 53 SP:Iteration 78Q (2202.476734 sec): 3 clusters Score: Raw -3280577.942239 + Penalty 3351.026529 = -3277226.915710 nChanged 49 SP:Iteration 79Q (2202.557217 sec): 3 clusters Score: Raw -3280584.329907 + Penalty 3351.026529 = -3277233.303378 nChanged 34 SP:Iteration 80F (2202.656434 sec): 3 clusters Score: Raw -3280588.880857 + Penalty 3351.026529 = -3277237.854328 nChanged 36 SP:Iteration 81Q (2202.749281 sec): 3 clusters Score: Raw -3280592.965400 + Penalty 3351.026529 = -3277241.938871 nChanged 30 SP:Iteration 82Q (2202.840034 sec): 3 clusters Score: Raw -3280595.517262 + Penalty 3351.026529 = -3277244.490733 nChanged 19 SP:Iteration 83Q (2202.935321 sec): 3 clusters Score: Raw -3280596.982895 + Penalty 3351.026529 = -3277245.956367 nChanged 19 SP:Iteration 84Q (2203.029906 sec): 3 clusters Score: Raw -3280598.244744 + Penalty 3351.026529 = -3277247.218215 nChanged 19 SP:Iteration 85Q (2203.112023 sec): 3 clusters Score: Raw -3280599.953921 + Penalty 3351.026529 = -3277248.927392 nChanged 21 SP:Iteration 86Q (2203.202685 sec): 3 clusters Score: Raw -3280601.500494 + Penalty 3351.026529 = -3277250.473965 nChanged 15 SP:Iteration 87Q (2203.284619 sec): 3 clusters Score: Raw -3280602.700958 + Penalty 3351.026529 = -3277251.674429 nChanged 7 SP:Iteration 88Q (2203.378542 sec): 3 clusters Score: Raw -3280603.364647 + Penalty 3351.026529 = -3277252.338118 nChanged 13 SP:Iteration 89Q (2203.472731 sec): 3 clusters Score: Raw -3280604.531952 + Penalty 3351.026529 = -3277253.505423 nChanged 12 SP:Iteration 90Q (2203.562870 sec): 3 clusters Score: Raw -3280605.885691 + Penalty 3351.026529 = -3277254.859162 nChanged 15 SP:Iteration 91Q (2203.651368 sec): 3 clusters Score: Raw -3280607.866487 + Penalty 3351.026529 = -3277256.839958 nChanged 22 SP:Iteration 92Q (2203.747905 sec): 3 clusters Score: Raw -3280609.984640 + Penalty 3351.026529 = -3277258.958111 nChanged 18 SP:Iteration 93Q (2203.839252 sec): 3 clusters Score: Raw -3280611.952868 + Penalty 3351.026529 = -3277260.926339 nChanged 19 SP:Iteration 94Q (2203.925591 sec): 3 clusters Score: Raw -3280614.330451 + Penalty 3351.026529 = -3277263.303922 nChanged 27 SP:Iteration 95Q (2204.015480 sec): 3 clusters Score: Raw -3280617.594059 + Penalty 3351.026529 = -3277266.567530 nChanged 30 SP:Iteration 96Q (2204.101618 sec): 3 clusters Score: Raw -3280621.138221 + Penalty 3351.026529 = -3277270.111692 nChanged 26 SP:Iteration 97Q (2204.198762 sec): 3 clusters Score: Raw -3280624.248101 + Penalty 3351.026529 = -3277273.221572 nChanged 29 SP:Iteration 98Q (2204.290606 sec): 3 clusters Score: Raw -3280626.938070 + Penalty 3351.026529 = -3277275.911541 nChanged 28 SP:Iteration 99Q (2204.384990 sec): 3 clusters Score: Raw -3280629.391264 + Penalty 3351.026529 = -3277278.364735 nChanged 23 SP:Iteration 100F (2204.482300 sec): 3 clusters Score: Raw -3280631.581551 + Penalty 3351.026529 = -3277280.555022 nChanged 19 SP:Iteration 101Q (2204.569981 sec): 3 clusters Score: Raw -3280633.316546 + Penalty 3351.026529 = -3277282.290017 nChanged 20 SP:Iteration 102Q (2204.661429 sec): 3 clusters Score: Raw -3280635.090853 + Penalty 3351.026529 = -3277284.064324 nChanged 22 SP:Iteration 103Q (2204.752399 sec): 3 clusters Score: Raw -3280636.515801 + Penalty 3351.026529 = -3277285.489272 nChanged 9 SP:Iteration 104Q (2204.834656 sec): 3 clusters Score: Raw -3280637.154612 + Penalty 3351.026529 = -3277286.128083 nChanged 11 SP:Iteration 105Q (2204.924296 sec): 3 clusters Score: Raw -3280638.264998 + Penalty 3351.026529 = -3277287.238469 nChanged 9 SP:Iteration 106Q (2205.018441 sec): 3 clusters Score: Raw -3280638.896542 + Penalty 3351.026529 = -3277287.870013 nChanged 8 SP:Iteration 107Q (2205.105849 sec): 3 clusters Score: Raw -3280639.648427 + Penalty 3351.026529 = -3277288.621898 nChanged 8 SP:Iteration 108Q (2205.191760 sec): 3 clusters Score: Raw -3280640.084582 + Penalty 3351.026529 = -3277289.058053 nChanged 5 SP:Iteration 109Q (2205.283075 sec): 3 clusters Score: Raw -3280640.510401 + Penalty 3351.026529 = -3277289.483872 nChanged 3 SP:Iteration 110Q (2205.373334 sec): 3 clusters Score: Raw -3280640.706560 + Penalty 3351.026529 = -3277289.680031 nChanged 4 SP:Iteration 111Q (2205.470693 sec): 3 clusters Score: Raw -3280640.966193 + Penalty 3351.026529 = -3277289.939664 nChanged 5 SP:Iteration 112Q (2205.564120 sec): 3 clusters Score: Raw -3280641.421773 + Penalty 3351.026529 = -3277290.395244 nChanged 2 SP:Iteration 113Q (2205.647806 sec): 3 clusters Score: Raw -3280641.678920 + Penalty 3351.026529 = -3277290.652391 nChanged 7 SP:Iteration 114Q (2205.722357 sec): 3 clusters Score: Raw -3280642.248280 + Penalty 3351.026529 = -3277291.221751 nChanged 3 SP:Iteration 115Q (2205.816762 sec): 3 clusters Score: Raw -3280642.479005 + Penalty 3351.026529 = -3277291.452477 nChanged 2 SP:Iteration 116Q (2205.916214 sec): 3 clusters Score: Raw -3280642.683995 + Penalty 3351.026529 = -3277291.657466 nChanged 1 SP:Iteration 117Q (2205.998384 sec): 3 clusters Score: Raw -3280642.777126 + Penalty 3351.026529 = -3277291.750597 nChanged 0 SP:Iteration 118F (2206.102186 sec): 3 clusters Score: Raw -3280642.777126 + Penalty 3351.026529 = -3277291.750597 nChanged 0 Trying to split cluster 19 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2206.129947 sec): 2 clusters Score: Raw -13882.375053 + Penalty 842.950193 = -13039.424859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2206.176121 sec): 3 clusters Score: Raw -14038.536959 + Penalty 1685.900387 = -12352.636572 nChanged 22 SP:Iteration 1F (2206.208303 sec): 3 clusters Score: Raw -14104.893093 + Penalty 1685.900387 = -12418.992706 nChanged 5 SP:Iteration 2Q (2206.254529 sec): 3 clusters Score: Raw -14142.259797 + Penalty 1685.900387 = -12456.359410 nChanged 3 SP:Iteration 3Q (2206.303980 sec): 3 clusters Score: Raw -14152.075931 + Penalty 1685.900387 = -12466.175544 nChanged 4 SP:Iteration 4Q (2206.341742 sec): 3 clusters Score: Raw -14162.396008 + Penalty 1685.900387 = -12476.495621 nChanged 1 SP:Iteration 5Q (2206.388470 sec): 3 clusters Score: Raw -14163.995251 + Penalty 1685.900387 = -12478.094864 nChanged 0 SP:Iteration 6F (2206.438582 sec): 3 clusters Score: Raw -14163.995251 + Penalty 1685.900387 = -12478.094864 nChanged 0 Trying to split cluster 20 (4036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2206.470741 sec): 2 clusters Score: Raw -392090.850983 + Penalty 1349.239024 = -390741.611959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2206.511338 sec): 3 clusters Score: Raw -390083.825772 + Penalty 2698.478049 = -387385.347723 nChanged 1601 SP:Iteration 1F (2206.572344 sec): 3 clusters Score: Raw -391078.493940 + Penalty 2698.478049 = -388380.015891 nChanged 305 SP:Iteration 2F (2206.609628 sec): 3 clusters Score: Raw -391248.340950 + Penalty 2698.478049 = -388549.862901 nChanged 206 SP:Iteration 3F (2206.675229 sec): 3 clusters Score: Raw -391359.271501 + Penalty 2698.478049 = -388660.793452 nChanged 150 SP:Iteration 4Q (2206.717866 sec): 3 clusters Score: Raw -391435.537745 + Penalty 2698.478049 = -388737.059696 nChanged 128 SP:Iteration 5Q (2206.780629 sec): 3 clusters Score: Raw -391497.329976 + Penalty 2698.478049 = -388798.851927 nChanged 110 SP:Iteration 6Q (2206.821255 sec): 3 clusters Score: Raw -391561.582757 + Penalty 2698.478049 = -388863.104708 nChanged 125 SP:Iteration 7Q (2206.880528 sec): 3 clusters Score: Raw -391631.850508 + Penalty 2698.478049 = -388933.372459 nChanged 114 SP:Iteration 8Q (2206.930674 sec): 3 clusters Score: Raw -391693.563801 + Penalty 2698.478049 = -388995.085752 nChanged 108 SP:Iteration 9Q (2206.963610 sec): 3 clusters Score: Raw -391746.902978 + Penalty 2698.478049 = -389048.424929 nChanged 105 SP:Iteration 10Q (2207.009530 sec): 3 clusters Score: Raw -391795.054559 + Penalty 2698.478049 = -389096.576510 nChanged 75 SP:Iteration 11Q (2207.061764 sec): 3 clusters Score: Raw -391823.748897 + Penalty 2698.478049 = -389125.270848 nChanged 62 SP:Iteration 12Q (2207.126109 sec): 3 clusters Score: Raw -391853.744051 + Penalty 2698.478049 = -389155.266002 nChanged 65 SP:Iteration 13Q (2207.174709 sec): 3 clusters Score: Raw -391884.954796 + Penalty 2698.478049 = -389186.476747 nChanged 61 SP:Iteration 14Q (2207.223781 sec): 3 clusters Score: Raw -391908.707251 + Penalty 2698.478049 = -389210.229202 nChanged 57 SP:Iteration 15Q (2207.265132 sec): 3 clusters Score: Raw -391934.280172 + Penalty 2698.478049 = -389235.802123 nChanged 43 SP:Iteration 16Q (2207.313672 sec): 3 clusters Score: Raw -391952.123357 + Penalty 2698.478049 = -389253.645308 nChanged 37 SP:Iteration 17Q (2207.357413 sec): 3 clusters Score: Raw -391968.361747 + Penalty 2698.478049 = -389269.883698 nChanged 35 SP:Iteration 18Q (2207.400750 sec): 3 clusters Score: Raw -391980.996152 + Penalty 2698.478049 = -389282.518103 nChanged 26 SP:Iteration 19Q (2207.463635 sec): 3 clusters Score: Raw -391989.058028 + Penalty 2698.478049 = -389290.579979 nChanged 28 SP:Iteration 20F (2207.502021 sec): 3 clusters Score: Raw -391997.062667 + Penalty 2698.478049 = -389298.584618 nChanged 22 SP:Iteration 21Q (2207.553809 sec): 3 clusters Score: Raw -392005.080677 + Penalty 2698.478049 = -389306.602628 nChanged 26 SP:Iteration 22Q (2207.609405 sec): 3 clusters Score: Raw -392013.483857 + Penalty 2698.478049 = -389315.005808 nChanged 31 SP:Iteration 23Q (2207.655945 sec): 3 clusters Score: Raw -392026.301627 + Penalty 2698.478049 = -389327.823578 nChanged 30 SP:Iteration 24Q (2207.708233 sec): 3 clusters Score: Raw -392038.516045 + Penalty 2698.478049 = -389340.037996 nChanged 26 SP:Iteration 25Q (2207.770793 sec): 3 clusters Score: Raw -392048.879455 + Penalty 2698.478049 = -389350.401406 nChanged 26 SP:Iteration 26Q (2207.821136 sec): 3 clusters Score: Raw -392055.999153 + Penalty 2698.478049 = -389357.521104 nChanged 19 SP:Iteration 27Q (2207.864342 sec): 3 clusters Score: Raw -392061.689923 + Penalty 2698.478049 = -389363.211874 nChanged 16 SP:Iteration 28Q (2207.915169 sec): 3 clusters Score: Raw -392065.230827 + Penalty 2698.478049 = -389366.752778 nChanged 8 SP:Iteration 29Q (2207.980425 sec): 3 clusters Score: Raw -392067.543984 + Penalty 2698.478049 = -389369.065935 nChanged 9 SP:Iteration 30Q (2208.030865 sec): 3 clusters Score: Raw -392069.938744 + Penalty 2698.478049 = -389371.460695 nChanged 8 SP:Iteration 31Q (2208.083277 sec): 3 clusters Score: Raw -392072.172434 + Penalty 2698.478049 = -389373.694385 nChanged 4 SP:Iteration 32Q (2208.141954 sec): 3 clusters Score: Raw -392073.143221 + Penalty 2698.478049 = -389374.665172 nChanged 4 SP:Iteration 33Q (2208.184635 sec): 3 clusters Score: Raw -392074.682725 + Penalty 2698.478049 = -389376.204676 nChanged 2 SP:Iteration 34Q (2208.244066 sec): 3 clusters Score: Raw -392074.848493 + Penalty 2698.478049 = -389376.370444 nChanged 2 SP:Iteration 35Q (2208.299290 sec): 3 clusters Score: Raw -392075.030900 + Penalty 2698.478049 = -389376.552851 nChanged 0 SP:Iteration 36F (2208.339361 sec): 3 clusters Score: Raw -392075.030900 + Penalty 2698.478049 = -389376.552851 nChanged 0 Trying to split cluster 21 (12408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2208.391488 sec): 2 clusters Score: Raw -1313374.226649 + Penalty 1531.740715 = -1311842.485935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2208.459612 sec): 3 clusters Score: Raw -1306127.829894 + Penalty 3063.481429 = -1303064.348465 nChanged 5481 SP:Iteration 1F (2208.531343 sec): 3 clusters Score: Raw -1309140.632675 + Penalty 3063.481429 = -1306077.151246 nChanged 721 SP:Iteration 2F (2208.588202 sec): 3 clusters Score: Raw -1309461.532011 + Penalty 3063.481429 = -1306398.050582 nChanged 671 SP:Iteration 3F (2208.654529 sec): 3 clusters Score: Raw -1309760.245125 + Penalty 3063.481429 = -1306696.763696 nChanged 602 SP:Iteration 4Q (2208.718064 sec): 3 clusters Score: Raw -1310055.482803 + Penalty 3063.481429 = -1306992.001374 nChanged 610 SP:Iteration 5Q (2208.782122 sec): 3 clusters Score: Raw -1310400.045149 + Penalty 3063.481429 = -1307336.563720 nChanged 574 SP:Iteration 6Q (2208.855197 sec): 3 clusters Score: Raw -1310745.872561 + Penalty 3063.481429 = -1307682.391132 nChanged 548 SP:Iteration 7Q (2208.923479 sec): 3 clusters Score: Raw -1311151.024806 + Penalty 3063.481429 = -1308087.543377 nChanged 566 SP:Iteration 8Q (2208.991898 sec): 3 clusters Score: Raw -1311572.160409 + Penalty 3063.481429 = -1308508.678980 nChanged 518 SP:Iteration 9Q (2209.060551 sec): 3 clusters Score: Raw -1311967.608376 + Penalty 3063.481429 = -1308904.126947 nChanged 472 SP:Iteration 10Q (2209.121364 sec): 3 clusters Score: Raw -1312329.922626 + Penalty 3063.481429 = -1309266.441197 nChanged 404 SP:Iteration 11Q (2209.193649 sec): 3 clusters Score: Raw -1312586.239822 + Penalty 3063.481429 = -1309522.758392 nChanged 333 SP:Iteration 12Q (2209.257944 sec): 3 clusters Score: Raw -1312775.517332 + Penalty 3063.481429 = -1309712.035903 nChanged 263 SP:Iteration 13Q (2209.317605 sec): 3 clusters Score: Raw -1312929.679494 + Penalty 3063.481429 = -1309866.198065 nChanged 222 SP:Iteration 14Q (2209.388271 sec): 3 clusters Score: Raw -1313044.200478 + Penalty 3063.481429 = -1309980.719049 nChanged 205 SP:Iteration 15Q (2209.461508 sec): 3 clusters Score: Raw -1313138.836672 + Penalty 3063.481429 = -1310075.355243 nChanged 171 SP:Iteration 16Q (2209.532833 sec): 3 clusters Score: Raw -1313210.425667 + Penalty 3063.481429 = -1310146.944238 nChanged 148 SP:Iteration 17Q (2209.597507 sec): 3 clusters Score: Raw -1313272.288075 + Penalty 3063.481429 = -1310208.806646 nChanged 124 SP:Iteration 18Q (2209.663465 sec): 3 clusters Score: Raw -1313327.860453 + Penalty 3063.481429 = -1310264.379024 nChanged 116 SP:Iteration 19Q (2209.724897 sec): 3 clusters Score: Raw -1313378.782235 + Penalty 3063.481429 = -1310315.300805 nChanged 107 SP:Iteration 20F (2209.790136 sec): 3 clusters Score: Raw -1313421.265547 + Penalty 3063.481429 = -1310357.784118 nChanged 89 SP:Iteration 21Q (2209.850150 sec): 3 clusters Score: Raw -1313457.640722 + Penalty 3063.481429 = -1310394.159293 nChanged 81 SP:Iteration 22Q (2209.921301 sec): 3 clusters Score: Raw -1313489.744139 + Penalty 3063.481429 = -1310426.262710 nChanged 75 SP:Iteration 23Q (2209.984549 sec): 3 clusters Score: Raw -1313516.299381 + Penalty 3063.481429 = -1310452.817952 nChanged 68 SP:Iteration 24Q (2210.037191 sec): 3 clusters Score: Raw -1313538.268113 + Penalty 3063.481429 = -1310474.786684 nChanged 63 SP:Iteration 25Q (2210.098649 sec): 3 clusters Score: Raw -1313555.529141 + Penalty 3063.481429 = -1310492.047712 nChanged 50 SP:Iteration 26Q (2210.170249 sec): 3 clusters Score: Raw -1313568.686563 + Penalty 3063.481429 = -1310505.205134 nChanged 42 SP:Iteration 27Q (2210.244267 sec): 3 clusters Score: Raw -1313579.268698 + Penalty 3063.481429 = -1310515.787269 nChanged 35 SP:Iteration 28Q (2210.304852 sec): 3 clusters Score: Raw -1313587.618622 + Penalty 3063.481429 = -1310524.137193 nChanged 31 SP:Iteration 29Q (2210.368275 sec): 3 clusters Score: Raw -1313596.510902 + Penalty 3063.481429 = -1310533.029473 nChanged 33 SP:Iteration 30Q (2210.423090 sec): 3 clusters Score: Raw -1313605.134281 + Penalty 3063.481429 = -1310541.652852 nChanged 22 SP:Iteration 31Q (2210.494032 sec): 3 clusters Score: Raw -1313611.153836 + Penalty 3063.481429 = -1310547.672407 nChanged 23 SP:Iteration 32Q (2210.558614 sec): 3 clusters Score: Raw -1313615.601986 + Penalty 3063.481429 = -1310552.120556 nChanged 21 SP:Iteration 33Q (2210.624841 sec): 3 clusters Score: Raw -1313620.416101 + Penalty 3063.481429 = -1310556.934671 nChanged 18 SP:Iteration 34Q (2210.685297 sec): 3 clusters Score: Raw -1313624.651859 + Penalty 3063.481429 = -1310561.170430 nChanged 18 SP:Iteration 35Q (2210.754329 sec): 3 clusters Score: Raw -1313629.158272 + Penalty 3063.481429 = -1310565.676843 nChanged 19 SP:Iteration 36Q (2210.820317 sec): 3 clusters Score: Raw -1313635.170131 + Penalty 3063.481429 = -1310571.688702 nChanged 20 SP:Iteration 37Q (2210.879784 sec): 3 clusters Score: Raw -1313639.694295 + Penalty 3063.481429 = -1310576.212866 nChanged 17 SP:Iteration 38Q (2210.954924 sec): 3 clusters Score: Raw -1313643.115585 + Penalty 3063.481429 = -1310579.634156 nChanged 10 SP:Iteration 39Q (2211.021758 sec): 3 clusters Score: Raw -1313646.034506 + Penalty 3063.481429 = -1310582.553077 nChanged 14 SP:Iteration 40F (2211.088325 sec): 3 clusters Score: Raw -1313648.320747 + Penalty 3063.481429 = -1310584.839318 nChanged 8 SP:Iteration 41Q (2211.151734 sec): 3 clusters Score: Raw -1313649.666245 + Penalty 3063.481429 = -1310586.184816 nChanged 7 SP:Iteration 42Q (2211.216292 sec): 3 clusters Score: Raw -1313650.979952 + Penalty 3063.481429 = -1310587.498523 nChanged 3 SP:Iteration 43Q (2211.281232 sec): 3 clusters Score: Raw -1313651.316871 + Penalty 3063.481429 = -1310587.835442 nChanged 4 SP:Iteration 44Q (2211.338406 sec): 3 clusters Score: Raw -1313652.166595 + Penalty 3063.481429 = -1310588.685166 nChanged 5 SP:Iteration 45Q (2211.396414 sec): 3 clusters Score: Raw -1313652.579448 + Penalty 3063.481429 = -1310589.098019 nChanged 1 SP:Iteration 46Q (2211.467049 sec): 3 clusters Score: Raw -1313652.723996 + Penalty 3063.481429 = -1310589.242567 nChanged 2 SP:Iteration 47Q (2211.536775 sec): 3 clusters Score: Raw -1313653.306733 + Penalty 3063.481429 = -1310589.825304 nChanged 4 SP:Iteration 48Q (2211.591055 sec): 3 clusters Score: Raw -1313653.794584 + Penalty 3063.481429 = -1310590.313155 nChanged 1 SP:Iteration 49Q (2211.657916 sec): 3 clusters Score: Raw -1313653.888346 + Penalty 3063.481429 = -1310590.406917 nChanged 0 SP:Iteration 50F (2211.720733 sec): 3 clusters Score: Raw -1313653.888346 + Penalty 3063.481429 = -1310590.406917 nChanged 0 Trying to split cluster 22 (19852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2211.765329 sec): 2 clusters Score: Raw -2094631.072711 + Penalty 1608.109756 = -2093022.962955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2211.849443 sec): 3 clusters Score: Raw -2082791.473117 + Penalty 3216.219512 = -2079575.253605 nChanged 8946 SP:Iteration 1F (2211.925672 sec): 3 clusters Score: Raw -2088489.432070 + Penalty 3216.219512 = -2085273.212558 nChanged 1572 SP:Iteration 2F (2212.009593 sec): 3 clusters Score: Raw -2089767.950020 + Penalty 3216.219512 = -2086551.730508 nChanged 1667 SP:Iteration 3F (2212.087129 sec): 3 clusters Score: Raw -2091203.346766 + Penalty 3216.219512 = -2087987.127254 nChanged 1598 SP:Iteration 4F (2212.162039 sec): 3 clusters Score: Raw -2092328.657203 + Penalty 3216.219512 = -2089112.437691 nChanged 1245 SP:Iteration 5F (2212.244644 sec): 3 clusters Score: Raw -2092998.021946 + Penalty 3216.219512 = -2089781.802434 nChanged 881 SP:Iteration 6Q (2212.321506 sec): 3 clusters Score: Raw -2093342.067336 + Penalty 3216.219512 = -2090125.847824 nChanged 600 SP:Iteration 7Q (2212.403227 sec): 3 clusters Score: Raw -2093524.687024 + Penalty 3216.219512 = -2090308.467512 nChanged 405 SP:Iteration 8Q (2212.485385 sec): 3 clusters Score: Raw -2093621.484973 + Penalty 3216.219512 = -2090405.265461 nChanged 286 SP:Iteration 9Q (2212.563316 sec): 3 clusters Score: Raw -2093671.681777 + Penalty 3216.219512 = -2090455.462265 nChanged 209 SP:Iteration 10Q (2212.640304 sec): 3 clusters Score: Raw -2093699.714572 + Penalty 3216.219512 = -2090483.495060 nChanged 150 SP:Iteration 11Q (2212.715484 sec): 3 clusters Score: Raw -2093720.976082 + Penalty 3216.219512 = -2090504.756570 nChanged 134 SP:Iteration 12Q (2212.797834 sec): 3 clusters Score: Raw -2093739.027108 + Penalty 3216.219512 = -2090522.807596 nChanged 127 SP:Iteration 13Q (2212.887632 sec): 3 clusters Score: Raw -2093755.136302 + Penalty 3216.219512 = -2090538.916791 nChanged 114 SP:Iteration 14Q (2212.964004 sec): 3 clusters Score: Raw -2093768.823519 + Penalty 3216.219512 = -2090552.604007 nChanged 109 SP:Iteration 15Q (2213.046610 sec): 3 clusters Score: Raw -2093782.182144 + Penalty 3216.219512 = -2090565.962632 nChanged 105 SP:Iteration 16Q (2213.120987 sec): 3 clusters Score: Raw -2093793.180568 + Penalty 3216.219512 = -2090576.961056 nChanged 96 SP:Iteration 17Q (2213.203016 sec): 3 clusters Score: Raw -2093802.979726 + Penalty 3216.219512 = -2090586.760214 nChanged 97 SP:Iteration 18Q (2213.276419 sec): 3 clusters Score: Raw -2093812.397681 + Penalty 3216.219512 = -2090596.178169 nChanged 81 SP:Iteration 19Q (2213.351961 sec): 3 clusters Score: Raw -2093819.844542 + Penalty 3216.219512 = -2090603.625030 nChanged 68 SP:Iteration 20F (2213.428972 sec): 3 clusters Score: Raw -2093825.664070 + Penalty 3216.219512 = -2090609.444558 nChanged 70 SP:Iteration 21Q (2213.516659 sec): 3 clusters Score: Raw -2093831.972356 + Penalty 3216.219512 = -2090615.752844 nChanged 72 SP:Iteration 22Q (2213.589422 sec): 3 clusters Score: Raw -2093839.350227 + Penalty 3216.219512 = -2090623.130715 nChanged 83 SP:Iteration 23Q (2213.663658 sec): 3 clusters Score: Raw -2093846.757443 + Penalty 3216.219512 = -2090630.537931 nChanged 66 SP:Iteration 24Q (2213.749112 sec): 3 clusters Score: Raw -2093852.659945 + Penalty 3216.219512 = -2090636.440434 nChanged 77 SP:Iteration 25Q (2213.820684 sec): 3 clusters Score: Raw -2093861.362527 + Penalty 3216.219512 = -2090645.143015 nChanged 89 SP:Iteration 26Q (2213.905593 sec): 3 clusters Score: Raw -2093870.633121 + Penalty 3216.219512 = -2090654.413609 nChanged 89 SP:Iteration 27Q (2213.986982 sec): 3 clusters Score: Raw -2093881.247317 + Penalty 3216.219512 = -2090665.027805 nChanged 89 SP:Iteration 28Q (2214.067359 sec): 3 clusters Score: Raw -2093891.072885 + Penalty 3216.219512 = -2090674.853373 nChanged 97 SP:Iteration 29Q (2214.149098 sec): 3 clusters Score: Raw -2093901.614858 + Penalty 3216.219512 = -2090685.395346 nChanged 95 SP:Iteration 30Q (2214.229911 sec): 3 clusters Score: Raw -2093911.062997 + Penalty 3216.219512 = -2090694.843486 nChanged 99 SP:Iteration 31Q (2214.305102 sec): 3 clusters Score: Raw -2093921.430292 + Penalty 3216.219512 = -2090705.210781 nChanged 102 SP:Iteration 32Q (2214.385067 sec): 3 clusters Score: Raw -2093933.407712 + Penalty 3216.219512 = -2090717.188200 nChanged 127 SP:Iteration 33Q (2214.460695 sec): 3 clusters Score: Raw -2093950.456348 + Penalty 3216.219512 = -2090734.236836 nChanged 131 SP:Iteration 34Q (2214.544068 sec): 3 clusters Score: Raw -2093972.555187 + Penalty 3216.219512 = -2090756.335675 nChanged 164 SP:Iteration 35Q (2214.620836 sec): 3 clusters Score: Raw -2093998.110455 + Penalty 3216.219512 = -2090781.890943 nChanged 154 SP:Iteration 36Q (2214.697553 sec): 3 clusters Score: Raw -2094020.781980 + Penalty 3216.219512 = -2090804.562469 nChanged 164 SP:Iteration 37Q (2214.784102 sec): 3 clusters Score: Raw -2094047.169818 + Penalty 3216.219512 = -2090830.950306 nChanged 191 SP:Iteration 38Q (2214.866267 sec): 3 clusters Score: Raw -2094078.229723 + Penalty 3216.219512 = -2090862.010211 nChanged 180 SP:Iteration 39Q (2214.939698 sec): 3 clusters Score: Raw -2094107.477686 + Penalty 3216.219512 = -2090891.258174 nChanged 190 SP:Iteration 40F (2215.024767 sec): 3 clusters Score: Raw -2094137.428682 + Penalty 3216.219512 = -2090921.209170 nChanged 187 SP:Iteration 41Q (2215.088875 sec): 3 clusters Score: Raw -2094168.208479 + Penalty 3216.219512 = -2090951.988967 nChanged 185 SP:Iteration 42Q (2215.169792 sec): 3 clusters Score: Raw -2094198.896039 + Penalty 3216.219512 = -2090982.676527 nChanged 198 SP:Iteration 43Q (2215.240967 sec): 3 clusters Score: Raw -2094236.828626 + Penalty 3216.219512 = -2091020.609114 nChanged 217 SP:Iteration 44Q (2215.328579 sec): 3 clusters Score: Raw -2094277.536992 + Penalty 3216.219512 = -2091061.317480 nChanged 218 SP:Iteration 45Q (2215.400228 sec): 3 clusters Score: Raw -2094320.775265 + Penalty 3216.219512 = -2091104.555753 nChanged 221 SP:Iteration 46Q (2215.479766 sec): 3 clusters Score: Raw -2094361.651724 + Penalty 3216.219512 = -2091145.432212 nChanged 202 SP:Iteration 47Q (2215.566083 sec): 3 clusters Score: Raw -2094400.522095 + Penalty 3216.219512 = -2091184.302583 nChanged 210 SP:Iteration 48Q (2215.639924 sec): 3 clusters Score: Raw -2094443.457221 + Penalty 3216.219512 = -2091227.237709 nChanged 215 SP:Iteration 49Q (2215.728886 sec): 3 clusters Score: Raw -2094490.345253 + Penalty 3216.219512 = -2091274.125741 nChanged 221 SP:Iteration 50Q (2215.799101 sec): 3 clusters Score: Raw -2094543.190104 + Penalty 3216.219512 = -2091326.970592 nChanged 227 SP:Iteration 51Q (2215.881830 sec): 3 clusters Score: Raw -2094597.420191 + Penalty 3216.219512 = -2091381.200679 nChanged 244 SP:Iteration 52Q (2215.955453 sec): 3 clusters Score: Raw -2094656.610401 + Penalty 3216.219512 = -2091440.390889 nChanged 236 SP:Iteration 53Q (2216.031717 sec): 3 clusters Score: Raw -2094719.867259 + Penalty 3216.219512 = -2091503.647747 nChanged 239 SP:Iteration 54Q (2216.112507 sec): 3 clusters Score: Raw -2094784.622995 + Penalty 3216.219512 = -2091568.403483 nChanged 218 SP:Iteration 55Q (2216.184557 sec): 3 clusters Score: Raw -2094843.648577 + Penalty 3216.219512 = -2091627.429065 nChanged 224 SP:Iteration 56Q (2216.273036 sec): 3 clusters Score: Raw -2094906.490193 + Penalty 3216.219512 = -2091690.270681 nChanged 219 SP:Iteration 57Q (2216.355024 sec): 3 clusters Score: Raw -2094971.175465 + Penalty 3216.219512 = -2091754.955954 nChanged 189 SP:Iteration 58Q (2216.425992 sec): 3 clusters Score: Raw -2095019.903796 + Penalty 3216.219512 = -2091803.684284 nChanged 162 SP:Iteration 59Q (2216.515514 sec): 3 clusters Score: Raw -2095062.799631 + Penalty 3216.219512 = -2091846.580119 nChanged 157 SP:Iteration 60F (2216.586111 sec): 3 clusters Score: Raw -2095102.207260 + Penalty 3216.219512 = -2091885.987748 nChanged 135 SP:Iteration 61Q (2216.665904 sec): 3 clusters Score: Raw -2095135.421387 + Penalty 3216.219512 = -2091919.201876 nChanged 131 SP:Iteration 62Q (2216.736668 sec): 3 clusters Score: Raw -2095170.122407 + Penalty 3216.219512 = -2091953.902895 nChanged 120 SP:Iteration 63Q (2216.811173 sec): 3 clusters Score: Raw -2095197.174408 + Penalty 3216.219512 = -2091980.954896 nChanged 90 SP:Iteration 64Q (2216.880103 sec): 3 clusters Score: Raw -2095218.758673 + Penalty 3216.219512 = -2092002.539161 nChanged 89 SP:Iteration 65Q (2216.952154 sec): 3 clusters Score: Raw -2095239.215714 + Penalty 3216.219512 = -2092022.996203 nChanged 76 SP:Iteration 66Q (2217.039162 sec): 3 clusters Score: Raw -2095255.146854 + Penalty 3216.219512 = -2092038.927342 nChanged 62 SP:Iteration 67Q (2217.110919 sec): 3 clusters Score: Raw -2095269.224344 + Penalty 3216.219512 = -2092053.004832 nChanged 65 SP:Iteration 68Q (2217.187932 sec): 3 clusters Score: Raw -2095282.274693 + Penalty 3216.219512 = -2092066.055181 nChanged 52 SP:Iteration 69Q (2217.261871 sec): 3 clusters Score: Raw -2095292.965131 + Penalty 3216.219512 = -2092076.745619 nChanged 46 SP:Iteration 70Q (2217.339245 sec): 3 clusters Score: Raw -2095304.649065 + Penalty 3216.219512 = -2092088.429553 nChanged 42 SP:Iteration 71Q (2217.419358 sec): 3 clusters Score: Raw -2095312.897078 + Penalty 3216.219512 = -2092096.677566 nChanged 35 SP:Iteration 72Q (2217.498212 sec): 3 clusters Score: Raw -2095319.752902 + Penalty 3216.219512 = -2092103.533391 nChanged 34 SP:Iteration 73Q (2217.569415 sec): 3 clusters Score: Raw -2095326.206890 + Penalty 3216.219512 = -2092109.987378 nChanged 36 SP:Iteration 74Q (2217.644135 sec): 3 clusters Score: Raw -2095334.128571 + Penalty 3216.219512 = -2092117.909060 nChanged 24 SP:Iteration 75Q (2217.719817 sec): 3 clusters Score: Raw -2095338.041049 + Penalty 3216.219512 = -2092121.821537 nChanged 14 SP:Iteration 76Q (2217.789448 sec): 3 clusters Score: Raw -2095340.509889 + Penalty 3216.219512 = -2092124.290377 nChanged 17 SP:Iteration 77Q (2217.871398 sec): 3 clusters Score: Raw -2095343.149637 + Penalty 3216.219512 = -2092126.930125 nChanged 15 SP:Iteration 78Q (2217.936939 sec): 3 clusters Score: Raw -2095346.005761 + Penalty 3216.219512 = -2092129.786249 nChanged 14 SP:Iteration 79Q (2218.006550 sec): 3 clusters Score: Raw -2095348.916387 + Penalty 3216.219512 = -2092132.696875 nChanged 17 SP:Iteration 80F (2218.091757 sec): 3 clusters Score: Raw -2095353.228047 + Penalty 3216.219512 = -2092137.008535 nChanged 17 SP:Iteration 81Q (2218.160014 sec): 3 clusters Score: Raw -2095358.033543 + Penalty 3216.219512 = -2092141.814031 nChanged 13 SP:Iteration 82Q (2218.240852 sec): 3 clusters Score: Raw -2095360.657073 + Penalty 3216.219512 = -2092144.437561 nChanged 9 SP:Iteration 83Q (2218.311424 sec): 3 clusters Score: Raw -2095362.008243 + Penalty 3216.219512 = -2092145.788731 nChanged 10 SP:Iteration 84Q (2218.388353 sec): 3 clusters Score: Raw -2095363.257109 + Penalty 3216.219512 = -2092147.037597 nChanged 7 SP:Iteration 85Q (2218.457153 sec): 3 clusters Score: Raw -2095364.166082 + Penalty 3216.219512 = -2092147.946571 nChanged 10 SP:Iteration 86Q (2218.527712 sec): 3 clusters Score: Raw -2095365.387529 + Penalty 3216.219512 = -2092149.168017 nChanged 0 SP:Iteration 87F (2218.601644 sec): 3 clusters Score: Raw -2095365.387529 + Penalty 3216.219512 = -2092149.168017 nChanged 0 Trying to split cluster 23 (26189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2218.664539 sec): 2 clusters Score: Raw -2848069.945605 + Penalty 1653.127898 = -2846416.817708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2218.750250 sec): 3 clusters Score: Raw -2832083.327049 + Penalty 3306.255795 = -2828777.071254 nChanged 11979 SP:Iteration 1F (2218.843699 sec): 3 clusters Score: Raw -2839414.582266 + Penalty 3306.255795 = -2836108.326471 nChanged 1566 SP:Iteration 2F (2218.932092 sec): 3 clusters Score: Raw -2840210.936923 + Penalty 3306.255795 = -2836904.681127 nChanged 1584 SP:Iteration 3F (2219.018872 sec): 3 clusters Score: Raw -2841151.594587 + Penalty 3306.255795 = -2837845.338792 nChanged 1670 SP:Iteration 4F (2219.100714 sec): 3 clusters Score: Raw -2842324.396739 + Penalty 3306.255795 = -2839018.140944 nChanged 1666 SP:Iteration 5F (2219.200317 sec): 3 clusters Score: Raw -2843555.202902 + Penalty 3306.255795 = -2840248.947107 nChanged 1539 SP:Iteration 6F (2219.288460 sec): 3 clusters Score: Raw -2844621.246567 + Penalty 3306.255795 = -2841314.990771 nChanged 1256 SP:Iteration 7Q (2219.384649 sec): 3 clusters Score: Raw -2845390.952465 + Penalty 3306.255795 = -2842084.696670 nChanged 978 SP:Iteration 8Q (2219.481686 sec): 3 clusters Score: Raw -2845849.147451 + Penalty 3306.255795 = -2842542.891656 nChanged 676 SP:Iteration 9Q (2219.565199 sec): 3 clusters Score: Raw -2846069.311302 + Penalty 3306.255795 = -2842763.055507 nChanged 434 SP:Iteration 10Q (2219.653687 sec): 3 clusters Score: Raw -2846186.744380 + Penalty 3306.255795 = -2842880.488585 nChanged 328 SP:Iteration 11Q (2219.753529 sec): 3 clusters Score: Raw -2846283.499454 + Penalty 3306.255795 = -2842977.243658 nChanged 289 SP:Iteration 12Q (2219.843197 sec): 3 clusters Score: Raw -2846361.186297 + Penalty 3306.255795 = -2843054.930502 nChanged 281 SP:Iteration 13Q (2219.928248 sec): 3 clusters Score: Raw -2846439.190346 + Penalty 3306.255795 = -2843132.934551 nChanged 263 SP:Iteration 14Q (2220.028815 sec): 3 clusters Score: Raw -2846510.560008 + Penalty 3306.255795 = -2843204.304213 nChanged 281 SP:Iteration 15Q (2220.120935 sec): 3 clusters Score: Raw -2846587.783596 + Penalty 3306.255795 = -2843281.527800 nChanged 282 SP:Iteration 16Q (2220.211984 sec): 3 clusters Score: Raw -2846672.697793 + Penalty 3306.255795 = -2843366.441998 nChanged 280 SP:Iteration 17Q (2220.290554 sec): 3 clusters Score: Raw -2846766.537015 + Penalty 3306.255795 = -2843460.281220 nChanged 281 SP:Iteration 18Q (2220.373861 sec): 3 clusters Score: Raw -2846852.662436 + Penalty 3306.255795 = -2843546.406641 nChanged 273 SP:Iteration 19Q (2220.472920 sec): 3 clusters Score: Raw -2846934.439763 + Penalty 3306.255795 = -2843628.183967 nChanged 256 SP:Iteration 20F (2220.564823 sec): 3 clusters Score: Raw -2847009.161441 + Penalty 3306.255795 = -2843702.905646 nChanged 258 SP:Iteration 21Q (2220.646192 sec): 3 clusters Score: Raw -2847080.322832 + Penalty 3306.255795 = -2843774.067037 nChanged 232 SP:Iteration 22Q (2220.730507 sec): 3 clusters Score: Raw -2847140.290109 + Penalty 3306.255795 = -2843834.034314 nChanged 215 SP:Iteration 23Q (2220.820169 sec): 3 clusters Score: Raw -2847202.320309 + Penalty 3306.255795 = -2843896.064514 nChanged 220 SP:Iteration 24Q (2220.911939 sec): 3 clusters Score: Raw -2847268.219249 + Penalty 3306.255795 = -2843961.963454 nChanged 226 SP:Iteration 25Q (2221.014959 sec): 3 clusters Score: Raw -2847332.960462 + Penalty 3306.255795 = -2844026.704667 nChanged 212 SP:Iteration 26Q (2221.095242 sec): 3 clusters Score: Raw -2847382.431029 + Penalty 3306.255795 = -2844076.175234 nChanged 160 SP:Iteration 27Q (2221.180446 sec): 3 clusters Score: Raw -2847416.755339 + Penalty 3306.255795 = -2844110.499543 nChanged 160 SP:Iteration 28Q (2221.266773 sec): 3 clusters Score: Raw -2847457.257384 + Penalty 3306.255795 = -2844151.001589 nChanged 157 SP:Iteration 29Q (2221.348760 sec): 3 clusters Score: Raw -2847501.014920 + Penalty 3306.255795 = -2844194.759125 nChanged 162 SP:Iteration 30Q (2221.437428 sec): 3 clusters Score: Raw -2847540.294757 + Penalty 3306.255795 = -2844234.038962 nChanged 149 SP:Iteration 31Q (2221.526335 sec): 3 clusters Score: Raw -2847578.677498 + Penalty 3306.255795 = -2844272.421703 nChanged 162 SP:Iteration 32Q (2221.604263 sec): 3 clusters Score: Raw -2847621.854632 + Penalty 3306.255795 = -2844315.598837 nChanged 151 SP:Iteration 33Q (2221.702024 sec): 3 clusters Score: Raw -2847660.335266 + Penalty 3306.255795 = -2844354.079471 nChanged 132 SP:Iteration 34Q (2221.787572 sec): 3 clusters Score: Raw -2847691.275897 + Penalty 3306.255795 = -2844385.020102 nChanged 124 SP:Iteration 35Q (2221.870682 sec): 3 clusters Score: Raw -2847724.444395 + Penalty 3306.255795 = -2844418.188600 nChanged 131 SP:Iteration 36Q (2221.952998 sec): 3 clusters Score: Raw -2847762.824722 + Penalty 3306.255795 = -2844456.568927 nChanged 145 SP:Iteration 37Q (2222.035794 sec): 3 clusters Score: Raw -2847804.063583 + Penalty 3306.255795 = -2844497.807788 nChanged 124 SP:Iteration 38Q (2222.113293 sec): 3 clusters Score: Raw -2847834.655048 + Penalty 3306.255795 = -2844528.399253 nChanged 119 SP:Iteration 39Q (2222.200343 sec): 3 clusters Score: Raw -2847864.571641 + Penalty 3306.255795 = -2844558.315846 nChanged 125 SP:Iteration 40F (2222.295069 sec): 3 clusters Score: Raw -2847899.821581 + Penalty 3306.255795 = -2844593.565785 nChanged 122 SP:Iteration 41Q (2222.375701 sec): 3 clusters Score: Raw -2847932.635179 + Penalty 3306.255795 = -2844626.379384 nChanged 113 SP:Iteration 42Q (2222.455430 sec): 3 clusters Score: Raw -2847962.727773 + Penalty 3306.255795 = -2844656.471978 nChanged 108 SP:Iteration 43Q (2222.537912 sec): 3 clusters Score: Raw -2847992.223330 + Penalty 3306.255795 = -2844685.967535 nChanged 107 SP:Iteration 44Q (2222.622633 sec): 3 clusters Score: Raw -2848021.827614 + Penalty 3306.255795 = -2844715.571819 nChanged 97 SP:Iteration 45Q (2222.714826 sec): 3 clusters Score: Raw -2848045.214669 + Penalty 3306.255795 = -2844738.958874 nChanged 88 SP:Iteration 46Q (2222.795151 sec): 3 clusters Score: Raw -2848068.711883 + Penalty 3306.255795 = -2844762.456088 nChanged 90 SP:Iteration 47Q (2222.869379 sec): 3 clusters Score: Raw -2848091.613965 + Penalty 3306.255795 = -2844785.358170 nChanged 81 SP:Iteration 48Q (2222.952099 sec): 3 clusters Score: Raw -2848109.272070 + Penalty 3306.255795 = -2844803.016275 nChanged 83 SP:Iteration 49Q (2223.038238 sec): 3 clusters Score: Raw -2848130.765599 + Penalty 3306.255795 = -2844824.509804 nChanged 76 SP:Iteration 50Q (2223.123426 sec): 3 clusters Score: Raw -2848147.576673 + Penalty 3306.255795 = -2844841.320878 nChanged 64 SP:Iteration 51Q (2223.206305 sec): 3 clusters Score: Raw -2848161.647259 + Penalty 3306.255795 = -2844855.391464 nChanged 58 SP:Iteration 52Q (2223.299267 sec): 3 clusters Score: Raw -2848174.800285 + Penalty 3306.255795 = -2844868.544490 nChanged 60 SP:Iteration 53Q (2223.381982 sec): 3 clusters Score: Raw -2848189.796493 + Penalty 3306.255795 = -2844883.540698 nChanged 50 SP:Iteration 54Q (2223.463474 sec): 3 clusters Score: Raw -2848200.328429 + Penalty 3306.255795 = -2844894.072634 nChanged 39 SP:Iteration 55Q (2223.548769 sec): 3 clusters Score: Raw -2848208.198386 + Penalty 3306.255795 = -2844901.942591 nChanged 37 SP:Iteration 56Q (2223.616597 sec): 3 clusters Score: Raw -2848216.427911 + Penalty 3306.255795 = -2844910.172115 nChanged 37 SP:Iteration 57Q (2223.709670 sec): 3 clusters Score: Raw -2848223.815658 + Penalty 3306.255795 = -2844917.559863 nChanged 38 SP:Iteration 58Q (2223.800735 sec): 3 clusters Score: Raw -2848234.460065 + Penalty 3306.255795 = -2844928.204270 nChanged 30 SP:Iteration 59Q (2223.888127 sec): 3 clusters Score: Raw -2848241.812087 + Penalty 3306.255795 = -2844935.556292 nChanged 29 SP:Iteration 60F (2223.981070 sec): 3 clusters Score: Raw -2848247.899985 + Penalty 3306.255795 = -2844941.644190 nChanged 27 SP:Iteration 61Q (2224.067828 sec): 3 clusters Score: Raw -2848253.393207 + Penalty 3306.255795 = -2844947.137412 nChanged 18 SP:Iteration 62Q (2224.147306 sec): 3 clusters Score: Raw -2848257.542849 + Penalty 3306.255795 = -2844951.287054 nChanged 19 SP:Iteration 63Q (2224.230473 sec): 3 clusters Score: Raw -2848261.211427 + Penalty 3306.255795 = -2844954.955632 nChanged 19 SP:Iteration 64Q (2224.303221 sec): 3 clusters Score: Raw -2848266.560107 + Penalty 3306.255795 = -2844960.304312 nChanged 23 SP:Iteration 65Q (2224.380531 sec): 3 clusters Score: Raw -2848272.529417 + Penalty 3306.255795 = -2844966.273622 nChanged 24 SP:Iteration 66Q (2224.468436 sec): 3 clusters Score: Raw -2848277.324398 + Penalty 3306.255795 = -2844971.068603 nChanged 22 SP:Iteration 67Q (2224.558047 sec): 3 clusters Score: Raw -2848281.856209 + Penalty 3306.255795 = -2844975.600414 nChanged 17 SP:Iteration 68Q (2224.626893 sec): 3 clusters Score: Raw -2848285.774152 + Penalty 3306.255795 = -2844979.518357 nChanged 22 SP:Iteration 69Q (2224.708614 sec): 3 clusters Score: Raw -2848289.902301 + Penalty 3306.255795 = -2844983.646506 nChanged 13 SP:Iteration 70Q (2224.789788 sec): 3 clusters Score: Raw -2848292.274979 + Penalty 3306.255795 = -2844986.019184 nChanged 7 SP:Iteration 71Q (2224.879963 sec): 3 clusters Score: Raw -2848293.307495 + Penalty 3306.255795 = -2844987.051700 nChanged 8 SP:Iteration 72Q (2224.960331 sec): 3 clusters Score: Raw -2848294.449207 + Penalty 3306.255795 = -2844988.193411 nChanged 9 SP:Iteration 73Q (2225.047173 sec): 3 clusters Score: Raw -2848296.612954 + Penalty 3306.255795 = -2844990.357159 nChanged 11 SP:Iteration 74Q (2225.125014 sec): 3 clusters Score: Raw -2848298.947351 + Penalty 3306.255795 = -2844992.691556 nChanged 15 SP:Iteration 75Q (2225.215159 sec): 3 clusters Score: Raw -2848302.728161 + Penalty 3306.255795 = -2844996.472366 nChanged 18 SP:Iteration 76Q (2225.302975 sec): 3 clusters Score: Raw -2848306.483453 + Penalty 3306.255795 = -2845000.227658 nChanged 15 SP:Iteration 77Q (2225.378358 sec): 3 clusters Score: Raw -2848309.423534 + Penalty 3306.255795 = -2845003.167739 nChanged 12 SP:Iteration 78Q (2225.462145 sec): 3 clusters Score: Raw -2848311.718833 + Penalty 3306.255795 = -2845005.463038 nChanged 9 SP:Iteration 79Q (2225.546616 sec): 3 clusters Score: Raw -2848313.675288 + Penalty 3306.255795 = -2845007.419492 nChanged 11 SP:Iteration 80F (2225.636817 sec): 3 clusters Score: Raw -2848316.737625 + Penalty 3306.255795 = -2845010.481829 nChanged 11 SP:Iteration 81Q (2225.721276 sec): 3 clusters Score: Raw -2848319.919260 + Penalty 3306.255795 = -2845013.663464 nChanged 9 SP:Iteration 82Q (2225.799658 sec): 3 clusters Score: Raw -2848322.941801 + Penalty 3306.255795 = -2845016.686005 nChanged 11 SP:Iteration 83Q (2225.887404 sec): 3 clusters Score: Raw -2848325.954194 + Penalty 3306.255795 = -2845019.698399 nChanged 11 SP:Iteration 84Q (2225.966682 sec): 3 clusters Score: Raw -2848328.170107 + Penalty 3306.255795 = -2845021.914312 nChanged 9 SP:Iteration 85Q (2226.048751 sec): 3 clusters Score: Raw -2848330.210681 + Penalty 3306.255795 = -2845023.954886 nChanged 7 SP:Iteration 86Q (2226.138066 sec): 3 clusters Score: Raw -2848331.463048 + Penalty 3306.255795 = -2845025.207253 nChanged 8 SP:Iteration 87Q (2226.218708 sec): 3 clusters Score: Raw -2848333.755720 + Penalty 3306.255795 = -2845027.499925 nChanged 7 SP:Iteration 88Q (2226.297294 sec): 3 clusters Score: Raw -2848335.340361 + Penalty 3306.255795 = -2845029.084566 nChanged 3 SP:Iteration 89Q (2226.390303 sec): 3 clusters Score: Raw -2848336.211461 + Penalty 3306.255795 = -2845029.955666 nChanged 3 SP:Iteration 90Q (2226.459411 sec): 3 clusters Score: Raw -2848336.439483 + Penalty 3306.255795 = -2845030.183688 nChanged 1 SP:Iteration 91Q (2226.549605 sec): 3 clusters Score: Raw -2848336.722759 + Penalty 3306.255795 = -2845030.466963 nChanged 2 SP:Iteration 92Q (2226.630127 sec): 3 clusters Score: Raw -2848337.112515 + Penalty 3306.255795 = -2845030.856720 nChanged 0 SP:Iteration 93F (2226.721435 sec): 3 clusters Score: Raw -2848337.112515 + Penalty 3306.255795 = -2845030.856720 nChanged 0 Trying to split cluster 24 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2226.752917 sec): 2 clusters Score: Raw -14347.064874 + Penalty 863.395972 = -13483.668903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2226.795419 sec): 3 clusters Score: Raw -14540.231342 + Penalty 1726.791943 = -12813.439399 nChanged 28 SP:Iteration 1F (2226.840678 sec): 3 clusters Score: Raw -14620.452519 + Penalty 1726.791943 = -12893.660576 nChanged 9 SP:Iteration 2Q (2226.884636 sec): 3 clusters Score: Raw -14642.843628 + Penalty 1726.791943 = -12916.051685 nChanged 3 SP:Iteration 3Q (2226.916869 sec): 3 clusters Score: Raw -14673.228964 + Penalty 1726.791943 = -12946.437021 nChanged 5 SP:Iteration 4Q (2226.971758 sec): 3 clusters Score: Raw -14709.138501 + Penalty 1726.791943 = -12982.346558 nChanged 3 SP:Iteration 5Q (2227.023049 sec): 3 clusters Score: Raw -14732.882401 + Penalty 1726.791943 = -13006.090457 nChanged 2 SP:Iteration 6Q (2227.058735 sec): 3 clusters Score: Raw -14742.417912 + Penalty 1726.791943 = -13015.625968 nChanged 2 SP:Iteration 7Q (2227.103408 sec): 3 clusters Score: Raw -14757.390019 + Penalty 1726.791943 = -13030.598076 nChanged 2 SP:Iteration 8Q (2227.158222 sec): 3 clusters Score: Raw -14761.089175 + Penalty 1726.791943 = -13034.297232 nChanged 2 SP:Iteration 9Q (2227.199499 sec): 3 clusters Score: Raw -14768.117786 + Penalty 1726.791943 = -13041.325843 nChanged 0 SP:Iteration 10F (2227.242878 sec): 3 clusters Score: Raw -14768.117786 + Penalty 1726.791943 = -13041.325843 nChanged 0 Trying to split cluster 25 (491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2227.274142 sec): 2 clusters Score: Raw -47404.799517 + Penalty 1006.922171 = -46397.877346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2227.324675 sec): 3 clusters Score: Raw -47336.145189 + Penalty 2013.844342 = -45322.300847 nChanged 123 SP:Iteration 1F (2227.360236 sec): 3 clusters Score: Raw -47584.741460 + Penalty 2013.844342 = -45570.897119 nChanged 38 SP:Iteration 2F (2227.406049 sec): 3 clusters Score: Raw -47683.117113 + Penalty 2013.844342 = -45669.272772 nChanged 30 SP:Iteration 3F (2227.453309 sec): 3 clusters Score: Raw -47783.884339 + Penalty 2013.844342 = -45770.039997 nChanged 31 SP:Iteration 4F (2227.497607 sec): 3 clusters Score: Raw -47885.365693 + Penalty 2013.844342 = -45871.521352 nChanged 23 SP:Iteration 5Q (2227.551403 sec): 3 clusters Score: Raw -47977.910391 + Penalty 2013.844342 = -45964.066049 nChanged 14 SP:Iteration 6Q (2227.593749 sec): 3 clusters Score: Raw -48041.152886 + Penalty 2013.844342 = -46027.308545 nChanged 8 SP:Iteration 7Q (2227.629488 sec): 3 clusters Score: Raw -48087.638737 + Penalty 2013.844342 = -46073.794396 nChanged 7 SP:Iteration 8Q (2227.672468 sec): 3 clusters Score: Raw -48128.168614 + Penalty 2013.844342 = -46114.324273 nChanged 7 SP:Iteration 9Q (2227.708135 sec): 3 clusters Score: Raw -48142.041548 + Penalty 2013.844342 = -46128.197206 nChanged 3 SP:Iteration 10Q (2227.748760 sec): 3 clusters Score: Raw -48159.905204 + Penalty 2013.844342 = -46146.060862 nChanged 1 SP:Iteration 11Q (2227.788505 sec): 3 clusters Score: Raw -48161.292299 + Penalty 2013.844342 = -46147.447958 nChanged 1 SP:Iteration 12Q (2227.835368 sec): 3 clusters Score: Raw -48164.081429 + Penalty 2013.844342 = -46150.237088 nChanged 1 SP:Iteration 13Q (2227.889862 sec): 3 clusters Score: Raw -48165.835813 + Penalty 2013.844342 = -46151.991472 nChanged 0 SP:Iteration 14F (2227.930451 sec): 3 clusters Score: Raw -48165.835813 + Penalty 2013.844342 = -46151.991472 nChanged 0 Trying to split cluster 26 (16491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2227.976826 sec): 2 clusters Score: Raw -1626223.574935 + Penalty 1577.967634 = -1624645.607301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2228.037175 sec): 3 clusters Score: Raw -1616516.473827 + Penalty 3155.935268 = -1613360.538559 nChanged 7390 SP:Iteration 1F (2228.118829 sec): 3 clusters Score: Raw -1621114.519019 + Penalty 3155.935268 = -1617958.583751 nChanged 1216 SP:Iteration 2F (2228.180561 sec): 3 clusters Score: Raw -1622038.980754 + Penalty 3155.935268 = -1618883.045486 nChanged 1332 SP:Iteration 3F (2228.263273 sec): 3 clusters Score: Raw -1623201.017914 + Penalty 3155.935268 = -1620045.082646 nChanged 1295 SP:Iteration 4F (2228.336708 sec): 3 clusters Score: Raw -1624482.406679 + Penalty 3155.935268 = -1621326.471411 nChanged 1237 SP:Iteration 5F (2228.411237 sec): 3 clusters Score: Raw -1625609.954906 + Penalty 3155.935268 = -1622454.019638 nChanged 1049 SP:Iteration 6F (2228.484155 sec): 3 clusters Score: Raw -1626330.758769 + Penalty 3155.935268 = -1623174.823501 nChanged 671 SP:Iteration 7Q (2228.556352 sec): 3 clusters Score: Raw -1626670.007368 + Penalty 3155.935268 = -1623514.072099 nChanged 455 SP:Iteration 8Q (2228.627320 sec): 3 clusters Score: Raw -1626865.917662 + Penalty 3155.935268 = -1623709.982394 nChanged 324 SP:Iteration 9Q (2228.703261 sec): 3 clusters Score: Raw -1626972.663261 + Penalty 3155.935268 = -1623816.727992 nChanged 234 SP:Iteration 10Q (2228.783729 sec): 3 clusters Score: Raw -1627041.476302 + Penalty 3155.935268 = -1623885.541033 nChanged 188 SP:Iteration 11Q (2228.851630 sec): 3 clusters Score: Raw -1627088.303168 + Penalty 3155.935268 = -1623932.367900 nChanged 148 SP:Iteration 12Q (2228.925527 sec): 3 clusters Score: Raw -1627120.344758 + Penalty 3155.935268 = -1623964.409490 nChanged 138 SP:Iteration 13Q (2229.002557 sec): 3 clusters Score: Raw -1627150.022756 + Penalty 3155.935268 = -1623994.087487 nChanged 111 SP:Iteration 14Q (2229.064087 sec): 3 clusters Score: Raw -1627173.420654 + Penalty 3155.935268 = -1624017.485386 nChanged 102 SP:Iteration 15Q (2229.141416 sec): 3 clusters Score: Raw -1627196.850930 + Penalty 3155.935268 = -1624040.915661 nChanged 111 SP:Iteration 16Q (2229.211106 sec): 3 clusters Score: Raw -1627215.845178 + Penalty 3155.935268 = -1624059.909910 nChanged 89 SP:Iteration 17Q (2229.280259 sec): 3 clusters Score: Raw -1627227.541642 + Penalty 3155.935268 = -1624071.606374 nChanged 62 SP:Iteration 18Q (2229.362949 sec): 3 clusters Score: Raw -1627236.907249 + Penalty 3155.935268 = -1624080.971980 nChanged 56 SP:Iteration 19Q (2229.434313 sec): 3 clusters Score: Raw -1627244.756246 + Penalty 3155.935268 = -1624088.820978 nChanged 56 SP:Iteration 20F (2229.497955 sec): 3 clusters Score: Raw -1627251.399966 + Penalty 3155.935268 = -1624095.464697 nChanged 38 SP:Iteration 21Q (2229.573497 sec): 3 clusters Score: Raw -1627255.354877 + Penalty 3155.935268 = -1624099.419609 nChanged 31 SP:Iteration 22Q (2229.642227 sec): 3 clusters Score: Raw -1627258.492022 + Penalty 3155.935268 = -1624102.556754 nChanged 35 SP:Iteration 23Q (2229.722179 sec): 3 clusters Score: Raw -1627262.288541 + Penalty 3155.935268 = -1624106.353273 nChanged 30 SP:Iteration 24Q (2229.785548 sec): 3 clusters Score: Raw -1627265.344164 + Penalty 3155.935268 = -1624109.408896 nChanged 31 SP:Iteration 25Q (2229.858077 sec): 3 clusters Score: Raw -1627269.305698 + Penalty 3155.935268 = -1624113.370429 nChanged 29 SP:Iteration 26Q (2229.931373 sec): 3 clusters Score: Raw -1627272.479273 + Penalty 3155.935268 = -1624116.544005 nChanged 24 SP:Iteration 27Q (2230.008789 sec): 3 clusters Score: Raw -1627275.313675 + Penalty 3155.935268 = -1624119.378407 nChanged 32 SP:Iteration 28Q (2230.076020 sec): 3 clusters Score: Raw -1627278.151717 + Penalty 3155.935268 = -1624122.216448 nChanged 32 SP:Iteration 29Q (2230.151894 sec): 3 clusters Score: Raw -1627280.278543 + Penalty 3155.935268 = -1624124.343275 nChanged 22 SP:Iteration 30Q (2230.225810 sec): 3 clusters Score: Raw -1627281.850068 + Penalty 3155.935268 = -1624125.914800 nChanged 14 SP:Iteration 31Q (2230.311830 sec): 3 clusters Score: Raw -1627282.825210 + Penalty 3155.935268 = -1624126.889942 nChanged 9 SP:Iteration 32Q (2230.381583 sec): 3 clusters Score: Raw -1627283.329615 + Penalty 3155.935268 = -1624127.394346 nChanged 10 SP:Iteration 33Q (2230.453839 sec): 3 clusters Score: Raw -1627283.664114 + Penalty 3155.935268 = -1624127.728845 nChanged 5 SP:Iteration 34Q (2230.514982 sec): 3 clusters Score: Raw -1627283.894185 + Penalty 3155.935268 = -1624127.958916 nChanged 4 SP:Iteration 35Q (2230.594116 sec): 3 clusters Score: Raw -1627284.079263 + Penalty 3155.935268 = -1624128.143994 nChanged 3 SP:Iteration 36Q (2230.668587 sec): 3 clusters Score: Raw -1627284.222300 + Penalty 3155.935268 = -1624128.287032 nChanged 3 SP:Iteration 37Q (2230.742710 sec): 3 clusters Score: Raw -1627284.377976 + Penalty 3155.935268 = -1624128.442708 nChanged 3 SP:Iteration 38Q (2230.809531 sec): 3 clusters Score: Raw -1627284.648083 + Penalty 3155.935268 = -1624128.712815 nChanged 8 SP:Iteration 39Q (2230.879111 sec): 3 clusters Score: Raw -1627285.406202 + Penalty 3155.935268 = -1624129.470934 nChanged 13 SP:Iteration 40F (2230.954112 sec): 3 clusters Score: Raw -1627286.304732 + Penalty 3155.935268 = -1624130.369464 nChanged 16 SP:Iteration 41Q (2231.022103 sec): 3 clusters Score: Raw -1627287.750823 + Penalty 3155.935268 = -1624131.815555 nChanged 14 SP:Iteration 42Q (2231.096995 sec): 3 clusters Score: Raw -1627288.687627 + Penalty 3155.935268 = -1624132.752359 nChanged 9 SP:Iteration 43Q (2231.161756 sec): 3 clusters Score: Raw -1627289.163246 + Penalty 3155.935268 = -1624133.227977 nChanged 4 SP:Iteration 44Q (2231.244441 sec): 3 clusters Score: Raw -1627289.414443 + Penalty 3155.935268 = -1624133.479174 nChanged 8 SP:Iteration 45Q (2231.307859 sec): 3 clusters Score: Raw -1627290.061809 + Penalty 3155.935268 = -1624134.126541 nChanged 6 SP:Iteration 46Q (2231.378079 sec): 3 clusters Score: Raw -1627290.374575 + Penalty 3155.935268 = -1624134.439307 nChanged 9 SP:Iteration 47Q (2231.453334 sec): 3 clusters Score: Raw -1627290.890456 + Penalty 3155.935268 = -1624134.955188 nChanged 9 SP:Iteration 48Q (2231.533098 sec): 3 clusters Score: Raw -1627291.422255 + Penalty 3155.935268 = -1624135.486987 nChanged 9 SP:Iteration 49Q (2231.614038 sec): 3 clusters Score: Raw -1627292.087582 + Penalty 3155.935268 = -1624136.152313 nChanged 12 SP:Iteration 50Q (2231.690802 sec): 3 clusters Score: Raw -1627293.032387 + Penalty 3155.935268 = -1624137.097119 nChanged 7 SP:Iteration 51Q (2231.768290 sec): 3 clusters Score: Raw -1627293.371571 + Penalty 3155.935268 = -1624137.436302 nChanged 5 SP:Iteration 52Q (2231.839983 sec): 3 clusters Score: Raw -1627293.679364 + Penalty 3155.935268 = -1624137.744096 nChanged 4 SP:Iteration 53Q (2231.915340 sec): 3 clusters Score: Raw -1627293.960166 + Penalty 3155.935268 = -1624138.024898 nChanged 5 SP:Iteration 54Q (2231.983713 sec): 3 clusters Score: Raw -1627294.379117 + Penalty 3155.935268 = -1624138.443849 nChanged 7 SP:Iteration 55Q (2232.060091 sec): 3 clusters Score: Raw -1627294.635261 + Penalty 3155.935268 = -1624138.699993 nChanged 6 SP:Iteration 56Q (2232.132427 sec): 3 clusters Score: Raw -1627294.876506 + Penalty 3155.935268 = -1624138.941237 nChanged 6 SP:Iteration 57Q (2232.213315 sec): 3 clusters Score: Raw -1627295.108846 + Penalty 3155.935268 = -1624139.173578 nChanged 1 SP:Iteration 58Q (2232.286860 sec): 3 clusters Score: Raw -1627295.151012 + Penalty 3155.935268 = -1624139.215744 nChanged 1 SP:Iteration 59Q (2232.360174 sec): 3 clusters Score: Raw -1627295.231239 + Penalty 3155.935268 = -1624139.295971 nChanged 2 SP:Iteration 60F (2232.430001 sec): 3 clusters Score: Raw -1627295.481992 + Penalty 3155.935268 = -1624139.546723 nChanged 9 SP:Iteration 61Q (2232.494689 sec): 3 clusters Score: Raw -1627296.125465 + Penalty 3155.935268 = -1624140.190196 nChanged 6 SP:Iteration 62Q (2232.571149 sec): 3 clusters Score: Raw -1627296.563070 + Penalty 3155.935268 = -1624140.627801 nChanged 7 SP:Iteration 63Q (2232.638412 sec): 3 clusters Score: Raw -1627296.858052 + Penalty 3155.935268 = -1624140.922784 nChanged 4 SP:Iteration 64Q (2232.709385 sec): 3 clusters Score: Raw -1627297.101008 + Penalty 3155.935268 = -1624141.165739 nChanged 9 SP:Iteration 65Q (2232.789279 sec): 3 clusters Score: Raw -1627297.722464 + Penalty 3155.935268 = -1624141.787195 nChanged 9 SP:Iteration 66Q (2232.854561 sec): 3 clusters Score: Raw -1627298.048898 + Penalty 3155.935268 = -1624142.113630 nChanged 3 SP:Iteration 67Q (2232.934854 sec): 3 clusters Score: Raw -1627298.212736 + Penalty 3155.935268 = -1624142.277468 nChanged 4 SP:Iteration 68Q (2233.003557 sec): 3 clusters Score: Raw -1627298.407566 + Penalty 3155.935268 = -1624142.472297 nChanged 3 SP:Iteration 69Q (2233.076324 sec): 3 clusters Score: Raw -1627298.565084 + Penalty 3155.935268 = -1624142.629815 nChanged 5 SP:Iteration 70Q (2233.146422 sec): 3 clusters Score: Raw -1627298.815896 + Penalty 3155.935268 = -1624142.880628 nChanged 8 SP:Iteration 71Q (2233.225555 sec): 3 clusters Score: Raw -1627299.487128 + Penalty 3155.935268 = -1624143.551860 nChanged 11 SP:Iteration 72Q (2233.299626 sec): 3 clusters Score: Raw -1627300.307487 + Penalty 3155.935268 = -1624144.372218 nChanged 9 SP:Iteration 73Q (2233.377594 sec): 3 clusters Score: Raw -1627300.814153 + Penalty 3155.935268 = -1624144.878885 nChanged 6 SP:Iteration 74Q (2233.450652 sec): 3 clusters Score: Raw -1627301.168585 + Penalty 3155.935268 = -1624145.233316 nChanged 4 SP:Iteration 75Q (2233.517249 sec): 3 clusters Score: Raw -1627301.359633 + Penalty 3155.935268 = -1624145.424364 nChanged 5 SP:Iteration 76Q (2233.591425 sec): 3 clusters Score: Raw -1627301.732647 + Penalty 3155.935268 = -1624145.797379 nChanged 2 SP:Iteration 77Q (2233.668077 sec): 3 clusters Score: Raw -1627301.847066 + Penalty 3155.935268 = -1624145.911798 nChanged 3 SP:Iteration 78Q (2233.743594 sec): 3 clusters Score: Raw -1627302.010167 + Penalty 3155.935268 = -1624146.074899 nChanged 1 SP:Iteration 79Q (2233.810860 sec): 3 clusters Score: Raw -1627302.141048 + Penalty 3155.935268 = -1624146.205780 nChanged 3 SP:Iteration 80F (2233.879957 sec): 3 clusters Score: Raw -1627302.300557 + Penalty 3155.935268 = -1624146.365289 nChanged 2 SP:Iteration 81Q (2233.951360 sec): 3 clusters Score: Raw -1627302.497165 + Penalty 3155.935268 = -1624146.561897 nChanged 6 SP:Iteration 82Q (2234.024296 sec): 3 clusters Score: Raw -1627303.071402 + Penalty 3155.935268 = -1624147.136134 nChanged 8 SP:Iteration 83Q (2234.099068 sec): 3 clusters Score: Raw -1627303.802815 + Penalty 3155.935268 = -1624147.867546 nChanged 5 SP:Iteration 84Q (2234.169228 sec): 3 clusters Score: Raw -1627304.046934 + Penalty 3155.935268 = -1624148.111666 nChanged 3 SP:Iteration 85Q (2234.240348 sec): 3 clusters Score: Raw -1627304.244634 + Penalty 3155.935268 = -1624148.309366 nChanged 9 SP:Iteration 86Q (2234.317357 sec): 3 clusters Score: Raw -1627304.842790 + Penalty 3155.935268 = -1624148.907522 nChanged 9 SP:Iteration 87Q (2234.381215 sec): 3 clusters Score: Raw -1627305.546932 + Penalty 3155.935268 = -1624149.611664 nChanged 15 SP:Iteration 88Q (2234.461291 sec): 3 clusters Score: Raw -1627307.393247 + Penalty 3155.935268 = -1624151.457979 nChanged 16 SP:Iteration 89Q (2234.523218 sec): 3 clusters Score: Raw -1627308.568404 + Penalty 3155.935268 = -1624152.633136 nChanged 14 SP:Iteration 90Q (2234.610704 sec): 3 clusters Score: Raw -1627309.776378 + Penalty 3155.935268 = -1624153.841110 nChanged 18 SP:Iteration 91Q (2234.679560 sec): 3 clusters Score: Raw -1627311.431921 + Penalty 3155.935268 = -1624155.496652 nChanged 15 SP:Iteration 92Q (2234.740768 sec): 3 clusters Score: Raw -1627312.710395 + Penalty 3155.935268 = -1624156.775127 nChanged 8 SP:Iteration 93Q (2234.815335 sec): 3 clusters Score: Raw -1627313.181441 + Penalty 3155.935268 = -1624157.246173 nChanged 8 SP:Iteration 94Q (2234.894117 sec): 3 clusters Score: Raw -1627313.654635 + Penalty 3155.935268 = -1624157.719367 nChanged 6 SP:Iteration 95Q (2234.968475 sec): 3 clusters Score: Raw -1627314.141895 + Penalty 3155.935268 = -1624158.206627 nChanged 2 SP:Iteration 96Q (2235.043794 sec): 3 clusters Score: Raw -1627314.262245 + Penalty 3155.935268 = -1624158.326977 nChanged 1 SP:Iteration 97Q (2235.120842 sec): 3 clusters Score: Raw -1627314.286911 + Penalty 3155.935268 = -1624158.351643 nChanged 0 SP:Iteration 98F (2235.194680 sec): 3 clusters Score: Raw -1627314.286911 + Penalty 3155.935268 = -1624158.351643 nChanged 0 Trying to split cluster 27 (29715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2235.261600 sec): 2 clusters Score: Raw -3111132.448500 + Penalty 1673.653678 = -3109458.794822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2235.358602 sec): 3 clusters Score: Raw -3092678.294875 + Penalty 3347.307356 = -3089330.987519 nChanged 13834 SP:Iteration 1F (2235.441390 sec): 3 clusters Score: Raw -3100668.688000 + Penalty 3347.307356 = -3097321.380644 nChanged 1544 SP:Iteration 2F (2235.543411 sec): 3 clusters Score: Raw -3101250.238966 + Penalty 3347.307356 = -3097902.931611 nChanged 1530 SP:Iteration 3F (2235.628046 sec): 3 clusters Score: Raw -3101951.069272 + Penalty 3347.307356 = -3098603.761916 nChanged 1685 SP:Iteration 4F (2235.725773 sec): 3 clusters Score: Raw -3102881.474572 + Penalty 3347.307356 = -3099534.167217 nChanged 1814 SP:Iteration 5F (2235.825013 sec): 3 clusters Score: Raw -3104024.000201 + Penalty 3347.307356 = -3100676.692846 nChanged 1796 SP:Iteration 6F (2235.927017 sec): 3 clusters Score: Raw -3105312.398650 + Penalty 3347.307356 = -3101965.091295 nChanged 1680 SP:Iteration 7F (2236.015580 sec): 3 clusters Score: Raw -3106694.229579 + Penalty 3347.307356 = -3103346.922224 nChanged 1509 SP:Iteration 8F (2236.104266 sec): 3 clusters Score: Raw -3108031.756754 + Penalty 3347.307356 = -3104684.449399 nChanged 1149 SP:Iteration 9Q (2236.200375 sec): 3 clusters Score: Raw -3108951.704045 + Penalty 3347.307356 = -3105604.396689 nChanged 822 SP:Iteration 10Q (2236.306494 sec): 3 clusters Score: Raw -3109518.040361 + Penalty 3347.307356 = -3106170.733005 nChanged 638 SP:Iteration 11Q (2236.395865 sec): 3 clusters Score: Raw -3109870.690077 + Penalty 3347.307356 = -3106523.382722 nChanged 487 SP:Iteration 12Q (2236.495769 sec): 3 clusters Score: Raw -3110087.644459 + Penalty 3347.307356 = -3106740.337103 nChanged 372 SP:Iteration 13Q (2236.589741 sec): 3 clusters Score: Raw -3110233.323105 + Penalty 3347.307356 = -3106886.015750 nChanged 294 SP:Iteration 14Q (2236.671938 sec): 3 clusters Score: Raw -3110348.621178 + Penalty 3347.307356 = -3107001.313823 nChanged 276 SP:Iteration 15Q (2236.774840 sec): 3 clusters Score: Raw -3110461.267581 + Penalty 3347.307356 = -3107113.960226 nChanged 271 SP:Iteration 16Q (2236.867034 sec): 3 clusters Score: Raw -3110567.055358 + Penalty 3347.307356 = -3107219.748002 nChanged 243 SP:Iteration 17Q (2236.950510 sec): 3 clusters Score: Raw -3110655.357774 + Penalty 3347.307356 = -3107308.050419 nChanged 222 SP:Iteration 18Q (2237.039658 sec): 3 clusters Score: Raw -3110739.987410 + Penalty 3347.307356 = -3107392.680054 nChanged 204 SP:Iteration 19Q (2237.135656 sec): 3 clusters Score: Raw -3110824.135712 + Penalty 3347.307356 = -3107476.828357 nChanged 192 SP:Iteration 20F (2237.238323 sec): 3 clusters Score: Raw -3110895.281797 + Penalty 3347.307356 = -3107547.974442 nChanged 161 SP:Iteration 21Q (2237.318473 sec): 3 clusters Score: Raw -3110964.657592 + Penalty 3347.307356 = -3107617.350236 nChanged 154 SP:Iteration 22Q (2237.405819 sec): 3 clusters Score: Raw -3111020.424654 + Penalty 3347.307356 = -3107673.117299 nChanged 127 SP:Iteration 23Q (2237.500962 sec): 3 clusters Score: Raw -3111066.180398 + Penalty 3347.307356 = -3107718.873043 nChanged 117 SP:Iteration 24Q (2237.588870 sec): 3 clusters Score: Raw -3111111.289398 + Penalty 3347.307356 = -3107763.982042 nChanged 108 SP:Iteration 25Q (2237.675875 sec): 3 clusters Score: Raw -3111151.634077 + Penalty 3347.307356 = -3107804.326722 nChanged 87 SP:Iteration 26Q (2237.758523 sec): 3 clusters Score: Raw -3111182.597058 + Penalty 3347.307356 = -3107835.289702 nChanged 85 SP:Iteration 27Q (2237.845045 sec): 3 clusters Score: Raw -3111215.706757 + Penalty 3347.307356 = -3107868.399401 nChanged 83 SP:Iteration 28Q (2237.931980 sec): 3 clusters Score: Raw -3111251.880286 + Penalty 3347.307356 = -3107904.572931 nChanged 89 SP:Iteration 29Q (2238.017428 sec): 3 clusters Score: Raw -3111286.823116 + Penalty 3347.307356 = -3107939.515761 nChanged 88 SP:Iteration 30Q (2238.108575 sec): 3 clusters Score: Raw -3111323.810822 + Penalty 3347.307356 = -3107976.503466 nChanged 59 SP:Iteration 31Q (2238.190346 sec): 3 clusters Score: Raw -3111346.944712 + Penalty 3347.307356 = -3107999.637357 nChanged 51 SP:Iteration 32Q (2238.264724 sec): 3 clusters Score: Raw -3111364.936493 + Penalty 3347.307356 = -3108017.629138 nChanged 41 SP:Iteration 33Q (2238.345449 sec): 3 clusters Score: Raw -3111378.733055 + Penalty 3347.307356 = -3108031.425700 nChanged 28 SP:Iteration 34Q (2238.435604 sec): 3 clusters Score: Raw -3111389.557439 + Penalty 3347.307356 = -3108042.250083 nChanged 25 SP:Iteration 35Q (2238.526375 sec): 3 clusters Score: Raw -3111398.397614 + Penalty 3347.307356 = -3108051.090259 nChanged 18 SP:Iteration 36Q (2238.614297 sec): 3 clusters Score: Raw -3111406.130152 + Penalty 3347.307356 = -3108058.822797 nChanged 20 SP:Iteration 37Q (2238.702081 sec): 3 clusters Score: Raw -3111411.358766 + Penalty 3347.307356 = -3108064.051411 nChanged 20 SP:Iteration 38Q (2238.780744 sec): 3 clusters Score: Raw -3111416.806248 + Penalty 3347.307356 = -3108069.498893 nChanged 21 SP:Iteration 39Q (2238.864932 sec): 3 clusters Score: Raw -3111422.275939 + Penalty 3347.307356 = -3108074.968583 nChanged 13 SP:Iteration 40F (2238.960911 sec): 3 clusters Score: Raw -3111425.237858 + Penalty 3347.307356 = -3108077.930503 nChanged 10 SP:Iteration 41Q (2239.038425 sec): 3 clusters Score: Raw -3111427.904113 + Penalty 3347.307356 = -3108080.596757 nChanged 10 SP:Iteration 42Q (2239.124478 sec): 3 clusters Score: Raw -3111429.864525 + Penalty 3347.307356 = -3108082.557170 nChanged 6 SP:Iteration 43Q (2239.204537 sec): 3 clusters Score: Raw -3111431.763488 + Penalty 3347.307356 = -3108084.456133 nChanged 7 SP:Iteration 44Q (2239.289059 sec): 3 clusters Score: Raw -3111433.525888 + Penalty 3347.307356 = -3108086.218533 nChanged 4 SP:Iteration 45Q (2239.367488 sec): 3 clusters Score: Raw -3111434.991504 + Penalty 3347.307356 = -3108087.684149 nChanged 7 SP:Iteration 46Q (2239.452470 sec): 3 clusters Score: Raw -3111436.950393 + Penalty 3347.307356 = -3108089.643037 nChanged 5 SP:Iteration 47Q (2239.536531 sec): 3 clusters Score: Raw -3111438.570833 + Penalty 3347.307356 = -3108091.263477 nChanged 3 SP:Iteration 48Q (2239.622864 sec): 3 clusters Score: Raw -3111439.426194 + Penalty 3347.307356 = -3108092.118839 nChanged 4 SP:Iteration 49Q (2239.703030 sec): 3 clusters Score: Raw -3111440.262583 + Penalty 3347.307356 = -3108092.955228 nChanged 6 SP:Iteration 50Q (2239.790396 sec): 3 clusters Score: Raw -3111441.851873 + Penalty 3347.307356 = -3108094.544517 nChanged 4 SP:Iteration 51Q (2239.882161 sec): 3 clusters Score: Raw -3111443.565910 + Penalty 3347.307356 = -3108096.258554 nChanged 7 SP:Iteration 52Q (2239.959192 sec): 3 clusters Score: Raw -3111445.339242 + Penalty 3347.307356 = -3108098.031886 nChanged 6 SP:Iteration 53Q (2240.037540 sec): 3 clusters Score: Raw -3111447.455959 + Penalty 3347.307356 = -3108100.148603 nChanged 3 SP:Iteration 54Q (2240.135596 sec): 3 clusters Score: Raw -3111448.221259 + Penalty 3347.307356 = -3108100.913903 nChanged 2 SP:Iteration 55Q (2240.216235 sec): 3 clusters Score: Raw -3111448.780632 + Penalty 3347.307356 = -3108101.473277 nChanged 5 SP:Iteration 56Q (2240.304938 sec): 3 clusters Score: Raw -3111450.239570 + Penalty 3347.307356 = -3108102.932214 nChanged 4 SP:Iteration 57Q (2240.389166 sec): 3 clusters Score: Raw -3111451.166771 + Penalty 3347.307356 = -3108103.859416 nChanged 6 SP:Iteration 58Q (2240.466659 sec): 3 clusters Score: Raw -3111452.907482 + Penalty 3347.307356 = -3108105.600127 nChanged 8 SP:Iteration 59Q (2240.563885 sec): 3 clusters Score: Raw -3111456.388910 + Penalty 3347.307356 = -3108109.081555 nChanged 9 SP:Iteration 60F (2240.651615 sec): 3 clusters Score: Raw -3111460.044480 + Penalty 3347.307356 = -3108112.737124 nChanged 14 SP:Iteration 61Q (2240.741641 sec): 3 clusters Score: Raw -3111464.455440 + Penalty 3347.307356 = -3108117.148085 nChanged 10 SP:Iteration 62Q (2240.825757 sec): 3 clusters Score: Raw -3111467.107079 + Penalty 3347.307356 = -3108119.799723 nChanged 8 SP:Iteration 63Q (2240.917564 sec): 3 clusters Score: Raw -3111470.760107 + Penalty 3347.307356 = -3108123.452752 nChanged 8 SP:Iteration 64Q (2240.994607 sec): 3 clusters Score: Raw -3111473.043734 + Penalty 3347.307356 = -3108125.736378 nChanged 5 SP:Iteration 65Q (2241.087429 sec): 3 clusters Score: Raw -3111474.911638 + Penalty 3347.307356 = -3108127.604283 nChanged 8 SP:Iteration 66Q (2241.173025 sec): 3 clusters Score: Raw -3111476.836719 + Penalty 3347.307356 = -3108129.529364 nChanged 8 SP:Iteration 67Q (2241.258711 sec): 3 clusters Score: Raw -3111479.047543 + Penalty 3347.307356 = -3108131.740188 nChanged 5 SP:Iteration 68Q (2241.345819 sec): 3 clusters Score: Raw -3111480.805512 + Penalty 3347.307356 = -3108133.498157 nChanged 5 SP:Iteration 69Q (2241.428632 sec): 3 clusters Score: Raw -3111482.455194 + Penalty 3347.307356 = -3108135.147839 nChanged 5 SP:Iteration 70Q (2241.505451 sec): 3 clusters Score: Raw -3111484.615395 + Penalty 3347.307356 = -3108137.308039 nChanged 7 SP:Iteration 71Q (2241.596268 sec): 3 clusters Score: Raw -3111487.330894 + Penalty 3347.307356 = -3108140.023538 nChanged 8 SP:Iteration 72Q (2241.677232 sec): 3 clusters Score: Raw -3111490.248318 + Penalty 3347.307356 = -3108142.940962 nChanged 5 SP:Iteration 73Q (2241.751053 sec): 3 clusters Score: Raw -3111491.680011 + Penalty 3347.307356 = -3108144.372655 nChanged 2 SP:Iteration 74Q (2241.832789 sec): 3 clusters Score: Raw -3111492.090379 + Penalty 3347.307356 = -3108144.783023 nChanged 1 SP:Iteration 75Q (2241.929844 sec): 3 clusters Score: Raw -3111492.755588 + Penalty 3347.307356 = -3108145.448233 nChanged 2 SP:Iteration 76Q (2242.008632 sec): 3 clusters Score: Raw -3111493.255326 + Penalty 3347.307356 = -3108145.947971 nChanged 1 SP:Iteration 77Q (2242.093861 sec): 3 clusters Score: Raw -3111493.529795 + Penalty 3347.307356 = -3108146.222440 nChanged 1 SP:Iteration 78Q (2242.175397 sec): 3 clusters Score: Raw -3111493.929101 + Penalty 3347.307356 = -3108146.621745 nChanged 1 SP:Iteration 79Q (2242.266862 sec): 3 clusters Score: Raw -3111494.300464 + Penalty 3347.307356 = -3108146.993108 nChanged 1 SP:Iteration 80F (2242.356823 sec): 3 clusters Score: Raw -3111494.741830 + Penalty 3347.307356 = -3108147.434475 nChanged 3 SP:Iteration 81Q (2242.442812 sec): 3 clusters Score: Raw -3111495.602321 + Penalty 3347.307356 = -3108148.294965 nChanged 1 SP:Iteration 82Q (2242.530679 sec): 3 clusters Score: Raw -3111495.768904 + Penalty 3347.307356 = -3108148.461548 nChanged 1 SP:Iteration 83Q (2242.623302 sec): 3 clusters Score: Raw -3111496.682949 + Penalty 3347.307356 = -3108149.375594 nChanged 4 SP:Iteration 84Q (2242.697243 sec): 3 clusters Score: Raw -3111498.172038 + Penalty 3347.307356 = -3108150.864682 nChanged 1 SP:Iteration 85Q (2242.789414 sec): 3 clusters Score: Raw -3111498.395810 + Penalty 3347.307356 = -3108151.088454 nChanged 0 SP:Iteration 86F (2242.887171 sec): 3 clusters Score: Raw -3111498.395810 + Penalty 3347.307356 = -3108151.088454 nChanged 0 Trying to split cluster 28 (2133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2242.918126 sec): 2 clusters Score: Raw -197568.978551 + Penalty 1245.608767 = -196323.369784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2242.961533 sec): 3 clusters Score: Raw -196657.162081 + Penalty 2491.217534 = -194165.944548 nChanged 772 SP:Iteration 1F (2243.012893 sec): 3 clusters Score: Raw -197292.934628 + Penalty 2491.217534 = -194801.717095 nChanged 216 SP:Iteration 2F (2243.068155 sec): 3 clusters Score: Raw -197515.183163 + Penalty 2491.217534 = -195023.965629 nChanged 145 SP:Iteration 3F (2243.115223 sec): 3 clusters Score: Raw -197641.374080 + Penalty 2491.217534 = -195150.156546 nChanged 103 SP:Iteration 4Q (2243.169135 sec): 3 clusters Score: Raw -197722.151233 + Penalty 2491.217534 = -195230.933699 nChanged 88 SP:Iteration 5Q (2243.221628 sec): 3 clusters Score: Raw -197793.664258 + Penalty 2491.217534 = -195302.446725 nChanged 74 SP:Iteration 6Q (2243.271817 sec): 3 clusters Score: Raw -197843.634745 + Penalty 2491.217534 = -195352.417211 nChanged 50 SP:Iteration 7Q (2243.312674 sec): 3 clusters Score: Raw -197876.257219 + Penalty 2491.217534 = -195385.039685 nChanged 39 SP:Iteration 8Q (2243.359050 sec): 3 clusters Score: Raw -197905.645297 + Penalty 2491.217534 = -195414.427763 nChanged 35 SP:Iteration 9Q (2243.405928 sec): 3 clusters Score: Raw -197926.264837 + Penalty 2491.217534 = -195435.047303 nChanged 25 SP:Iteration 10Q (2243.451366 sec): 3 clusters Score: Raw -197945.105877 + Penalty 2491.217534 = -195453.888344 nChanged 24 SP:Iteration 11Q (2243.503460 sec): 3 clusters Score: Raw -197963.912037 + Penalty 2491.217534 = -195472.694503 nChanged 24 SP:Iteration 12Q (2243.559281 sec): 3 clusters Score: Raw -197986.099718 + Penalty 2491.217534 = -195494.882184 nChanged 18 SP:Iteration 13Q (2243.606382 sec): 3 clusters Score: Raw -198005.802930 + Penalty 2491.217534 = -195514.585396 nChanged 20 SP:Iteration 14Q (2243.646816 sec): 3 clusters Score: Raw -198019.450375 + Penalty 2491.217534 = -195528.232841 nChanged 13 SP:Iteration 15Q (2243.706548 sec): 3 clusters Score: Raw -198025.817629 + Penalty 2491.217534 = -195534.600095 nChanged 5 SP:Iteration 16Q (2243.756466 sec): 3 clusters Score: Raw -198028.261194 + Penalty 2491.217534 = -195537.043661 nChanged 4 SP:Iteration 17Q (2243.791718 sec): 3 clusters Score: Raw -198029.968220 + Penalty 2491.217534 = -195538.750687 nChanged 5 SP:Iteration 18Q (2243.836640 sec): 3 clusters Score: Raw -198032.052876 + Penalty 2491.217534 = -195540.835343 nChanged 6 SP:Iteration 19Q (2243.896208 sec): 3 clusters Score: Raw -198034.933621 + Penalty 2491.217534 = -195543.716088 nChanged 4 SP:Iteration 20F (2243.939101 sec): 3 clusters Score: Raw -198036.712378 + Penalty 2491.217534 = -195545.494845 nChanged 5 SP:Iteration 21Q (2243.989833 sec): 3 clusters Score: Raw -198040.424575 + Penalty 2491.217534 = -195549.207042 nChanged 6 SP:Iteration 22Q (2244.038498 sec): 3 clusters Score: Raw -198042.957192 + Penalty 2491.217534 = -195551.739659 nChanged 2 SP:Iteration 23Q (2244.091859 sec): 3 clusters Score: Raw -198043.339343 + Penalty 2491.217534 = -195552.121809 nChanged 1 SP:Iteration 24Q (2244.130683 sec): 3 clusters Score: Raw -198043.504535 + Penalty 2491.217534 = -195552.287002 nChanged 0 SP:Iteration 25F (2244.187852 sec): 3 clusters Score: Raw -198043.504535 + Penalty 2491.217534 = -195552.287002 nChanged 0 Trying to split cluster 29 (1452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2244.217816 sec): 2 clusters Score: Raw -165283.402738 + Penalty 1183.113294 = -164100.289444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2244.264887 sec): 3 clusters Score: Raw -164731.603430 + Penalty 2366.226589 = -162365.376841 nChanged 482 SP:Iteration 1F (2244.307667 sec): 3 clusters Score: Raw -165084.468185 + Penalty 2366.226589 = -162718.241597 nChanged 112 SP:Iteration 2F (2244.369389 sec): 3 clusters Score: Raw -165167.977680 + Penalty 2366.226589 = -162801.751091 nChanged 66 SP:Iteration 3Q (2244.420476 sec): 3 clusters Score: Raw -165234.879394 + Penalty 2366.226589 = -162868.652806 nChanged 43 SP:Iteration 4Q (2244.470723 sec): 3 clusters Score: Raw -165266.032392 + Penalty 2366.226589 = -162899.805803 nChanged 24 SP:Iteration 5Q (2244.517632 sec): 3 clusters Score: Raw -165284.340474 + Penalty 2366.226589 = -162918.113885 nChanged 18 SP:Iteration 6Q (2244.558899 sec): 3 clusters Score: Raw -165295.791433 + Penalty 2366.226589 = -162929.564844 nChanged 17 SP:Iteration 7Q (2244.611703 sec): 3 clusters Score: Raw -165308.066237 + Penalty 2366.226589 = -162941.839649 nChanged 18 SP:Iteration 8Q (2244.660991 sec): 3 clusters Score: Raw -165323.340323 + Penalty 2366.226589 = -162957.113734 nChanged 19 SP:Iteration 9Q (2244.716874 sec): 3 clusters Score: Raw -165336.569361 + Penalty 2366.226589 = -162970.342773 nChanged 17 SP:Iteration 10Q (2244.754450 sec): 3 clusters Score: Raw -165346.357423 + Penalty 2366.226589 = -162980.130834 nChanged 12 SP:Iteration 11Q (2244.804648 sec): 3 clusters Score: Raw -165354.919697 + Penalty 2366.226589 = -162988.693108 nChanged 10 SP:Iteration 12Q (2244.857849 sec): 3 clusters Score: Raw -165362.139267 + Penalty 2366.226589 = -162995.912679 nChanged 18 SP:Iteration 13Q (2244.898270 sec): 3 clusters Score: Raw -165375.183833 + Penalty 2366.226589 = -163008.957244 nChanged 10 SP:Iteration 14Q (2244.950373 sec): 3 clusters Score: Raw -165383.863967 + Penalty 2366.226589 = -163017.637378 nChanged 14 SP:Iteration 15Q (2244.999475 sec): 3 clusters Score: Raw -165398.060337 + Penalty 2366.226589 = -163031.833748 nChanged 19 SP:Iteration 16Q (2245.032407 sec): 3 clusters Score: Raw -165412.858180 + Penalty 2366.226589 = -163046.631592 nChanged 16 SP:Iteration 17Q (2245.084909 sec): 3 clusters Score: Raw -165421.413704 + Penalty 2366.226589 = -163055.187115 nChanged 12 SP:Iteration 18Q (2245.133609 sec): 3 clusters Score: Raw -165433.454373 + Penalty 2366.226589 = -163067.227784 nChanged 17 SP:Iteration 19Q (2245.184000 sec): 3 clusters Score: Raw -165447.958132 + Penalty 2366.226589 = -163081.731543 nChanged 17 SP:Iteration 20F (2245.222458 sec): 3 clusters Score: Raw -165459.328871 + Penalty 2366.226589 = -163093.102282 nChanged 15 SP:Iteration 21Q (2245.278966 sec): 3 clusters Score: Raw -165466.733201 + Penalty 2366.226589 = -163100.506613 nChanged 10 SP:Iteration 22Q (2245.324361 sec): 3 clusters Score: Raw -165471.385894 + Penalty 2366.226589 = -163105.159306 nChanged 7 SP:Iteration 23Q (2245.360273 sec): 3 clusters Score: Raw -165477.389784 + Penalty 2366.226589 = -163111.163196 nChanged 8 SP:Iteration 24Q (2245.411555 sec): 3 clusters Score: Raw -165482.437176 + Penalty 2366.226589 = -163116.210588 nChanged 10 SP:Iteration 25Q (2245.457045 sec): 3 clusters Score: Raw -165493.035976 + Penalty 2366.226589 = -163126.809388 nChanged 12 SP:Iteration 26Q (2245.503975 sec): 3 clusters Score: Raw -165505.388438 + Penalty 2366.226589 = -163139.161849 nChanged 14 SP:Iteration 27Q (2245.544938 sec): 3 clusters Score: Raw -165515.766414 + Penalty 2366.226589 = -163149.539825 nChanged 9 SP:Iteration 28Q (2245.585001 sec): 3 clusters Score: Raw -165523.458325 + Penalty 2366.226589 = -163157.231736 nChanged 13 SP:Iteration 29Q (2245.642595 sec): 3 clusters Score: Raw -165533.057999 + Penalty 2366.226589 = -163166.831410 nChanged 13 SP:Iteration 30Q (2245.683241 sec): 3 clusters Score: Raw -165541.506651 + Penalty 2366.226589 = -163175.280062 nChanged 14 SP:Iteration 31Q (2245.722906 sec): 3 clusters Score: Raw -165554.412285 + Penalty 2366.226589 = -163188.185696 nChanged 18 SP:Iteration 32Q (2245.767681 sec): 3 clusters Score: Raw -165572.187899 + Penalty 2366.226589 = -163205.961311 nChanged 19 SP:Iteration 33Q (2245.827466 sec): 3 clusters Score: Raw -165587.428284 + Penalty 2366.226589 = -163221.201696 nChanged 14 SP:Iteration 34Q (2245.870810 sec): 3 clusters Score: Raw -165601.999352 + Penalty 2366.226589 = -163235.772764 nChanged 12 SP:Iteration 35Q (2245.911652 sec): 3 clusters Score: Raw -165615.403324 + Penalty 2366.226589 = -163249.176736 nChanged 13 SP:Iteration 36Q (2245.962999 sec): 3 clusters Score: Raw -165629.051388 + Penalty 2366.226589 = -163262.824800 nChanged 17 SP:Iteration 37Q (2246.000693 sec): 3 clusters Score: Raw -165652.560498 + Penalty 2366.226589 = -163286.333909 nChanged 18 SP:Iteration 38Q (2246.044790 sec): 3 clusters Score: Raw -165669.752576 + Penalty 2366.226589 = -163303.525988 nChanged 14 SP:Iteration 39Q (2246.101920 sec): 3 clusters Score: Raw -165683.453454 + Penalty 2366.226589 = -163317.226865 nChanged 14 SP:Iteration 40F (2246.153403 sec): 3 clusters Score: Raw -165694.584502 + Penalty 2366.226589 = -163328.357914 nChanged 8 SP:Iteration 41Q (2246.191947 sec): 3 clusters Score: Raw -165703.505339 + Penalty 2366.226589 = -163337.278751 nChanged 10 SP:Iteration 42Q (2246.244249 sec): 3 clusters Score: Raw -165724.043679 + Penalty 2366.226589 = -163357.817090 nChanged 16 SP:Iteration 43Q (2246.287549 sec): 3 clusters Score: Raw -165745.114034 + Penalty 2366.226589 = -163378.887445 nChanged 17 SP:Iteration 44Q (2246.339410 sec): 3 clusters Score: Raw -165762.558994 + Penalty 2366.226589 = -163396.332406 nChanged 15 SP:Iteration 45Q (2246.389753 sec): 3 clusters Score: Raw -165777.100003 + Penalty 2366.226589 = -163410.873415 nChanged 11 SP:Iteration 46Q (2246.431994 sec): 3 clusters Score: Raw -165785.189714 + Penalty 2366.226589 = -163418.963125 nChanged 5 SP:Iteration 47Q (2246.484213 sec): 3 clusters Score: Raw -165787.555636 + Penalty 2366.226589 = -163421.329047 nChanged 4 SP:Iteration 48Q (2246.528411 sec): 3 clusters Score: Raw -165790.917283 + Penalty 2366.226589 = -163424.690695 nChanged 4 SP:Iteration 49Q (2246.580280 sec): 3 clusters Score: Raw -165793.646539 + Penalty 2366.226589 = -163427.419950 nChanged 3 SP:Iteration 50Q (2246.621316 sec): 3 clusters Score: Raw -165796.133088 + Penalty 2366.226589 = -163429.906499 nChanged 2 SP:Iteration 51Q (2246.665033 sec): 3 clusters Score: Raw -165798.131975 + Penalty 2366.226589 = -163431.905386 nChanged 3 SP:Iteration 52Q (2246.710289 sec): 3 clusters Score: Raw -165801.198956 + Penalty 2366.226589 = -163434.972367 nChanged 5 SP:Iteration 53Q (2246.758778 sec): 3 clusters Score: Raw -165804.433956 + Penalty 2366.226589 = -163438.207368 nChanged 2 SP:Iteration 54Q (2246.803373 sec): 3 clusters Score: Raw -165805.577865 + Penalty 2366.226589 = -163439.351276 nChanged 0 SP:Iteration 55F (2246.851867 sec): 3 clusters Score: Raw -165805.577865 + Penalty 2366.226589 = -163439.351276 nChanged 0 Trying to split cluster 30 (5085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2246.890676 sec): 2 clusters Score: Raw -524169.240032 + Penalty 1386.783175 = -522782.456857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2246.940881 sec): 3 clusters Score: Raw -521545.477066 + Penalty 2773.566350 = -518771.910716 nChanged 2055 SP:Iteration 1F (2246.988667 sec): 3 clusters Score: Raw -522719.189042 + Penalty 2773.566350 = -519945.622692 nChanged 342 SP:Iteration 2F (2247.044773 sec): 3 clusters Score: Raw -522878.352247 + Penalty 2773.566350 = -520104.785897 nChanged 223 SP:Iteration 3Q (2247.099478 sec): 3 clusters Score: Raw -522962.201384 + Penalty 2773.566350 = -520188.635034 nChanged 129 SP:Iteration 4Q (2247.157872 sec): 3 clusters Score: Raw -523009.839123 + Penalty 2773.566350 = -520236.272773 nChanged 112 SP:Iteration 5Q (2247.199808 sec): 3 clusters Score: Raw -523048.041097 + Penalty 2773.566350 = -520274.474746 nChanged 93 SP:Iteration 6Q (2247.256718 sec): 3 clusters Score: Raw -523082.164704 + Penalty 2773.566350 = -520308.598354 nChanged 96 SP:Iteration 7Q (2247.306117 sec): 3 clusters Score: Raw -523114.863987 + Penalty 2773.566350 = -520341.297636 nChanged 84 SP:Iteration 8Q (2247.358918 sec): 3 clusters Score: Raw -523144.910872 + Penalty 2773.566350 = -520371.344522 nChanged 77 SP:Iteration 9Q (2247.407629 sec): 3 clusters Score: Raw -523176.841147 + Penalty 2773.566350 = -520403.274796 nChanged 105 SP:Iteration 10Q (2247.464107 sec): 3 clusters Score: Raw -523224.476152 + Penalty 2773.566350 = -520450.909802 nChanged 117 SP:Iteration 11Q (2247.523413 sec): 3 clusters Score: Raw -523279.192067 + Penalty 2773.566350 = -520505.625717 nChanged 122 SP:Iteration 12Q (2247.572246 sec): 3 clusters Score: Raw -523343.121521 + Penalty 2773.566350 = -520569.555170 nChanged 141 SP:Iteration 13Q (2247.621640 sec): 3 clusters Score: Raw -523426.238653 + Penalty 2773.566350 = -520652.672303 nChanged 157 SP:Iteration 14Q (2247.681672 sec): 3 clusters Score: Raw -523512.717232 + Penalty 2773.566350 = -520739.150882 nChanged 163 SP:Iteration 15Q (2247.731158 sec): 3 clusters Score: Raw -523617.958897 + Penalty 2773.566350 = -520844.392547 nChanged 189 SP:Iteration 16Q (2247.781981 sec): 3 clusters Score: Raw -523742.646415 + Penalty 2773.566350 = -520969.080065 nChanged 211 SP:Iteration 17Q (2247.838659 sec): 3 clusters Score: Raw -523882.552732 + Penalty 2773.566350 = -521108.986381 nChanged 197 SP:Iteration 18Q (2247.891041 sec): 3 clusters Score: Raw -524004.577812 + Penalty 2773.566350 = -521231.011462 nChanged 170 SP:Iteration 19Q (2247.936189 sec): 3 clusters Score: Raw -524110.236294 + Penalty 2773.566350 = -521336.669944 nChanged 153 SP:Iteration 20F (2247.994598 sec): 3 clusters Score: Raw -524189.099528 + Penalty 2773.566350 = -521415.533177 nChanged 113 SP:Iteration 21Q (2248.055984 sec): 3 clusters Score: Raw -524237.074828 + Penalty 2773.566350 = -521463.508478 nChanged 82 SP:Iteration 22Q (2248.101770 sec): 3 clusters Score: Raw -524269.130646 + Penalty 2773.566350 = -521495.564296 nChanged 67 SP:Iteration 23Q (2248.156062 sec): 3 clusters Score: Raw -524295.433221 + Penalty 2773.566350 = -521521.866871 nChanged 57 SP:Iteration 24Q (2248.213723 sec): 3 clusters Score: Raw -524313.204102 + Penalty 2773.566350 = -521539.637752 nChanged 49 SP:Iteration 25Q (2248.269053 sec): 3 clusters Score: Raw -524331.670023 + Penalty 2773.566350 = -521558.103672 nChanged 34 SP:Iteration 26Q (2248.310892 sec): 3 clusters Score: Raw -524344.504167 + Penalty 2773.566350 = -521570.937816 nChanged 26 SP:Iteration 27Q (2248.371482 sec): 3 clusters Score: Raw -524351.646567 + Penalty 2773.566350 = -521578.080216 nChanged 21 SP:Iteration 28Q (2248.423524 sec): 3 clusters Score: Raw -524356.770789 + Penalty 2773.566350 = -521583.204439 nChanged 13 SP:Iteration 29Q (2248.476349 sec): 3 clusters Score: Raw -524359.505288 + Penalty 2773.566350 = -521585.938937 nChanged 11 SP:Iteration 30Q (2248.533480 sec): 3 clusters Score: Raw -524361.028721 + Penalty 2773.566350 = -521587.462371 nChanged 4 SP:Iteration 31Q (2248.577427 sec): 3 clusters Score: Raw -524361.369385 + Penalty 2773.566350 = -521587.803035 nChanged 4 SP:Iteration 32Q (2248.642384 sec): 3 clusters Score: Raw -524361.998835 + Penalty 2773.566350 = -521588.432485 nChanged 3 SP:Iteration 33Q (2248.698961 sec): 3 clusters Score: Raw -524362.517992 + Penalty 2773.566350 = -521588.951641 nChanged 3 SP:Iteration 34Q (2248.742325 sec): 3 clusters Score: Raw -524363.187720 + Penalty 2773.566350 = -521589.621370 nChanged 4 SP:Iteration 35Q (2248.790848 sec): 3 clusters Score: Raw -524363.937206 + Penalty 2773.566350 = -521590.370855 nChanged 3 SP:Iteration 36Q (2248.848225 sec): 3 clusters Score: Raw -524364.651020 + Penalty 2773.566350 = -521591.084670 nChanged 5 SP:Iteration 37Q (2248.902234 sec): 3 clusters Score: Raw -524366.075954 + Penalty 2773.566350 = -521592.509604 nChanged 3 SP:Iteration 38Q (2248.955979 sec): 3 clusters Score: Raw -524366.481638 + Penalty 2773.566350 = -521592.915288 nChanged 3 SP:Iteration 39Q (2249.004142 sec): 3 clusters Score: Raw -524366.974315 + Penalty 2773.566350 = -521593.407965 nChanged 6 SP:Iteration 40F (2249.055655 sec): 3 clusters Score: Raw -524367.890185 + Penalty 2773.566350 = -521594.323835 nChanged 6 SP:Iteration 41Q (2249.115123 sec): 3 clusters Score: Raw -524369.085546 + Penalty 2773.566350 = -521595.519196 nChanged 6 SP:Iteration 42Q (2249.158638 sec): 3 clusters Score: Raw -524369.861195 + Penalty 2773.566350 = -521596.294845 nChanged 2 SP:Iteration 43Q (2249.213923 sec): 3 clusters Score: Raw -524370.207997 + Penalty 2773.566350 = -521596.641646 nChanged 3 SP:Iteration 44Q (2249.268470 sec): 3 clusters Score: Raw -524370.570837 + Penalty 2773.566350 = -521597.004487 nChanged 3 SP:Iteration 45Q (2249.333249 sec): 3 clusters Score: Raw -524370.983626 + Penalty 2773.566350 = -521597.417276 nChanged 0 SP:Iteration 46F (2249.380072 sec): 3 clusters Score: Raw -524370.983626 + Penalty 2773.566350 = -521597.417276 nChanged 0 Trying to split cluster 31 (6704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2249.414013 sec): 2 clusters Score: Raw -661857.344386 + Penalty 1431.699692 = -660425.644695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2249.480870 sec): 3 clusters Score: Raw -658211.282108 + Penalty 2863.399384 = -655347.882724 nChanged 2776 SP:Iteration 1F (2249.533665 sec): 3 clusters Score: Raw -659755.986608 + Penalty 2863.399384 = -656892.587224 nChanged 472 SP:Iteration 2F (2249.597147 sec): 3 clusters Score: Raw -660001.179435 + Penalty 2863.399384 = -657137.780052 nChanged 384 SP:Iteration 3F (2249.646422 sec): 3 clusters Score: Raw -660174.592481 + Penalty 2863.399384 = -657311.193097 nChanged 274 SP:Iteration 4Q (2249.703112 sec): 3 clusters Score: Raw -660292.815609 + Penalty 2863.399384 = -657429.416225 nChanged 236 SP:Iteration 5Q (2249.756946 sec): 3 clusters Score: Raw -660390.800362 + Penalty 2863.399384 = -657527.400978 nChanged 197 SP:Iteration 6Q (2249.807359 sec): 3 clusters Score: Raw -660465.067828 + Penalty 2863.399384 = -657601.668445 nChanged 162 SP:Iteration 7Q (2249.866857 sec): 3 clusters Score: Raw -660527.757638 + Penalty 2863.399384 = -657664.358254 nChanged 156 SP:Iteration 8Q (2249.916151 sec): 3 clusters Score: Raw -660587.951866 + Penalty 2863.399384 = -657724.552482 nChanged 155 SP:Iteration 9Q (2249.978034 sec): 3 clusters Score: Raw -660640.345422 + Penalty 2863.399384 = -657776.946038 nChanged 139 SP:Iteration 10Q (2250.036745 sec): 3 clusters Score: Raw -660682.061139 + Penalty 2863.399384 = -657818.661756 nChanged 127 SP:Iteration 11Q (2250.092694 sec): 3 clusters Score: Raw -660720.537614 + Penalty 2863.399384 = -657857.138230 nChanged 119 SP:Iteration 12Q (2250.152122 sec): 3 clusters Score: Raw -660759.615295 + Penalty 2863.399384 = -657896.215912 nChanged 121 SP:Iteration 13Q (2250.209578 sec): 3 clusters Score: Raw -660797.455080 + Penalty 2863.399384 = -657934.055696 nChanged 112 SP:Iteration 14Q (2250.266146 sec): 3 clusters Score: Raw -660836.905784 + Penalty 2863.399384 = -657973.506401 nChanged 115 SP:Iteration 15Q (2250.309666 sec): 3 clusters Score: Raw -660884.463090 + Penalty 2863.399384 = -658021.063706 nChanged 121 SP:Iteration 16Q (2250.371526 sec): 3 clusters Score: Raw -660937.662917 + Penalty 2863.399384 = -658074.263533 nChanged 144 SP:Iteration 17Q (2250.420905 sec): 3 clusters Score: Raw -660998.090069 + Penalty 2863.399384 = -658134.690685 nChanged 129 SP:Iteration 18Q (2250.476634 sec): 3 clusters Score: Raw -661057.436641 + Penalty 2863.399384 = -658194.037257 nChanged 144 SP:Iteration 19Q (2250.535788 sec): 3 clusters Score: Raw -661126.794759 + Penalty 2863.399384 = -658263.395375 nChanged 150 SP:Iteration 20F (2250.589471 sec): 3 clusters Score: Raw -661197.574114 + Penalty 2863.399384 = -658334.174730 nChanged 143 SP:Iteration 21Q (2250.644355 sec): 3 clusters Score: Raw -661271.543362 + Penalty 2863.399384 = -658408.143978 nChanged 118 SP:Iteration 22Q (2250.710807 sec): 3 clusters Score: Raw -661324.275766 + Penalty 2863.399384 = -658460.876383 nChanged 107 SP:Iteration 23Q (2250.766215 sec): 3 clusters Score: Raw -661362.861338 + Penalty 2863.399384 = -658499.461955 nChanged 76 SP:Iteration 24Q (2250.817984 sec): 3 clusters Score: Raw -661384.013554 + Penalty 2863.399384 = -658520.614170 nChanged 60 SP:Iteration 25Q (2250.867056 sec): 3 clusters Score: Raw -661402.321715 + Penalty 2863.399384 = -658538.922331 nChanged 60 SP:Iteration 26Q (2250.922857 sec): 3 clusters Score: Raw -661421.042985 + Penalty 2863.399384 = -658557.643601 nChanged 54 SP:Iteration 27Q (2250.992349 sec): 3 clusters Score: Raw -661436.098601 + Penalty 2863.399384 = -658572.699217 nChanged 48 SP:Iteration 28Q (2251.038743 sec): 3 clusters Score: Raw -661448.168579 + Penalty 2863.399384 = -658584.769196 nChanged 37 SP:Iteration 29Q (2251.095770 sec): 3 clusters Score: Raw -661455.772696 + Penalty 2863.399384 = -658592.373313 nChanged 29 SP:Iteration 30Q (2251.155121 sec): 3 clusters Score: Raw -661462.199685 + Penalty 2863.399384 = -658598.800301 nChanged 30 SP:Iteration 31Q (2251.200731 sec): 3 clusters Score: Raw -661469.607878 + Penalty 2863.399384 = -658606.208495 nChanged 27 SP:Iteration 32Q (2251.258350 sec): 3 clusters Score: Raw -661475.503398 + Penalty 2863.399384 = -658612.104015 nChanged 31 SP:Iteration 33Q (2251.317320 sec): 3 clusters Score: Raw -661484.445962 + Penalty 2863.399384 = -658621.046578 nChanged 32 SP:Iteration 34Q (2251.367991 sec): 3 clusters Score: Raw -661492.814453 + Penalty 2863.399384 = -658629.415069 nChanged 25 SP:Iteration 35Q (2251.436617 sec): 3 clusters Score: Raw -661499.250162 + Penalty 2863.399384 = -658635.850779 nChanged 28 SP:Iteration 36Q (2251.488979 sec): 3 clusters Score: Raw -661507.721071 + Penalty 2863.399384 = -658644.321687 nChanged 33 SP:Iteration 37Q (2251.543697 sec): 3 clusters Score: Raw -661517.452434 + Penalty 2863.399384 = -658654.053050 nChanged 38 SP:Iteration 38Q (2251.598966 sec): 3 clusters Score: Raw -661529.774384 + Penalty 2863.399384 = -658666.375000 nChanged 41 SP:Iteration 39Q (2251.660973 sec): 3 clusters Score: Raw -661540.910194 + Penalty 2863.399384 = -658677.510810 nChanged 32 SP:Iteration 40F (2251.709586 sec): 3 clusters Score: Raw -661548.761446 + Penalty 2863.399384 = -658685.362062 nChanged 27 SP:Iteration 41Q (2251.763896 sec): 3 clusters Score: Raw -661554.773608 + Penalty 2863.399384 = -658691.374224 nChanged 24 SP:Iteration 42Q (2251.827142 sec): 3 clusters Score: Raw -661560.373462 + Penalty 2863.399384 = -658696.974078 nChanged 22 SP:Iteration 43Q (2251.875980 sec): 3 clusters Score: Raw -661565.114202 + Penalty 2863.399384 = -658701.714818 nChanged 26 SP:Iteration 44Q (2251.928991 sec): 3 clusters Score: Raw -661570.697162 + Penalty 2863.399384 = -658707.297779 nChanged 26 SP:Iteration 45Q (2251.991329 sec): 3 clusters Score: Raw -661576.286316 + Penalty 2863.399384 = -658712.886933 nChanged 22 SP:Iteration 46Q (2252.042790 sec): 3 clusters Score: Raw -661580.104845 + Penalty 2863.399384 = -658716.705461 nChanged 24 SP:Iteration 47Q (2252.085529 sec): 3 clusters Score: Raw -661585.073739 + Penalty 2863.399384 = -658721.674355 nChanged 22 SP:Iteration 48Q (2252.137871 sec): 3 clusters Score: Raw -661590.595517 + Penalty 2863.399384 = -658727.196133 nChanged 19 SP:Iteration 49Q (2252.192394 sec): 3 clusters Score: Raw -661595.964372 + Penalty 2863.399384 = -658732.564989 nChanged 24 SP:Iteration 50Q (2252.248223 sec): 3 clusters Score: Raw -661603.654855 + Penalty 2863.399384 = -658740.255471 nChanged 33 SP:Iteration 51Q (2252.303823 sec): 3 clusters Score: Raw -661614.726918 + Penalty 2863.399384 = -658751.327534 nChanged 30 SP:Iteration 52Q (2252.361269 sec): 3 clusters Score: Raw -661622.355752 + Penalty 2863.399384 = -658758.956368 nChanged 14 SP:Iteration 53Q (2252.417597 sec): 3 clusters Score: Raw -661625.741330 + Penalty 2863.399384 = -658762.341946 nChanged 17 SP:Iteration 54Q (2252.461548 sec): 3 clusters Score: Raw -661628.909148 + Penalty 2863.399384 = -658765.509765 nChanged 20 SP:Iteration 55Q (2252.519303 sec): 3 clusters Score: Raw -661632.991097 + Penalty 2863.399384 = -658769.591713 nChanged 16 SP:Iteration 56Q (2252.585494 sec): 3 clusters Score: Raw -661636.666097 + Penalty 2863.399384 = -658773.266713 nChanged 15 SP:Iteration 57Q (2252.640880 sec): 3 clusters Score: Raw -661641.301313 + Penalty 2863.399384 = -658777.901929 nChanged 18 SP:Iteration 58Q (2252.699689 sec): 3 clusters Score: Raw -661646.450582 + Penalty 2863.399384 = -658783.051198 nChanged 12 SP:Iteration 59Q (2252.740863 sec): 3 clusters Score: Raw -661648.960959 + Penalty 2863.399384 = -658785.561575 nChanged 14 SP:Iteration 60F (2252.808986 sec): 3 clusters Score: Raw -661651.672254 + Penalty 2863.399384 = -658788.272871 nChanged 17 SP:Iteration 61Q (2252.860549 sec): 3 clusters Score: Raw -661655.603524 + Penalty 2863.399384 = -658792.204141 nChanged 20 SP:Iteration 62Q (2252.924735 sec): 3 clusters Score: Raw -661661.162275 + Penalty 2863.399384 = -658797.762892 nChanged 23 SP:Iteration 63Q (2252.978296 sec): 3 clusters Score: Raw -661667.034323 + Penalty 2863.399384 = -658803.634939 nChanged 26 SP:Iteration 64Q (2253.029196 sec): 3 clusters Score: Raw -661673.225433 + Penalty 2863.399384 = -658809.826049 nChanged 30 SP:Iteration 65Q (2253.096893 sec): 3 clusters Score: Raw -661681.366495 + Penalty 2863.399384 = -658817.967111 nChanged 27 SP:Iteration 66Q (2253.141216 sec): 3 clusters Score: Raw -661689.101772 + Penalty 2863.399384 = -658825.702389 nChanged 33 SP:Iteration 67Q (2253.204504 sec): 3 clusters Score: Raw -661699.686407 + Penalty 2863.399384 = -658836.287023 nChanged 36 SP:Iteration 68Q (2253.251835 sec): 3 clusters Score: Raw -661708.705758 + Penalty 2863.399384 = -658845.306375 nChanged 23 SP:Iteration 69Q (2253.313479 sec): 3 clusters Score: Raw -661714.835847 + Penalty 2863.399384 = -658851.436464 nChanged 28 SP:Iteration 70Q (2253.360835 sec): 3 clusters Score: Raw -661723.204052 + Penalty 2863.399384 = -658859.804669 nChanged 21 SP:Iteration 71Q (2253.421820 sec): 3 clusters Score: Raw -661728.713959 + Penalty 2863.399384 = -658865.314575 nChanged 20 SP:Iteration 72Q (2253.485666 sec): 3 clusters Score: Raw -661733.117417 + Penalty 2863.399384 = -658869.718034 nChanged 19 SP:Iteration 73Q (2253.542666 sec): 3 clusters Score: Raw -661737.913007 + Penalty 2863.399384 = -658874.513623 nChanged 17 SP:Iteration 74Q (2253.600662 sec): 3 clusters Score: Raw -661741.622322 + Penalty 2863.399384 = -658878.222939 nChanged 15 SP:Iteration 75Q (2253.661131 sec): 3 clusters Score: Raw -661746.304790 + Penalty 2863.399384 = -658882.905407 nChanged 13 SP:Iteration 76Q (2253.715519 sec): 3 clusters Score: Raw -661749.805880 + Penalty 2863.399384 = -658886.406497 nChanged 16 SP:Iteration 77Q (2253.777316 sec): 3 clusters Score: Raw -661754.937895 + Penalty 2863.399384 = -658891.538511 nChanged 13 SP:Iteration 78Q (2253.835390 sec): 3 clusters Score: Raw -661759.224271 + Penalty 2863.399384 = -658895.824887 nChanged 18 SP:Iteration 79Q (2253.882367 sec): 3 clusters Score: Raw -661765.805613 + Penalty 2863.399384 = -658902.406229 nChanged 23 SP:Iteration 80F (2253.947003 sec): 3 clusters Score: Raw -661773.019676 + Penalty 2863.399384 = -658909.620293 nChanged 25 SP:Iteration 81Q (2254.004084 sec): 3 clusters Score: Raw -661781.264660 + Penalty 2863.399384 = -658917.865277 nChanged 19 SP:Iteration 82Q (2254.046992 sec): 3 clusters Score: Raw -661787.563035 + Penalty 2863.399384 = -658924.163651 nChanged 20 SP:Iteration 83Q (2254.105018 sec): 3 clusters Score: Raw -661794.007025 + Penalty 2863.399384 = -658930.607641 nChanged 21 SP:Iteration 84Q (2254.150625 sec): 3 clusters Score: Raw -661800.764405 + Penalty 2863.399384 = -658937.365021 nChanged 23 SP:Iteration 85Q (2254.203599 sec): 3 clusters Score: Raw -661809.603717 + Penalty 2863.399384 = -658946.204333 nChanged 23 SP:Iteration 86Q (2254.258606 sec): 3 clusters Score: Raw -661818.348932 + Penalty 2863.399384 = -658954.949549 nChanged 28 SP:Iteration 87Q (2254.315013 sec): 3 clusters Score: Raw -661829.027591 + Penalty 2863.399384 = -658965.628207 nChanged 22 SP:Iteration 88Q (2254.377206 sec): 3 clusters Score: Raw -661834.713529 + Penalty 2863.399384 = -658971.314145 nChanged 15 SP:Iteration 89Q (2254.424330 sec): 3 clusters Score: Raw -661841.318755 + Penalty 2863.399384 = -658977.919371 nChanged 22 SP:Iteration 90Q (2254.486631 sec): 3 clusters Score: Raw -661849.021765 + Penalty 2863.399384 = -658985.622381 nChanged 22 SP:Iteration 91Q (2254.534494 sec): 3 clusters Score: Raw -661855.721045 + Penalty 2863.399384 = -658992.321661 nChanged 16 SP:Iteration 92Q (2254.594177 sec): 3 clusters Score: Raw -661861.525261 + Penalty 2863.399384 = -658998.125877 nChanged 19 SP:Iteration 93Q (2254.650177 sec): 3 clusters Score: Raw -661867.801274 + Penalty 2863.399384 = -659004.401890 nChanged 13 SP:Iteration 94Q (2254.700687 sec): 3 clusters Score: Raw -661871.044514 + Penalty 2863.399384 = -659007.645130 nChanged 10 SP:Iteration 95Q (2254.749793 sec): 3 clusters Score: Raw -661873.864744 + Penalty 2863.399384 = -659010.465360 nChanged 17 SP:Iteration 96Q (2254.816946 sec): 3 clusters Score: Raw -661879.712863 + Penalty 2863.399384 = -659016.313480 nChanged 21 SP:Iteration 97Q (2254.871697 sec): 3 clusters Score: Raw -661885.673659 + Penalty 2863.399384 = -659022.274275 nChanged 13 SP:Iteration 98Q (2254.931319 sec): 3 clusters Score: Raw -661889.880998 + Penalty 2863.399384 = -659026.481614 nChanged 14 SP:Iteration 99Q (2254.980522 sec): 3 clusters Score: Raw -661893.838249 + Penalty 2863.399384 = -659030.438865 nChanged 13 SP:Iteration 100F (2255.030850 sec): 3 clusters Score: Raw -661898.741396 + Penalty 2863.399384 = -659035.342012 nChanged 15 SP:Iteration 101Q (2255.088035 sec): 3 clusters Score: Raw -661902.410600 + Penalty 2863.399384 = -659039.011216 nChanged 14 SP:Iteration 102Q (2255.135992 sec): 3 clusters Score: Raw -661907.714021 + Penalty 2863.399384 = -659044.314637 nChanged 16 SP:Iteration 103Q (2255.199781 sec): 3 clusters Score: Raw -661912.837497 + Penalty 2863.399384 = -659049.438114 nChanged 17 SP:Iteration 104Q (2255.252277 sec): 3 clusters Score: Raw -661919.997169 + Penalty 2863.399384 = -659056.597786 nChanged 20 SP:Iteration 105Q (2255.310590 sec): 3 clusters Score: Raw -661929.443852 + Penalty 2863.399384 = -659066.044469 nChanged 20 SP:Iteration 106Q (2255.373580 sec): 3 clusters Score: Raw -661936.551141 + Penalty 2863.399384 = -659073.151758 nChanged 13 SP:Iteration 107Q (2255.432408 sec): 3 clusters Score: Raw -661941.683968 + Penalty 2863.399384 = -659078.284584 nChanged 19 SP:Iteration 108Q (2255.479088 sec): 3 clusters Score: Raw -661950.767244 + Penalty 2863.399384 = -659087.367860 nChanged 19 SP:Iteration 109Q (2255.533211 sec): 3 clusters Score: Raw -661959.086500 + Penalty 2863.399384 = -659095.687116 nChanged 20 SP:Iteration 110Q (2255.590208 sec): 3 clusters Score: Raw -661966.185159 + Penalty 2863.399384 = -659102.785775 nChanged 12 SP:Iteration 111Q (2255.643980 sec): 3 clusters Score: Raw -661970.240907 + Penalty 2863.399384 = -659106.841523 nChanged 10 SP:Iteration 112Q (2255.689129 sec): 3 clusters Score: Raw -661974.457017 + Penalty 2863.399384 = -659111.057634 nChanged 17 SP:Iteration 113Q (2255.751796 sec): 3 clusters Score: Raw -661983.004158 + Penalty 2863.399384 = -659119.604775 nChanged 14 SP:Iteration 114Q (2255.808433 sec): 3 clusters Score: Raw -661989.585703 + Penalty 2863.399384 = -659126.186320 nChanged 21 SP:Iteration 115Q (2255.862470 sec): 3 clusters Score: Raw -661997.139288 + Penalty 2863.399384 = -659133.739904 nChanged 17 SP:Iteration 116Q (2255.905706 sec): 3 clusters Score: Raw -662005.582442 + Penalty 2863.399384 = -659142.183058 nChanged 23 SP:Iteration 117Q (2255.966712 sec): 3 clusters Score: Raw -662014.911940 + Penalty 2863.399384 = -659151.512556 nChanged 21 SP:Iteration 118Q (2256.014823 sec): 3 clusters Score: Raw -662025.107233 + Penalty 2863.399384 = -659161.707849 nChanged 17 SP:Iteration 119Q (2256.077634 sec): 3 clusters Score: Raw -662034.314352 + Penalty 2863.399384 = -659170.914968 nChanged 22 SP:Iteration 120F (2256.137870 sec): 3 clusters Score: Raw -662046.262071 + Penalty 2863.399384 = -659182.862687 nChanged 16 SP:Iteration 121Q (2256.176592 sec): 3 clusters Score: Raw -662056.027855 + Penalty 2863.399384 = -659192.628472 nChanged 19 SP:Iteration 122Q (2256.228730 sec): 3 clusters Score: Raw -662065.266061 + Penalty 2863.399384 = -659201.866677 nChanged 11 SP:Iteration 123Q (2256.285084 sec): 3 clusters Score: Raw -662069.484261 + Penalty 2863.399384 = -659206.084877 nChanged 8 SP:Iteration 124Q (2256.333951 sec): 3 clusters Score: Raw -662072.761230 + Penalty 2863.399384 = -659209.361846 nChanged 7 SP:Iteration 125Q (2256.392243 sec): 3 clusters Score: Raw -662076.375511 + Penalty 2863.399384 = -659212.976127 nChanged 4 SP:Iteration 126Q (2256.438630 sec): 3 clusters Score: Raw -662079.407447 + Penalty 2863.399384 = -659216.008063 nChanged 4 SP:Iteration 127Q (2256.504464 sec): 3 clusters Score: Raw -662081.856432 + Penalty 2863.399384 = -659218.457048 nChanged 4 SP:Iteration 128Q (2256.546812 sec): 3 clusters Score: Raw -662085.503648 + Penalty 2863.399384 = -659222.104264 nChanged 9 SP:Iteration 129Q (2256.599932 sec): 3 clusters Score: Raw -662092.021724 + Penalty 2863.399384 = -659228.622340 nChanged 5 SP:Iteration 130Q (2256.656779 sec): 3 clusters Score: Raw -662094.547811 + Penalty 2863.399384 = -659231.148428 nChanged 5 SP:Iteration 131Q (2256.706726 sec): 3 clusters Score: Raw -662097.820157 + Penalty 2863.399384 = -659234.420773 nChanged 9 SP:Iteration 132Q (2256.765300 sec): 3 clusters Score: Raw -662105.596739 + Penalty 2863.399384 = -659242.197355 nChanged 8 SP:Iteration 133Q (2256.818194 sec): 3 clusters Score: Raw -662109.773134 + Penalty 2863.399384 = -659246.373750 nChanged 8 SP:Iteration 134Q (2256.865720 sec): 3 clusters Score: Raw -662113.767533 + Penalty 2863.399384 = -659250.368149 nChanged 6 SP:Iteration 135Q (2256.925037 sec): 3 clusters Score: Raw -662115.866232 + Penalty 2863.399384 = -659252.466848 nChanged 4 SP:Iteration 136Q (2256.985531 sec): 3 clusters Score: Raw -662117.557717 + Penalty 2863.399384 = -659254.158333 nChanged 2 SP:Iteration 137Q (2257.033695 sec): 3 clusters Score: Raw -662118.212472 + Penalty 2863.399384 = -659254.813088 nChanged 0 SP:Iteration 138F (2257.089715 sec): 3 clusters Score: Raw -662118.212472 + Penalty 2863.399384 = -659254.813088 nChanged 0 Trying to split cluster 32 (14533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2257.139983 sec): 2 clusters Score: Raw -1535293.554978 + Penalty 1557.428796 = -1533736.126182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2257.208247 sec): 3 clusters Score: Raw -1526809.143803 + Penalty 3114.857592 = -1523694.286211 nChanged 6481 SP:Iteration 1F (2257.285080 sec): 3 clusters Score: Raw -1530396.757336 + Penalty 3114.857592 = -1527281.899745 nChanged 870 SP:Iteration 2F (2257.355107 sec): 3 clusters Score: Raw -1530818.125689 + Penalty 3114.857592 = -1527703.268098 nChanged 817 SP:Iteration 3F (2257.418434 sec): 3 clusters Score: Raw -1531270.595806 + Penalty 3114.857592 = -1528155.738215 nChanged 836 SP:Iteration 4F (2257.487713 sec): 3 clusters Score: Raw -1531854.361460 + Penalty 3114.857592 = -1528739.503869 nChanged 895 SP:Iteration 5F (2257.563958 sec): 3 clusters Score: Raw -1532555.155763 + Penalty 3114.857592 = -1529440.298172 nChanged 941 SP:Iteration 6F (2257.628708 sec): 3 clusters Score: Raw -1533292.599120 + Penalty 3114.857592 = -1530177.741528 nChanged 899 SP:Iteration 7F (2257.706183 sec): 3 clusters Score: Raw -1533971.763952 + Penalty 3114.857592 = -1530856.906360 nChanged 776 SP:Iteration 8F (2257.768176 sec): 3 clusters Score: Raw -1534474.743764 + Penalty 3114.857592 = -1531359.886172 nChanged 576 SP:Iteration 9Q (2257.837998 sec): 3 clusters Score: Raw -1534752.274288 + Penalty 3114.857592 = -1531637.416696 nChanged 460 SP:Iteration 10Q (2257.908667 sec): 3 clusters Score: Raw -1534912.750629 + Penalty 3114.857592 = -1531797.893038 nChanged 281 SP:Iteration 11Q (2257.986342 sec): 3 clusters Score: Raw -1534994.819551 + Penalty 3114.857592 = -1531879.961960 nChanged 191 SP:Iteration 12Q (2258.049561 sec): 3 clusters Score: Raw -1535042.118432 + Penalty 3114.857592 = -1531927.260840 nChanged 160 SP:Iteration 13Q (2258.129448 sec): 3 clusters Score: Raw -1535076.263701 + Penalty 3114.857592 = -1531961.406109 nChanged 135 SP:Iteration 14Q (2258.192297 sec): 3 clusters Score: Raw -1535100.325213 + Penalty 3114.857592 = -1531985.467622 nChanged 104 SP:Iteration 15Q (2258.272973 sec): 3 clusters Score: Raw -1535119.100228 + Penalty 3114.857592 = -1532004.242637 nChanged 91 SP:Iteration 16Q (2258.338086 sec): 3 clusters Score: Raw -1535133.928839 + Penalty 3114.857592 = -1532019.071248 nChanged 72 SP:Iteration 17Q (2258.419240 sec): 3 clusters Score: Raw -1535145.191452 + Penalty 3114.857592 = -1532030.333861 nChanged 72 SP:Iteration 18Q (2258.479978 sec): 3 clusters Score: Raw -1535156.663454 + Penalty 3114.857592 = -1532041.805862 nChanged 65 SP:Iteration 19Q (2258.557776 sec): 3 clusters Score: Raw -1535166.506875 + Penalty 3114.857592 = -1532051.649284 nChanged 66 SP:Iteration 20F (2258.621263 sec): 3 clusters Score: Raw -1535175.089149 + Penalty 3114.857592 = -1532060.231558 nChanged 52 SP:Iteration 21Q (2258.698131 sec): 3 clusters Score: Raw -1535181.362121 + Penalty 3114.857592 = -1532066.504530 nChanged 38 SP:Iteration 22Q (2258.767066 sec): 3 clusters Score: Raw -1535185.837661 + Penalty 3114.857592 = -1532070.980070 nChanged 41 SP:Iteration 23Q (2258.831272 sec): 3 clusters Score: Raw -1535191.148442 + Penalty 3114.857592 = -1532076.290850 nChanged 47 SP:Iteration 24Q (2258.899294 sec): 3 clusters Score: Raw -1535196.373854 + Penalty 3114.857592 = -1532081.516263 nChanged 36 SP:Iteration 25Q (2258.971596 sec): 3 clusters Score: Raw -1535200.655694 + Penalty 3114.857592 = -1532085.798102 nChanged 40 SP:Iteration 26Q (2259.047671 sec): 3 clusters Score: Raw -1535205.400557 + Penalty 3114.857592 = -1532090.542966 nChanged 36 SP:Iteration 27Q (2259.114146 sec): 3 clusters Score: Raw -1535209.126009 + Penalty 3114.857592 = -1532094.268417 nChanged 32 SP:Iteration 28Q (2259.195151 sec): 3 clusters Score: Raw -1535211.901540 + Penalty 3114.857592 = -1532097.043948 nChanged 31 SP:Iteration 29Q (2259.253373 sec): 3 clusters Score: Raw -1535215.202558 + Penalty 3114.857592 = -1532100.344967 nChanged 34 SP:Iteration 30Q (2259.327877 sec): 3 clusters Score: Raw -1535217.800392 + Penalty 3114.857592 = -1532102.942801 nChanged 22 SP:Iteration 31Q (2259.397996 sec): 3 clusters Score: Raw -1535219.775202 + Penalty 3114.857592 = -1532104.917610 nChanged 25 SP:Iteration 32Q (2259.463834 sec): 3 clusters Score: Raw -1535222.304467 + Penalty 3114.857592 = -1532107.446875 nChanged 22 SP:Iteration 33Q (2259.543611 sec): 3 clusters Score: Raw -1535224.629577 + Penalty 3114.857592 = -1532109.771986 nChanged 27 SP:Iteration 34Q (2259.612776 sec): 3 clusters Score: Raw -1535227.355973 + Penalty 3114.857592 = -1532112.498381 nChanged 25 SP:Iteration 35Q (2259.681960 sec): 3 clusters Score: Raw -1535230.154826 + Penalty 3114.857592 = -1532115.297235 nChanged 21 SP:Iteration 36Q (2259.740236 sec): 3 clusters Score: Raw -1535232.016362 + Penalty 3114.857592 = -1532117.158770 nChanged 24 SP:Iteration 37Q (2259.822407 sec): 3 clusters Score: Raw -1535234.271815 + Penalty 3114.857592 = -1532119.414223 nChanged 23 SP:Iteration 38Q (2259.880937 sec): 3 clusters Score: Raw -1535236.642829 + Penalty 3114.857592 = -1532121.785237 nChanged 18 SP:Iteration 39Q (2259.957104 sec): 3 clusters Score: Raw -1535238.083592 + Penalty 3114.857592 = -1532123.226000 nChanged 17 SP:Iteration 40F (2260.032156 sec): 3 clusters Score: Raw -1535239.188537 + Penalty 3114.857592 = -1532124.330945 nChanged 10 SP:Iteration 41Q (2260.102646 sec): 3 clusters Score: Raw -1535239.847251 + Penalty 3114.857592 = -1532124.989659 nChanged 9 SP:Iteration 42Q (2260.157504 sec): 3 clusters Score: Raw -1535240.486163 + Penalty 3114.857592 = -1532125.628572 nChanged 8 SP:Iteration 43Q (2260.229300 sec): 3 clusters Score: Raw -1535241.054998 + Penalty 3114.857592 = -1532126.197407 nChanged 6 SP:Iteration 44Q (2260.302853 sec): 3 clusters Score: Raw -1535241.491618 + Penalty 3114.857592 = -1532126.634026 nChanged 9 SP:Iteration 45Q (2260.376885 sec): 3 clusters Score: Raw -1535242.292300 + Penalty 3114.857592 = -1532127.434709 nChanged 9 SP:Iteration 46Q (2260.445009 sec): 3 clusters Score: Raw -1535242.814557 + Penalty 3114.857592 = -1532127.956966 nChanged 5 SP:Iteration 47Q (2260.511076 sec): 3 clusters Score: Raw -1535243.163249 + Penalty 3114.857592 = -1532128.305658 nChanged 5 SP:Iteration 48Q (2260.578664 sec): 3 clusters Score: Raw -1535243.567214 + Penalty 3114.857592 = -1532128.709623 nChanged 6 SP:Iteration 49Q (2260.653163 sec): 3 clusters Score: Raw -1535244.381599 + Penalty 3114.857592 = -1532129.524007 nChanged 15 SP:Iteration 50Q (2260.730041 sec): 3 clusters Score: Raw -1535245.699414 + Penalty 3114.857592 = -1532130.841822 nChanged 21 SP:Iteration 51Q (2260.792465 sec): 3 clusters Score: Raw -1535247.273426 + Penalty 3114.857592 = -1532132.415834 nChanged 15 SP:Iteration 52Q (2260.858231 sec): 3 clusters Score: Raw -1535248.256999 + Penalty 3114.857592 = -1532133.399407 nChanged 12 SP:Iteration 53Q (2260.929697 sec): 3 clusters Score: Raw -1535249.032056 + Penalty 3114.857592 = -1532134.174465 nChanged 11 SP:Iteration 54Q (2260.993035 sec): 3 clusters Score: Raw -1535249.695093 + Penalty 3114.857592 = -1532134.837501 nChanged 13 SP:Iteration 55Q (2261.063835 sec): 3 clusters Score: Raw -1535250.657307 + Penalty 3114.857592 = -1532135.799715 nChanged 13 SP:Iteration 56Q (2261.140541 sec): 3 clusters Score: Raw -1535251.617492 + Penalty 3114.857592 = -1532136.759901 nChanged 18 SP:Iteration 57Q (2261.212875 sec): 3 clusters Score: Raw -1535252.954107 + Penalty 3114.857592 = -1532138.096515 nChanged 12 SP:Iteration 58Q (2261.287058 sec): 3 clusters Score: Raw -1535253.965125 + Penalty 3114.857592 = -1532139.107533 nChanged 16 SP:Iteration 59Q (2261.349359 sec): 3 clusters Score: Raw -1535255.314989 + Penalty 3114.857592 = -1532140.457397 nChanged 18 SP:Iteration 60F (2261.427344 sec): 3 clusters Score: Raw -1535257.569496 + Penalty 3114.857592 = -1532142.711904 nChanged 27 SP:Iteration 61Q (2261.492196 sec): 3 clusters Score: Raw -1535260.822093 + Penalty 3114.857592 = -1532145.964501 nChanged 29 SP:Iteration 62Q (2261.555662 sec): 3 clusters Score: Raw -1535264.990991 + Penalty 3114.857592 = -1532150.133400 nChanged 27 SP:Iteration 63Q (2261.627696 sec): 3 clusters Score: Raw -1535268.428337 + Penalty 3114.857592 = -1532153.570746 nChanged 36 SP:Iteration 64Q (2261.707508 sec): 3 clusters Score: Raw -1535273.174517 + Penalty 3114.857592 = -1532158.316926 nChanged 32 SP:Iteration 65Q (2261.765096 sec): 3 clusters Score: Raw -1535277.055877 + Penalty 3114.857592 = -1532162.198285 nChanged 30 SP:Iteration 66Q (2261.836472 sec): 3 clusters Score: Raw -1535280.134932 + Penalty 3114.857592 = -1532165.277341 nChanged 30 SP:Iteration 67Q (2261.918990 sec): 3 clusters Score: Raw -1535282.530052 + Penalty 3114.857592 = -1532167.672461 nChanged 18 SP:Iteration 68Q (2261.984391 sec): 3 clusters Score: Raw -1535284.106013 + Penalty 3114.857592 = -1532169.248421 nChanged 20 SP:Iteration 69Q (2262.052720 sec): 3 clusters Score: Raw -1535285.864650 + Penalty 3114.857592 = -1532171.007059 nChanged 21 SP:Iteration 70Q (2262.127768 sec): 3 clusters Score: Raw -1535287.706735 + Penalty 3114.857592 = -1532172.849144 nChanged 19 SP:Iteration 71Q (2262.194282 sec): 3 clusters Score: Raw -1535289.318926 + Penalty 3114.857592 = -1532174.461334 nChanged 16 SP:Iteration 72Q (2262.265957 sec): 3 clusters Score: Raw -1535290.491736 + Penalty 3114.857592 = -1532175.634144 nChanged 11 SP:Iteration 73Q (2262.332712 sec): 3 clusters Score: Raw -1535291.347816 + Penalty 3114.857592 = -1532176.490224 nChanged 11 SP:Iteration 74Q (2262.399732 sec): 3 clusters Score: Raw -1535292.277272 + Penalty 3114.857592 = -1532177.419680 nChanged 9 SP:Iteration 75Q (2262.473216 sec): 3 clusters Score: Raw -1535292.901519 + Penalty 3114.857592 = -1532178.043928 nChanged 9 SP:Iteration 76Q (2262.531033 sec): 3 clusters Score: Raw -1535293.528908 + Penalty 3114.857592 = -1532178.671316 nChanged 12 SP:Iteration 77Q (2262.600195 sec): 3 clusters Score: Raw -1535294.564263 + Penalty 3114.857592 = -1532179.706671 nChanged 16 SP:Iteration 78Q (2262.669598 sec): 3 clusters Score: Raw -1535295.857792 + Penalty 3114.857592 = -1532181.000201 nChanged 19 SP:Iteration 79Q (2262.748579 sec): 3 clusters Score: Raw -1535297.773692 + Penalty 3114.857592 = -1532182.916101 nChanged 19 SP:Iteration 80F (2262.821413 sec): 3 clusters Score: Raw -1535299.464953 + Penalty 3114.857592 = -1532184.607361 nChanged 18 SP:Iteration 81Q (2262.881447 sec): 3 clusters Score: Raw -1535301.205650 + Penalty 3114.857592 = -1532186.348059 nChanged 29 SP:Iteration 82Q (2262.962391 sec): 3 clusters Score: Raw -1535304.575867 + Penalty 3114.857592 = -1532189.718276 nChanged 31 SP:Iteration 83Q (2263.027585 sec): 3 clusters Score: Raw -1535308.381525 + Penalty 3114.857592 = -1532193.523933 nChanged 39 SP:Iteration 84Q (2263.093793 sec): 3 clusters Score: Raw -1535312.338801 + Penalty 3114.857592 = -1532197.481210 nChanged 27 SP:Iteration 85Q (2263.166807 sec): 3 clusters Score: Raw -1535314.654445 + Penalty 3114.857592 = -1532199.796853 nChanged 20 SP:Iteration 86Q (2263.235786 sec): 3 clusters Score: Raw -1535316.422235 + Penalty 3114.857592 = -1532201.564644 nChanged 17 SP:Iteration 87Q (2263.313773 sec): 3 clusters Score: Raw -1535317.943161 + Penalty 3114.857592 = -1532203.085570 nChanged 19 SP:Iteration 88Q (2263.387549 sec): 3 clusters Score: Raw -1535319.719956 + Penalty 3114.857592 = -1532204.862364 nChanged 12 SP:Iteration 89Q (2263.449221 sec): 3 clusters Score: Raw -1535320.592325 + Penalty 3114.857592 = -1532205.734733 nChanged 16 SP:Iteration 90Q (2263.519059 sec): 3 clusters Score: Raw -1535322.085123 + Penalty 3114.857592 = -1532207.227532 nChanged 15 SP:Iteration 91Q (2263.594283 sec): 3 clusters Score: Raw -1535323.025925 + Penalty 3114.857592 = -1532208.168334 nChanged 15 SP:Iteration 92Q (2263.656115 sec): 3 clusters Score: Raw -1535324.244719 + Penalty 3114.857592 = -1532209.387128 nChanged 18 SP:Iteration 93Q (2263.730750 sec): 3 clusters Score: Raw -1535325.945681 + Penalty 3114.857592 = -1532211.088090 nChanged 16 SP:Iteration 94Q (2263.801495 sec): 3 clusters Score: Raw -1535327.482607 + Penalty 3114.857592 = -1532212.625015 nChanged 23 SP:Iteration 95Q (2263.881064 sec): 3 clusters Score: Raw -1535329.577302 + Penalty 3114.857592 = -1532214.719711 nChanged 19 SP:Iteration 96Q (2263.947277 sec): 3 clusters Score: Raw -1535330.861137 + Penalty 3114.857592 = -1532216.003545 nChanged 16 SP:Iteration 97Q (2264.023180 sec): 3 clusters Score: Raw -1535331.951249 + Penalty 3114.857592 = -1532217.093658 nChanged 13 SP:Iteration 98Q (2264.094889 sec): 3 clusters Score: Raw -1535333.417602 + Penalty 3114.857592 = -1532218.560010 nChanged 15 SP:Iteration 99Q (2264.153806 sec): 3 clusters Score: Raw -1535334.921965 + Penalty 3114.857592 = -1532220.064374 nChanged 18 SP:Iteration 100F (2264.232517 sec): 3 clusters Score: Raw -1535336.257233 + Penalty 3114.857592 = -1532221.399642 nChanged 11 SP:Iteration 101Q (2264.303748 sec): 3 clusters Score: Raw -1535337.229238 + Penalty 3114.857592 = -1532222.371647 nChanged 12 SP:Iteration 102Q (2264.379069 sec): 3 clusters Score: Raw -1535338.133597 + Penalty 3114.857592 = -1532223.276006 nChanged 9 SP:Iteration 103Q (2264.450726 sec): 3 clusters Score: Raw -1535339.179941 + Penalty 3114.857592 = -1532224.322349 nChanged 16 SP:Iteration 104Q (2264.519836 sec): 3 clusters Score: Raw -1535340.795978 + Penalty 3114.857592 = -1532225.938387 nChanged 13 SP:Iteration 105Q (2264.593968 sec): 3 clusters Score: Raw -1535341.641809 + Penalty 3114.857592 = -1532226.784217 nChanged 8 SP:Iteration 106Q (2264.656908 sec): 3 clusters Score: Raw -1535342.377230 + Penalty 3114.857592 = -1532227.519639 nChanged 7 SP:Iteration 107Q (2264.734105 sec): 3 clusters Score: Raw -1535342.800633 + Penalty 3114.857592 = -1532227.943041 nChanged 7 SP:Iteration 108Q (2264.802931 sec): 3 clusters Score: Raw -1535343.291911 + Penalty 3114.857592 = -1532228.434320 nChanged 7 SP:Iteration 109Q (2264.874809 sec): 3 clusters Score: Raw -1535343.724811 + Penalty 3114.857592 = -1532228.867219 nChanged 9 SP:Iteration 110Q (2264.949557 sec): 3 clusters Score: Raw -1535344.371212 + Penalty 3114.857592 = -1532229.513620 nChanged 7 SP:Iteration 111Q (2265.009733 sec): 3 clusters Score: Raw -1535344.789635 + Penalty 3114.857592 = -1532229.932044 nChanged 5 SP:Iteration 112Q (2265.088694 sec): 3 clusters Score: Raw -1535345.081323 + Penalty 3114.857592 = -1532230.223732 nChanged 6 SP:Iteration 113Q (2265.147618 sec): 3 clusters Score: Raw -1535345.511327 + Penalty 3114.857592 = -1532230.653735 nChanged 8 SP:Iteration 114Q (2265.218827 sec): 3 clusters Score: Raw -1535345.937546 + Penalty 3114.857592 = -1532231.079955 nChanged 4 SP:Iteration 115Q (2265.294757 sec): 3 clusters Score: Raw -1535346.225678 + Penalty 3114.857592 = -1532231.368087 nChanged 4 SP:Iteration 116Q (2265.362949 sec): 3 clusters Score: Raw -1535346.533299 + Penalty 3114.857592 = -1532231.675707 nChanged 5 SP:Iteration 117Q (2265.436927 sec): 3 clusters Score: Raw -1535346.804827 + Penalty 3114.857592 = -1532231.947236 nChanged 2 SP:Iteration 118Q (2265.513250 sec): 3 clusters Score: Raw -1535346.885094 + Penalty 3114.857592 = -1532232.027503 nChanged 1 SP:Iteration 119Q (2265.585672 sec): 3 clusters Score: Raw -1535346.905811 + Penalty 3114.857592 = -1532232.048219 nChanged 1 SP:Iteration 120F (2265.647188 sec): 3 clusters Score: Raw -1535346.970973 + Penalty 3114.857592 = -1532232.113382 nChanged 1 SP:Iteration 121Q (2265.722790 sec): 3 clusters Score: Raw -1535347.014166 + Penalty 3114.857592 = -1532232.156575 nChanged 1 SP:Iteration 122Q (2265.793018 sec): 3 clusters Score: Raw -1535347.035324 + Penalty 3114.857592 = -1532232.177732 nChanged 0 SP:Iteration 123F (2265.859802 sec): 3 clusters Score: Raw -1535347.035324 + Penalty 3114.857592 = -1532232.177732 nChanged 0 Trying to split cluster 33 (2700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2265.885550 sec): 2 clusters Score: Raw -261265.022038 + Penalty 1283.913646 = -259981.108392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2265.927611 sec): 3 clusters Score: Raw -260025.467696 + Penalty 2567.827292 = -257457.640404 nChanged 1015 SP:Iteration 1F (2265.986489 sec): 3 clusters Score: Raw -260651.175004 + Penalty 2567.827292 = -258083.347712 nChanged 212 SP:Iteration 2F (2266.034841 sec): 3 clusters Score: Raw -260779.147265 + Penalty 2567.827292 = -258211.319973 nChanged 134 SP:Iteration 3Q (2266.081628 sec): 3 clusters Score: Raw -260870.836965 + Penalty 2567.827292 = -258303.009673 nChanged 101 SP:Iteration 4Q (2266.132090 sec): 3 clusters Score: Raw -260958.822886 + Penalty 2567.827292 = -258390.995594 nChanged 111 SP:Iteration 5Q (2266.177010 sec): 3 clusters Score: Raw -261050.606227 + Penalty 2567.827292 = -258482.778935 nChanged 114 SP:Iteration 6Q (2266.216742 sec): 3 clusters Score: Raw -261129.456701 + Penalty 2567.827292 = -258561.629409 nChanged 91 SP:Iteration 7Q (2266.261726 sec): 3 clusters Score: Raw -261182.231028 + Penalty 2567.827292 = -258614.403736 nChanged 68 SP:Iteration 8Q (2266.315089 sec): 3 clusters Score: Raw -261229.403682 + Penalty 2567.827292 = -258661.576391 nChanged 71 SP:Iteration 9Q (2266.372510 sec): 3 clusters Score: Raw -261269.288872 + Penalty 2567.827292 = -258701.461580 nChanged 56 SP:Iteration 10Q (2266.416140 sec): 3 clusters Score: Raw -261316.021767 + Penalty 2567.827292 = -258748.194475 nChanged 58 SP:Iteration 11Q (2266.459527 sec): 3 clusters Score: Raw -261353.185409 + Penalty 2567.827292 = -258785.358117 nChanged 55 SP:Iteration 12Q (2266.507068 sec): 3 clusters Score: Raw -261382.127160 + Penalty 2567.827292 = -258814.299868 nChanged 43 SP:Iteration 13Q (2266.557200 sec): 3 clusters Score: Raw -261406.746951 + Penalty 2567.827292 = -258838.919659 nChanged 43 SP:Iteration 14Q (2266.604204 sec): 3 clusters Score: Raw -261428.908396 + Penalty 2567.827292 = -258861.081104 nChanged 36 SP:Iteration 15Q (2266.651560 sec): 3 clusters Score: Raw -261443.766341 + Penalty 2567.827292 = -258875.939049 nChanged 24 SP:Iteration 16Q (2266.702496 sec): 3 clusters Score: Raw -261453.109808 + Penalty 2567.827292 = -258885.282516 nChanged 19 SP:Iteration 17Q (2266.749511 sec): 3 clusters Score: Raw -261459.580811 + Penalty 2567.827292 = -258891.753519 nChanged 15 SP:Iteration 18Q (2266.802040 sec): 3 clusters Score: Raw -261464.986017 + Penalty 2567.827292 = -258897.158725 nChanged 11 SP:Iteration 19Q (2266.851940 sec): 3 clusters Score: Raw -261470.304019 + Penalty 2567.827292 = -258902.476727 nChanged 14 SP:Iteration 20F (2266.902256 sec): 3 clusters Score: Raw -261476.332609 + Penalty 2567.827292 = -258908.505317 nChanged 9 SP:Iteration 21Q (2266.947384 sec): 3 clusters Score: Raw -261480.004825 + Penalty 2567.827292 = -258912.177533 nChanged 8 SP:Iteration 22Q (2266.996533 sec): 3 clusters Score: Raw -261482.424668 + Penalty 2567.827292 = -258914.597376 nChanged 9 SP:Iteration 23Q (2267.042639 sec): 3 clusters Score: Raw -261486.007820 + Penalty 2567.827292 = -258918.180528 nChanged 6 SP:Iteration 24Q (2267.099895 sec): 3 clusters Score: Raw -261489.469995 + Penalty 2567.827292 = -258921.642703 nChanged 6 SP:Iteration 25Q (2267.146475 sec): 3 clusters Score: Raw -261492.123253 + Penalty 2567.827292 = -258924.295961 nChanged 6 SP:Iteration 26Q (2267.199273 sec): 3 clusters Score: Raw -261494.162409 + Penalty 2567.827292 = -258926.335117 nChanged 1 SP:Iteration 27Q (2267.247107 sec): 3 clusters Score: Raw -261494.934672 + Penalty 2567.827292 = -258927.107380 nChanged 2 SP:Iteration 28Q (2267.295714 sec): 3 clusters Score: Raw -261495.396062 + Penalty 2567.827292 = -258927.568770 nChanged 3 SP:Iteration 29Q (2267.341028 sec): 3 clusters Score: Raw -261496.186079 + Penalty 2567.827292 = -258928.358787 nChanged 2 SP:Iteration 30Q (2267.386840 sec): 3 clusters Score: Raw -261496.332193 + Penalty 2567.827292 = -258928.504901 nChanged 0 SP:Iteration 31F (2267.443913 sec): 3 clusters Score: Raw -261496.332193 + Penalty 2567.827292 = -258928.504901 nChanged 0 Trying to split cluster 34 (30794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2267.511271 sec): 2 clusters Score: Raw -3241635.991555 + Penalty 1679.449711 = -3239956.541843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2267.608270 sec): 3 clusters Score: Raw -3222624.679216 + Penalty 3358.899422 = -3219265.779794 nChanged 14156 SP:Iteration 1F (2267.700934 sec): 3 clusters Score: Raw -3230507.519588 + Penalty 3358.899422 = -3227148.620166 nChanged 1527 SP:Iteration 2Q (2267.808504 sec): 3 clusters Score: Raw -3231064.567585 + Penalty 3358.899422 = -3227705.668163 nChanged 1507 SP:Iteration 3Q (2267.900771 sec): 3 clusters Score: Raw -3231639.354882 + Penalty 3358.899422 = -3228280.455460 nChanged 1491 SP:Iteration 4Q (2267.996932 sec): 3 clusters Score: Raw -3232269.162859 + Penalty 3358.899422 = -3228910.263437 nChanged 1538 SP:Iteration 5Q (2268.096567 sec): 3 clusters Score: Raw -3233017.010882 + Penalty 3358.899422 = -3229658.111460 nChanged 1594 SP:Iteration 6F (2268.181099 sec): 3 clusters Score: Raw -3233916.781575 + Penalty 3358.899422 = -3230557.882153 nChanged 1635 SP:Iteration 7F (2268.284204 sec): 3 clusters Score: Raw -3234917.942423 + Penalty 3358.899422 = -3231559.043001 nChanged 1616 SP:Iteration 8F (2268.375546 sec): 3 clusters Score: Raw -3236053.229173 + Penalty 3358.899422 = -3232694.329751 nChanged 1513 SP:Iteration 9Q (2268.473474 sec): 3 clusters Score: Raw -3237148.296067 + Penalty 3358.899422 = -3233789.396645 nChanged 1310 SP:Iteration 10Q (2268.566329 sec): 3 clusters Score: Raw -3238049.414898 + Penalty 3358.899422 = -3234690.515475 nChanged 1038 SP:Iteration 11Q (2268.661887 sec): 3 clusters Score: Raw -3238651.975928 + Penalty 3358.899422 = -3235293.076506 nChanged 785 SP:Iteration 12Q (2268.757498 sec): 3 clusters Score: Raw -3239037.306993 + Penalty 3358.899422 = -3235678.407571 nChanged 644 SP:Iteration 13Q (2268.864462 sec): 3 clusters Score: Raw -3239335.614073 + Penalty 3358.899422 = -3235976.714651 nChanged 571 SP:Iteration 14Q (2268.959646 sec): 3 clusters Score: Raw -3239588.471394 + Penalty 3358.899422 = -3236229.571972 nChanged 514 SP:Iteration 15Q (2269.048624 sec): 3 clusters Score: Raw -3239820.394798 + Penalty 3358.899422 = -3236461.495376 nChanged 520 SP:Iteration 16Q (2269.147951 sec): 3 clusters Score: Raw -3240036.073727 + Penalty 3358.899422 = -3236677.174305 nChanged 459 SP:Iteration 17Q (2269.235328 sec): 3 clusters Score: Raw -3240232.699101 + Penalty 3358.899422 = -3236873.799679 nChanged 427 SP:Iteration 18Q (2269.336894 sec): 3 clusters Score: Raw -3240409.644711 + Penalty 3358.899422 = -3237050.745289 nChanged 392 SP:Iteration 19Q (2269.432023 sec): 3 clusters Score: Raw -3240583.174548 + Penalty 3358.899422 = -3237224.275126 nChanged 391 SP:Iteration 20F (2269.529588 sec): 3 clusters Score: Raw -3240765.742518 + Penalty 3358.899422 = -3237406.843096 nChanged 355 SP:Iteration 21Q (2269.623246 sec): 3 clusters Score: Raw -3240926.064144 + Penalty 3358.899422 = -3237567.164721 nChanged 314 SP:Iteration 22Q (2269.717595 sec): 3 clusters Score: Raw -3241079.372857 + Penalty 3358.899422 = -3237720.473435 nChanged 304 SP:Iteration 23Q (2269.805903 sec): 3 clusters Score: Raw -3241227.778187 + Penalty 3358.899422 = -3237868.878765 nChanged 258 SP:Iteration 24Q (2269.895293 sec): 3 clusters Score: Raw -3241358.791718 + Penalty 3358.899422 = -3237999.892296 nChanged 208 SP:Iteration 25Q (2269.988736 sec): 3 clusters Score: Raw -3241449.946618 + Penalty 3358.899422 = -3238091.047196 nChanged 188 SP:Iteration 26Q (2270.072088 sec): 3 clusters Score: Raw -3241528.559057 + Penalty 3358.899422 = -3238169.659635 nChanged 161 SP:Iteration 27Q (2270.166745 sec): 3 clusters Score: Raw -3241586.573110 + Penalty 3358.899422 = -3238227.673688 nChanged 121 SP:Iteration 28Q (2270.254916 sec): 3 clusters Score: Raw -3241624.438833 + Penalty 3358.899422 = -3238265.539411 nChanged 105 SP:Iteration 29Q (2270.352115 sec): 3 clusters Score: Raw -3241657.727932 + Penalty 3358.899422 = -3238298.828510 nChanged 83 SP:Iteration 30Q (2270.435351 sec): 3 clusters Score: Raw -3241685.550811 + Penalty 3358.899422 = -3238326.651389 nChanged 71 SP:Iteration 31Q (2270.519467 sec): 3 clusters Score: Raw -3241707.103890 + Penalty 3358.899422 = -3238348.204468 nChanged 77 SP:Iteration 32Q (2270.607405 sec): 3 clusters Score: Raw -3241737.923421 + Penalty 3358.899422 = -3238379.023999 nChanged 82 SP:Iteration 33Q (2270.705979 sec): 3 clusters Score: Raw -3241768.958681 + Penalty 3358.899422 = -3238410.059259 nChanged 74 SP:Iteration 34Q (2270.787826 sec): 3 clusters Score: Raw -3241794.458983 + Penalty 3358.899422 = -3238435.559561 nChanged 78 SP:Iteration 35Q (2270.870366 sec): 3 clusters Score: Raw -3241823.183022 + Penalty 3358.899422 = -3238464.283600 nChanged 67 SP:Iteration 36Q (2270.959509 sec): 3 clusters Score: Raw -3241846.991938 + Penalty 3358.899422 = -3238488.092516 nChanged 53 SP:Iteration 37Q (2271.052030 sec): 3 clusters Score: Raw -3241862.837026 + Penalty 3358.899422 = -3238503.937603 nChanged 50 SP:Iteration 38Q (2271.143011 sec): 3 clusters Score: Raw -3241879.905292 + Penalty 3358.899422 = -3238521.005870 nChanged 41 SP:Iteration 39Q (2271.224171 sec): 3 clusters Score: Raw -3241894.396613 + Penalty 3358.899422 = -3238535.497191 nChanged 48 SP:Iteration 40F (2271.323786 sec): 3 clusters Score: Raw -3241910.548944 + Penalty 3358.899422 = -3238551.649522 nChanged 44 SP:Iteration 41Q (2271.411659 sec): 3 clusters Score: Raw -3241923.495256 + Penalty 3358.899422 = -3238564.595834 nChanged 44 SP:Iteration 42Q (2271.498705 sec): 3 clusters Score: Raw -3241940.238745 + Penalty 3358.899422 = -3238581.339323 nChanged 48 SP:Iteration 43Q (2271.593576 sec): 3 clusters Score: Raw -3241964.029084 + Penalty 3358.899422 = -3238605.129662 nChanged 58 SP:Iteration 44Q (2271.672265 sec): 3 clusters Score: Raw -3241988.311189 + Penalty 3358.899422 = -3238629.411767 nChanged 65 SP:Iteration 45Q (2271.757024 sec): 3 clusters Score: Raw -3242018.381334 + Penalty 3358.899422 = -3238659.481912 nChanged 70 SP:Iteration 46Q (2271.848454 sec): 3 clusters Score: Raw -3242054.317633 + Penalty 3358.899422 = -3238695.418211 nChanged 68 SP:Iteration 47Q (2271.930300 sec): 3 clusters Score: Raw -3242096.053966 + Penalty 3358.899422 = -3238737.154544 nChanged 69 SP:Iteration 48Q (2272.016861 sec): 3 clusters Score: Raw -3242137.374121 + Penalty 3358.899422 = -3238778.474699 nChanged 74 SP:Iteration 49Q (2272.093919 sec): 3 clusters Score: Raw -3242177.347130 + Penalty 3358.899422 = -3238818.447708 nChanged 52 SP:Iteration 50Q (2272.194822 sec): 3 clusters Score: Raw -3242200.487688 + Penalty 3358.899422 = -3238841.588266 nChanged 49 SP:Iteration 51Q (2272.274639 sec): 3 clusters Score: Raw -3242218.751935 + Penalty 3358.899422 = -3238859.852513 nChanged 31 SP:Iteration 52Q (2272.362875 sec): 3 clusters Score: Raw -3242228.847466 + Penalty 3358.899422 = -3238869.948044 nChanged 27 SP:Iteration 53Q (2272.459404 sec): 3 clusters Score: Raw -3242238.283722 + Penalty 3358.899422 = -3238879.384300 nChanged 21 SP:Iteration 54Q (2272.548954 sec): 3 clusters Score: Raw -3242244.671306 + Penalty 3358.899422 = -3238885.771884 nChanged 15 SP:Iteration 55Q (2272.634391 sec): 3 clusters Score: Raw -3242248.847779 + Penalty 3358.899422 = -3238889.948357 nChanged 13 SP:Iteration 56Q (2272.710167 sec): 3 clusters Score: Raw -3242252.223754 + Penalty 3358.899422 = -3238893.324331 nChanged 15 SP:Iteration 57Q (2272.793497 sec): 3 clusters Score: Raw -3242255.983084 + Penalty 3358.899422 = -3238897.083662 nChanged 15 SP:Iteration 58Q (2272.890667 sec): 3 clusters Score: Raw -3242260.075798 + Penalty 3358.899422 = -3238901.176376 nChanged 13 SP:Iteration 59Q (2272.980374 sec): 3 clusters Score: Raw -3242264.410335 + Penalty 3358.899422 = -3238905.510913 nChanged 15 SP:Iteration 60F (2273.076247 sec): 3 clusters Score: Raw -3242268.519086 + Penalty 3358.899422 = -3238909.619664 nChanged 8 SP:Iteration 61Q (2273.160718 sec): 3 clusters Score: Raw -3242270.986607 + Penalty 3358.899422 = -3238912.087185 nChanged 8 SP:Iteration 62Q (2273.241184 sec): 3 clusters Score: Raw -3242273.046049 + Penalty 3358.899422 = -3238914.146627 nChanged 10 SP:Iteration 63Q (2273.331596 sec): 3 clusters Score: Raw -3242275.646510 + Penalty 3358.899422 = -3238916.747088 nChanged 12 SP:Iteration 64Q (2273.418620 sec): 3 clusters Score: Raw -3242278.410843 + Penalty 3358.899422 = -3238919.511421 nChanged 6 SP:Iteration 65Q (2273.497447 sec): 3 clusters Score: Raw -3242279.563506 + Penalty 3358.899422 = -3238920.664084 nChanged 3 SP:Iteration 66Q (2273.581912 sec): 3 clusters Score: Raw -3242280.563952 + Penalty 3358.899422 = -3238921.664530 nChanged 3 SP:Iteration 67Q (2273.663366 sec): 3 clusters Score: Raw -3242281.176822 + Penalty 3358.899422 = -3238922.277400 nChanged 2 SP:Iteration 68Q (2273.751439 sec): 3 clusters Score: Raw -3242281.543496 + Penalty 3358.899422 = -3238922.644074 nChanged 1 SP:Iteration 69Q (2273.831391 sec): 3 clusters Score: Raw -3242281.797833 + Penalty 3358.899422 = -3238922.898410 nChanged 1 SP:Iteration 70Q (2273.916746 sec): 3 clusters Score: Raw -3242281.953403 + Penalty 3358.899422 = -3238923.053981 nChanged 2 SP:Iteration 71Q (2274.004938 sec): 3 clusters Score: Raw -3242282.366485 + Penalty 3358.899422 = -3238923.467063 nChanged 1 SP:Iteration 72Q (2274.090758 sec): 3 clusters Score: Raw -3242282.445845 + Penalty 3358.899422 = -3238923.546423 nChanged 0 SP:Iteration 73F (2274.185397 sec): 3 clusters Score: Raw -3242282.445845 + Penalty 3358.899422 = -3238923.546423 nChanged 0 Trying to split cluster 35 (3241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2274.218226 sec): 2 clusters Score: Raw -337902.817985 + Penalty 1313.591046 = -336589.226939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2274.258357 sec): 3 clusters Score: Raw -336350.537366 + Penalty 2627.182091 = -333723.355275 nChanged 1240 SP:Iteration 1F (2274.314366 sec): 3 clusters Score: Raw -337084.484461 + Penalty 2627.182091 = -334457.302370 nChanged 245 SP:Iteration 2F (2274.360091 sec): 3 clusters Score: Raw -337231.379297 + Penalty 2627.182091 = -334604.197206 nChanged 163 SP:Iteration 3F (2274.408707 sec): 3 clusters Score: Raw -337325.709966 + Penalty 2627.182091 = -334698.527875 nChanged 138 SP:Iteration 4Q (2274.458339 sec): 3 clusters Score: Raw -337410.919369 + Penalty 2627.182091 = -334783.737278 nChanged 127 SP:Iteration 5Q (2274.507003 sec): 3 clusters Score: Raw -337479.860077 + Penalty 2627.182091 = -334852.677986 nChanged 94 SP:Iteration 6Q (2274.557047 sec): 3 clusters Score: Raw -337533.093168 + Penalty 2627.182091 = -334905.911077 nChanged 92 SP:Iteration 7Q (2274.618159 sec): 3 clusters Score: Raw -337580.692676 + Penalty 2627.182091 = -334953.510585 nChanged 79 SP:Iteration 8Q (2274.661250 sec): 3 clusters Score: Raw -337625.533672 + Penalty 2627.182091 = -334998.351581 nChanged 73 SP:Iteration 9Q (2274.711302 sec): 3 clusters Score: Raw -337663.179741 + Penalty 2627.182091 = -335035.997650 nChanged 76 SP:Iteration 10Q (2274.769084 sec): 3 clusters Score: Raw -337706.489809 + Penalty 2627.182091 = -335079.307718 nChanged 65 SP:Iteration 11Q (2274.817371 sec): 3 clusters Score: Raw -337744.015627 + Penalty 2627.182091 = -335116.833536 nChanged 52 SP:Iteration 12Q (2274.860673 sec): 3 clusters Score: Raw -337775.362944 + Penalty 2627.182091 = -335148.180853 nChanged 46 SP:Iteration 13Q (2274.916695 sec): 3 clusters Score: Raw -337798.912443 + Penalty 2627.182091 = -335171.730352 nChanged 26 SP:Iteration 14Q (2274.960696 sec): 3 clusters Score: Raw -337811.240484 + Penalty 2627.182091 = -335184.058393 nChanged 28 SP:Iteration 15Q (2275.004257 sec): 3 clusters Score: Raw -337823.547671 + Penalty 2627.182091 = -335196.365580 nChanged 26 SP:Iteration 16Q (2275.048202 sec): 3 clusters Score: Raw -337837.629650 + Penalty 2627.182091 = -335210.447559 nChanged 27 SP:Iteration 17Q (2275.106676 sec): 3 clusters Score: Raw -337851.057149 + Penalty 2627.182091 = -335223.875058 nChanged 30 SP:Iteration 18Q (2275.148411 sec): 3 clusters Score: Raw -337868.023199 + Penalty 2627.182091 = -335240.841108 nChanged 27 SP:Iteration 19Q (2275.211277 sec): 3 clusters Score: Raw -337885.197619 + Penalty 2627.182091 = -335258.015528 nChanged 26 SP:Iteration 20F (2275.253801 sec): 3 clusters Score: Raw -337904.710522 + Penalty 2627.182091 = -335277.528431 nChanged 26 SP:Iteration 21Q (2275.303528 sec): 3 clusters Score: Raw -337919.567037 + Penalty 2627.182091 = -335292.384946 nChanged 19 SP:Iteration 22Q (2275.353096 sec): 3 clusters Score: Raw -337931.273673 + Penalty 2627.182091 = -335304.091582 nChanged 22 SP:Iteration 23Q (2275.400864 sec): 3 clusters Score: Raw -337944.805871 + Penalty 2627.182091 = -335317.623780 nChanged 20 SP:Iteration 24Q (2275.452079 sec): 3 clusters Score: Raw -337956.268186 + Penalty 2627.182091 = -335329.086095 nChanged 20 SP:Iteration 25Q (2275.508579 sec): 3 clusters Score: Raw -337966.475949 + Penalty 2627.182091 = -335339.293858 nChanged 18 SP:Iteration 26Q (2275.558440 sec): 3 clusters Score: Raw -337974.071474 + Penalty 2627.182091 = -335346.889383 nChanged 11 SP:Iteration 27Q (2275.614374 sec): 3 clusters Score: Raw -337979.111901 + Penalty 2627.182091 = -335351.929810 nChanged 7 SP:Iteration 28Q (2275.645282 sec): 3 clusters Score: Raw -337982.017421 + Penalty 2627.182091 = -335354.835330 nChanged 5 SP:Iteration 29Q (2275.696552 sec): 3 clusters Score: Raw -337983.602907 + Penalty 2627.182091 = -335356.420816 nChanged 2 SP:Iteration 30Q (2275.742112 sec): 3 clusters Score: Raw -337984.734051 + Penalty 2627.182091 = -335357.551960 nChanged 4 SP:Iteration 31Q (2275.804617 sec): 3 clusters Score: Raw -337987.698597 + Penalty 2627.182091 = -335360.516506 nChanged 8 SP:Iteration 32Q (2275.852866 sec): 3 clusters Score: Raw -337991.992891 + Penalty 2627.182091 = -335364.810800 nChanged 4 SP:Iteration 33Q (2275.906247 sec): 3 clusters Score: Raw -337995.233422 + Penalty 2627.182091 = -335368.051331 nChanged 6 SP:Iteration 34Q (2275.954503 sec): 3 clusters Score: Raw -338000.280344 + Penalty 2627.182091 = -335373.098253 nChanged 6 SP:Iteration 35Q (2275.990408 sec): 3 clusters Score: Raw -338004.151434 + Penalty 2627.182091 = -335376.969343 nChanged 11 SP:Iteration 36Q (2276.041934 sec): 3 clusters Score: Raw -338012.249312 + Penalty 2627.182091 = -335385.067221 nChanged 12 SP:Iteration 37Q (2276.101844 sec): 3 clusters Score: Raw -338021.514117 + Penalty 2627.182091 = -335394.332026 nChanged 12 SP:Iteration 38Q (2276.146851 sec): 3 clusters Score: Raw -338029.789264 + Penalty 2627.182091 = -335402.607173 nChanged 11 SP:Iteration 39Q (2276.193198 sec): 3 clusters Score: Raw -338035.871733 + Penalty 2627.182091 = -335408.689642 nChanged 7 SP:Iteration 40F (2276.252016 sec): 3 clusters Score: Raw -338038.877614 + Penalty 2627.182091 = -335411.695523 nChanged 3 SP:Iteration 41Q (2276.295082 sec): 3 clusters Score: Raw -338040.511338 + Penalty 2627.182091 = -335413.329247 nChanged 6 SP:Iteration 42Q (2276.339459 sec): 3 clusters Score: Raw -338042.870374 + Penalty 2627.182091 = -335415.688283 nChanged 2 SP:Iteration 43Q (2276.397864 sec): 3 clusters Score: Raw -338044.017202 + Penalty 2627.182091 = -335416.835111 nChanged 1 SP:Iteration 44Q (2276.447032 sec): 3 clusters Score: Raw -338044.329904 + Penalty 2627.182091 = -335417.147813 nChanged 0 SP:Iteration 45F (2276.494995 sec): 3 clusters Score: Raw -338044.329904 + Penalty 2627.182091 = -335417.147813 nChanged 0 Trying to split cluster 36 (46745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2276.579742 sec): 2 clusters Score: Raw -5058895.989013 + Penalty 1747.275169 = -5057148.713844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2276.711099 sec): 3 clusters Score: Raw -5029280.440059 + Penalty 3494.550338 = -5025785.889722 nChanged 21869 SP:Iteration 1F (2276.840795 sec): 3 clusters Score: Raw -5041674.905302 + Penalty 3494.550338 = -5038180.354964 nChanged 1915 SP:Iteration 2Q (2276.957710 sec): 3 clusters Score: Raw -5042257.521134 + Penalty 3494.550338 = -5038762.970796 nChanged 1983 SP:Iteration 3Q (2277.086579 sec): 3 clusters Score: Raw -5042941.645147 + Penalty 3494.550338 = -5039447.094810 nChanged 2178 SP:Iteration 4Q (2277.206490 sec): 3 clusters Score: Raw -5043823.902837 + Penalty 3494.550338 = -5040329.352500 nChanged 2378 SP:Iteration 5F (2277.342791 sec): 3 clusters Score: Raw -5045038.618780 + Penalty 3494.550338 = -5041544.068442 nChanged 2601 SP:Iteration 6F (2277.465395 sec): 3 clusters Score: Raw -5046705.188507 + Penalty 3494.550338 = -5043210.638170 nChanged 2869 SP:Iteration 7F (2277.587196 sec): 3 clusters Score: Raw -5048894.306153 + Penalty 3494.550338 = -5045399.755816 nChanged 2931 SP:Iteration 8F (2277.701984 sec): 3 clusters Score: Raw -5051382.569513 + Penalty 3494.550338 = -5047888.019175 nChanged 2601 SP:Iteration 9F (2277.815816 sec): 3 clusters Score: Raw -5053511.904841 + Penalty 3494.550338 = -5050017.354504 nChanged 2056 SP:Iteration 10Q (2277.946195 sec): 3 clusters Score: Raw -5054830.746533 + Penalty 3494.550338 = -5051336.196195 nChanged 1371 SP:Iteration 11Q (2278.070580 sec): 3 clusters Score: Raw -5055457.261144 + Penalty 3494.550338 = -5051962.710806 nChanged 933 SP:Iteration 12Q (2278.188105 sec): 3 clusters Score: Raw -5055838.172068 + Penalty 3494.550338 = -5052343.621730 nChanged 716 SP:Iteration 13Q (2278.318358 sec): 3 clusters Score: Raw -5056125.737544 + Penalty 3494.550338 = -5052631.187206 nChanged 667 SP:Iteration 14Q (2278.441552 sec): 3 clusters Score: Raw -5056394.282721 + Penalty 3494.550338 = -5052899.732383 nChanged 618 SP:Iteration 15Q (2278.564057 sec): 3 clusters Score: Raw -5056645.271798 + Penalty 3494.550338 = -5053150.721461 nChanged 578 SP:Iteration 16Q (2278.686064 sec): 3 clusters Score: Raw -5056899.391225 + Penalty 3494.550338 = -5053404.840888 nChanged 581 SP:Iteration 17Q (2278.800090 sec): 3 clusters Score: Raw -5057143.639608 + Penalty 3494.550338 = -5053649.089271 nChanged 550 SP:Iteration 18Q (2278.919725 sec): 3 clusters Score: Raw -5057387.911588 + Penalty 3494.550338 = -5053893.361250 nChanged 498 SP:Iteration 19Q (2279.040066 sec): 3 clusters Score: Raw -5057627.494025 + Penalty 3494.550338 = -5054132.943687 nChanged 491 SP:Iteration 20F (2279.161924 sec): 3 clusters Score: Raw -5057842.760832 + Penalty 3494.550338 = -5054348.210494 nChanged 447 SP:Iteration 21Q (2279.276494 sec): 3 clusters Score: Raw -5058059.310727 + Penalty 3494.550338 = -5054564.760390 nChanged 419 SP:Iteration 22Q (2279.393463 sec): 3 clusters Score: Raw -5058255.679942 + Penalty 3494.550338 = -5054761.129604 nChanged 374 SP:Iteration 23Q (2279.517587 sec): 3 clusters Score: Raw -5058409.609703 + Penalty 3494.550338 = -5054915.059365 nChanged 323 SP:Iteration 24Q (2279.637515 sec): 3 clusters Score: Raw -5058522.199491 + Penalty 3494.550338 = -5055027.649153 nChanged 265 SP:Iteration 25Q (2279.760739 sec): 3 clusters Score: Raw -5058612.089078 + Penalty 3494.550338 = -5055117.538741 nChanged 271 SP:Iteration 26Q (2279.879278 sec): 3 clusters Score: Raw -5058696.089068 + Penalty 3494.550338 = -5055201.538730 nChanged 242 SP:Iteration 27Q (2279.998218 sec): 3 clusters Score: Raw -5058766.295566 + Penalty 3494.550338 = -5055271.745228 nChanged 219 SP:Iteration 28Q (2280.115763 sec): 3 clusters Score: Raw -5058820.873719 + Penalty 3494.550338 = -5055326.323382 nChanged 190 SP:Iteration 29Q (2280.234574 sec): 3 clusters Score: Raw -5058862.037014 + Penalty 3494.550338 = -5055367.486676 nChanged 152 SP:Iteration 30Q (2280.350571 sec): 3 clusters Score: Raw -5058891.806580 + Penalty 3494.550338 = -5055397.256243 nChanged 136 SP:Iteration 31Q (2280.458396 sec): 3 clusters Score: Raw -5058915.850687 + Penalty 3494.550338 = -5055421.300349 nChanged 106 SP:Iteration 32Q (2280.572693 sec): 3 clusters Score: Raw -5058933.676921 + Penalty 3494.550338 = -5055439.126583 nChanged 105 SP:Iteration 33Q (2280.688793 sec): 3 clusters Score: Raw -5058947.560225 + Penalty 3494.550338 = -5055453.009888 nChanged 83 SP:Iteration 34Q (2280.803616 sec): 3 clusters Score: Raw -5058959.321027 + Penalty 3494.550338 = -5055464.770689 nChanged 83 SP:Iteration 35Q (2280.920500 sec): 3 clusters Score: Raw -5058969.282904 + Penalty 3494.550338 = -5055474.732567 nChanged 86 SP:Iteration 36Q (2281.037937 sec): 3 clusters Score: Raw -5058980.538070 + Penalty 3494.550338 = -5055485.987732 nChanged 68 SP:Iteration 37Q (2281.150751 sec): 3 clusters Score: Raw -5058988.446478 + Penalty 3494.550338 = -5055493.896140 nChanged 55 SP:Iteration 38Q (2281.259484 sec): 3 clusters Score: Raw -5058993.725238 + Penalty 3494.550338 = -5055499.174900 nChanged 43 SP:Iteration 39Q (2281.364071 sec): 3 clusters Score: Raw -5058997.642842 + Penalty 3494.550338 = -5055503.092505 nChanged 46 SP:Iteration 40F (2281.486496 sec): 3 clusters Score: Raw -5059000.835963 + Penalty 3494.550338 = -5055506.285626 nChanged 35 SP:Iteration 41Q (2281.603087 sec): 3 clusters Score: Raw -5059003.356103 + Penalty 3494.550338 = -5055508.805765 nChanged 33 SP:Iteration 42Q (2281.717983 sec): 3 clusters Score: Raw -5059005.836108 + Penalty 3494.550338 = -5055511.285771 nChanged 28 SP:Iteration 43Q (2281.826985 sec): 3 clusters Score: Raw -5059008.070453 + Penalty 3494.550338 = -5055513.520115 nChanged 28 SP:Iteration 44Q (2281.946031 sec): 3 clusters Score: Raw -5059010.110651 + Penalty 3494.550338 = -5055515.560314 nChanged 29 SP:Iteration 45Q (2282.062962 sec): 3 clusters Score: Raw -5059012.456605 + Penalty 3494.550338 = -5055517.906268 nChanged 31 SP:Iteration 46Q (2282.175084 sec): 3 clusters Score: Raw -5059014.711300 + Penalty 3494.550338 = -5055520.160963 nChanged 26 SP:Iteration 47Q (2282.290064 sec): 3 clusters Score: Raw -5059016.695568 + Penalty 3494.550338 = -5055522.145230 nChanged 18 SP:Iteration 48Q (2282.398061 sec): 3 clusters Score: Raw -5059017.866891 + Penalty 3494.550338 = -5055523.316554 nChanged 15 SP:Iteration 49Q (2282.496985 sec): 3 clusters Score: Raw -5059018.760672 + Penalty 3494.550338 = -5055524.210335 nChanged 14 SP:Iteration 50Q (2282.613262 sec): 3 clusters Score: Raw -5059020.046738 + Penalty 3494.550338 = -5055525.496400 nChanged 19 SP:Iteration 51Q (2282.731947 sec): 3 clusters Score: Raw -5059021.561293 + Penalty 3494.550338 = -5055527.010955 nChanged 16 SP:Iteration 52Q (2282.832234 sec): 3 clusters Score: Raw -5059022.438428 + Penalty 3494.550338 = -5055527.888091 nChanged 12 SP:Iteration 53Q (2282.951432 sec): 3 clusters Score: Raw -5059023.068599 + Penalty 3494.550338 = -5055528.518262 nChanged 10 SP:Iteration 54Q (2283.063054 sec): 3 clusters Score: Raw -5059023.571410 + Penalty 3494.550338 = -5055529.021073 nChanged 5 SP:Iteration 55Q (2283.171442 sec): 3 clusters Score: Raw -5059023.857541 + Penalty 3494.550338 = -5055529.307203 nChanged 6 SP:Iteration 56Q (2283.292517 sec): 3 clusters Score: Raw -5059024.285730 + Penalty 3494.550338 = -5055529.735393 nChanged 12 SP:Iteration 57Q (2283.401616 sec): 3 clusters Score: Raw -5059024.966681 + Penalty 3494.550338 = -5055530.416343 nChanged 10 SP:Iteration 58Q (2283.517853 sec): 3 clusters Score: Raw -5059025.354683 + Penalty 3494.550338 = -5055530.804346 nChanged 5 SP:Iteration 59Q (2283.632402 sec): 3 clusters Score: Raw -5059025.560117 + Penalty 3494.550338 = -5055531.009779 nChanged 4 SP:Iteration 60F (2283.746171 sec): 3 clusters Score: Raw -5059025.660558 + Penalty 3494.550338 = -5055531.110220 nChanged 2 SP:Iteration 61Q (2283.867434 sec): 3 clusters Score: Raw -5059025.718770 + Penalty 3494.550338 = -5055531.168432 nChanged 2 SP:Iteration 62Q (2283.980094 sec): 3 clusters Score: Raw -5059025.842783 + Penalty 3494.550338 = -5055531.292446 nChanged 3 SP:Iteration 63Q (2284.093102 sec): 3 clusters Score: Raw -5059026.087419 + Penalty 3494.550338 = -5055531.537082 nChanged 6 SP:Iteration 64Q (2284.202247 sec): 3 clusters Score: Raw -5059026.442013 + Penalty 3494.550338 = -5055531.891676 nChanged 9 SP:Iteration 65Q (2284.326119 sec): 3 clusters Score: Raw -5059026.988764 + Penalty 3494.550338 = -5055532.438426 nChanged 11 SP:Iteration 66Q (2284.434883 sec): 3 clusters Score: Raw -5059027.381567 + Penalty 3494.550338 = -5055532.831229 nChanged 6 SP:Iteration 67Q (2284.553387 sec): 3 clusters Score: Raw -5059027.578182 + Penalty 3494.550338 = -5055533.027844 nChanged 7 SP:Iteration 68Q (2284.670137 sec): 3 clusters Score: Raw -5059028.041255 + Penalty 3494.550338 = -5055533.490917 nChanged 7 SP:Iteration 69Q (2284.782982 sec): 3 clusters Score: Raw -5059028.367884 + Penalty 3494.550338 = -5055533.817547 nChanged 6 SP:Iteration 70Q (2284.897232 sec): 3 clusters Score: Raw -5059028.674930 + Penalty 3494.550338 = -5055534.124593 nChanged 4 SP:Iteration 71Q (2285.010320 sec): 3 clusters Score: Raw -5059028.845264 + Penalty 3494.550338 = -5055534.294927 nChanged 2 SP:Iteration 72Q (2285.121107 sec): 3 clusters Score: Raw -5059028.912594 + Penalty 3494.550338 = -5055534.362256 nChanged 2 SP:Iteration 73Q (2285.227061 sec): 3 clusters Score: Raw -5059028.985205 + Penalty 3494.550338 = -5055534.434868 nChanged 1 SP:Iteration 74Q (2285.345553 sec): 3 clusters Score: Raw -5059029.015953 + Penalty 3494.550338 = -5055534.465615 nChanged 1 SP:Iteration 75Q (2285.459649 sec): 3 clusters Score: Raw -5059029.046952 + Penalty 3494.550338 = -5055534.496614 nChanged 1 SP:Iteration 76Q (2285.569214 sec): 3 clusters Score: Raw -5059029.098457 + Penalty 3494.550338 = -5055534.548120 nChanged 1 SP:Iteration 77Q (2285.680926 sec): 3 clusters Score: Raw -5059029.186863 + Penalty 3494.550338 = -5055534.636526 nChanged 2 SP:Iteration 78Q (2285.786989 sec): 3 clusters Score: Raw -5059029.247169 + Penalty 3494.550338 = -5055534.696832 nChanged 0 SP:Iteration 79F (2285.907490 sec): 3 clusters Score: Raw -5059029.247169 + Penalty 3494.550338 = -5055534.696832 nChanged 0 Trying to split cluster 37 (3877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2285.942229 sec): 2 clusters Score: Raw -392620.396455 + Penalty 1342.707752 = -391277.688703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2285.985783 sec): 3 clusters Score: Raw -390757.004213 + Penalty 2685.415505 = -388071.588709 nChanged 1488 SP:Iteration 1F (2286.038952 sec): 3 clusters Score: Raw -391701.071383 + Penalty 2685.415505 = -389015.655878 nChanged 341 SP:Iteration 2F (2286.088393 sec): 3 clusters Score: Raw -391960.483744 + Penalty 2685.415505 = -389275.068239 nChanged 271 SP:Iteration 3F (2286.140263 sec): 3 clusters Score: Raw -392166.590947 + Penalty 2685.415505 = -389481.175443 nChanged 206 SP:Iteration 4F (2286.194320 sec): 3 clusters Score: Raw -392298.265619 + Penalty 2685.415505 = -389612.850114 nChanged 176 SP:Iteration 5Q (2286.245884 sec): 3 clusters Score: Raw -392402.885608 + Penalty 2685.415505 = -389717.470103 nChanged 151 SP:Iteration 6Q (2286.292063 sec): 3 clusters Score: Raw -392494.899177 + Penalty 2685.415505 = -389809.483672 nChanged 132 SP:Iteration 7Q (2286.336956 sec): 3 clusters Score: Raw -392573.096382 + Penalty 2685.415505 = -389887.680877 nChanged 111 SP:Iteration 8Q (2286.387612 sec): 3 clusters Score: Raw -392633.155812 + Penalty 2685.415505 = -389947.740307 nChanged 79 SP:Iteration 9Q (2286.432694 sec): 3 clusters Score: Raw -392676.514428 + Penalty 2685.415505 = -389991.098924 nChanged 73 SP:Iteration 10Q (2286.493438 sec): 3 clusters Score: Raw -392716.043529 + Penalty 2685.415505 = -390030.628025 nChanged 73 SP:Iteration 11Q (2286.547778 sec): 3 clusters Score: Raw -392754.751165 + Penalty 2685.415505 = -390069.335660 nChanged 63 SP:Iteration 12Q (2286.600005 sec): 3 clusters Score: Raw -392787.540947 + Penalty 2685.415505 = -390102.125442 nChanged 57 SP:Iteration 13Q (2286.646273 sec): 3 clusters Score: Raw -392820.477309 + Penalty 2685.415505 = -390135.061804 nChanged 53 SP:Iteration 14Q (2286.694129 sec): 3 clusters Score: Raw -392850.975833 + Penalty 2685.415505 = -390165.560329 nChanged 57 SP:Iteration 15Q (2286.743316 sec): 3 clusters Score: Raw -392888.394171 + Penalty 2685.415505 = -390202.978666 nChanged 62 SP:Iteration 16Q (2286.799607 sec): 3 clusters Score: Raw -392916.849238 + Penalty 2685.415505 = -390231.433734 nChanged 45 SP:Iteration 17Q (2286.856856 sec): 3 clusters Score: Raw -392940.371399 + Penalty 2685.415505 = -390254.955894 nChanged 49 SP:Iteration 18Q (2286.907225 sec): 3 clusters Score: Raw -392960.829132 + Penalty 2685.415505 = -390275.413628 nChanged 29 SP:Iteration 19Q (2286.949193 sec): 3 clusters Score: Raw -392972.052243 + Penalty 2685.415505 = -390286.636738 nChanged 26 SP:Iteration 20F (2287.008009 sec): 3 clusters Score: Raw -392982.349370 + Penalty 2685.415505 = -390296.933865 nChanged 22 SP:Iteration 21Q (2287.059308 sec): 3 clusters Score: Raw -392990.294804 + Penalty 2685.415505 = -390304.879299 nChanged 19 SP:Iteration 22Q (2287.099736 sec): 3 clusters Score: Raw -392998.303824 + Penalty 2685.415505 = -390312.888319 nChanged 14 SP:Iteration 23Q (2287.155630 sec): 3 clusters Score: Raw -393004.246290 + Penalty 2685.415505 = -390318.830785 nChanged 12 SP:Iteration 24Q (2287.209379 sec): 3 clusters Score: Raw -393008.016369 + Penalty 2685.415505 = -390322.600864 nChanged 10 SP:Iteration 25Q (2287.263496 sec): 3 clusters Score: Raw -393011.750194 + Penalty 2685.415505 = -390326.334690 nChanged 16 SP:Iteration 26Q (2287.306445 sec): 3 clusters Score: Raw -393017.512415 + Penalty 2685.415505 = -390332.096910 nChanged 14 SP:Iteration 27Q (2287.351426 sec): 3 clusters Score: Raw -393021.790904 + Penalty 2685.415505 = -390336.375399 nChanged 10 SP:Iteration 28Q (2287.401230 sec): 3 clusters Score: Raw -393025.059689 + Penalty 2685.415505 = -390339.644185 nChanged 10 SP:Iteration 29Q (2287.456246 sec): 3 clusters Score: Raw -393027.549574 + Penalty 2685.415505 = -390342.134069 nChanged 7 SP:Iteration 30Q (2287.508572 sec): 3 clusters Score: Raw -393030.550753 + Penalty 2685.415505 = -390345.135248 nChanged 6 SP:Iteration 31Q (2287.557877 sec): 3 clusters Score: Raw -393034.073360 + Penalty 2685.415505 = -390348.657855 nChanged 8 SP:Iteration 32Q (2287.607857 sec): 3 clusters Score: Raw -393036.229448 + Penalty 2685.415505 = -390350.813943 nChanged 9 SP:Iteration 33Q (2287.666558 sec): 3 clusters Score: Raw -393039.752389 + Penalty 2685.415505 = -390354.336884 nChanged 5 SP:Iteration 34Q (2287.722941 sec): 3 clusters Score: Raw -393041.565589 + Penalty 2685.415505 = -390356.150084 nChanged 2 SP:Iteration 35Q (2287.760945 sec): 3 clusters Score: Raw -393042.120727 + Penalty 2685.415505 = -390356.705222 nChanged 3 SP:Iteration 36Q (2287.824182 sec): 3 clusters Score: Raw -393042.717481 + Penalty 2685.415505 = -390357.301976 nChanged 0 SP:Iteration 37F (2287.871311 sec): 3 clusters Score: Raw -393042.717481 + Penalty 2685.415505 = -390357.301976 nChanged 0 Trying to split cluster 38 (1564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2287.890828 sec): 2 clusters Score: Raw -171010.722961 + Penalty 1195.187812 = -169815.535149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2287.940584 sec): 3 clusters Score: Raw -170383.721640 + Penalty 2390.375624 = -167993.346016 nChanged 544 SP:Iteration 1F (2287.989926 sec): 3 clusters Score: Raw -170791.951200 + Penalty 2390.375624 = -168401.575576 nChanged 115 SP:Iteration 2F (2288.026932 sec): 3 clusters Score: Raw -170907.977560 + Penalty 2390.375624 = -168517.601936 nChanged 94 SP:Iteration 3F (2288.075424 sec): 3 clusters Score: Raw -171004.302105 + Penalty 2390.375624 = -168613.926481 nChanged 75 SP:Iteration 4Q (2288.118041 sec): 3 clusters Score: Raw -171067.229957 + Penalty 2390.375624 = -168676.854332 nChanged 52 SP:Iteration 5Q (2288.172749 sec): 3 clusters Score: Raw -171111.641757 + Penalty 2390.375624 = -168721.266133 nChanged 32 SP:Iteration 6Q (2288.220518 sec): 3 clusters Score: Raw -171139.043599 + Penalty 2390.375624 = -168748.667975 nChanged 29 SP:Iteration 7Q (2288.269696 sec): 3 clusters Score: Raw -171166.466502 + Penalty 2390.375624 = -168776.090878 nChanged 15 SP:Iteration 8Q (2288.312995 sec): 3 clusters Score: Raw -171179.752057 + Penalty 2390.375624 = -168789.376432 nChanged 11 SP:Iteration 9Q (2288.359755 sec): 3 clusters Score: Raw -171185.291382 + Penalty 2390.375624 = -168794.915758 nChanged 4 SP:Iteration 10Q (2288.407221 sec): 3 clusters Score: Raw -171185.989744 + Penalty 2390.375624 = -168795.614119 nChanged 1 SP:Iteration 11Q (2288.445155 sec): 3 clusters Score: Raw -171186.889480 + Penalty 2390.375624 = -168796.513855 nChanged 1 SP:Iteration 12Q (2288.497018 sec): 3 clusters Score: Raw -171187.374953 + Penalty 2390.375624 = -168796.999329 nChanged 3 SP:Iteration 13Q (2288.545799 sec): 3 clusters Score: Raw -171189.761664 + Penalty 2390.375624 = -168799.386040 nChanged 7 SP:Iteration 14Q (2288.589283 sec): 3 clusters Score: Raw -171192.827359 + Penalty 2390.375624 = -168802.451735 nChanged 6 SP:Iteration 15Q (2288.642195 sec): 3 clusters Score: Raw -171195.349996 + Penalty 2390.375624 = -168804.974372 nChanged 7 SP:Iteration 16Q (2288.691587 sec): 3 clusters Score: Raw -171198.204685 + Penalty 2390.375624 = -168807.829060 nChanged 5 SP:Iteration 17Q (2288.733306 sec): 3 clusters Score: Raw -171201.921504 + Penalty 2390.375624 = -168811.545879 nChanged 9 SP:Iteration 18Q (2288.781245 sec): 3 clusters Score: Raw -171206.620208 + Penalty 2390.375624 = -168816.244584 nChanged 10 SP:Iteration 19Q (2288.834241 sec): 3 clusters Score: Raw -171214.464170 + Penalty 2390.375624 = -168824.088546 nChanged 11 SP:Iteration 20F (2288.875384 sec): 3 clusters Score: Raw -171219.941039 + Penalty 2390.375624 = -168829.565415 nChanged 12 SP:Iteration 21Q (2288.919820 sec): 3 clusters Score: Raw -171226.868257 + Penalty 2390.375624 = -168836.492632 nChanged 10 SP:Iteration 22Q (2288.976168 sec): 3 clusters Score: Raw -171234.012284 + Penalty 2390.375624 = -168843.636660 nChanged 10 SP:Iteration 23Q (2289.019211 sec): 3 clusters Score: Raw -171238.756127 + Penalty 2390.375624 = -168848.380502 nChanged 11 SP:Iteration 24Q (2289.070991 sec): 3 clusters Score: Raw -171244.577334 + Penalty 2390.375624 = -168854.201709 nChanged 5 SP:Iteration 25Q (2289.125668 sec): 3 clusters Score: Raw -171247.160466 + Penalty 2390.375624 = -168856.784841 nChanged 1 SP:Iteration 26Q (2289.177315 sec): 3 clusters Score: Raw -171247.424963 + Penalty 2390.375624 = -168857.049338 nChanged 2 SP:Iteration 27Q (2289.223881 sec): 3 clusters Score: Raw -171248.524718 + Penalty 2390.375624 = -168858.149093 nChanged 2 SP:Iteration 28Q (2289.254575 sec): 3 clusters Score: Raw -171248.837596 + Penalty 2390.375624 = -168858.461971 nChanged 0 SP:Iteration 29F (2289.313323 sec): 3 clusters Score: Raw -171248.837596 + Penalty 2390.375624 = -168858.461971 nChanged 0 Trying to split cluster 39 (1709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2289.336657 sec): 2 clusters Score: Raw -175462.864632 + Penalty 1209.595349 = -174253.269284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2289.387173 sec): 3 clusters Score: Raw -174760.629327 + Penalty 2419.190697 = -172341.438630 nChanged 564 SP:Iteration 1F (2289.425984 sec): 3 clusters Score: Raw -175122.184300 + Penalty 2419.190697 = -172702.993603 nChanged 115 SP:Iteration 2F (2289.479458 sec): 3 clusters Score: Raw -175197.661279 + Penalty 2419.190697 = -172778.470582 nChanged 60 SP:Iteration 3Q (2289.525188 sec): 3 clusters Score: Raw -175234.731022 + Penalty 2419.190697 = -172815.540325 nChanged 42 SP:Iteration 4Q (2289.573765 sec): 3 clusters Score: Raw -175264.410242 + Penalty 2419.190697 = -172845.219545 nChanged 34 SP:Iteration 5Q (2289.617905 sec): 3 clusters Score: Raw -175288.001958 + Penalty 2419.190697 = -172868.811261 nChanged 30 SP:Iteration 6Q (2289.663991 sec): 3 clusters Score: Raw -175311.604847 + Penalty 2419.190697 = -172892.414150 nChanged 30 SP:Iteration 7Q (2289.712176 sec): 3 clusters Score: Raw -175339.768472 + Penalty 2419.190697 = -172920.577775 nChanged 38 SP:Iteration 8Q (2289.752595 sec): 3 clusters Score: Raw -175391.824074 + Penalty 2419.190697 = -172972.633377 nChanged 48 SP:Iteration 9Q (2289.813110 sec): 3 clusters Score: Raw -175434.943123 + Penalty 2419.190697 = -173015.752426 nChanged 29 SP:Iteration 10Q (2289.856569 sec): 3 clusters Score: Raw -175461.029965 + Penalty 2419.190697 = -173041.839268 nChanged 35 SP:Iteration 11Q (2289.898963 sec): 3 clusters Score: Raw -175496.224382 + Penalty 2419.190697 = -173077.033685 nChanged 36 SP:Iteration 12Q (2289.944819 sec): 3 clusters Score: Raw -175537.238321 + Penalty 2419.190697 = -173118.047624 nChanged 41 SP:Iteration 13Q (2289.999903 sec): 3 clusters Score: Raw -175571.663993 + Penalty 2419.190697 = -173152.473296 nChanged 27 SP:Iteration 14Q (2290.040246 sec): 3 clusters Score: Raw -175587.134637 + Penalty 2419.190697 = -173167.943940 nChanged 17 SP:Iteration 15Q (2290.092776 sec): 3 clusters Score: Raw -175596.909935 + Penalty 2419.190697 = -173177.719238 nChanged 22 SP:Iteration 16Q (2290.132923 sec): 3 clusters Score: Raw -175611.478738 + Penalty 2419.190697 = -173192.288040 nChanged 13 SP:Iteration 17Q (2290.185918 sec): 3 clusters Score: Raw -175619.604478 + Penalty 2419.190697 = -173200.413781 nChanged 14 SP:Iteration 18Q (2290.244434 sec): 3 clusters Score: Raw -175632.148194 + Penalty 2419.190697 = -173212.957497 nChanged 18 SP:Iteration 19Q (2290.289212 sec): 3 clusters Score: Raw -175649.259375 + Penalty 2419.190697 = -173230.068678 nChanged 24 SP:Iteration 20F (2290.328789 sec): 3 clusters Score: Raw -175668.978660 + Penalty 2419.190697 = -173249.787963 nChanged 16 SP:Iteration 21Q (2290.378300 sec): 3 clusters Score: Raw -175679.424108 + Penalty 2419.190697 = -173260.233411 nChanged 13 SP:Iteration 22Q (2290.423443 sec): 3 clusters Score: Raw -175686.086985 + Penalty 2419.190697 = -173266.896288 nChanged 9 SP:Iteration 23Q (2290.474543 sec): 3 clusters Score: Raw -175691.509793 + Penalty 2419.190697 = -173272.319096 nChanged 12 SP:Iteration 24Q (2290.522514 sec): 3 clusters Score: Raw -175699.779805 + Penalty 2419.190697 = -173280.589108 nChanged 15 SP:Iteration 25Q (2290.568786 sec): 3 clusters Score: Raw -175708.684784 + Penalty 2419.190697 = -173289.494087 nChanged 10 SP:Iteration 26Q (2290.616785 sec): 3 clusters Score: Raw -175713.407851 + Penalty 2419.190697 = -173294.217154 nChanged 10 SP:Iteration 27Q (2290.664287 sec): 3 clusters Score: Raw -175718.791044 + Penalty 2419.190697 = -173299.600347 nChanged 9 SP:Iteration 28Q (2290.696595 sec): 3 clusters Score: Raw -175725.059109 + Penalty 2419.190697 = -173305.868412 nChanged 7 SP:Iteration 29Q (2290.753466 sec): 3 clusters Score: Raw -175727.445211 + Penalty 2419.190697 = -173308.254514 nChanged 8 SP:Iteration 30Q (2290.799926 sec): 3 clusters Score: Raw -175731.806789 + Penalty 2419.190697 = -173312.616092 nChanged 7 SP:Iteration 31Q (2290.856950 sec): 3 clusters Score: Raw -175737.105321 + Penalty 2419.190697 = -173317.914624 nChanged 11 SP:Iteration 32Q (2290.891208 sec): 3 clusters Score: Raw -175741.560226 + Penalty 2419.190697 = -173322.369529 nChanged 10 SP:Iteration 33Q (2290.939628 sec): 3 clusters Score: Raw -175747.181375 + Penalty 2419.190697 = -173327.990678 nChanged 8 SP:Iteration 34Q (2290.993422 sec): 3 clusters Score: Raw -175752.664421 + Penalty 2419.190697 = -173333.473724 nChanged 10 SP:Iteration 35Q (2291.041071 sec): 3 clusters Score: Raw -175756.889804 + Penalty 2419.190697 = -173337.699107 nChanged 8 SP:Iteration 36Q (2291.093807 sec): 3 clusters Score: Raw -175760.575261 + Penalty 2419.190697 = -173341.384564 nChanged 9 SP:Iteration 37Q (2291.134084 sec): 3 clusters Score: Raw -175766.176320 + Penalty 2419.190697 = -173346.985623 nChanged 11 SP:Iteration 38Q (2291.195464 sec): 3 clusters Score: Raw -175771.302519 + Penalty 2419.190697 = -173352.111822 nChanged 9 SP:Iteration 39Q (2291.230807 sec): 3 clusters Score: Raw -175775.239046 + Penalty 2419.190697 = -173356.048349 nChanged 8 SP:Iteration 40F (2291.284339 sec): 3 clusters Score: Raw -175779.446302 + Penalty 2419.190697 = -173360.255605 nChanged 4 SP:Iteration 41Q (2291.322488 sec): 3 clusters Score: Raw -175782.608441 + Penalty 2419.190697 = -173363.417744 nChanged 4 SP:Iteration 42Q (2291.369960 sec): 3 clusters Score: Raw -175785.159534 + Penalty 2419.190697 = -173365.968837 nChanged 4 SP:Iteration 43Q (2291.419681 sec): 3 clusters Score: Raw -175787.717225 + Penalty 2419.190697 = -173368.526528 nChanged 5 SP:Iteration 44Q (2291.461899 sec): 3 clusters Score: Raw -175790.191684 + Penalty 2419.190697 = -173371.000987 nChanged 4 SP:Iteration 45Q (2291.512073 sec): 3 clusters Score: Raw -175793.004754 + Penalty 2419.190697 = -173373.814057 nChanged 3 SP:Iteration 46Q (2291.552906 sec): 3 clusters Score: Raw -175793.805241 + Penalty 2419.190697 = -173374.614544 nChanged 1 SP:Iteration 47Q (2291.598409 sec): 3 clusters Score: Raw -175793.912307 + Penalty 2419.190697 = -173374.721610 nChanged 0 SP:Iteration 48F (2291.647404 sec): 3 clusters Score: Raw -175793.912307 + Penalty 2419.190697 = -173374.721610 nChanged 0 Trying to split cluster 40 (8604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2291.686613 sec): 2 clusters Score: Raw -917148.159922 + Penalty 1472.247155 = -915675.912767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2291.746894 sec): 3 clusters Score: Raw -912276.405096 + Penalty 2944.494309 = -909331.910786 nChanged 3716 SP:Iteration 1F (2291.792905 sec): 3 clusters Score: Raw -914398.568411 + Penalty 2944.494309 = -911454.074101 nChanged 625 SP:Iteration 2F (2291.857277 sec): 3 clusters Score: Raw -914734.653014 + Penalty 2944.494309 = -911790.158705 nChanged 538 SP:Iteration 3F (2291.913458 sec): 3 clusters Score: Raw -915088.106320 + Penalty 2944.494309 = -912143.612011 nChanged 534 SP:Iteration 4F (2291.974315 sec): 3 clusters Score: Raw -915444.196192 + Penalty 2944.494309 = -912499.701883 nChanged 474 SP:Iteration 5F (2292.032989 sec): 3 clusters Score: Raw -915765.896139 + Penalty 2944.494309 = -912821.401829 nChanged 425 SP:Iteration 6Q (2292.091582 sec): 3 clusters Score: Raw -916100.778860 + Penalty 2944.494309 = -913156.284551 nChanged 389 SP:Iteration 7Q (2292.152646 sec): 3 clusters Score: Raw -916401.164450 + Penalty 2944.494309 = -913456.670141 nChanged 310 SP:Iteration 8Q (2292.206703 sec): 3 clusters Score: Raw -916623.993153 + Penalty 2944.494309 = -913679.498843 nChanged 234 SP:Iteration 9Q (2292.268335 sec): 3 clusters Score: Raw -916804.999940 + Penalty 2944.494309 = -913860.505630 nChanged 189 SP:Iteration 10Q (2292.330507 sec): 3 clusters Score: Raw -916957.816151 + Penalty 2944.494309 = -914013.321842 nChanged 167 SP:Iteration 11Q (2292.390741 sec): 3 clusters Score: Raw -917072.875968 + Penalty 2944.494309 = -914128.381659 nChanged 122 SP:Iteration 12Q (2292.444301 sec): 3 clusters Score: Raw -917153.702402 + Penalty 2944.494309 = -914209.208093 nChanged 91 SP:Iteration 13Q (2292.502641 sec): 3 clusters Score: Raw -917203.668957 + Penalty 2944.494309 = -914259.174648 nChanged 72 SP:Iteration 14Q (2292.564318 sec): 3 clusters Score: Raw -917242.621318 + Penalty 2944.494309 = -914298.127008 nChanged 52 SP:Iteration 15Q (2292.623819 sec): 3 clusters Score: Raw -917267.211215 + Penalty 2944.494309 = -914322.716906 nChanged 50 SP:Iteration 16Q (2292.684631 sec): 3 clusters Score: Raw -917292.241506 + Penalty 2944.494309 = -914347.747196 nChanged 44 SP:Iteration 17Q (2292.742886 sec): 3 clusters Score: Raw -917311.256415 + Penalty 2944.494309 = -914366.762106 nChanged 28 SP:Iteration 18Q (2292.801343 sec): 3 clusters Score: Raw -917322.169345 + Penalty 2944.494309 = -914377.675036 nChanged 19 SP:Iteration 19Q (2292.857233 sec): 3 clusters Score: Raw -917329.428335 + Penalty 2944.494309 = -914384.934026 nChanged 15 SP:Iteration 20F (2292.914371 sec): 3 clusters Score: Raw -917337.041486 + Penalty 2944.494309 = -914392.547177 nChanged 19 SP:Iteration 21Q (2292.981369 sec): 3 clusters Score: Raw -917346.161468 + Penalty 2944.494309 = -914401.667158 nChanged 18 SP:Iteration 22Q (2293.035121 sec): 3 clusters Score: Raw -917357.989141 + Penalty 2944.494309 = -914413.494831 nChanged 24 SP:Iteration 23Q (2293.087516 sec): 3 clusters Score: Raw -917370.466354 + Penalty 2944.494309 = -914425.972045 nChanged 24 SP:Iteration 24Q (2293.142876 sec): 3 clusters Score: Raw -917379.834047 + Penalty 2944.494309 = -914435.339737 nChanged 30 SP:Iteration 25Q (2293.201067 sec): 3 clusters Score: Raw -917391.128501 + Penalty 2944.494309 = -914446.634191 nChanged 20 SP:Iteration 26Q (2293.251966 sec): 3 clusters Score: Raw -917399.192327 + Penalty 2944.494309 = -914454.698018 nChanged 13 SP:Iteration 27Q (2293.310567 sec): 3 clusters Score: Raw -917403.293919 + Penalty 2944.494309 = -914458.799609 nChanged 10 SP:Iteration 28Q (2293.356229 sec): 3 clusters Score: Raw -917407.234683 + Penalty 2944.494309 = -914462.740374 nChanged 9 SP:Iteration 29Q (2293.410286 sec): 3 clusters Score: Raw -917410.021790 + Penalty 2944.494309 = -914465.527481 nChanged 5 SP:Iteration 30Q (2293.464338 sec): 3 clusters Score: Raw -917411.097728 + Penalty 2944.494309 = -914466.603418 nChanged 3 SP:Iteration 31Q (2293.520956 sec): 3 clusters Score: Raw -917411.985395 + Penalty 2944.494309 = -914467.491085 nChanged 2 SP:Iteration 32Q (2293.580686 sec): 3 clusters Score: Raw -917412.469337 + Penalty 2944.494309 = -914467.975028 nChanged 0 SP:Iteration 33F (2293.640147 sec): 3 clusters Score: Raw -917412.469337 + Penalty 2944.494309 = -914467.975028 nChanged 0 Trying to split cluster 41 (12544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2293.689993 sec): 2 clusters Score: Raw -1373402.449010 + Penalty 1533.512133 = -1371868.936877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2293.756261 sec): 3 clusters Score: Raw -1366006.073916 + Penalty 3067.024266 = -1362939.049649 nChanged 5559 SP:Iteration 1F (2293.825423 sec): 3 clusters Score: Raw -1369121.797760 + Penalty 3067.024266 = -1366054.773494 nChanged 805 SP:Iteration 2F (2293.888922 sec): 3 clusters Score: Raw -1369482.272476 + Penalty 3067.024266 = -1366415.248210 nChanged 693 SP:Iteration 3F (2293.952051 sec): 3 clusters Score: Raw -1369827.774751 + Penalty 3067.024266 = -1366760.750484 nChanged 662 SP:Iteration 4F (2294.012346 sec): 3 clusters Score: Raw -1370178.643959 + Penalty 3067.024266 = -1367111.619692 nChanged 659 SP:Iteration 5F (2294.066686 sec): 3 clusters Score: Raw -1370573.878078 + Penalty 3067.024266 = -1367506.853812 nChanged 665 SP:Iteration 6F (2294.135409 sec): 3 clusters Score: Raw -1371052.847287 + Penalty 3067.024266 = -1367985.823021 nChanged 682 SP:Iteration 7F (2294.212255 sec): 3 clusters Score: Raw -1371583.306550 + Penalty 3067.024266 = -1368516.282284 nChanged 618 SP:Iteration 8Q (2294.278911 sec): 3 clusters Score: Raw -1372106.942004 + Penalty 3067.024266 = -1369039.917737 nChanged 532 SP:Iteration 9Q (2294.340987 sec): 3 clusters Score: Raw -1372538.594524 + Penalty 3067.024266 = -1369471.570258 nChanged 401 SP:Iteration 10Q (2294.412398 sec): 3 clusters Score: Raw -1372811.124239 + Penalty 3067.024266 = -1369744.099973 nChanged 295 SP:Iteration 11Q (2294.470368 sec): 3 clusters Score: Raw -1372983.408071 + Penalty 3067.024266 = -1369916.383804 nChanged 215 SP:Iteration 12Q (2294.534515 sec): 3 clusters Score: Raw -1373093.139897 + Penalty 3067.024266 = -1370026.115631 nChanged 158 SP:Iteration 13Q (2294.599904 sec): 3 clusters Score: Raw -1373160.864220 + Penalty 3067.024266 = -1370093.839953 nChanged 118 SP:Iteration 14Q (2294.672498 sec): 3 clusters Score: Raw -1373216.131266 + Penalty 3067.024266 = -1370149.107000 nChanged 99 SP:Iteration 15Q (2294.731454 sec): 3 clusters Score: Raw -1373262.054829 + Penalty 3067.024266 = -1370195.030563 nChanged 84 SP:Iteration 16Q (2294.804670 sec): 3 clusters Score: Raw -1373295.137781 + Penalty 3067.024266 = -1370228.113514 nChanged 76 SP:Iteration 17Q (2294.864746 sec): 3 clusters Score: Raw -1373332.278274 + Penalty 3067.024266 = -1370265.254008 nChanged 76 SP:Iteration 18Q (2294.928616 sec): 3 clusters Score: Raw -1373361.658720 + Penalty 3067.024266 = -1370294.634454 nChanged 63 SP:Iteration 19Q (2294.989496 sec): 3 clusters Score: Raw -1373383.761137 + Penalty 3067.024266 = -1370316.736871 nChanged 48 SP:Iteration 20F (2295.065030 sec): 3 clusters Score: Raw -1373400.462996 + Penalty 3067.024266 = -1370333.438729 nChanged 46 SP:Iteration 21Q (2295.128026 sec): 3 clusters Score: Raw -1373419.134488 + Penalty 3067.024266 = -1370352.110221 nChanged 29 SP:Iteration 22Q (2295.192120 sec): 3 clusters Score: Raw -1373427.349235 + Penalty 3067.024266 = -1370360.324968 nChanged 27 SP:Iteration 23Q (2295.250406 sec): 3 clusters Score: Raw -1373434.462238 + Penalty 3067.024266 = -1370367.437972 nChanged 21 SP:Iteration 24Q (2295.308506 sec): 3 clusters Score: Raw -1373438.745190 + Penalty 3067.024266 = -1370371.720923 nChanged 15 SP:Iteration 25Q (2295.384544 sec): 3 clusters Score: Raw -1373441.922722 + Penalty 3067.024266 = -1370374.898456 nChanged 13 SP:Iteration 26Q (2295.443837 sec): 3 clusters Score: Raw -1373445.691924 + Penalty 3067.024266 = -1370378.667658 nChanged 20 SP:Iteration 27Q (2295.497865 sec): 3 clusters Score: Raw -1373453.573488 + Penalty 3067.024266 = -1370386.549221 nChanged 22 SP:Iteration 28Q (2295.556995 sec): 3 clusters Score: Raw -1373461.177559 + Penalty 3067.024266 = -1370394.153293 nChanged 24 SP:Iteration 29Q (2295.624183 sec): 3 clusters Score: Raw -1373468.528480 + Penalty 3067.024266 = -1370401.504214 nChanged 24 SP:Iteration 30Q (2295.691426 sec): 3 clusters Score: Raw -1373474.384458 + Penalty 3067.024266 = -1370407.360192 nChanged 20 SP:Iteration 31Q (2295.749633 sec): 3 clusters Score: Raw -1373481.290859 + Penalty 3067.024266 = -1370414.266592 nChanged 26 SP:Iteration 32Q (2295.823264 sec): 3 clusters Score: Raw -1373489.512910 + Penalty 3067.024266 = -1370422.488644 nChanged 29 SP:Iteration 33Q (2295.875447 sec): 3 clusters Score: Raw -1373499.623192 + Penalty 3067.024266 = -1370432.598925 nChanged 20 SP:Iteration 34Q (2295.935781 sec): 3 clusters Score: Raw -1373506.863642 + Penalty 3067.024266 = -1370439.839376 nChanged 15 SP:Iteration 35Q (2296.002037 sec): 3 clusters Score: Raw -1373510.989464 + Penalty 3067.024266 = -1370443.965198 nChanged 15 SP:Iteration 36Q (2296.066201 sec): 3 clusters Score: Raw -1373516.155685 + Penalty 3067.024266 = -1370449.131419 nChanged 12 SP:Iteration 37Q (2296.122193 sec): 3 clusters Score: Raw -1373521.118433 + Penalty 3067.024266 = -1370454.094167 nChanged 14 SP:Iteration 38Q (2296.185544 sec): 3 clusters Score: Raw -1373525.621524 + Penalty 3067.024266 = -1370458.597258 nChanged 12 SP:Iteration 39Q (2296.248745 sec): 3 clusters Score: Raw -1373529.958361 + Penalty 3067.024266 = -1370462.934095 nChanged 12 SP:Iteration 40F (2296.316150 sec): 3 clusters Score: Raw -1373533.726403 + Penalty 3067.024266 = -1370466.702137 nChanged 11 SP:Iteration 41Q (2296.388509 sec): 3 clusters Score: Raw -1373536.847409 + Penalty 3067.024266 = -1370469.823143 nChanged 9 SP:Iteration 42Q (2296.451767 sec): 3 clusters Score: Raw -1373539.059560 + Penalty 3067.024266 = -1370472.035293 nChanged 7 SP:Iteration 43Q (2296.517070 sec): 3 clusters Score: Raw -1373541.920048 + Penalty 3067.024266 = -1370474.895781 nChanged 10 SP:Iteration 44Q (2296.569321 sec): 3 clusters Score: Raw -1373545.638331 + Penalty 3067.024266 = -1370478.614064 nChanged 10 SP:Iteration 45Q (2296.633847 sec): 3 clusters Score: Raw -1373548.756410 + Penalty 3067.024266 = -1370481.732143 nChanged 11 SP:Iteration 46Q (2296.706392 sec): 3 clusters Score: Raw -1373553.516914 + Penalty 3067.024266 = -1370486.492648 nChanged 12 SP:Iteration 47Q (2296.772520 sec): 3 clusters Score: Raw -1373558.295631 + Penalty 3067.024266 = -1370491.271365 nChanged 15 SP:Iteration 48Q (2296.830859 sec): 3 clusters Score: Raw -1373564.641968 + Penalty 3067.024266 = -1370497.617702 nChanged 20 SP:Iteration 49Q (2296.895025 sec): 3 clusters Score: Raw -1373572.982452 + Penalty 3067.024266 = -1370505.958185 nChanged 20 SP:Iteration 50Q (2296.957900 sec): 3 clusters Score: Raw -1373581.359479 + Penalty 3067.024266 = -1370514.335212 nChanged 20 SP:Iteration 51Q (2297.022241 sec): 3 clusters Score: Raw -1373590.870806 + Penalty 3067.024266 = -1370523.846539 nChanged 19 SP:Iteration 52Q (2297.086774 sec): 3 clusters Score: Raw -1373596.855283 + Penalty 3067.024266 = -1370529.831017 nChanged 6 SP:Iteration 53Q (2297.141793 sec): 3 clusters Score: Raw -1373599.376548 + Penalty 3067.024266 = -1370532.352281 nChanged 10 SP:Iteration 54Q (2297.210136 sec): 3 clusters Score: Raw -1373602.925914 + Penalty 3067.024266 = -1370535.901647 nChanged 17 SP:Iteration 55Q (2297.280463 sec): 3 clusters Score: Raw -1373608.422427 + Penalty 3067.024266 = -1370541.398160 nChanged 7 SP:Iteration 56Q (2297.336562 sec): 3 clusters Score: Raw -1373612.032283 + Penalty 3067.024266 = -1370545.008017 nChanged 7 SP:Iteration 57Q (2297.402152 sec): 3 clusters Score: Raw -1373614.931465 + Penalty 3067.024266 = -1370547.907198 nChanged 7 SP:Iteration 58Q (2297.457981 sec): 3 clusters Score: Raw -1373618.372394 + Penalty 3067.024266 = -1370551.348128 nChanged 6 SP:Iteration 59Q (2297.521727 sec): 3 clusters Score: Raw -1373621.088804 + Penalty 3067.024266 = -1370554.064538 nChanged 4 SP:Iteration 60F (2297.591548 sec): 3 clusters Score: Raw -1373622.113717 + Penalty 3067.024266 = -1370555.089451 nChanged 3 SP:Iteration 61Q (2297.656870 sec): 3 clusters Score: Raw -1373623.614612 + Penalty 3067.024266 = -1370556.590345 nChanged 2 SP:Iteration 62Q (2297.718389 sec): 3 clusters Score: Raw -1373624.082825 + Penalty 3067.024266 = -1370557.058558 nChanged 3 SP:Iteration 63Q (2297.790703 sec): 3 clusters Score: Raw -1373625.089400 + Penalty 3067.024266 = -1370558.065133 nChanged 2 SP:Iteration 64Q (2297.851709 sec): 3 clusters Score: Raw -1373625.983670 + Penalty 3067.024266 = -1370558.959404 nChanged 5 SP:Iteration 65Q (2297.898354 sec): 3 clusters Score: Raw -1373627.967806 + Penalty 3067.024266 = -1370560.943540 nChanged 3 SP:Iteration 66Q (2297.962396 sec): 3 clusters Score: Raw -1373629.256129 + Penalty 3067.024266 = -1370562.231863 nChanged 4 SP:Iteration 67Q (2298.019299 sec): 3 clusters Score: Raw -1373630.182380 + Penalty 3067.024266 = -1370563.158114 nChanged 1 SP:Iteration 68Q (2298.085490 sec): 3 clusters Score: Raw -1373630.555729 + Penalty 3067.024266 = -1370563.531463 nChanged 2 SP:Iteration 69Q (2298.144865 sec): 3 clusters Score: Raw -1373630.958634 + Penalty 3067.024266 = -1370563.934368 nChanged 0 SP:Iteration 70F (2298.210657 sec): 3 clusters Score: Raw -1373630.958634 + Penalty 3067.024266 = -1370563.934368 nChanged 0 Trying to split cluster 42 (9616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2298.249355 sec): 2 clusters Score: Raw -995843.240542 + Penalty 1490.317344 = -994352.923198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2298.311305 sec): 3 clusters Score: Raw -990490.831224 + Penalty 2980.634688 = -987510.196535 nChanged 4111 SP:Iteration 1F (2298.375056 sec): 3 clusters Score: Raw -992656.669813 + Penalty 2980.634688 = -989676.035124 nChanged 606 SP:Iteration 2F (2298.448572 sec): 3 clusters Score: Raw -992944.345819 + Penalty 2980.634688 = -989963.711130 nChanged 482 SP:Iteration 3F (2298.509691 sec): 3 clusters Score: Raw -993171.128460 + Penalty 2980.634688 = -990190.493772 nChanged 437 SP:Iteration 4Q (2298.569562 sec): 3 clusters Score: Raw -993380.409614 + Penalty 2980.634688 = -990399.774926 nChanged 416 SP:Iteration 5Q (2298.644489 sec): 3 clusters Score: Raw -993577.655121 + Penalty 2980.634688 = -990597.020432 nChanged 374 SP:Iteration 6Q (2298.706295 sec): 3 clusters Score: Raw -993748.843606 + Penalty 2980.634688 = -990768.208918 nChanged 336 SP:Iteration 7Q (2298.760151 sec): 3 clusters Score: Raw -993917.821916 + Penalty 2980.634688 = -990937.187228 nChanged 387 SP:Iteration 8Q (2298.829715 sec): 3 clusters Score: Raw -994122.232980 + Penalty 2980.634688 = -991141.598292 nChanged 392 SP:Iteration 9Q (2298.891554 sec): 3 clusters Score: Raw -994337.067363 + Penalty 2980.634688 = -991356.432675 nChanged 421 SP:Iteration 10Q (2298.952425 sec): 3 clusters Score: Raw -994612.508480 + Penalty 2980.634688 = -991631.873792 nChanged 526 SP:Iteration 11F (2299.006410 sec): 3 clusters Score: Raw -995072.431792 + Penalty 2980.634688 = -992091.797103 nChanged 571 SP:Iteration 12F (2299.075768 sec): 3 clusters Score: Raw -995620.494467 + Penalty 2980.634688 = -992639.859778 nChanged 528 SP:Iteration 13F (2299.142870 sec): 3 clusters Score: Raw -996131.798544 + Penalty 2980.634688 = -993151.163856 nChanged 416 SP:Iteration 14Q (2299.198820 sec): 3 clusters Score: Raw -996496.568510 + Penalty 2980.634688 = -993515.933821 nChanged 288 SP:Iteration 15Q (2299.259542 sec): 3 clusters Score: Raw -996683.857005 + Penalty 2980.634688 = -993703.222316 nChanged 180 SP:Iteration 16Q (2299.320537 sec): 3 clusters Score: Raw -996798.758409 + Penalty 2980.634688 = -993818.123721 nChanged 144 SP:Iteration 17Q (2299.395285 sec): 3 clusters Score: Raw -996880.406761 + Penalty 2980.634688 = -993899.772072 nChanged 118 SP:Iteration 18Q (2299.458448 sec): 3 clusters Score: Raw -996935.810151 + Penalty 2980.634688 = -993955.175462 nChanged 87 SP:Iteration 19Q (2299.525313 sec): 3 clusters Score: Raw -996969.024959 + Penalty 2980.634688 = -993988.390270 nChanged 61 SP:Iteration 20F (2299.587140 sec): 3 clusters Score: Raw -996991.384248 + Penalty 2980.634688 = -994010.749560 nChanged 58 SP:Iteration 21Q (2299.647046 sec): 3 clusters Score: Raw -997010.578422 + Penalty 2980.634688 = -994029.943733 nChanged 50 SP:Iteration 22Q (2299.703184 sec): 3 clusters Score: Raw -997024.592230 + Penalty 2980.634688 = -994043.957541 nChanged 33 SP:Iteration 23Q (2299.768196 sec): 3 clusters Score: Raw -997031.316880 + Penalty 2980.634688 = -994050.682191 nChanged 29 SP:Iteration 24Q (2299.825553 sec): 3 clusters Score: Raw -997037.142931 + Penalty 2980.634688 = -994056.508242 nChanged 27 SP:Iteration 25Q (2299.876450 sec): 3 clusters Score: Raw -997041.476032 + Penalty 2980.634688 = -994060.841344 nChanged 13 SP:Iteration 26Q (2299.931304 sec): 3 clusters Score: Raw -997043.693256 + Penalty 2980.634688 = -994063.058567 nChanged 15 SP:Iteration 27Q (2299.998694 sec): 3 clusters Score: Raw -997045.826080 + Penalty 2980.634688 = -994065.191392 nChanged 11 SP:Iteration 28Q (2300.044280 sec): 3 clusters Score: Raw -997047.367996 + Penalty 2980.634688 = -994066.733307 nChanged 3 SP:Iteration 29Q (2300.101993 sec): 3 clusters Score: Raw -997047.921641 + Penalty 2980.634688 = -994067.286953 nChanged 8 SP:Iteration 30Q (2300.161340 sec): 3 clusters Score: Raw -997048.981197 + Penalty 2980.634688 = -994068.346509 nChanged 8 SP:Iteration 31Q (2300.222736 sec): 3 clusters Score: Raw -997050.265418 + Penalty 2980.634688 = -994069.630730 nChanged 5 SP:Iteration 32Q (2300.282606 sec): 3 clusters Score: Raw -997051.490173 + Penalty 2980.634688 = -994070.855484 nChanged 4 SP:Iteration 33Q (2300.345355 sec): 3 clusters Score: Raw -997052.141238 + Penalty 2980.634688 = -994071.506550 nChanged 4 SP:Iteration 34Q (2300.415290 sec): 3 clusters Score: Raw -997052.461824 + Penalty 2980.634688 = -994071.827135 nChanged 0 SP:Iteration 35F (2300.480616 sec): 3 clusters Score: Raw -997052.461824 + Penalty 2980.634688 = -994071.827135 nChanged 0 Trying to split cluster 43 (6306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2300.512426 sec): 2 clusters Score: Raw -673940.682447 + Penalty 1421.754237 = -672518.928211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2300.568273 sec): 3 clusters Score: Raw -670604.791599 + Penalty 2843.508473 = -667761.283126 nChanged 2558 SP:Iteration 1F (2300.621356 sec): 3 clusters Score: Raw -672012.956150 + Penalty 2843.508473 = -669169.447677 nChanged 462 SP:Iteration 2F (2300.663052 sec): 3 clusters Score: Raw -672242.741044 + Penalty 2843.508473 = -669399.232571 nChanged 337 SP:Iteration 3F (2300.729607 sec): 3 clusters Score: Raw -672396.772209 + Penalty 2843.508473 = -669553.263736 nChanged 259 SP:Iteration 4Q (2300.783050 sec): 3 clusters Score: Raw -672516.455492 + Penalty 2843.508473 = -669672.947019 nChanged 209 SP:Iteration 5Q (2300.826197 sec): 3 clusters Score: Raw -672586.741506 + Penalty 2843.508473 = -669743.233033 nChanged 154 SP:Iteration 6Q (2300.884662 sec): 3 clusters Score: Raw -672644.554745 + Penalty 2843.508473 = -669801.046272 nChanged 150 SP:Iteration 7Q (2300.936927 sec): 3 clusters Score: Raw -672701.901185 + Penalty 2843.508473 = -669858.392712 nChanged 129 SP:Iteration 8Q (2300.998929 sec): 3 clusters Score: Raw -672746.006242 + Penalty 2843.508473 = -669902.497769 nChanged 124 SP:Iteration 9Q (2301.045458 sec): 3 clusters Score: Raw -672791.608317 + Penalty 2843.508473 = -669948.099844 nChanged 119 SP:Iteration 10Q (2301.106738 sec): 3 clusters Score: Raw -672834.429999 + Penalty 2843.508473 = -669990.921526 nChanged 127 SP:Iteration 11Q (2301.161853 sec): 3 clusters Score: Raw -672874.565466 + Penalty 2843.508473 = -670031.056993 nChanged 110 SP:Iteration 12Q (2301.220663 sec): 3 clusters Score: Raw -672910.590840 + Penalty 2843.508473 = -670067.082367 nChanged 118 SP:Iteration 13Q (2301.268256 sec): 3 clusters Score: Raw -672957.705378 + Penalty 2843.508473 = -670114.196904 nChanged 133 SP:Iteration 14Q (2301.325702 sec): 3 clusters Score: Raw -673014.315008 + Penalty 2843.508473 = -670170.806535 nChanged 125 SP:Iteration 15Q (2301.373054 sec): 3 clusters Score: Raw -673073.141837 + Penalty 2843.508473 = -670229.633364 nChanged 140 SP:Iteration 16Q (2301.431735 sec): 3 clusters Score: Raw -673138.448577 + Penalty 2843.508473 = -670294.940104 nChanged 138 SP:Iteration 17Q (2301.482171 sec): 3 clusters Score: Raw -673202.931158 + Penalty 2843.508473 = -670359.422685 nChanged 125 SP:Iteration 18Q (2301.537352 sec): 3 clusters Score: Raw -673265.777941 + Penalty 2843.508473 = -670422.269468 nChanged 133 SP:Iteration 19Q (2301.594895 sec): 3 clusters Score: Raw -673337.063547 + Penalty 2843.508473 = -670493.555074 nChanged 103 SP:Iteration 20F (2301.660215 sec): 3 clusters Score: Raw -673395.066022 + Penalty 2843.508473 = -670551.557549 nChanged 110 SP:Iteration 21Q (2301.724010 sec): 3 clusters Score: Raw -673446.190432 + Penalty 2843.508473 = -670602.681959 nChanged 104 SP:Iteration 22Q (2301.769878 sec): 3 clusters Score: Raw -673494.416906 + Penalty 2843.508473 = -670650.908433 nChanged 97 SP:Iteration 23Q (2301.833029 sec): 3 clusters Score: Raw -673535.292244 + Penalty 2843.508473 = -670691.783771 nChanged 76 SP:Iteration 24Q (2301.890089 sec): 3 clusters Score: Raw -673562.918508 + Penalty 2843.508473 = -670719.410035 nChanged 65 SP:Iteration 25Q (2301.944430 sec): 3 clusters Score: Raw -673589.793275 + Penalty 2843.508473 = -670746.284802 nChanged 69 SP:Iteration 26Q (2302.007518 sec): 3 clusters Score: Raw -673617.313265 + Penalty 2843.508473 = -670773.804792 nChanged 58 SP:Iteration 27Q (2302.061675 sec): 3 clusters Score: Raw -673640.402814 + Penalty 2843.508473 = -670796.894341 nChanged 63 SP:Iteration 28Q (2302.114917 sec): 3 clusters Score: Raw -673666.301063 + Penalty 2843.508473 = -670822.792590 nChanged 46 SP:Iteration 29Q (2302.166410 sec): 3 clusters Score: Raw -673683.764019 + Penalty 2843.508473 = -670840.255546 nChanged 41 SP:Iteration 30Q (2302.214691 sec): 3 clusters Score: Raw -673698.365994 + Penalty 2843.508473 = -670854.857521 nChanged 35 SP:Iteration 31Q (2302.270223 sec): 3 clusters Score: Raw -673710.578479 + Penalty 2843.508473 = -670867.070006 nChanged 33 SP:Iteration 32Q (2302.318685 sec): 3 clusters Score: Raw -673720.472319 + Penalty 2843.508473 = -670876.963846 nChanged 19 SP:Iteration 33Q (2302.374556 sec): 3 clusters Score: Raw -673725.005712 + Penalty 2843.508473 = -670881.497239 nChanged 20 SP:Iteration 34Q (2302.427870 sec): 3 clusters Score: Raw -673729.950648 + Penalty 2843.508473 = -670886.442175 nChanged 17 SP:Iteration 35Q (2302.479783 sec): 3 clusters Score: Raw -673733.622157 + Penalty 2843.508473 = -670890.113684 nChanged 15 SP:Iteration 36Q (2302.531732 sec): 3 clusters Score: Raw -673737.022121 + Penalty 2843.508473 = -670893.513648 nChanged 17 SP:Iteration 37Q (2302.587949 sec): 3 clusters Score: Raw -673740.769266 + Penalty 2843.508473 = -670897.260793 nChanged 13 SP:Iteration 38Q (2302.633691 sec): 3 clusters Score: Raw -673743.704763 + Penalty 2843.508473 = -670900.196290 nChanged 9 SP:Iteration 39Q (2302.694510 sec): 3 clusters Score: Raw -673745.385993 + Penalty 2843.508473 = -670901.877520 nChanged 5 SP:Iteration 40F (2302.743947 sec): 3 clusters Score: Raw -673746.451217 + Penalty 2843.508473 = -670902.942744 nChanged 6 SP:Iteration 41Q (2302.794421 sec): 3 clusters Score: Raw -673748.144272 + Penalty 2843.508473 = -670904.635799 nChanged 8 SP:Iteration 42Q (2302.842634 sec): 3 clusters Score: Raw -673750.152741 + Penalty 2843.508473 = -670906.644268 nChanged 9 SP:Iteration 43Q (2302.896154 sec): 3 clusters Score: Raw -673752.485047 + Penalty 2843.508473 = -670908.976574 nChanged 9 SP:Iteration 44Q (2302.945004 sec): 3 clusters Score: Raw -673754.915421 + Penalty 2843.508473 = -670911.406948 nChanged 10 SP:Iteration 45Q (2303.003947 sec): 3 clusters Score: Raw -673757.585876 + Penalty 2843.508473 = -670914.077403 nChanged 9 SP:Iteration 46Q (2303.051434 sec): 3 clusters Score: Raw -673760.739844 + Penalty 2843.508473 = -670917.231371 nChanged 11 SP:Iteration 47Q (2303.110223 sec): 3 clusters Score: Raw -673764.526111 + Penalty 2843.508473 = -670921.017638 nChanged 9 SP:Iteration 48Q (2303.152274 sec): 3 clusters Score: Raw -673766.583669 + Penalty 2843.508473 = -670923.075195 nChanged 10 SP:Iteration 49Q (2303.207135 sec): 3 clusters Score: Raw -673769.535276 + Penalty 2843.508473 = -670926.026803 nChanged 12 SP:Iteration 50Q (2303.262051 sec): 3 clusters Score: Raw -673773.086054 + Penalty 2843.508473 = -670929.577581 nChanged 10 SP:Iteration 51Q (2303.311411 sec): 3 clusters Score: Raw -673775.567624 + Penalty 2843.508473 = -670932.059151 nChanged 10 SP:Iteration 52Q (2303.356395 sec): 3 clusters Score: Raw -673778.284575 + Penalty 2843.508473 = -670934.776102 nChanged 13 SP:Iteration 53Q (2303.419732 sec): 3 clusters Score: Raw -673783.544017 + Penalty 2843.508473 = -670940.035544 nChanged 12 SP:Iteration 54Q (2303.461840 sec): 3 clusters Score: Raw -673787.594753 + Penalty 2843.508473 = -670944.086280 nChanged 17 SP:Iteration 55Q (2303.519532 sec): 3 clusters Score: Raw -673794.089942 + Penalty 2843.508473 = -670950.581469 nChanged 14 SP:Iteration 56Q (2303.561827 sec): 3 clusters Score: Raw -673798.570928 + Penalty 2843.508473 = -670955.062455 nChanged 13 SP:Iteration 57Q (2303.618592 sec): 3 clusters Score: Raw -673803.953773 + Penalty 2843.508473 = -670960.445300 nChanged 19 SP:Iteration 58Q (2303.680384 sec): 3 clusters Score: Raw -673814.042009 + Penalty 2843.508473 = -670970.533536 nChanged 26 SP:Iteration 59Q (2303.727322 sec): 3 clusters Score: Raw -673828.821074 + Penalty 2843.508473 = -670985.312601 nChanged 35 SP:Iteration 60F (2303.782517 sec): 3 clusters Score: Raw -673851.369496 + Penalty 2843.508473 = -671007.861023 nChanged 30 SP:Iteration 61Q (2303.840991 sec): 3 clusters Score: Raw -673868.206584 + Penalty 2843.508473 = -671024.698111 nChanged 28 SP:Iteration 62Q (2303.885660 sec): 3 clusters Score: Raw -673883.155750 + Penalty 2843.508473 = -671039.647277 nChanged 22 SP:Iteration 63Q (2303.935378 sec): 3 clusters Score: Raw -673892.157248 + Penalty 2843.508473 = -671048.648775 nChanged 20 SP:Iteration 64Q (2303.995991 sec): 3 clusters Score: Raw -673899.334382 + Penalty 2843.508473 = -671055.825908 nChanged 14 SP:Iteration 65Q (2304.042664 sec): 3 clusters Score: Raw -673904.880289 + Penalty 2843.508473 = -671061.371816 nChanged 14 SP:Iteration 66Q (2304.109622 sec): 3 clusters Score: Raw -673911.196206 + Penalty 2843.508473 = -671067.687733 nChanged 21 SP:Iteration 67Q (2304.156197 sec): 3 clusters Score: Raw -673926.303449 + Penalty 2843.508473 = -671082.794976 nChanged 28 SP:Iteration 68Q (2304.219496 sec): 3 clusters Score: Raw -673940.881813 + Penalty 2843.508473 = -671097.373340 nChanged 26 SP:Iteration 69Q (2304.271073 sec): 3 clusters Score: Raw -673955.064910 + Penalty 2843.508473 = -671111.556436 nChanged 21 SP:Iteration 70Q (2304.324932 sec): 3 clusters Score: Raw -673962.840473 + Penalty 2843.508473 = -671119.332000 nChanged 15 SP:Iteration 71Q (2304.384364 sec): 3 clusters Score: Raw -673969.045052 + Penalty 2843.508473 = -671125.536579 nChanged 11 SP:Iteration 72Q (2304.429793 sec): 3 clusters Score: Raw -673973.681749 + Penalty 2843.508473 = -671130.173276 nChanged 11 SP:Iteration 73Q (2304.491609 sec): 3 clusters Score: Raw -673977.566907 + Penalty 2843.508473 = -671134.058434 nChanged 13 SP:Iteration 74Q (2304.526016 sec): 3 clusters Score: Raw -673984.284118 + Penalty 2843.508473 = -671140.775645 nChanged 14 SP:Iteration 75Q (2304.583933 sec): 3 clusters Score: Raw -673990.471012 + Penalty 2843.508473 = -671146.962539 nChanged 13 SP:Iteration 76Q (2304.645234 sec): 3 clusters Score: Raw -673995.223881 + Penalty 2843.508473 = -671151.715408 nChanged 12 SP:Iteration 77Q (2304.694993 sec): 3 clusters Score: Raw -673999.900268 + Penalty 2843.508473 = -671156.391795 nChanged 12 SP:Iteration 78Q (2304.755769 sec): 3 clusters Score: Raw -674005.727435 + Penalty 2843.508473 = -671162.218962 nChanged 11 SP:Iteration 79Q (2304.807944 sec): 3 clusters Score: Raw -674010.963794 + Penalty 2843.508473 = -671167.455321 nChanged 15 SP:Iteration 80F (2304.859348 sec): 3 clusters Score: Raw -674018.559524 + Penalty 2843.508473 = -671175.051051 nChanged 16 SP:Iteration 81Q (2304.911382 sec): 3 clusters Score: Raw -674026.400195 + Penalty 2843.508473 = -671182.891722 nChanged 17 SP:Iteration 82Q (2304.951444 sec): 3 clusters Score: Raw -674035.826199 + Penalty 2843.508473 = -671192.317726 nChanged 18 SP:Iteration 83Q (2305.005910 sec): 3 clusters Score: Raw -674048.136135 + Penalty 2843.508473 = -671204.627662 nChanged 22 SP:Iteration 84Q (2305.058644 sec): 3 clusters Score: Raw -674060.240649 + Penalty 2843.508473 = -671216.732176 nChanged 20 SP:Iteration 85Q (2305.116576 sec): 3 clusters Score: Raw -674070.209151 + Penalty 2843.508473 = -671226.700678 nChanged 19 SP:Iteration 86Q (2305.175097 sec): 3 clusters Score: Raw -674081.046502 + Penalty 2843.508473 = -671237.538029 nChanged 11 SP:Iteration 87Q (2305.216898 sec): 3 clusters Score: Raw -674088.361847 + Penalty 2843.508473 = -671244.853374 nChanged 13 SP:Iteration 88Q (2305.272586 sec): 3 clusters Score: Raw -674097.071225 + Penalty 2843.508473 = -671253.562752 nChanged 15 SP:Iteration 89Q (2305.323931 sec): 3 clusters Score: Raw -674107.393036 + Penalty 2843.508473 = -671263.884563 nChanged 12 SP:Iteration 90Q (2305.385237 sec): 3 clusters Score: Raw -674118.970360 + Penalty 2843.508473 = -671275.461887 nChanged 10 SP:Iteration 91Q (2305.439345 sec): 3 clusters Score: Raw -674125.896696 + Penalty 2843.508473 = -671282.388223 nChanged 8 SP:Iteration 92Q (2305.496333 sec): 3 clusters Score: Raw -674131.146292 + Penalty 2843.508473 = -671287.637819 nChanged 6 SP:Iteration 93Q (2305.552298 sec): 3 clusters Score: Raw -674133.907279 + Penalty 2843.508473 = -671290.398806 nChanged 9 SP:Iteration 94Q (2305.605668 sec): 3 clusters Score: Raw -674139.842945 + Penalty 2843.508473 = -671296.334472 nChanged 9 SP:Iteration 95Q (2305.662864 sec): 3 clusters Score: Raw -674145.048711 + Penalty 2843.508473 = -671301.540238 nChanged 7 SP:Iteration 96Q (2305.706917 sec): 3 clusters Score: Raw -674151.352677 + Penalty 2843.508473 = -671307.844203 nChanged 7 SP:Iteration 97Q (2305.755835 sec): 3 clusters Score: Raw -674155.762302 + Penalty 2843.508473 = -671312.253829 nChanged 2 SP:Iteration 98Q (2305.817240 sec): 3 clusters Score: Raw -674156.412996 + Penalty 2843.508473 = -671312.904523 nChanged 3 SP:Iteration 99Q (2305.860608 sec): 3 clusters Score: Raw -674157.370103 + Penalty 2843.508473 = -671313.861630 nChanged 1 SP:Iteration 100F (2305.921787 sec): 3 clusters Score: Raw -674157.692167 + Penalty 2843.508473 = -671314.183694 nChanged 0 Trying to split cluster 44 (5877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2305.955462 sec): 2 clusters Score: Raw -628733.744765 + Penalty 1410.305277 = -627323.439487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2305.998407 sec): 3 clusters Score: Raw -625665.891540 + Penalty 2820.610555 = -622845.280985 nChanged 2388 SP:Iteration 1F (2306.059172 sec): 3 clusters Score: Raw -626994.620026 + Penalty 2820.610555 = -624174.009471 nChanged 378 SP:Iteration 2F (2306.112412 sec): 3 clusters Score: Raw -627173.534582 + Penalty 2820.610555 = -624352.924027 nChanged 282 SP:Iteration 3Q (2306.158320 sec): 3 clusters Score: Raw -627311.336388 + Penalty 2820.610555 = -624490.725833 nChanged 249 SP:Iteration 4Q (2306.214092 sec): 3 clusters Score: Raw -627431.290749 + Penalty 2820.610555 = -624610.680194 nChanged 194 SP:Iteration 5Q (2306.273227 sec): 3 clusters Score: Raw -627516.935037 + Penalty 2820.610555 = -624696.324483 nChanged 165 SP:Iteration 6Q (2306.331944 sec): 3 clusters Score: Raw -627581.784213 + Penalty 2820.610555 = -624761.173658 nChanged 149 SP:Iteration 7Q (2306.387606 sec): 3 clusters Score: Raw -627635.218904 + Penalty 2820.610555 = -624814.608349 nChanged 122 SP:Iteration 8Q (2306.432553 sec): 3 clusters Score: Raw -627678.681624 + Penalty 2820.610555 = -624858.071069 nChanged 113 SP:Iteration 9Q (2306.493125 sec): 3 clusters Score: Raw -627725.539285 + Penalty 2820.610555 = -624904.928731 nChanged 108 SP:Iteration 10Q (2306.546085 sec): 3 clusters Score: Raw -627771.064106 + Penalty 2820.610555 = -624950.453551 nChanged 105 SP:Iteration 11Q (2306.599647 sec): 3 clusters Score: Raw -627817.578046 + Penalty 2820.610555 = -624996.967491 nChanged 104 SP:Iteration 12Q (2306.654732 sec): 3 clusters Score: Raw -627863.689718 + Penalty 2820.610555 = -625043.079163 nChanged 110 SP:Iteration 13Q (2306.715481 sec): 3 clusters Score: Raw -627913.343226 + Penalty 2820.610555 = -625092.732671 nChanged 100 SP:Iteration 14Q (2306.761403 sec): 3 clusters Score: Raw -627958.002113 + Penalty 2820.610555 = -625137.391558 nChanged 107 SP:Iteration 15Q (2306.821252 sec): 3 clusters Score: Raw -628002.856668 + Penalty 2820.610555 = -625182.246113 nChanged 95 SP:Iteration 16Q (2306.871889 sec): 3 clusters Score: Raw -628035.486567 + Penalty 2820.610555 = -625214.876013 nChanged 75 SP:Iteration 17Q (2306.932770 sec): 3 clusters Score: Raw -628061.532385 + Penalty 2820.610555 = -625240.921830 nChanged 61 SP:Iteration 18Q (2306.989925 sec): 3 clusters Score: Raw -628084.135228 + Penalty 2820.610555 = -625263.524674 nChanged 59 SP:Iteration 19Q (2307.038562 sec): 3 clusters Score: Raw -628104.791210 + Penalty 2820.610555 = -625284.180655 nChanged 53 SP:Iteration 20F (2307.098851 sec): 3 clusters Score: Raw -628123.102598 + Penalty 2820.610555 = -625302.492043 nChanged 41 SP:Iteration 21Q (2307.156308 sec): 3 clusters Score: Raw -628133.680236 + Penalty 2820.610555 = -625313.069682 nChanged 33 SP:Iteration 22Q (2307.205397 sec): 3 clusters Score: Raw -628141.077182 + Penalty 2820.610555 = -625320.466627 nChanged 22 SP:Iteration 23Q (2307.258752 sec): 3 clusters Score: Raw -628145.871985 + Penalty 2820.610555 = -625325.261430 nChanged 26 SP:Iteration 24Q (2307.314774 sec): 3 clusters Score: Raw -628150.820213 + Penalty 2820.610555 = -625330.209658 nChanged 16 SP:Iteration 25Q (2307.374394 sec): 3 clusters Score: Raw -628153.844468 + Penalty 2820.610555 = -625333.233913 nChanged 14 SP:Iteration 26Q (2307.426274 sec): 3 clusters Score: Raw -628156.271689 + Penalty 2820.610555 = -625335.661135 nChanged 8 SP:Iteration 27Q (2307.484035 sec): 3 clusters Score: Raw -628157.965394 + Penalty 2820.610555 = -625337.354839 nChanged 10 SP:Iteration 28Q (2307.540722 sec): 3 clusters Score: Raw -628159.565407 + Penalty 2820.610555 = -625338.954852 nChanged 7 SP:Iteration 29Q (2307.602995 sec): 3 clusters Score: Raw -628160.750165 + Penalty 2820.610555 = -625340.139610 nChanged 9 SP:Iteration 30Q (2307.651677 sec): 3 clusters Score: Raw -628162.392632 + Penalty 2820.610555 = -625341.782078 nChanged 7 SP:Iteration 31Q (2307.717117 sec): 3 clusters Score: Raw -628164.160864 + Penalty 2820.610555 = -625343.550309 nChanged 14 SP:Iteration 32Q (2307.760717 sec): 3 clusters Score: Raw -628167.962944 + Penalty 2820.610555 = -625347.352390 nChanged 23 SP:Iteration 33Q (2307.820662 sec): 3 clusters Score: Raw -628174.340286 + Penalty 2820.610555 = -625353.729731 nChanged 28 SP:Iteration 34Q (2307.878499 sec): 3 clusters Score: Raw -628182.269032 + Penalty 2820.610555 = -625361.658478 nChanged 32 SP:Iteration 35Q (2307.925843 sec): 3 clusters Score: Raw -628191.357281 + Penalty 2820.610555 = -625370.746727 nChanged 28 SP:Iteration 36Q (2307.992954 sec): 3 clusters Score: Raw -628197.217554 + Penalty 2820.610555 = -625376.607000 nChanged 22 SP:Iteration 37Q (2308.042489 sec): 3 clusters Score: Raw -628201.284713 + Penalty 2820.610555 = -625380.674159 nChanged 16 SP:Iteration 38Q (2308.085682 sec): 3 clusters Score: Raw -628204.071384 + Penalty 2820.610555 = -625383.460830 nChanged 16 SP:Iteration 39Q (2308.149880 sec): 3 clusters Score: Raw -628207.283005 + Penalty 2820.610555 = -625386.672451 nChanged 16 SP:Iteration 40F (2308.201182 sec): 3 clusters Score: Raw -628210.984794 + Penalty 2820.610555 = -625390.374239 nChanged 20 SP:Iteration 41Q (2308.253182 sec): 3 clusters Score: Raw -628215.249524 + Penalty 2820.610555 = -625394.638969 nChanged 21 SP:Iteration 42Q (2308.301547 sec): 3 clusters Score: Raw -628219.969069 + Penalty 2820.610555 = -625399.358515 nChanged 23 SP:Iteration 43Q (2308.368447 sec): 3 clusters Score: Raw -628224.887748 + Penalty 2820.610555 = -625404.277194 nChanged 19 SP:Iteration 44Q (2308.413755 sec): 3 clusters Score: Raw -628228.895145 + Penalty 2820.610555 = -625408.284590 nChanged 8 SP:Iteration 45Q (2308.458909 sec): 3 clusters Score: Raw -628230.579519 + Penalty 2820.610555 = -625409.968964 nChanged 11 SP:Iteration 46Q (2308.510823 sec): 3 clusters Score: Raw -628233.062088 + Penalty 2820.610555 = -625412.451533 nChanged 8 SP:Iteration 47Q (2308.573269 sec): 3 clusters Score: Raw -628234.860188 + Penalty 2820.610555 = -625414.249633 nChanged 9 SP:Iteration 48Q (2308.622291 sec): 3 clusters Score: Raw -628236.969281 + Penalty 2820.610555 = -625416.358727 nChanged 5 SP:Iteration 49Q (2308.671187 sec): 3 clusters Score: Raw -628238.151476 + Penalty 2820.610555 = -625417.540922 nChanged 8 SP:Iteration 50Q (2308.726711 sec): 3 clusters Score: Raw -628240.330809 + Penalty 2820.610555 = -625419.720254 nChanged 10 SP:Iteration 51Q (2308.783413 sec): 3 clusters Score: Raw -628242.821444 + Penalty 2820.610555 = -625422.210889 nChanged 14 SP:Iteration 52Q (2308.846895 sec): 3 clusters Score: Raw -628246.332959 + Penalty 2820.610555 = -625425.722405 nChanged 16 SP:Iteration 53Q (2308.894044 sec): 3 clusters Score: Raw -628250.486294 + Penalty 2820.610555 = -625429.875739 nChanged 12 SP:Iteration 54Q (2308.945530 sec): 3 clusters Score: Raw -628252.774537 + Penalty 2820.610555 = -625432.163982 nChanged 7 SP:Iteration 55Q (2309.001722 sec): 3 clusters Score: Raw -628254.195369 + Penalty 2820.610555 = -625433.584814 nChanged 4 SP:Iteration 56Q (2309.066886 sec): 3 clusters Score: Raw -628255.077497 + Penalty 2820.610555 = -625434.466943 nChanged 6 SP:Iteration 57Q (2309.122325 sec): 3 clusters Score: Raw -628256.640278 + Penalty 2820.610555 = -625436.029724 nChanged 11 SP:Iteration 58Q (2309.170907 sec): 3 clusters Score: Raw -628259.278983 + Penalty 2820.610555 = -625438.668428 nChanged 13 SP:Iteration 59Q (2309.230613 sec): 3 clusters Score: Raw -628263.269608 + Penalty 2820.610555 = -625442.659054 nChanged 21 SP:Iteration 60F (2309.281174 sec): 3 clusters Score: Raw -628269.071317 + Penalty 2820.610555 = -625448.460762 nChanged 18 SP:Iteration 61Q (2309.343937 sec): 3 clusters Score: Raw -628272.930131 + Penalty 2820.610555 = -625452.319576 nChanged 15 SP:Iteration 62Q (2309.404193 sec): 3 clusters Score: Raw -628277.349583 + Penalty 2820.610555 = -625456.739028 nChanged 18 SP:Iteration 63Q (2309.462744 sec): 3 clusters Score: Raw -628281.238998 + Penalty 2820.610555 = -625460.628444 nChanged 16 SP:Iteration 64Q (2309.505028 sec): 3 clusters Score: Raw -628284.662035 + Penalty 2820.610555 = -625464.051481 nChanged 15 SP:Iteration 65Q (2309.571079 sec): 3 clusters Score: Raw -628287.350932 + Penalty 2820.610555 = -625466.740378 nChanged 11 SP:Iteration 66Q (2309.621516 sec): 3 clusters Score: Raw -628290.624694 + Penalty 2820.610555 = -625470.014140 nChanged 10 SP:Iteration 67Q (2309.677079 sec): 3 clusters Score: Raw -628292.796690 + Penalty 2820.610555 = -625472.186136 nChanged 6 SP:Iteration 68Q (2309.719929 sec): 3 clusters Score: Raw -628293.951159 + Penalty 2820.610555 = -625473.340604 nChanged 7 SP:Iteration 69Q (2309.771650 sec): 3 clusters Score: Raw -628295.634667 + Penalty 2820.610555 = -625475.024112 nChanged 8 SP:Iteration 70Q (2309.823485 sec): 3 clusters Score: Raw -628297.349176 + Penalty 2820.610555 = -625476.738622 nChanged 9 SP:Iteration 71Q (2309.892201 sec): 3 clusters Score: Raw -628299.272504 + Penalty 2820.610555 = -625478.661949 nChanged 13 SP:Iteration 72Q (2309.947794 sec): 3 clusters Score: Raw -628302.374104 + Penalty 2820.610555 = -625481.763549 nChanged 10 SP:Iteration 73Q (2309.997067 sec): 3 clusters Score: Raw -628303.647368 + Penalty 2820.610555 = -625483.036813 nChanged 4 SP:Iteration 74Q (2310.051140 sec): 3 clusters Score: Raw -628304.227113 + Penalty 2820.610555 = -625483.616559 nChanged 1 SP:Iteration 75Q (2310.113078 sec): 3 clusters Score: Raw -628304.378729 + Penalty 2820.610555 = -625483.768174 nChanged 1 SP:Iteration 76Q (2310.160267 sec): 3 clusters Score: Raw -628304.649610 + Penalty 2820.610555 = -625484.039055 nChanged 1 SP:Iteration 77Q (2310.224569 sec): 3 clusters Score: Raw -628304.763811 + Penalty 2820.610555 = -625484.153256 nChanged 0 SP:Iteration 78F (2310.278206 sec): 3 clusters Score: Raw -628304.763811 + Penalty 2820.610555 = -625484.153256 nChanged 0 Trying to split cluster 45 (14269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2310.321262 sec): 2 clusters Score: Raw -1551879.834115 + Penalty 1554.449753 = -1550325.384363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2310.390408 sec): 3 clusters Score: Raw -1543568.233199 + Penalty 3108.899505 = -1540459.333694 nChanged 6289 SP:Iteration 1F (2310.460728 sec): 3 clusters Score: Raw -1547185.318329 + Penalty 3108.899505 = -1544076.418824 nChanged 872 SP:Iteration 2F (2310.531033 sec): 3 clusters Score: Raw -1547633.056234 + Penalty 3108.899505 = -1544524.156729 nChanged 783 SP:Iteration 3F (2310.604152 sec): 3 clusters Score: Raw -1548076.497827 + Penalty 3108.899505 = -1544967.598322 nChanged 767 SP:Iteration 4F (2310.672258 sec): 3 clusters Score: Raw -1548522.009263 + Penalty 3108.899505 = -1545413.109758 nChanged 787 SP:Iteration 5F (2310.732326 sec): 3 clusters Score: Raw -1548984.550270 + Penalty 3108.899505 = -1545875.650765 nChanged 733 SP:Iteration 6F (2310.802758 sec): 3 clusters Score: Raw -1549389.359161 + Penalty 3108.899505 = -1546280.459656 nChanged 654 SP:Iteration 7Q (2310.875820 sec): 3 clusters Score: Raw -1549750.144171 + Penalty 3108.899505 = -1546641.244666 nChanged 600 SP:Iteration 8Q (2310.951439 sec): 3 clusters Score: Raw -1550067.545201 + Penalty 3108.899505 = -1546958.645696 nChanged 509 SP:Iteration 9Q (2311.020207 sec): 3 clusters Score: Raw -1550321.940233 + Penalty 3108.899505 = -1547213.040728 nChanged 416 SP:Iteration 10Q (2311.084496 sec): 3 clusters Score: Raw -1550492.380299 + Penalty 3108.899505 = -1547383.480794 nChanged 352 SP:Iteration 11Q (2311.157829 sec): 3 clusters Score: Raw -1550620.345652 + Penalty 3108.899505 = -1547511.446147 nChanged 268 SP:Iteration 12Q (2311.227066 sec): 3 clusters Score: Raw -1550705.963477 + Penalty 3108.899505 = -1547597.063972 nChanged 201 SP:Iteration 13Q (2311.292662 sec): 3 clusters Score: Raw -1550764.666942 + Penalty 3108.899505 = -1547655.767437 nChanged 186 SP:Iteration 14Q (2311.369951 sec): 3 clusters Score: Raw -1550809.253097 + Penalty 3108.899505 = -1547700.353591 nChanged 156 SP:Iteration 15Q (2311.418548 sec): 3 clusters Score: Raw -1550847.798260 + Penalty 3108.899505 = -1547738.898755 nChanged 145 SP:Iteration 16Q (2311.497090 sec): 3 clusters Score: Raw -1550880.291241 + Penalty 3108.899505 = -1547771.391736 nChanged 119 SP:Iteration 17Q (2311.562193 sec): 3 clusters Score: Raw -1550907.021942 + Penalty 3108.899505 = -1547798.122437 nChanged 112 SP:Iteration 18Q (2311.629275 sec): 3 clusters Score: Raw -1550934.257414 + Penalty 3108.899505 = -1547825.357909 nChanged 117 SP:Iteration 19Q (2311.702575 sec): 3 clusters Score: Raw -1550960.850167 + Penalty 3108.899505 = -1547851.950662 nChanged 102 SP:Iteration 20F (2311.769888 sec): 3 clusters Score: Raw -1550983.846156 + Penalty 3108.899505 = -1547874.946651 nChanged 98 SP:Iteration 21Q (2311.837328 sec): 3 clusters Score: Raw -1551005.686908 + Penalty 3108.899505 = -1547896.787403 nChanged 105 SP:Iteration 22Q (2311.915728 sec): 3 clusters Score: Raw -1551027.129897 + Penalty 3108.899505 = -1547918.230392 nChanged 101 SP:Iteration 23Q (2311.990392 sec): 3 clusters Score: Raw -1551048.741532 + Penalty 3108.899505 = -1547939.842027 nChanged 78 SP:Iteration 24Q (2312.061432 sec): 3 clusters Score: Raw -1551063.115759 + Penalty 3108.899505 = -1547954.216254 nChanged 68 SP:Iteration 25Q (2312.119965 sec): 3 clusters Score: Raw -1551075.865506 + Penalty 3108.899505 = -1547966.966001 nChanged 63 SP:Iteration 26Q (2312.190122 sec): 3 clusters Score: Raw -1551085.684844 + Penalty 3108.899505 = -1547976.785338 nChanged 53 SP:Iteration 27Q (2312.251534 sec): 3 clusters Score: Raw -1551093.916392 + Penalty 3108.899505 = -1547985.016887 nChanged 56 SP:Iteration 28Q (2312.323752 sec): 3 clusters Score: Raw -1551102.261287 + Penalty 3108.899505 = -1547993.361781 nChanged 57 SP:Iteration 29Q (2312.387755 sec): 3 clusters Score: Raw -1551110.531258 + Penalty 3108.899505 = -1548001.631753 nChanged 52 SP:Iteration 30Q (2312.466700 sec): 3 clusters Score: Raw -1551118.446655 + Penalty 3108.899505 = -1548009.547150 nChanged 49 SP:Iteration 31Q (2312.527426 sec): 3 clusters Score: Raw -1551126.300253 + Penalty 3108.899505 = -1548017.400748 nChanged 56 SP:Iteration 32Q (2312.602565 sec): 3 clusters Score: Raw -1551134.861479 + Penalty 3108.899505 = -1548025.961974 nChanged 50 SP:Iteration 33Q (2312.671756 sec): 3 clusters Score: Raw -1551143.015445 + Penalty 3108.899505 = -1548034.115940 nChanged 50 SP:Iteration 34Q (2312.726902 sec): 3 clusters Score: Raw -1551149.937787 + Penalty 3108.899505 = -1548041.038282 nChanged 39 SP:Iteration 35Q (2312.794039 sec): 3 clusters Score: Raw -1551155.216075 + Penalty 3108.899505 = -1548046.316570 nChanged 40 SP:Iteration 36Q (2312.871703 sec): 3 clusters Score: Raw -1551160.083787 + Penalty 3108.899505 = -1548051.184282 nChanged 31 SP:Iteration 37Q (2312.936153 sec): 3 clusters Score: Raw -1551164.207095 + Penalty 3108.899505 = -1548055.307589 nChanged 36 SP:Iteration 38Q (2313.004301 sec): 3 clusters Score: Raw -1551168.566918 + Penalty 3108.899505 = -1548059.667413 nChanged 34 SP:Iteration 39Q (2313.062710 sec): 3 clusters Score: Raw -1551172.590942 + Penalty 3108.899505 = -1548063.691437 nChanged 30 SP:Iteration 40F (2313.120549 sec): 3 clusters Score: Raw -1551176.354656 + Penalty 3108.899505 = -1548067.455151 nChanged 28 SP:Iteration 41Q (2313.195742 sec): 3 clusters Score: Raw -1551180.647934 + Penalty 3108.899505 = -1548071.748429 nChanged 26 SP:Iteration 42Q (2313.265746 sec): 3 clusters Score: Raw -1551183.913229 + Penalty 3108.899505 = -1548075.013724 nChanged 29 SP:Iteration 43Q (2313.321041 sec): 3 clusters Score: Raw -1551187.418669 + Penalty 3108.899505 = -1548078.519164 nChanged 37 SP:Iteration 44Q (2313.393916 sec): 3 clusters Score: Raw -1551190.978740 + Penalty 3108.899505 = -1548082.079235 nChanged 31 SP:Iteration 45Q (2313.456372 sec): 3 clusters Score: Raw -1551194.523502 + Penalty 3108.899505 = -1548085.623997 nChanged 27 SP:Iteration 46Q (2313.530266 sec): 3 clusters Score: Raw -1551198.372429 + Penalty 3108.899505 = -1548089.472923 nChanged 34 SP:Iteration 47Q (2313.590294 sec): 3 clusters Score: Raw -1551204.146316 + Penalty 3108.899505 = -1548095.246811 nChanged 48 SP:Iteration 48Q (2313.666682 sec): 3 clusters Score: Raw -1551211.092790 + Penalty 3108.899505 = -1548102.193285 nChanged 46 SP:Iteration 49Q (2313.727971 sec): 3 clusters Score: Raw -1551219.106296 + Penalty 3108.899505 = -1548110.206791 nChanged 43 SP:Iteration 50Q (2313.810069 sec): 3 clusters Score: Raw -1551227.008519 + Penalty 3108.899505 = -1548118.109014 nChanged 55 SP:Iteration 51Q (2313.867154 sec): 3 clusters Score: Raw -1551235.789232 + Penalty 3108.899505 = -1548126.889727 nChanged 52 SP:Iteration 52Q (2313.946801 sec): 3 clusters Score: Raw -1551243.656052 + Penalty 3108.899505 = -1548134.756547 nChanged 54 SP:Iteration 53Q (2314.012093 sec): 3 clusters Score: Raw -1551252.148256 + Penalty 3108.899505 = -1548143.248751 nChanged 59 SP:Iteration 54Q (2314.086443 sec): 3 clusters Score: Raw -1551261.464350 + Penalty 3108.899505 = -1548152.564845 nChanged 48 SP:Iteration 55Q (2314.148571 sec): 3 clusters Score: Raw -1551268.506944 + Penalty 3108.899505 = -1548159.607439 nChanged 51 SP:Iteration 56Q (2314.210531 sec): 3 clusters Score: Raw -1551276.431661 + Penalty 3108.899505 = -1548167.532156 nChanged 49 SP:Iteration 57Q (2314.287469 sec): 3 clusters Score: Raw -1551284.411092 + Penalty 3108.899505 = -1548175.511587 nChanged 47 SP:Iteration 58Q (2314.354939 sec): 3 clusters Score: Raw -1551290.773990 + Penalty 3108.899505 = -1548181.874484 nChanged 40 SP:Iteration 59Q (2314.408783 sec): 3 clusters Score: Raw -1551297.844097 + Penalty 3108.899505 = -1548188.944592 nChanged 51 SP:Iteration 60F (2314.486566 sec): 3 clusters Score: Raw -1551306.387898 + Penalty 3108.899505 = -1548197.488393 nChanged 50 SP:Iteration 61Q (2314.551917 sec): 3 clusters Score: Raw -1551316.638567 + Penalty 3108.899505 = -1548207.739062 nChanged 75 SP:Iteration 62Q (2314.612667 sec): 3 clusters Score: Raw -1551334.457598 + Penalty 3108.899505 = -1548225.558093 nChanged 76 SP:Iteration 63Q (2314.683016 sec): 3 clusters Score: Raw -1551350.705563 + Penalty 3108.899505 = -1548241.806058 nChanged 61 SP:Iteration 64Q (2314.752131 sec): 3 clusters Score: Raw -1551364.337966 + Penalty 3108.899505 = -1548255.438461 nChanged 72 SP:Iteration 65Q (2314.814476 sec): 3 clusters Score: Raw -1551381.428960 + Penalty 3108.899505 = -1548272.529455 nChanged 97 SP:Iteration 66Q (2314.895669 sec): 3 clusters Score: Raw -1551410.422653 + Penalty 3108.899505 = -1548301.523148 nChanged 113 SP:Iteration 67Q (2314.952690 sec): 3 clusters Score: Raw -1551442.820802 + Penalty 3108.899505 = -1548333.921297 nChanged 123 SP:Iteration 68Q (2315.021109 sec): 3 clusters Score: Raw -1551480.157870 + Penalty 3108.899505 = -1548371.258365 nChanged 102 SP:Iteration 69Q (2315.092587 sec): 3 clusters Score: Raw -1551507.835220 + Penalty 3108.899505 = -1548398.935715 nChanged 96 SP:Iteration 70Q (2315.164004 sec): 3 clusters Score: Raw -1551532.880289 + Penalty 3108.899505 = -1548423.980784 nChanged 95 SP:Iteration 71Q (2315.234343 sec): 3 clusters Score: Raw -1551556.978340 + Penalty 3108.899505 = -1548448.078835 nChanged 99 SP:Iteration 72Q (2315.308480 sec): 3 clusters Score: Raw -1551584.911842 + Penalty 3108.899505 = -1548476.012337 nChanged 105 SP:Iteration 73Q (2315.366931 sec): 3 clusters Score: Raw -1551616.406393 + Penalty 3108.899505 = -1548507.506888 nChanged 95 SP:Iteration 74Q (2315.450278 sec): 3 clusters Score: Raw -1551641.807639 + Penalty 3108.899505 = -1548532.908134 nChanged 87 SP:Iteration 75Q (2315.509626 sec): 3 clusters Score: Raw -1551669.494582 + Penalty 3108.899505 = -1548560.595077 nChanged 89 SP:Iteration 76Q (2315.574935 sec): 3 clusters Score: Raw -1551698.087389 + Penalty 3108.899505 = -1548589.187884 nChanged 90 SP:Iteration 77Q (2315.636705 sec): 3 clusters Score: Raw -1551725.700730 + Penalty 3108.899505 = -1548616.801225 nChanged 85 SP:Iteration 78Q (2315.699953 sec): 3 clusters Score: Raw -1551750.680207 + Penalty 3108.899505 = -1548641.780702 nChanged 90 SP:Iteration 79Q (2315.768062 sec): 3 clusters Score: Raw -1551780.311942 + Penalty 3108.899505 = -1548671.412437 nChanged 101 SP:Iteration 80F (2315.843671 sec): 3 clusters Score: Raw -1551816.273029 + Penalty 3108.899505 = -1548707.373524 nChanged 104 SP:Iteration 81Q (2315.898685 sec): 3 clusters Score: Raw -1551857.319794 + Penalty 3108.899505 = -1548748.420289 nChanged 114 SP:Iteration 82Q (2315.962183 sec): 3 clusters Score: Raw -1551900.553798 + Penalty 3108.899505 = -1548791.654293 nChanged 96 SP:Iteration 83Q (2316.025547 sec): 3 clusters Score: Raw -1551930.164943 + Penalty 3108.899505 = -1548821.265438 nChanged 57 SP:Iteration 84Q (2316.089542 sec): 3 clusters Score: Raw -1551949.001866 + Penalty 3108.899505 = -1548840.102361 nChanged 55 SP:Iteration 85Q (2316.156276 sec): 3 clusters Score: Raw -1551966.698794 + Penalty 3108.899505 = -1548857.799289 nChanged 54 SP:Iteration 86Q (2316.229356 sec): 3 clusters Score: Raw -1551985.477329 + Penalty 3108.899505 = -1548876.577824 nChanged 51 SP:Iteration 87Q (2316.295975 sec): 3 clusters Score: Raw -1552006.855653 + Penalty 3108.899505 = -1548897.956148 nChanged 52 SP:Iteration 88Q (2316.361004 sec): 3 clusters Score: Raw -1552030.963166 + Penalty 3108.899505 = -1548922.063660 nChanged 58 SP:Iteration 89Q (2316.424484 sec): 3 clusters Score: Raw -1552056.716224 + Penalty 3108.899505 = -1548947.816719 nChanged 55 SP:Iteration 90Q (2316.499631 sec): 3 clusters Score: Raw -1552081.581922 + Penalty 3108.899505 = -1548972.682417 nChanged 41 SP:Iteration 91Q (2316.564666 sec): 3 clusters Score: Raw -1552100.339402 + Penalty 3108.899505 = -1548991.439897 nChanged 38 SP:Iteration 92Q (2316.623003 sec): 3 clusters Score: Raw -1552113.948524 + Penalty 3108.899505 = -1549005.049019 nChanged 24 SP:Iteration 93Q (2316.695636 sec): 3 clusters Score: Raw -1552122.956847 + Penalty 3108.899505 = -1549014.057342 nChanged 16 SP:Iteration 94Q (2316.762262 sec): 3 clusters Score: Raw -1552129.957393 + Penalty 3108.899505 = -1549021.057888 nChanged 14 SP:Iteration 95Q (2316.825699 sec): 3 clusters Score: Raw -1552134.993751 + Penalty 3108.899505 = -1549026.094246 nChanged 13 SP:Iteration 96Q (2316.883417 sec): 3 clusters Score: Raw -1552139.676856 + Penalty 3108.899505 = -1549030.777351 nChanged 12 SP:Iteration 97Q (2316.948331 sec): 3 clusters Score: Raw -1552143.103652 + Penalty 3108.899505 = -1549034.204147 nChanged 8 SP:Iteration 98Q (2317.017215 sec): 3 clusters Score: Raw -1552145.290262 + Penalty 3108.899505 = -1549036.390757 nChanged 9 SP:Iteration 99Q (2317.092132 sec): 3 clusters Score: Raw -1552148.444154 + Penalty 3108.899505 = -1549039.544649 nChanged 8 SP:Iteration 100F (2317.151071 sec): 3 clusters Score: Raw -1552151.067729 + Penalty 3108.899505 = -1549042.168224 nChanged 6 SP:Iteration 101Q (2317.226091 sec): 3 clusters Score: Raw -1552152.412724 + Penalty 3108.899505 = -1549043.513219 nChanged 5 SP:Iteration 102Q (2317.280524 sec): 3 clusters Score: Raw -1552153.317611 + Penalty 3108.899505 = -1549044.418106 nChanged 4 SP:Iteration 103Q (2317.345565 sec): 3 clusters Score: Raw -1552154.570702 + Penalty 3108.899505 = -1549045.671197 nChanged 2 SP:Iteration 104Q (2317.410967 sec): 3 clusters Score: Raw -1552155.288186 + Penalty 3108.899505 = -1549046.388681 nChanged 2 SP:Iteration 105Q (2317.473359 sec): 3 clusters Score: Raw -1552155.918085 + Penalty 3108.899505 = -1549047.018580 nChanged 4 SP:Iteration 106Q (2317.549468 sec): 3 clusters Score: Raw -1552157.206828 + Penalty 3108.899505 = -1549048.307323 nChanged 6 SP:Iteration 107Q (2317.606496 sec): 3 clusters Score: Raw -1552160.027841 + Penalty 3108.899505 = -1549051.128336 nChanged 8 SP:Iteration 108Q (2317.667872 sec): 3 clusters Score: Raw -1552163.084329 + Penalty 3108.899505 = -1549054.184824 nChanged 8 SP:Iteration 109Q (2317.738592 sec): 3 clusters Score: Raw -1552165.666930 + Penalty 3108.899505 = -1549056.767425 nChanged 4 SP:Iteration 110Q (2317.811774 sec): 3 clusters Score: Raw -1552167.005446 + Penalty 3108.899505 = -1549058.105941 nChanged 2 SP:Iteration 111Q (2317.877432 sec): 3 clusters Score: Raw -1552167.886005 + Penalty 3108.899505 = -1549058.986500 nChanged 2 SP:Iteration 112Q (2317.947331 sec): 3 clusters Score: Raw -1552168.212740 + Penalty 3108.899505 = -1549059.313235 nChanged 0 SP:Iteration 113F (2318.016790 sec): 3 clusters Score: Raw -1552168.212740 + Penalty 3108.899505 = -1549059.313235 nChanged 0 Iteration 219Q (2323.649216 sec): 46 clusters Score: Raw -50087047.281592 + Penalty 95846.867654 = -49991200.413938 nChanged 125 Iteration 220F (2337.402524 sec): 46 clusters Score: Raw -50087051.134338 + Penalty 95846.867654 = -49991204.266684 nChanged 143 Iteration 221Q (2342.991070 sec): 46 clusters Score: Raw -50087056.083259 + Penalty 95846.867654 = -49991209.215605 nChanged 160 Iteration 222Q (2348.413974 sec): 46 clusters Score: Raw -50087061.625582 + Penalty 95846.867654 = -49991214.757928 nChanged 165 Iteration 223Q (2353.954565 sec): 46 clusters Score: Raw -50087068.094292 + Penalty 95846.867654 = -49991221.226638 nChanged 190 Iteration 224Q (2359.708157 sec): 46 clusters Score: Raw -50087075.889492 + Penalty 95846.867654 = -49991229.021838 nChanged 182 Iteration 225Q (2365.349080 sec): 46 clusters Score: Raw -50087082.827688 + Penalty 95846.867654 = -49991235.960034 nChanged 194 Iteration 226Q (2370.827487 sec): 46 clusters Score: Raw -50087089.852929 + Penalty 95846.867654 = -49991242.985275 nChanged 183 Iteration 227Q (2376.490258 sec): 46 clusters Score: Raw -50087096.559421 + Penalty 95846.867654 = -49991249.691767 nChanged 182 Iteration 228Q (2381.889239 sec): 46 clusters Score: Raw -50087103.394098 + Penalty 95846.867654 = -49991256.526443 nChanged 186 Iteration 229Q (2387.280207 sec): 46 clusters Score: Raw -50087109.951288 + Penalty 95846.867654 = -49991263.083633 nChanged 190 Iteration 230Q (2392.579893 sec): 46 clusters Score: Raw -50087116.825938 + Penalty 95846.867654 = -49991269.958284 nChanged 184 Iteration 231Q (2398.260629 sec): 46 clusters Score: Raw -50087123.560220 + Penalty 95846.867654 = -49991276.692566 nChanged 184 Iteration 232Q (2403.738487 sec): 46 clusters Score: Raw -50087130.260020 + Penalty 95846.867654 = -49991283.392366 nChanged 190 Iteration 233Q (2409.371763 sec): 46 clusters Score: Raw -50087137.207096 + Penalty 95846.867654 = -49991290.339442 nChanged 204 Iteration 234Q (2414.701923 sec): 46 clusters Score: Raw -50087145.592289 + Penalty 95846.867654 = -49991298.724635 nChanged 243 Iteration 235Q (2420.348748 sec): 46 clusters Score: Raw -50087155.826052 + Penalty 95846.867654 = -49991308.958398 nChanged 222 Iteration 236Q (2425.876962 sec): 46 clusters Score: Raw -50087165.897681 + Penalty 95846.867654 = -49991319.030027 nChanged 233 Iteration 237Q (2431.241186 sec): 46 clusters Score: Raw -50087175.574169 + Penalty 95846.867654 = -49991328.706515 nChanged 251 Iteration 238Q (2436.685821 sec): 46 clusters Score: Raw -50087186.537591 + Penalty 95846.867654 = -49991339.669937 nChanged 231 Iteration 239Q (2442.242922 sec): 46 clusters Score: Raw -50087196.214877 + Penalty 95846.867654 = -49991349.347222 nChanged 219 Iteration 240F (2455.971308 sec): 46 clusters Score: Raw -50087204.952827 + Penalty 95846.867654 = -49991358.085173 nChanged 192 Iteration 241Q (2461.492912 sec): 46 clusters Score: Raw -50087212.211824 + Penalty 95846.867654 = -49991365.344170 nChanged 200 Iteration 242Q (2466.934222 sec): 46 clusters Score: Raw -50087219.554769 + Penalty 95846.867654 = -49991372.687115 nChanged 191 Iteration 243Q (2472.641630 sec): 46 clusters Score: Raw -50087227.060142 + Penalty 95846.867654 = -49991380.192487 nChanged 186 Iteration 244Q (2478.258572 sec): 46 clusters Score: Raw -50087234.338418 + Penalty 95846.867654 = -49991387.470764 nChanged 190 Iteration 245Q (2484.314074 sec): 46 clusters Score: Raw -50087241.846045 + Penalty 95846.867654 = -49991394.978391 nChanged 205 Iteration 246Q (2490.225857 sec): 46 clusters Score: Raw -50087249.810623 + Penalty 95846.867654 = -49991402.942969 nChanged 203 Iteration 247Q (2496.110270 sec): 46 clusters Score: Raw -50087257.651642 + Penalty 95846.867654 = -49991410.783988 nChanged 208 Iteration 248Q (2501.975497 sec): 46 clusters Score: Raw -50087266.391765 + Penalty 95846.867654 = -49991419.524111 nChanged 235 Iteration 249Q (2507.716694 sec): 46 clusters Score: Raw -50087276.000725 + Penalty 95846.867654 = -49991429.133071 nChanged 226 Iteration 250Q (2513.675517 sec): 46 clusters Score: Raw -50087285.197106 + Penalty 95846.867654 = -49991438.329452 nChanged 206 Iteration 251Q (2519.412201 sec): 46 clusters Score: Raw -50087292.862188 + Penalty 95846.867654 = -49991445.994534 nChanged 206 Iteration 252Q (2525.210553 sec): 46 clusters Score: Raw -50087300.633699 + Penalty 95846.867654 = -49991453.766045 nChanged 190 Iteration 253Q (2531.019143 sec): 46 clusters Score: Raw -50087307.961707 + Penalty 95846.867654 = -49991461.094053 nChanged 177 Iteration 254Q (2536.655669 sec): 46 clusters Score: Raw -50087314.545700 + Penalty 95846.867654 = -49991467.678046 nChanged 194 Iteration 255Q (2542.259866 sec): 46 clusters Score: Raw -50087322.409049 + Penalty 95846.867654 = -49991475.541395 nChanged 187 Iteration 256Q (2548.028805 sec): 46 clusters Score: Raw -50087330.004512 + Penalty 95846.867654 = -49991483.136858 nChanged 201 Iteration 257Q (2553.723243 sec): 46 clusters Score: Raw -50087338.223269 + Penalty 95846.867654 = -49991491.355615 nChanged 216 Iteration 258Q (2559.438276 sec): 46 clusters Score: Raw -50087347.323719 + Penalty 95846.867654 = -49991500.456065 nChanged 216 Writing temp clu file Because OldScore, -49991491.355615, is greater than current (better) Score,-49991500.456065 Compute initial score before splitting: Score: Raw -50087347.323719 + Penalty 95846.867654 = -49991500.456065 Trying to split cluster 1 (13995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2559.639036 sec): 2 clusters Score: Raw -1489157.045484 + Penalty 1551.299003 = -1487605.746481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2559.706522 sec): 3 clusters Score: Raw -1480976.670231 + Penalty 3102.598006 = -1477874.072225 nChanged 6190 SP:Iteration 1F (2559.768244 sec): 3 clusters Score: Raw -1484547.043490 + Penalty 3102.598006 = -1481444.445484 nChanged 895 SP:Iteration 2F (2559.846055 sec): 3 clusters Score: Raw -1484970.416608 + Penalty 3102.598006 = -1481867.818602 nChanged 803 SP:Iteration 3F (2559.906702 sec): 3 clusters Score: Raw -1485381.669986 + Penalty 3102.598006 = -1482279.071980 nChanged 798 SP:Iteration 4F (2559.980414 sec): 3 clusters Score: Raw -1485800.312981 + Penalty 3102.598006 = -1482697.714976 nChanged 752 SP:Iteration 5F (2560.037681 sec): 3 clusters Score: Raw -1486216.957980 + Penalty 3102.598006 = -1483114.359974 nChanged 718 SP:Iteration 6F (2560.103886 sec): 3 clusters Score: Raw -1486658.260473 + Penalty 3102.598006 = -1483555.662467 nChanged 692 SP:Iteration 7Q (2560.176518 sec): 3 clusters Score: Raw -1487066.463643 + Penalty 3102.598006 = -1483963.865637 nChanged 603 SP:Iteration 8Q (2560.241546 sec): 3 clusters Score: Raw -1487422.824020 + Penalty 3102.598006 = -1484320.226014 nChanged 499 SP:Iteration 9Q (2560.307216 sec): 3 clusters Score: Raw -1487741.691257 + Penalty 3102.598006 = -1484639.093251 nChanged 428 SP:Iteration 10Q (2560.378430 sec): 3 clusters Score: Raw -1488025.326034 + Penalty 3102.598006 = -1484922.728028 nChanged 395 SP:Iteration 11Q (2560.438523 sec): 3 clusters Score: Raw -1488306.329398 + Penalty 3102.598006 = -1485203.731393 nChanged 346 SP:Iteration 12Q (2560.508721 sec): 3 clusters Score: Raw -1488565.499785 + Penalty 3102.598006 = -1485462.901779 nChanged 246 SP:Iteration 13Q (2560.562945 sec): 3 clusters Score: Raw -1488778.567568 + Penalty 3102.598006 = -1485675.969562 nChanged 215 SP:Iteration 14Q (2560.625659 sec): 3 clusters Score: Raw -1488951.491569 + Penalty 3102.598006 = -1485848.893563 nChanged 164 SP:Iteration 15Q (2560.697197 sec): 3 clusters Score: Raw -1489082.637556 + Penalty 3102.598006 = -1485980.039550 nChanged 123 SP:Iteration 16Q (2560.758112 sec): 3 clusters Score: Raw -1489181.172047 + Penalty 3102.598006 = -1486078.574041 nChanged 101 SP:Iteration 17Q (2560.800373 sec): 3 clusters Score: Raw -1489263.619767 + Penalty 3102.598006 = -1486161.021761 nChanged 94 SP:Iteration 18Q (2560.865682 sec): 3 clusters Score: Raw -1489337.273661 + Penalty 3102.598006 = -1486234.675655 nChanged 88 SP:Iteration 19Q (2560.917523 sec): 3 clusters Score: Raw -1489391.084953 + Penalty 3102.598006 = -1486288.486948 nChanged 66 SP:Iteration 20F (2560.982515 sec): 3 clusters Score: Raw -1489431.170149 + Penalty 3102.598006 = -1486328.572143 nChanged 55 SP:Iteration 21Q (2561.051071 sec): 3 clusters Score: Raw -1489457.233615 + Penalty 3102.598006 = -1486354.635609 nChanged 37 SP:Iteration 22Q (2561.112631 sec): 3 clusters Score: Raw -1489476.524925 + Penalty 3102.598006 = -1486373.926920 nChanged 32 SP:Iteration 23Q (2561.160874 sec): 3 clusters Score: Raw -1489488.840160 + Penalty 3102.598006 = -1486386.242154 nChanged 24 SP:Iteration 24Q (2561.216735 sec): 3 clusters Score: Raw -1489497.158737 + Penalty 3102.598006 = -1486394.560731 nChanged 21 SP:Iteration 25Q (2561.274145 sec): 3 clusters Score: Raw -1489504.039480 + Penalty 3102.598006 = -1486401.441474 nChanged 18 SP:Iteration 26Q (2561.330723 sec): 3 clusters Score: Raw -1489509.254151 + Penalty 3102.598006 = -1486406.656145 nChanged 17 SP:Iteration 27Q (2561.387607 sec): 3 clusters Score: Raw -1489514.739763 + Penalty 3102.598006 = -1486412.141757 nChanged 13 SP:Iteration 28Q (2561.444423 sec): 3 clusters Score: Raw -1489520.050043 + Penalty 3102.598006 = -1486417.452037 nChanged 19 SP:Iteration 29Q (2561.501747 sec): 3 clusters Score: Raw -1489525.660024 + Penalty 3102.598006 = -1486423.062019 nChanged 4 SP:Iteration 30Q (2561.557833 sec): 3 clusters Score: Raw -1489527.461745 + Penalty 3102.598006 = -1486424.863739 nChanged 2 SP:Iteration 31Q (2561.622188 sec): 3 clusters Score: Raw -1489527.883117 + Penalty 3102.598006 = -1486425.285112 nChanged 4 SP:Iteration 32Q (2561.682820 sec): 3 clusters Score: Raw -1489528.977783 + Penalty 3102.598006 = -1486426.379778 nChanged 4 SP:Iteration 33Q (2561.757279 sec): 3 clusters Score: Raw -1489529.441361 + Penalty 3102.598006 = -1486426.843355 nChanged 3 SP:Iteration 34Q (2561.822745 sec): 3 clusters Score: Raw -1489529.891207 + Penalty 3102.598006 = -1486427.293201 nChanged 2 SP:Iteration 35Q (2561.885710 sec): 3 clusters Score: Raw -1489530.449233 + Penalty 3102.598006 = -1486427.851227 nChanged 2 SP:Iteration 36Q (2561.949015 sec): 3 clusters Score: Raw -1489531.636264 + Penalty 3102.598006 = -1486429.038258 nChanged 4 SP:Iteration 37Q (2562.015236 sec): 3 clusters Score: Raw -1489532.432972 + Penalty 3102.598006 = -1486429.834966 nChanged 0 SP:Iteration 38F (2562.077597 sec): 3 clusters Score: Raw -1489532.432972 + Penalty 3102.598006 = -1486429.834966 nChanged 0 Trying to split cluster 2 (16460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2562.133442 sec): 2 clusters Score: Raw -1664575.078308 + Penalty 1577.661877 = -1662997.416430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2562.210084 sec): 3 clusters Score: Raw -1654885.466944 + Penalty 3155.323754 = -1651730.143190 nChanged 7285 SP:Iteration 1F (2562.284293 sec): 3 clusters Score: Raw -1658924.340587 + Penalty 3155.323754 = -1655769.016833 nChanged 923 SP:Iteration 2F (2562.359796 sec): 3 clusters Score: Raw -1659318.423710 + Penalty 3155.323754 = -1656163.099956 nChanged 859 SP:Iteration 3F (2562.435412 sec): 3 clusters Score: Raw -1659733.648290 + Penalty 3155.323754 = -1656578.324536 nChanged 844 SP:Iteration 4F (2562.511752 sec): 3 clusters Score: Raw -1660217.838576 + Penalty 3155.323754 = -1657062.514822 nChanged 875 SP:Iteration 5F (2562.586722 sec): 3 clusters Score: Raw -1660780.494128 + Penalty 3155.323754 = -1657625.170374 nChanged 914 SP:Iteration 6F (2562.662039 sec): 3 clusters Score: Raw -1661403.844670 + Penalty 3155.323754 = -1658248.520916 nChanged 958 SP:Iteration 7F (2562.734287 sec): 3 clusters Score: Raw -1662068.777459 + Penalty 3155.323754 = -1658913.453705 nChanged 834 SP:Iteration 8F (2562.810615 sec): 3 clusters Score: Raw -1662551.566041 + Penalty 3155.323754 = -1659396.242287 nChanged 627 SP:Iteration 9Q (2562.887696 sec): 3 clusters Score: Raw -1662827.021747 + Penalty 3155.323754 = -1659671.697993 nChanged 483 SP:Iteration 10Q (2562.963257 sec): 3 clusters Score: Raw -1663010.739709 + Penalty 3155.323754 = -1659855.415955 nChanged 339 SP:Iteration 11Q (2563.039829 sec): 3 clusters Score: Raw -1663125.308935 + Penalty 3155.323754 = -1659969.985181 nChanged 287 SP:Iteration 12Q (2563.106883 sec): 3 clusters Score: Raw -1663222.683318 + Penalty 3155.323754 = -1660067.359564 nChanged 256 SP:Iteration 13Q (2563.177042 sec): 3 clusters Score: Raw -1663299.517790 + Penalty 3155.323754 = -1660144.194036 nChanged 195 SP:Iteration 14Q (2563.249110 sec): 3 clusters Score: Raw -1663350.077404 + Penalty 3155.323754 = -1660194.753650 nChanged 169 SP:Iteration 15Q (2563.335938 sec): 3 clusters Score: Raw -1663389.604499 + Penalty 3155.323754 = -1660234.280745 nChanged 172 SP:Iteration 16Q (2563.409297 sec): 3 clusters Score: Raw -1663432.437221 + Penalty 3155.323754 = -1660277.113467 nChanged 163 SP:Iteration 17Q (2563.478729 sec): 3 clusters Score: Raw -1663471.175814 + Penalty 3155.323754 = -1660315.852060 nChanged 151 SP:Iteration 18Q (2563.558796 sec): 3 clusters Score: Raw -1663506.748815 + Penalty 3155.323754 = -1660351.425060 nChanged 143 SP:Iteration 19Q (2563.634255 sec): 3 clusters Score: Raw -1663536.807798 + Penalty 3155.323754 = -1660381.484044 nChanged 142 SP:Iteration 20F (2563.710326 sec): 3 clusters Score: Raw -1663568.411376 + Penalty 3155.323754 = -1660413.087622 nChanged 136 SP:Iteration 21Q (2563.779082 sec): 3 clusters Score: Raw -1663600.614141 + Penalty 3155.323754 = -1660445.290387 nChanged 148 SP:Iteration 22Q (2563.852062 sec): 3 clusters Score: Raw -1663637.626798 + Penalty 3155.323754 = -1660482.303044 nChanged 139 SP:Iteration 23Q (2563.930404 sec): 3 clusters Score: Raw -1663673.099813 + Penalty 3155.323754 = -1660517.776059 nChanged 153 SP:Iteration 24Q (2564.006308 sec): 3 clusters Score: Raw -1663713.316395 + Penalty 3155.323754 = -1660557.992641 nChanged 155 SP:Iteration 25Q (2564.082303 sec): 3 clusters Score: Raw -1663756.655169 + Penalty 3155.323754 = -1660601.331415 nChanged 165 SP:Iteration 26Q (2564.151884 sec): 3 clusters Score: Raw -1663800.193493 + Penalty 3155.323754 = -1660644.869738 nChanged 154 SP:Iteration 27Q (2564.224269 sec): 3 clusters Score: Raw -1663837.519847 + Penalty 3155.323754 = -1660682.196093 nChanged 132 SP:Iteration 28Q (2564.293347 sec): 3 clusters Score: Raw -1663864.730039 + Penalty 3155.323754 = -1660709.406285 nChanged 124 SP:Iteration 29Q (2564.371902 sec): 3 clusters Score: Raw -1663892.321145 + Penalty 3155.323754 = -1660736.997391 nChanged 130 SP:Iteration 30Q (2564.455488 sec): 3 clusters Score: Raw -1663922.822037 + Penalty 3155.323754 = -1660767.498283 nChanged 118 SP:Iteration 31Q (2564.528311 sec): 3 clusters Score: Raw -1663949.278578 + Penalty 3155.323754 = -1660793.954824 nChanged 105 SP:Iteration 32Q (2564.592191 sec): 3 clusters Score: Raw -1663973.664793 + Penalty 3155.323754 = -1660818.341039 nChanged 97 SP:Iteration 33Q (2564.670149 sec): 3 clusters Score: Raw -1663994.474343 + Penalty 3155.323754 = -1660839.150589 nChanged 92 SP:Iteration 34Q (2564.731442 sec): 3 clusters Score: Raw -1664016.379187 + Penalty 3155.323754 = -1660861.055433 nChanged 102 SP:Iteration 35Q (2564.808436 sec): 3 clusters Score: Raw -1664044.068117 + Penalty 3155.323754 = -1660888.744363 nChanged 120 SP:Iteration 36Q (2564.872468 sec): 3 clusters Score: Raw -1664081.999980 + Penalty 3155.323754 = -1660926.676226 nChanged 146 SP:Iteration 37Q (2564.940049 sec): 3 clusters Score: Raw -1664130.205086 + Penalty 3155.323754 = -1660974.881332 nChanged 157 SP:Iteration 38Q (2565.005305 sec): 3 clusters Score: Raw -1664186.681857 + Penalty 3155.323754 = -1661031.358103 nChanged 182 SP:Iteration 39Q (2565.072138 sec): 3 clusters Score: Raw -1664259.293233 + Penalty 3155.323754 = -1661103.969479 nChanged 176 SP:Iteration 40F (2565.150694 sec): 3 clusters Score: Raw -1664345.178358 + Penalty 3155.323754 = -1661189.854604 nChanged 218 SP:Iteration 41Q (2565.216748 sec): 3 clusters Score: Raw -1664454.734177 + Penalty 3155.323754 = -1661299.410423 nChanged 199 SP:Iteration 42Q (2565.274095 sec): 3 clusters Score: Raw -1664539.751317 + Penalty 3155.323754 = -1661384.427563 nChanged 171 SP:Iteration 43Q (2565.355025 sec): 3 clusters Score: Raw -1664607.762375 + Penalty 3155.323754 = -1661452.438621 nChanged 141 SP:Iteration 44Q (2565.428629 sec): 3 clusters Score: Raw -1664652.974490 + Penalty 3155.323754 = -1661497.650735 nChanged 101 SP:Iteration 45Q (2565.492963 sec): 3 clusters Score: Raw -1664683.186408 + Penalty 3155.323754 = -1661527.862654 nChanged 79 SP:Iteration 46Q (2565.556625 sec): 3 clusters Score: Raw -1664705.142990 + Penalty 3155.323754 = -1661549.819235 nChanged 70 SP:Iteration 47Q (2565.624428 sec): 3 clusters Score: Raw -1664720.317123 + Penalty 3155.323754 = -1661564.993369 nChanged 62 SP:Iteration 48Q (2565.691507 sec): 3 clusters Score: Raw -1664732.418726 + Penalty 3155.323754 = -1661577.094972 nChanged 65 SP:Iteration 49Q (2565.755911 sec): 3 clusters Score: Raw -1664743.232942 + Penalty 3155.323754 = -1661587.909188 nChanged 43 SP:Iteration 50Q (2565.819525 sec): 3 clusters Score: Raw -1664751.351253 + Penalty 3155.323754 = -1661596.027498 nChanged 34 SP:Iteration 51Q (2565.893344 sec): 3 clusters Score: Raw -1664756.485415 + Penalty 3155.323754 = -1661601.161661 nChanged 24 SP:Iteration 52Q (2565.946963 sec): 3 clusters Score: Raw -1664760.069699 + Penalty 3155.323754 = -1661604.745944 nChanged 17 SP:Iteration 53Q (2566.014373 sec): 3 clusters Score: Raw -1664761.815441 + Penalty 3155.323754 = -1661606.491687 nChanged 14 SP:Iteration 54Q (2566.081263 sec): 3 clusters Score: Raw -1664763.855158 + Penalty 3155.323754 = -1661608.531404 nChanged 17 SP:Iteration 55Q (2566.154494 sec): 3 clusters Score: Raw -1664766.117960 + Penalty 3155.323754 = -1661610.794206 nChanged 15 SP:Iteration 56Q (2566.220161 sec): 3 clusters Score: Raw -1664768.362415 + Penalty 3155.323754 = -1661613.038661 nChanged 17 SP:Iteration 57Q (2566.283529 sec): 3 clusters Score: Raw -1664770.836294 + Penalty 3155.323754 = -1661615.512540 nChanged 24 SP:Iteration 58Q (2566.352469 sec): 3 clusters Score: Raw -1664775.086114 + Penalty 3155.323754 = -1661619.762360 nChanged 26 SP:Iteration 59Q (2566.422623 sec): 3 clusters Score: Raw -1664779.430556 + Penalty 3155.323754 = -1661624.106801 nChanged 21 SP:Iteration 60F (2566.498200 sec): 3 clusters Score: Raw -1664783.950955 + Penalty 3155.323754 = -1661628.627201 nChanged 28 SP:Iteration 61Q (2566.566922 sec): 3 clusters Score: Raw -1664789.638354 + Penalty 3155.323754 = -1661634.314600 nChanged 30 SP:Iteration 62Q (2566.630829 sec): 3 clusters Score: Raw -1664796.258544 + Penalty 3155.323754 = -1661640.934790 nChanged 35 SP:Iteration 63Q (2566.706801 sec): 3 clusters Score: Raw -1664803.355086 + Penalty 3155.323754 = -1661648.031332 nChanged 38 SP:Iteration 64Q (2566.771397 sec): 3 clusters Score: Raw -1664809.611904 + Penalty 3155.323754 = -1661654.288150 nChanged 34 SP:Iteration 65Q (2566.837894 sec): 3 clusters Score: Raw -1664815.333379 + Penalty 3155.323754 = -1661660.009625 nChanged 23 SP:Iteration 66Q (2566.900942 sec): 3 clusters Score: Raw -1664818.448814 + Penalty 3155.323754 = -1661663.125059 nChanged 17 SP:Iteration 67Q (2566.962276 sec): 3 clusters Score: Raw -1664820.664595 + Penalty 3155.323754 = -1661665.340841 nChanged 16 SP:Iteration 68Q (2567.020326 sec): 3 clusters Score: Raw -1664823.812129 + Penalty 3155.323754 = -1661668.488375 nChanged 20 SP:Iteration 69Q (2567.088390 sec): 3 clusters Score: Raw -1664828.137508 + Penalty 3155.323754 = -1661672.813754 nChanged 25 SP:Iteration 70Q (2567.154450 sec): 3 clusters Score: Raw -1664832.174193 + Penalty 3155.323754 = -1661676.850439 nChanged 20 SP:Iteration 71Q (2567.220195 sec): 3 clusters Score: Raw -1664835.324015 + Penalty 3155.323754 = -1661680.000261 nChanged 19 SP:Iteration 72Q (2567.287406 sec): 3 clusters Score: Raw -1664837.903085 + Penalty 3155.323754 = -1661682.579331 nChanged 17 SP:Iteration 73Q (2567.356072 sec): 3 clusters Score: Raw -1664840.166971 + Penalty 3155.323754 = -1661684.843217 nChanged 21 SP:Iteration 74Q (2567.416746 sec): 3 clusters Score: Raw -1664843.255577 + Penalty 3155.323754 = -1661687.931823 nChanged 19 SP:Iteration 75Q (2567.480504 sec): 3 clusters Score: Raw -1664846.341124 + Penalty 3155.323754 = -1661691.017370 nChanged 23 SP:Iteration 76Q (2567.547025 sec): 3 clusters Score: Raw -1664849.363552 + Penalty 3155.323754 = -1661694.039798 nChanged 16 SP:Iteration 77Q (2567.617622 sec): 3 clusters Score: Raw -1664852.114128 + Penalty 3155.323754 = -1661696.790374 nChanged 18 SP:Iteration 78Q (2567.672889 sec): 3 clusters Score: Raw -1664854.968942 + Penalty 3155.323754 = -1661699.645188 nChanged 18 SP:Iteration 79Q (2567.754109 sec): 3 clusters Score: Raw -1664857.579217 + Penalty 3155.323754 = -1661702.255463 nChanged 16 SP:Iteration 80F (2567.811234 sec): 3 clusters Score: Raw -1664860.331383 + Penalty 3155.323754 = -1661705.007629 nChanged 17 SP:Iteration 81Q (2567.883100 sec): 3 clusters Score: Raw -1664862.602055 + Penalty 3155.323754 = -1661707.278301 nChanged 11 SP:Iteration 82Q (2567.949225 sec): 3 clusters Score: Raw -1664863.882018 + Penalty 3155.323754 = -1661708.558263 nChanged 5 SP:Iteration 83Q (2568.027145 sec): 3 clusters Score: Raw -1664864.241038 + Penalty 3155.323754 = -1661708.917284 nChanged 0 SP:Iteration 84F (2568.094541 sec): 3 clusters Score: Raw -1664864.241038 + Penalty 3155.323754 = -1661708.917284 nChanged 0 Trying to split cluster 3 (8507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2568.135443 sec): 2 clusters Score: Raw -853685.573518 + Penalty 1470.404753 = -852215.168765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2568.195634 sec): 3 clusters Score: Raw -848999.880454 + Penalty 2940.809506 = -846059.070949 nChanged 3633 SP:Iteration 1F (2568.262595 sec): 3 clusters Score: Raw -850921.306754 + Penalty 2940.809506 = -847980.497249 nChanged 599 SP:Iteration 2F (2568.307083 sec): 3 clusters Score: Raw -851264.264542 + Penalty 2940.809506 = -848323.455037 nChanged 537 SP:Iteration 3F (2568.377492 sec): 3 clusters Score: Raw -851621.496073 + Penalty 2940.809506 = -848680.686567 nChanged 494 SP:Iteration 4F (2568.423722 sec): 3 clusters Score: Raw -851990.969726 + Penalty 2940.809506 = -849050.160220 nChanged 476 SP:Iteration 5F (2568.488233 sec): 3 clusters Score: Raw -852344.327911 + Penalty 2940.809506 = -849403.518405 nChanged 443 SP:Iteration 6F (2568.548830 sec): 3 clusters Score: Raw -852633.270435 + Penalty 2940.809506 = -849692.460929 nChanged 374 SP:Iteration 7Q (2568.606785 sec): 3 clusters Score: Raw -852835.783190 + Penalty 2940.809506 = -849894.973685 nChanged 310 SP:Iteration 8Q (2568.647839 sec): 3 clusters Score: Raw -852980.077983 + Penalty 2940.809506 = -850039.268477 nChanged 248 SP:Iteration 9Q (2568.696531 sec): 3 clusters Score: Raw -853078.912595 + Penalty 2940.809506 = -850138.103089 nChanged 196 SP:Iteration 10Q (2568.763379 sec): 3 clusters Score: Raw -853145.796909 + Penalty 2940.809506 = -850204.987403 nChanged 172 SP:Iteration 11Q (2568.822355 sec): 3 clusters Score: Raw -853195.379836 + Penalty 2940.809506 = -850254.570330 nChanged 122 SP:Iteration 12Q (2568.871376 sec): 3 clusters Score: Raw -853228.296264 + Penalty 2940.809506 = -850287.486759 nChanged 111 SP:Iteration 13Q (2568.928842 sec): 3 clusters Score: Raw -853255.563073 + Penalty 2940.809506 = -850314.753568 nChanged 85 SP:Iteration 14Q (2568.998645 sec): 3 clusters Score: Raw -853272.458613 + Penalty 2940.809506 = -850331.649107 nChanged 80 SP:Iteration 15Q (2569.047186 sec): 3 clusters Score: Raw -853290.314600 + Penalty 2940.809506 = -850349.505095 nChanged 73 SP:Iteration 16Q (2569.099903 sec): 3 clusters Score: Raw -853307.928382 + Penalty 2940.809506 = -850367.118876 nChanged 63 SP:Iteration 17Q (2569.162903 sec): 3 clusters Score: Raw -853321.181349 + Penalty 2940.809506 = -850380.371843 nChanged 62 SP:Iteration 18Q (2569.223605 sec): 3 clusters Score: Raw -853333.362736 + Penalty 2940.809506 = -850392.553230 nChanged 58 SP:Iteration 19Q (2569.269394 sec): 3 clusters Score: Raw -853346.139283 + Penalty 2940.809506 = -850405.329778 nChanged 59 SP:Iteration 20F (2569.326192 sec): 3 clusters Score: Raw -853357.054523 + Penalty 2940.809506 = -850416.245018 nChanged 47 SP:Iteration 21Q (2569.378231 sec): 3 clusters Score: Raw -853366.752938 + Penalty 2940.809506 = -850425.943432 nChanged 48 SP:Iteration 22Q (2569.434808 sec): 3 clusters Score: Raw -853376.302091 + Penalty 2940.809506 = -850435.492585 nChanged 45 SP:Iteration 23Q (2569.492821 sec): 3 clusters Score: Raw -853386.559188 + Penalty 2940.809506 = -850445.749683 nChanged 48 SP:Iteration 24Q (2569.556764 sec): 3 clusters Score: Raw -853397.883121 + Penalty 2940.809506 = -850457.073616 nChanged 48 SP:Iteration 25Q (2569.603345 sec): 3 clusters Score: Raw -853407.610112 + Penalty 2940.809506 = -850466.800606 nChanged 47 SP:Iteration 26Q (2569.661089 sec): 3 clusters Score: Raw -853416.838904 + Penalty 2940.809506 = -850476.029398 nChanged 43 SP:Iteration 27Q (2569.719276 sec): 3 clusters Score: Raw -853424.337702 + Penalty 2940.809506 = -850483.528196 nChanged 40 SP:Iteration 28Q (2569.785675 sec): 3 clusters Score: Raw -853430.904992 + Penalty 2940.809506 = -850490.095486 nChanged 32 SP:Iteration 29Q (2569.832071 sec): 3 clusters Score: Raw -853436.081445 + Penalty 2940.809506 = -850495.271940 nChanged 28 SP:Iteration 30Q (2569.884399 sec): 3 clusters Score: Raw -853441.767650 + Penalty 2940.809506 = -850500.958144 nChanged 27 SP:Iteration 31Q (2569.951278 sec): 3 clusters Score: Raw -853445.869642 + Penalty 2940.809506 = -850505.060136 nChanged 28 SP:Iteration 32Q (2569.996567 sec): 3 clusters Score: Raw -853452.273012 + Penalty 2940.809506 = -850511.463506 nChanged 41 SP:Iteration 33Q (2570.062862 sec): 3 clusters Score: Raw -853460.270017 + Penalty 2940.809506 = -850519.460512 nChanged 42 SP:Iteration 34Q (2570.111614 sec): 3 clusters Score: Raw -853469.236476 + Penalty 2940.809506 = -850528.426971 nChanged 51 SP:Iteration 35Q (2570.167985 sec): 3 clusters Score: Raw -853481.046396 + Penalty 2940.809506 = -850540.236890 nChanged 51 SP:Iteration 36Q (2570.239970 sec): 3 clusters Score: Raw -853491.663747 + Penalty 2940.809506 = -850550.854241 nChanged 51 SP:Iteration 37Q (2570.279654 sec): 3 clusters Score: Raw -853503.503100 + Penalty 2940.809506 = -850562.693594 nChanged 42 SP:Iteration 38Q (2570.346292 sec): 3 clusters Score: Raw -853512.683709 + Penalty 2940.809506 = -850571.874203 nChanged 41 SP:Iteration 39Q (2570.401481 sec): 3 clusters Score: Raw -853521.971785 + Penalty 2940.809506 = -850581.162279 nChanged 38 SP:Iteration 40F (2570.472388 sec): 3 clusters Score: Raw -853530.736520 + Penalty 2940.809506 = -850589.927015 nChanged 30 SP:Iteration 41Q (2570.508087 sec): 3 clusters Score: Raw -853535.708307 + Penalty 2940.809506 = -850594.898802 nChanged 25 SP:Iteration 42Q (2570.572588 sec): 3 clusters Score: Raw -853540.990789 + Penalty 2940.809506 = -850600.181284 nChanged 28 SP:Iteration 43Q (2570.630378 sec): 3 clusters Score: Raw -853545.023478 + Penalty 2940.809506 = -850604.213972 nChanged 26 SP:Iteration 44Q (2570.683128 sec): 3 clusters Score: Raw -853548.629441 + Penalty 2940.809506 = -850607.819935 nChanged 20 SP:Iteration 45Q (2570.736080 sec): 3 clusters Score: Raw -853550.846596 + Penalty 2940.809506 = -850610.037090 nChanged 17 SP:Iteration 46Q (2570.802513 sec): 3 clusters Score: Raw -853553.166728 + Penalty 2940.809506 = -850612.357222 nChanged 15 SP:Iteration 47Q (2570.864512 sec): 3 clusters Score: Raw -853554.819805 + Penalty 2940.809506 = -850614.010299 nChanged 16 SP:Iteration 48Q (2570.912323 sec): 3 clusters Score: Raw -853556.934060 + Penalty 2940.809506 = -850616.124555 nChanged 20 SP:Iteration 49Q (2570.980210 sec): 3 clusters Score: Raw -853560.090185 + Penalty 2940.809506 = -850619.280679 nChanged 16 SP:Iteration 50Q (2571.040562 sec): 3 clusters Score: Raw -853562.326926 + Penalty 2940.809506 = -850621.517420 nChanged 18 SP:Iteration 51Q (2571.099191 sec): 3 clusters Score: Raw -853565.318836 + Penalty 2940.809506 = -850624.509330 nChanged 22 SP:Iteration 52Q (2571.155927 sec): 3 clusters Score: Raw -853569.696416 + Penalty 2940.809506 = -850628.886910 nChanged 19 SP:Iteration 53Q (2571.212477 sec): 3 clusters Score: Raw -853572.504028 + Penalty 2940.809506 = -850631.694523 nChanged 15 SP:Iteration 54Q (2571.272192 sec): 3 clusters Score: Raw -853574.500288 + Penalty 2940.809506 = -850633.690782 nChanged 14 SP:Iteration 55Q (2571.331354 sec): 3 clusters Score: Raw -853576.757689 + Penalty 2940.809506 = -850635.948184 nChanged 15 SP:Iteration 56Q (2571.388774 sec): 3 clusters Score: Raw -853579.139275 + Penalty 2940.809506 = -850638.329769 nChanged 21 SP:Iteration 57Q (2571.448118 sec): 3 clusters Score: Raw -853582.191670 + Penalty 2940.809506 = -850641.382164 nChanged 17 SP:Iteration 58Q (2571.507403 sec): 3 clusters Score: Raw -853584.174867 + Penalty 2940.809506 = -850643.365361 nChanged 11 SP:Iteration 59Q (2571.564370 sec): 3 clusters Score: Raw -853585.568072 + Penalty 2940.809506 = -850644.758566 nChanged 13 SP:Iteration 60F (2571.623360 sec): 3 clusters Score: Raw -853588.160682 + Penalty 2940.809506 = -850647.351176 nChanged 13 SP:Iteration 61Q (2571.685221 sec): 3 clusters Score: Raw -853590.263315 + Penalty 2940.809506 = -850649.453809 nChanged 19 SP:Iteration 62Q (2571.754365 sec): 3 clusters Score: Raw -853592.945118 + Penalty 2940.809506 = -850652.135612 nChanged 18 SP:Iteration 63Q (2571.803250 sec): 3 clusters Score: Raw -853595.286329 + Penalty 2940.809506 = -850654.476824 nChanged 14 SP:Iteration 64Q (2571.869308 sec): 3 clusters Score: Raw -853597.092387 + Penalty 2940.809506 = -850656.282881 nChanged 14 SP:Iteration 65Q (2571.919073 sec): 3 clusters Score: Raw -853599.480555 + Penalty 2940.809506 = -850658.671049 nChanged 15 SP:Iteration 66Q (2571.968705 sec): 3 clusters Score: Raw -853601.795852 + Penalty 2940.809506 = -850660.986346 nChanged 13 SP:Iteration 67Q (2572.031397 sec): 3 clusters Score: Raw -853603.651626 + Penalty 2940.809506 = -850662.842120 nChanged 10 SP:Iteration 68Q (2572.093957 sec): 3 clusters Score: Raw -853605.221067 + Penalty 2940.809506 = -850664.411561 nChanged 8 SP:Iteration 69Q (2572.148428 sec): 3 clusters Score: Raw -853605.751153 + Penalty 2940.809506 = -850664.941647 nChanged 4 SP:Iteration 70Q (2572.216436 sec): 3 clusters Score: Raw -853606.272991 + Penalty 2940.809506 = -850665.463485 nChanged 6 SP:Iteration 71Q (2572.264886 sec): 3 clusters Score: Raw -853607.060272 + Penalty 2940.809506 = -850666.250767 nChanged 7 SP:Iteration 72Q (2572.330019 sec): 3 clusters Score: Raw -853607.788576 + Penalty 2940.809506 = -850666.979071 nChanged 4 SP:Iteration 73Q (2572.369735 sec): 3 clusters Score: Raw -853608.171405 + Penalty 2940.809506 = -850667.361899 nChanged 5 SP:Iteration 74Q (2572.425289 sec): 3 clusters Score: Raw -853608.698338 + Penalty 2940.809506 = -850667.888833 nChanged 8 SP:Iteration 75Q (2572.477547 sec): 3 clusters Score: Raw -853609.514663 + Penalty 2940.809506 = -850668.705157 nChanged 12 SP:Iteration 76Q (2572.534683 sec): 3 clusters Score: Raw -853610.972675 + Penalty 2940.809506 = -850670.163169 nChanged 10 SP:Iteration 77Q (2572.604986 sec): 3 clusters Score: Raw -853612.574070 + Penalty 2940.809506 = -850671.764564 nChanged 19 SP:Iteration 78Q (2572.655271 sec): 3 clusters Score: Raw -853615.870946 + Penalty 2940.809506 = -850675.061440 nChanged 18 SP:Iteration 79Q (2572.716964 sec): 3 clusters Score: Raw -853618.730215 + Penalty 2940.809506 = -850677.920709 nChanged 19 SP:Iteration 80F (2572.777725 sec): 3 clusters Score: Raw -853621.617192 + Penalty 2940.809506 = -850680.807686 nChanged 14 SP:Iteration 81Q (2572.824216 sec): 3 clusters Score: Raw -853623.040186 + Penalty 2940.809506 = -850682.230681 nChanged 8 SP:Iteration 82Q (2572.884056 sec): 3 clusters Score: Raw -853623.883809 + Penalty 2940.809506 = -850683.074303 nChanged 6 SP:Iteration 83Q (2572.948695 sec): 3 clusters Score: Raw -853624.645988 + Penalty 2940.809506 = -850683.836482 nChanged 4 SP:Iteration 84Q (2573.013019 sec): 3 clusters Score: Raw -853625.083738 + Penalty 2940.809506 = -850684.274232 nChanged 5 SP:Iteration 85Q (2573.063427 sec): 3 clusters Score: Raw -853625.881524 + Penalty 2940.809506 = -850685.072018 nChanged 7 SP:Iteration 86Q (2573.116961 sec): 3 clusters Score: Raw -853626.832280 + Penalty 2940.809506 = -850686.022774 nChanged 8 SP:Iteration 87Q (2573.187153 sec): 3 clusters Score: Raw -853627.742048 + Penalty 2940.809506 = -850686.932542 nChanged 8 SP:Iteration 88Q (2573.235488 sec): 3 clusters Score: Raw -853628.381270 + Penalty 2940.809506 = -850687.571765 nChanged 8 SP:Iteration 89Q (2573.306009 sec): 3 clusters Score: Raw -853629.163327 + Penalty 2940.809506 = -850688.353821 nChanged 7 SP:Iteration 90Q (2573.361611 sec): 3 clusters Score: Raw -853630.129634 + Penalty 2940.809506 = -850689.320128 nChanged 6 SP:Iteration 91Q (2573.420041 sec): 3 clusters Score: Raw -853630.993841 + Penalty 2940.809506 = -850690.184336 nChanged 4 SP:Iteration 92Q (2573.478863 sec): 3 clusters Score: Raw -853631.431675 + Penalty 2940.809506 = -850690.622169 nChanged 5 SP:Iteration 93Q (2573.524914 sec): 3 clusters Score: Raw -853632.343547 + Penalty 2940.809506 = -850691.534042 nChanged 12 SP:Iteration 94Q (2573.586348 sec): 3 clusters Score: Raw -853634.548878 + Penalty 2940.809506 = -850693.739372 nChanged 17 SP:Iteration 95Q (2573.651364 sec): 3 clusters Score: Raw -853637.191780 + Penalty 2940.809506 = -850696.382274 nChanged 11 SP:Iteration 96Q (2573.712195 sec): 3 clusters Score: Raw -853638.532603 + Penalty 2940.809506 = -850697.723097 nChanged 11 SP:Iteration 97Q (2573.757516 sec): 3 clusters Score: Raw -853639.826227 + Penalty 2940.809506 = -850699.016721 nChanged 6 SP:Iteration 98Q (2573.829107 sec): 3 clusters Score: Raw -853640.308275 + Penalty 2940.809506 = -850699.498769 nChanged 5 SP:Iteration 99Q (2573.884284 sec): 3 clusters Score: Raw -853641.008537 + Penalty 2940.809506 = -850700.199031 nChanged 10 SP:Iteration 100F (2573.939887 sec): 3 clusters Score: Raw -853642.394237 + Penalty 2940.809506 = -850701.584731 nChanged 14 SP:Iteration 101Q (2573.996786 sec): 3 clusters Score: Raw -853644.888099 + Penalty 2940.809506 = -850704.078594 nChanged 18 SP:Iteration 102Q (2574.053632 sec): 3 clusters Score: Raw -853647.632444 + Penalty 2940.809506 = -850706.822938 nChanged 25 SP:Iteration 103Q (2574.115707 sec): 3 clusters Score: Raw -853651.978282 + Penalty 2940.809506 = -850711.168777 nChanged 30 SP:Iteration 104Q (2574.177412 sec): 3 clusters Score: Raw -853657.072109 + Penalty 2940.809506 = -850716.262604 nChanged 29 SP:Iteration 105Q (2574.233642 sec): 3 clusters Score: Raw -853662.319258 + Penalty 2940.809506 = -850721.509752 nChanged 25 SP:Iteration 106Q (2574.280100 sec): 3 clusters Score: Raw -853667.342494 + Penalty 2940.809506 = -850726.532988 nChanged 24 SP:Iteration 107Q (2574.345903 sec): 3 clusters Score: Raw -853671.899795 + Penalty 2940.809506 = -850731.090290 nChanged 28 SP:Iteration 108Q (2574.403488 sec): 3 clusters Score: Raw -853677.565513 + Penalty 2940.809506 = -850736.756007 nChanged 28 SP:Iteration 109Q (2574.449698 sec): 3 clusters Score: Raw -853682.897521 + Penalty 2940.809506 = -850742.088015 nChanged 24 SP:Iteration 110Q (2574.517921 sec): 3 clusters Score: Raw -853687.186515 + Penalty 2940.809506 = -850746.377009 nChanged 27 SP:Iteration 111Q (2574.560898 sec): 3 clusters Score: Raw -853691.334677 + Penalty 2940.809506 = -850750.525171 nChanged 24 SP:Iteration 112Q (2574.614529 sec): 3 clusters Score: Raw -853696.125445 + Penalty 2940.809506 = -850755.315939 nChanged 28 SP:Iteration 113Q (2574.672399 sec): 3 clusters Score: Raw -853701.328413 + Penalty 2940.809506 = -850760.518907 nChanged 24 SP:Iteration 114Q (2574.730077 sec): 3 clusters Score: Raw -853706.188560 + Penalty 2940.809506 = -850765.379054 nChanged 23 SP:Iteration 115Q (2574.786678 sec): 3 clusters Score: Raw -853710.064367 + Penalty 2940.809506 = -850769.254862 nChanged 22 SP:Iteration 116Q (2574.837516 sec): 3 clusters Score: Raw -853713.135945 + Penalty 2940.809506 = -850772.326440 nChanged 19 SP:Iteration 117Q (2574.902519 sec): 3 clusters Score: Raw -853716.004025 + Penalty 2940.809506 = -850775.194519 nChanged 15 SP:Iteration 118Q (2574.951468 sec): 3 clusters Score: Raw -853717.665530 + Penalty 2940.809506 = -850776.856024 nChanged 11 SP:Iteration 119Q (2575.006932 sec): 3 clusters Score: Raw -853718.978409 + Penalty 2940.809506 = -850778.168903 nChanged 12 SP:Iteration 120F (2575.074280 sec): 3 clusters Score: Raw -853721.274854 + Penalty 2940.809506 = -850780.465349 nChanged 17 SP:Iteration 121Q (2575.136848 sec): 3 clusters Score: Raw -853724.046581 + Penalty 2940.809506 = -850783.237075 nChanged 18 SP:Iteration 122Q (2575.186427 sec): 3 clusters Score: Raw -853727.035561 + Penalty 2940.809506 = -850786.226055 nChanged 25 SP:Iteration 123Q (2575.250253 sec): 3 clusters Score: Raw -853732.028326 + Penalty 2940.809506 = -850791.218820 nChanged 30 SP:Iteration 124Q (2575.306959 sec): 3 clusters Score: Raw -853738.675407 + Penalty 2940.809506 = -850797.865901 nChanged 36 SP:Iteration 125Q (2575.365843 sec): 3 clusters Score: Raw -853745.169121 + Penalty 2940.809506 = -850804.359616 nChanged 33 SP:Iteration 126Q (2575.404786 sec): 3 clusters Score: Raw -853750.187407 + Penalty 2940.809506 = -850809.377901 nChanged 27 SP:Iteration 127Q (2575.470030 sec): 3 clusters Score: Raw -853757.051480 + Penalty 2940.809506 = -850816.241974 nChanged 41 SP:Iteration 128Q (2575.526415 sec): 3 clusters Score: Raw -853767.525216 + Penalty 2940.809506 = -850826.715710 nChanged 45 SP:Iteration 129Q (2575.578460 sec): 3 clusters Score: Raw -853781.825930 + Penalty 2940.809506 = -850841.016424 nChanged 60 SP:Iteration 130Q (2575.628709 sec): 3 clusters Score: Raw -853810.304142 + Penalty 2940.809506 = -850869.494636 nChanged 79 SP:Iteration 131Q (2575.695271 sec): 3 clusters Score: Raw -853847.545781 + Penalty 2940.809506 = -850906.736275 nChanged 92 SP:Iteration 132Q (2575.762469 sec): 3 clusters Score: Raw -853903.019394 + Penalty 2940.809506 = -850962.209888 nChanged 107 SP:Iteration 133Q (2575.811765 sec): 3 clusters Score: Raw -853995.089920 + Penalty 2940.809506 = -851054.280414 nChanged 129 SP:Iteration 134Q (2575.878693 sec): 3 clusters Score: Raw -854132.109673 + Penalty 2940.809506 = -851191.300168 nChanged 146 SP:Iteration 135Q (2575.931782 sec): 3 clusters Score: Raw -854316.706930 + Penalty 2940.809506 = -851375.897424 nChanged 173 SP:Iteration 136Q (2575.990974 sec): 3 clusters Score: Raw -854563.771126 + Penalty 2940.809506 = -851622.961620 nChanged 171 SP:Iteration 137Q (2576.047280 sec): 3 clusters Score: Raw -854710.515378 + Penalty 2940.809506 = -851769.705872 nChanged 138 SP:Iteration 138Q (2576.092664 sec): 3 clusters Score: Raw -854794.708179 + Penalty 2940.809506 = -851853.898673 nChanged 73 SP:Iteration 139Q (2576.144315 sec): 3 clusters Score: Raw -854828.149814 + Penalty 2940.809506 = -851887.340309 nChanged 54 SP:Iteration 140F (2576.207737 sec): 3 clusters Score: Raw -854844.169632 + Penalty 2940.809506 = -851903.360126 nChanged 29 SP:Iteration 141Q (2576.268768 sec): 3 clusters Score: Raw -854852.599304 + Penalty 2940.809506 = -851911.789798 nChanged 20 SP:Iteration 142Q (2576.317560 sec): 3 clusters Score: Raw -854858.528747 + Penalty 2940.809506 = -851917.719241 nChanged 15 SP:Iteration 143Q (2576.382902 sec): 3 clusters Score: Raw -854861.191933 + Penalty 2940.809506 = -851920.382427 nChanged 12 SP:Iteration 144Q (2576.443228 sec): 3 clusters Score: Raw -854864.264494 + Penalty 2940.809506 = -851923.454988 nChanged 14 SP:Iteration 145Q (2576.500188 sec): 3 clusters Score: Raw -854869.384698 + Penalty 2940.809506 = -851928.575193 nChanged 16 SP:Iteration 146Q (2576.554034 sec): 3 clusters Score: Raw -854874.758460 + Penalty 2940.809506 = -851933.948955 nChanged 20 SP:Iteration 147Q (2576.614634 sec): 3 clusters Score: Raw -854879.859289 + Penalty 2940.809506 = -851939.049784 nChanged 15 SP:Iteration 148Q (2576.671343 sec): 3 clusters Score: Raw -854883.105188 + Penalty 2940.809506 = -851942.295683 nChanged 9 SP:Iteration 149Q (2576.735040 sec): 3 clusters Score: Raw -854884.733175 + Penalty 2940.809506 = -851943.923669 nChanged 5 SP:Iteration 150Q (2576.795679 sec): 3 clusters Score: Raw -854885.246726 + Penalty 2940.809506 = -851944.437220 nChanged 3 SP:Iteration 151Q (2576.852693 sec): 3 clusters Score: Raw -854885.994650 + Penalty 2940.809506 = -851945.185144 nChanged 3 SP:Iteration 152Q (2576.903700 sec): 3 clusters Score: Raw -854886.806616 + Penalty 2940.809506 = -851945.997110 nChanged 5 SP:Iteration 153Q (2576.951168 sec): 3 clusters Score: Raw -854887.898398 + Penalty 2940.809506 = -851947.088892 nChanged 2 SP:Iteration 154Q (2577.009473 sec): 3 clusters Score: Raw -854888.247855 + Penalty 2940.809506 = -851947.438350 nChanged 1 SP:Iteration 155Q (2577.079726 sec): 3 clusters Score: Raw -854888.392777 + Penalty 2940.809506 = -851947.583272 nChanged 0 SP:Iteration 156F (2577.129689 sec): 3 clusters Score: Raw -854888.392777 + Penalty 2940.809506 = -851947.583272 nChanged 0 Trying to split cluster 4 (1157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2577.148576 sec): 2 clusters Score: Raw -125211.812384 + Penalty 1146.207681 = -124065.604703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2577.188275 sec): 3 clusters Score: Raw -124818.836152 + Penalty 2292.415361 = -122526.420791 nChanged 352 SP:Iteration 1F (2577.219719 sec): 3 clusters Score: Raw -125132.111909 + Penalty 2292.415361 = -122839.696548 nChanged 90 SP:Iteration 2F (2577.270206 sec): 3 clusters Score: Raw -125230.075491 + Penalty 2292.415361 = -122937.660130 nChanged 51 SP:Iteration 3Q (2577.301829 sec): 3 clusters Score: Raw -125276.599288 + Penalty 2292.415361 = -122984.183927 nChanged 34 SP:Iteration 4Q (2577.356560 sec): 3 clusters Score: Raw -125311.134380 + Penalty 2292.415361 = -123018.719019 nChanged 29 SP:Iteration 5Q (2577.400316 sec): 3 clusters Score: Raw -125339.055835 + Penalty 2292.415361 = -123046.640474 nChanged 20 SP:Iteration 6Q (2577.448385 sec): 3 clusters Score: Raw -125360.892975 + Penalty 2292.415361 = -123068.477614 nChanged 18 SP:Iteration 7Q (2577.488205 sec): 3 clusters Score: Raw -125373.329363 + Penalty 2292.415361 = -123080.914002 nChanged 10 SP:Iteration 8Q (2577.519257 sec): 3 clusters Score: Raw -125382.300496 + Penalty 2292.415361 = -123089.885134 nChanged 11 SP:Iteration 9Q (2577.570082 sec): 3 clusters Score: Raw -125398.354310 + Penalty 2292.415361 = -123105.938949 nChanged 14 SP:Iteration 10Q (2577.607784 sec): 3 clusters Score: Raw -125409.728596 + Penalty 2292.415361 = -123117.313234 nChanged 6 SP:Iteration 11Q (2577.653941 sec): 3 clusters Score: Raw -125412.372446 + Penalty 2292.415361 = -123119.957085 nChanged 2 SP:Iteration 12Q (2577.709842 sec): 3 clusters Score: Raw -125413.362573 + Penalty 2292.415361 = -123120.947212 nChanged 0 SP:Iteration 13F (2577.748609 sec): 3 clusters Score: Raw -125413.362573 + Penalty 2292.415361 = -123120.947212 nChanged 0 Trying to split cluster 5 (35275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2577.820723 sec): 2 clusters Score: Raw -3682480.793728 + Penalty 1701.526089 = -3680779.267639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2577.907243 sec): 3 clusters Score: Raw -3660486.174066 + Penalty 3403.052177 = -3657083.121888 nChanged 16410 SP:Iteration 1F (2578.017185 sec): 3 clusters Score: Raw -3669417.119106 + Penalty 3403.052177 = -3666014.066928 nChanged 1461 SP:Iteration 2Q (2578.115979 sec): 3 clusters Score: Raw -3669885.171204 + Penalty 3403.052177 = -3666482.119026 nChanged 1519 SP:Iteration 3Q (2578.202865 sec): 3 clusters Score: Raw -3670409.065262 + Penalty 3403.052177 = -3667006.013084 nChanged 1548 SP:Iteration 4Q (2578.305486 sec): 3 clusters Score: Raw -3670979.018324 + Penalty 3403.052177 = -3667575.966146 nChanged 1570 SP:Iteration 5Q (2578.403203 sec): 3 clusters Score: Raw -3671584.153131 + Penalty 3403.052177 = -3668181.100953 nChanged 1611 SP:Iteration 6Q (2578.498846 sec): 3 clusters Score: Raw -3672209.606363 + Penalty 3403.052177 = -3668806.554186 nChanged 1602 SP:Iteration 7Q (2578.587411 sec): 3 clusters Score: Raw -3672902.042027 + Penalty 3403.052177 = -3669498.989850 nChanged 1671 SP:Iteration 8Q (2578.694448 sec): 3 clusters Score: Raw -3673753.272021 + Penalty 3403.052177 = -3670350.219844 nChanged 1771 SP:Iteration 9F (2578.787333 sec): 3 clusters Score: Raw -3674787.779479 + Penalty 3403.052177 = -3671384.727302 nChanged 1836 SP:Iteration 10F (2578.882381 sec): 3 clusters Score: Raw -3675860.545074 + Penalty 3403.052177 = -3672457.492896 nChanged 1733 SP:Iteration 11Q (2578.986685 sec): 3 clusters Score: Raw -3676816.714129 + Penalty 3403.052177 = -3673413.661952 nChanged 1460 SP:Iteration 12Q (2579.078855 sec): 3 clusters Score: Raw -3677462.684390 + Penalty 3403.052177 = -3674059.632212 nChanged 1080 SP:Iteration 13Q (2579.186289 sec): 3 clusters Score: Raw -3677814.665040 + Penalty 3403.052177 = -3674411.612863 nChanged 731 SP:Iteration 14Q (2579.276296 sec): 3 clusters Score: Raw -3677977.307380 + Penalty 3403.052177 = -3674574.255203 nChanged 446 SP:Iteration 15Q (2579.382051 sec): 3 clusters Score: Raw -3678051.677600 + Penalty 3403.052177 = -3674648.625423 nChanged 336 SP:Iteration 16Q (2579.475808 sec): 3 clusters Score: Raw -3678110.683578 + Penalty 3403.052177 = -3674707.631400 nChanged 283 SP:Iteration 17Q (2579.587019 sec): 3 clusters Score: Raw -3678155.746860 + Penalty 3403.052177 = -3674752.694682 nChanged 262 SP:Iteration 18Q (2579.682454 sec): 3 clusters Score: Raw -3678192.343174 + Penalty 3403.052177 = -3674789.290997 nChanged 244 SP:Iteration 19Q (2579.786253 sec): 3 clusters Score: Raw -3678227.825818 + Penalty 3403.052177 = -3674824.773641 nChanged 219 SP:Iteration 20F (2579.881132 sec): 3 clusters Score: Raw -3678259.068834 + Penalty 3403.052177 = -3674856.016657 nChanged 213 SP:Iteration 21Q (2579.973220 sec): 3 clusters Score: Raw -3678290.843549 + Penalty 3403.052177 = -3674887.791372 nChanged 221 SP:Iteration 22Q (2580.072881 sec): 3 clusters Score: Raw -3678325.274033 + Penalty 3403.052177 = -3674922.221856 nChanged 214 SP:Iteration 23Q (2580.177432 sec): 3 clusters Score: Raw -3678351.460222 + Penalty 3403.052177 = -3674948.408045 nChanged 175 SP:Iteration 24Q (2580.283486 sec): 3 clusters Score: Raw -3678372.847233 + Penalty 3403.052177 = -3674969.795056 nChanged 181 SP:Iteration 25Q (2580.372353 sec): 3 clusters Score: Raw -3678394.845049 + Penalty 3403.052177 = -3674991.792872 nChanged 180 SP:Iteration 26Q (2580.476543 sec): 3 clusters Score: Raw -3678415.040752 + Penalty 3403.052177 = -3675011.988574 nChanged 162 SP:Iteration 27Q (2580.579229 sec): 3 clusters Score: Raw -3678434.271386 + Penalty 3403.052177 = -3675031.219209 nChanged 145 SP:Iteration 28Q (2580.693583 sec): 3 clusters Score: Raw -3678451.748837 + Penalty 3403.052177 = -3675048.696660 nChanged 149 SP:Iteration 29Q (2580.793900 sec): 3 clusters Score: Raw -3678469.416562 + Penalty 3403.052177 = -3675066.364384 nChanged 141 SP:Iteration 30Q (2580.888364 sec): 3 clusters Score: Raw -3678486.556571 + Penalty 3403.052177 = -3675083.504393 nChanged 141 SP:Iteration 31Q (2580.994784 sec): 3 clusters Score: Raw -3678502.728552 + Penalty 3403.052177 = -3675099.676375 nChanged 141 SP:Iteration 32Q (2581.091506 sec): 3 clusters Score: Raw -3678518.271917 + Penalty 3403.052177 = -3675115.219739 nChanged 149 SP:Iteration 33Q (2581.184147 sec): 3 clusters Score: Raw -3678532.691029 + Penalty 3403.052177 = -3675129.638851 nChanged 143 SP:Iteration 34Q (2581.293799 sec): 3 clusters Score: Raw -3678549.325863 + Penalty 3403.052177 = -3675146.273686 nChanged 154 SP:Iteration 35Q (2581.400974 sec): 3 clusters Score: Raw -3678570.008113 + Penalty 3403.052177 = -3675166.955936 nChanged 159 SP:Iteration 36Q (2581.491228 sec): 3 clusters Score: Raw -3678592.890241 + Penalty 3403.052177 = -3675189.838064 nChanged 170 SP:Iteration 37Q (2581.587504 sec): 3 clusters Score: Raw -3678614.100777 + Penalty 3403.052177 = -3675211.048600 nChanged 157 SP:Iteration 38Q (2581.687568 sec): 3 clusters Score: Raw -3678633.848101 + Penalty 3403.052177 = -3675230.795924 nChanged 151 SP:Iteration 39Q (2581.791910 sec): 3 clusters Score: Raw -3678651.140177 + Penalty 3403.052177 = -3675248.088000 nChanged 145 SP:Iteration 40F (2581.881923 sec): 3 clusters Score: Raw -3678666.188692 + Penalty 3403.052177 = -3675263.136514 nChanged 135 SP:Iteration 41Q (2581.971227 sec): 3 clusters Score: Raw -3678678.552446 + Penalty 3403.052177 = -3675275.500269 nChanged 133 SP:Iteration 42Q (2582.069903 sec): 3 clusters Score: Raw -3678692.640668 + Penalty 3403.052177 = -3675289.588491 nChanged 154 SP:Iteration 43Q (2582.178169 sec): 3 clusters Score: Raw -3678713.648773 + Penalty 3403.052177 = -3675310.596595 nChanged 158 SP:Iteration 44Q (2582.276576 sec): 3 clusters Score: Raw -3678734.296421 + Penalty 3403.052177 = -3675331.244243 nChanged 178 SP:Iteration 45Q (2582.373798 sec): 3 clusters Score: Raw -3678756.099437 + Penalty 3403.052177 = -3675353.047260 nChanged 201 SP:Iteration 46Q (2582.473120 sec): 3 clusters Score: Raw -3678783.367525 + Penalty 3403.052177 = -3675380.315347 nChanged 221 SP:Iteration 47Q (2582.558055 sec): 3 clusters Score: Raw -3678813.601888 + Penalty 3403.052177 = -3675410.549711 nChanged 230 SP:Iteration 48Q (2582.668127 sec): 3 clusters Score: Raw -3678844.300819 + Penalty 3403.052177 = -3675441.248642 nChanged 217 SP:Iteration 49Q (2582.752477 sec): 3 clusters Score: Raw -3678877.516706 + Penalty 3403.052177 = -3675474.464529 nChanged 232 SP:Iteration 50Q (2582.860041 sec): 3 clusters Score: Raw -3678912.801173 + Penalty 3403.052177 = -3675509.748996 nChanged 238 SP:Iteration 51Q (2582.953270 sec): 3 clusters Score: Raw -3678949.906858 + Penalty 3403.052177 = -3675546.854680 nChanged 256 SP:Iteration 52Q (2583.058634 sec): 3 clusters Score: Raw -3678993.009566 + Penalty 3403.052177 = -3675589.957388 nChanged 263 SP:Iteration 53Q (2583.156875 sec): 3 clusters Score: Raw -3679043.407960 + Penalty 3403.052177 = -3675640.355782 nChanged 289 SP:Iteration 54Q (2583.258891 sec): 3 clusters Score: Raw -3679105.084036 + Penalty 3403.052177 = -3675702.031858 nChanged 310 SP:Iteration 55Q (2583.360738 sec): 3 clusters Score: Raw -3679173.960348 + Penalty 3403.052177 = -3675770.908171 nChanged 321 SP:Iteration 56Q (2583.450682 sec): 3 clusters Score: Raw -3679248.099717 + Penalty 3403.052177 = -3675845.047539 nChanged 362 SP:Iteration 57Q (2583.550198 sec): 3 clusters Score: Raw -3679345.097059 + Penalty 3403.052177 = -3675942.044881 nChanged 374 SP:Iteration 58Q (2583.653124 sec): 3 clusters Score: Raw -3679437.759463 + Penalty 3403.052177 = -3676034.707286 nChanged 381 SP:Iteration 59Q (2583.750904 sec): 3 clusters Score: Raw -3679539.475943 + Penalty 3403.052177 = -3676136.423765 nChanged 385 SP:Iteration 60F (2583.855015 sec): 3 clusters Score: Raw -3679642.628604 + Penalty 3403.052177 = -3676239.576427 nChanged 375 SP:Iteration 61Q (2583.948526 sec): 3 clusters Score: Raw -3679736.802837 + Penalty 3403.052177 = -3676333.750659 nChanged 365 SP:Iteration 62Q (2584.048844 sec): 3 clusters Score: Raw -3679825.183900 + Penalty 3403.052177 = -3676422.131723 nChanged 360 SP:Iteration 63Q (2584.141459 sec): 3 clusters Score: Raw -3679911.625955 + Penalty 3403.052177 = -3676508.573778 nChanged 341 SP:Iteration 64Q (2584.238665 sec): 3 clusters Score: Raw -3679992.086315 + Penalty 3403.052177 = -3676589.034138 nChanged 322 SP:Iteration 65Q (2584.327710 sec): 3 clusters Score: Raw -3680075.746709 + Penalty 3403.052177 = -3676672.694532 nChanged 356 SP:Iteration 66Q (2584.424335 sec): 3 clusters Score: Raw -3680167.796962 + Penalty 3403.052177 = -3676764.744785 nChanged 361 SP:Iteration 67Q (2584.526560 sec): 3 clusters Score: Raw -3680258.918886 + Penalty 3403.052177 = -3676855.866708 nChanged 363 SP:Iteration 68Q (2584.627612 sec): 3 clusters Score: Raw -3680354.716987 + Penalty 3403.052177 = -3676951.664810 nChanged 384 SP:Iteration 69Q (2584.721149 sec): 3 clusters Score: Raw -3680462.947093 + Penalty 3403.052177 = -3677059.894916 nChanged 374 SP:Iteration 70Q (2584.815277 sec): 3 clusters Score: Raw -3680559.470975 + Penalty 3403.052177 = -3677156.418798 nChanged 329 SP:Iteration 71Q (2584.916356 sec): 3 clusters Score: Raw -3680638.317998 + Penalty 3403.052177 = -3677235.265821 nChanged 331 SP:Iteration 72Q (2585.007738 sec): 3 clusters Score: Raw -3680725.164917 + Penalty 3403.052177 = -3677322.112739 nChanged 335 SP:Iteration 73Q (2585.100521 sec): 3 clusters Score: Raw -3680813.738161 + Penalty 3403.052177 = -3677410.685984 nChanged 317 SP:Iteration 74Q (2585.198149 sec): 3 clusters Score: Raw -3680899.438488 + Penalty 3403.052177 = -3677496.386311 nChanged 335 SP:Iteration 75Q (2585.296032 sec): 3 clusters Score: Raw -3680999.865503 + Penalty 3403.052177 = -3677596.813326 nChanged 346 SP:Iteration 76Q (2585.403927 sec): 3 clusters Score: Raw -3681092.218843 + Penalty 3403.052177 = -3677689.166666 nChanged 315 SP:Iteration 77Q (2585.499774 sec): 3 clusters Score: Raw -3681173.532579 + Penalty 3403.052177 = -3677770.480401 nChanged 305 SP:Iteration 78Q (2585.593833 sec): 3 clusters Score: Raw -3681254.769444 + Penalty 3403.052177 = -3677851.717266 nChanged 289 SP:Iteration 79Q (2585.680762 sec): 3 clusters Score: Raw -3681332.974815 + Penalty 3403.052177 = -3677929.922637 nChanged 280 SP:Iteration 80F (2585.773926 sec): 3 clusters Score: Raw -3681407.348566 + Penalty 3403.052177 = -3678004.296389 nChanged 266 SP:Iteration 81Q (2585.869886 sec): 3 clusters Score: Raw -3681477.444570 + Penalty 3403.052177 = -3678074.392393 nChanged 270 SP:Iteration 82Q (2585.957926 sec): 3 clusters Score: Raw -3681551.548875 + Penalty 3403.052177 = -3678148.496697 nChanged 270 SP:Iteration 83Q (2586.055534 sec): 3 clusters Score: Raw -3681625.948752 + Penalty 3403.052177 = -3678222.896574 nChanged 257 SP:Iteration 84Q (2586.139530 sec): 3 clusters Score: Raw -3681696.476824 + Penalty 3403.052177 = -3678293.424646 nChanged 248 SP:Iteration 85Q (2586.223992 sec): 3 clusters Score: Raw -3681766.514119 + Penalty 3403.052177 = -3678363.461942 nChanged 248 SP:Iteration 86Q (2586.314676 sec): 3 clusters Score: Raw -3681844.978537 + Penalty 3403.052177 = -3678441.926359 nChanged 263 SP:Iteration 87Q (2586.402509 sec): 3 clusters Score: Raw -3681924.631591 + Penalty 3403.052177 = -3678521.579414 nChanged 230 SP:Iteration 88Q (2586.495691 sec): 3 clusters Score: Raw -3681998.825645 + Penalty 3403.052177 = -3678595.773467 nChanged 225 SP:Iteration 89Q (2586.580268 sec): 3 clusters Score: Raw -3682073.392227 + Penalty 3403.052177 = -3678670.340050 nChanged 193 SP:Iteration 90Q (2586.654581 sec): 3 clusters Score: Raw -3682140.021395 + Penalty 3403.052177 = -3678736.969218 nChanged 203 SP:Iteration 91Q (2586.733437 sec): 3 clusters Score: Raw -3682215.007420 + Penalty 3403.052177 = -3678811.955243 nChanged 199 SP:Iteration 92Q (2586.826329 sec): 3 clusters Score: Raw -3682289.165835 + Penalty 3403.052177 = -3678886.113658 nChanged 163 SP:Iteration 93Q (2586.910968 sec): 3 clusters Score: Raw -3682346.552577 + Penalty 3403.052177 = -3678943.500399 nChanged 143 SP:Iteration 94Q (2586.995793 sec): 3 clusters Score: Raw -3682397.406552 + Penalty 3403.052177 = -3678994.354375 nChanged 121 SP:Iteration 95Q (2587.080527 sec): 3 clusters Score: Raw -3682440.125535 + Penalty 3403.052177 = -3679037.073358 nChanged 103 SP:Iteration 96Q (2587.169171 sec): 3 clusters Score: Raw -3682479.397750 + Penalty 3403.052177 = -3679076.345572 nChanged 89 SP:Iteration 97Q (2587.254350 sec): 3 clusters Score: Raw -3682510.646744 + Penalty 3403.052177 = -3679107.594567 nChanged 83 SP:Iteration 98Q (2587.331983 sec): 3 clusters Score: Raw -3682541.646113 + Penalty 3403.052177 = -3679138.593936 nChanged 68 SP:Iteration 99Q (2587.419788 sec): 3 clusters Score: Raw -3682569.684696 + Penalty 3403.052177 = -3679166.632519 nChanged 69 SP:Iteration 100F (2587.524119 sec): 3 clusters Score: Raw -3682598.023087 + Penalty 3403.052177 = -3679194.970909 nChanged 62 SP:Iteration 101Q (2587.609511 sec): 3 clusters Score: Raw -3682623.526938 + Penalty 3403.052177 = -3679220.474761 nChanged 58 SP:Iteration 102Q (2587.694757 sec): 3 clusters Score: Raw -3682650.610335 + Penalty 3403.052177 = -3679247.558157 nChanged 65 SP:Iteration 103Q (2587.774111 sec): 3 clusters Score: Raw -3682678.000732 + Penalty 3403.052177 = -3679274.948555 nChanged 54 SP:Iteration 104Q (2587.855347 sec): 3 clusters Score: Raw -3682702.552984 + Penalty 3403.052177 = -3679299.500806 nChanged 45 SP:Iteration 105Q (2587.948395 sec): 3 clusters Score: Raw -3682720.961347 + Penalty 3403.052177 = -3679317.909170 nChanged 37 SP:Iteration 106Q (2588.030903 sec): 3 clusters Score: Raw -3682732.104745 + Penalty 3403.052177 = -3679329.052568 nChanged 24 SP:Iteration 107Q (2588.116435 sec): 3 clusters Score: Raw -3682738.957886 + Penalty 3403.052177 = -3679335.905708 nChanged 16 SP:Iteration 108Q (2588.218530 sec): 3 clusters Score: Raw -3682745.384645 + Penalty 3403.052177 = -3679342.332467 nChanged 16 SP:Iteration 109Q (2588.301702 sec): 3 clusters Score: Raw -3682750.440609 + Penalty 3403.052177 = -3679347.388431 nChanged 13 SP:Iteration 110Q (2588.407295 sec): 3 clusters Score: Raw -3682754.613656 + Penalty 3403.052177 = -3679351.561479 nChanged 10 SP:Iteration 111Q (2588.498197 sec): 3 clusters Score: Raw -3682756.672743 + Penalty 3403.052177 = -3679353.620566 nChanged 5 SP:Iteration 112Q (2588.588803 sec): 3 clusters Score: Raw -3682758.316258 + Penalty 3403.052177 = -3679355.264080 nChanged 7 SP:Iteration 113Q (2588.660870 sec): 3 clusters Score: Raw -3682759.967331 + Penalty 3403.052177 = -3679356.915154 nChanged 7 SP:Iteration 114Q (2588.744164 sec): 3 clusters Score: Raw -3682761.962537 + Penalty 3403.052177 = -3679358.910360 nChanged 5 SP:Iteration 115Q (2588.853517 sec): 3 clusters Score: Raw -3682763.489804 + Penalty 3403.052177 = -3679360.437627 nChanged 8 SP:Iteration 116Q (2588.935254 sec): 3 clusters Score: Raw -3682766.052255 + Penalty 3403.052177 = -3679363.000078 nChanged 7 SP:Iteration 117Q (2589.024643 sec): 3 clusters Score: Raw -3682769.063843 + Penalty 3403.052177 = -3679366.011665 nChanged 7 SP:Iteration 118Q (2589.116849 sec): 3 clusters Score: Raw -3682770.886623 + Penalty 3403.052177 = -3679367.834445 nChanged 6 SP:Iteration 119Q (2589.219355 sec): 3 clusters Score: Raw -3682772.894920 + Penalty 3403.052177 = -3679369.842743 nChanged 5 SP:Iteration 120F (2589.309218 sec): 3 clusters Score: Raw -3682773.963039 + Penalty 3403.052177 = -3679370.910862 nChanged 1 SP:Iteration 121Q (2589.399475 sec): 3 clusters Score: Raw -3682774.118023 + Penalty 3403.052177 = -3679371.065845 nChanged 0 SP:Iteration 122F (2589.479576 sec): 3 clusters Score: Raw -3682774.118023 + Penalty 3403.052177 = -3679371.065845 nChanged 0 Trying to split cluster 6 (10538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2589.513422 sec): 2 clusters Score: Raw -1121502.693299 + Penalty 1505.195746 = -1119997.497553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2589.579063 sec): 3 clusters Score: Raw -1115518.292068 + Penalty 3010.391492 = -1112507.900577 nChanged 4543 SP:Iteration 1F (2589.645353 sec): 3 clusters Score: Raw -1117998.392058 + Penalty 3010.391492 = -1114988.000566 nChanged 669 SP:Iteration 2F (2589.709588 sec): 3 clusters Score: Raw -1118322.131089 + Penalty 3010.391492 = -1115311.739598 nChanged 614 SP:Iteration 3F (2589.766852 sec): 3 clusters Score: Raw -1118634.406258 + Penalty 3010.391492 = -1115624.014767 nChanged 558 SP:Iteration 4F (2589.831600 sec): 3 clusters Score: Raw -1118927.389744 + Penalty 3010.391492 = -1115916.998252 nChanged 532 SP:Iteration 5F (2589.896378 sec): 3 clusters Score: Raw -1119274.113498 + Penalty 3010.391492 = -1116263.722007 nChanged 553 SP:Iteration 6F (2589.970178 sec): 3 clusters Score: Raw -1119669.460872 + Penalty 3010.391492 = -1116659.069380 nChanged 609 SP:Iteration 7F (2590.025301 sec): 3 clusters Score: Raw -1120143.778636 + Penalty 3010.391492 = -1117133.387145 nChanged 570 SP:Iteration 8F (2590.073167 sec): 3 clusters Score: Raw -1120578.707110 + Penalty 3010.391492 = -1117568.315618 nChanged 495 SP:Iteration 9Q (2590.146054 sec): 3 clusters Score: Raw -1120920.761188 + Penalty 3010.391492 = -1117910.369697 nChanged 389 SP:Iteration 10Q (2590.201599 sec): 3 clusters Score: Raw -1121133.561230 + Penalty 3010.391492 = -1118123.169738 nChanged 271 SP:Iteration 11Q (2590.275119 sec): 3 clusters Score: Raw -1121265.070391 + Penalty 3010.391492 = -1118254.678900 nChanged 197 SP:Iteration 12Q (2590.334230 sec): 3 clusters Score: Raw -1121347.863528 + Penalty 3010.391492 = -1118337.472036 nChanged 147 SP:Iteration 13Q (2590.396414 sec): 3 clusters Score: Raw -1121401.538453 + Penalty 3010.391492 = -1118391.146962 nChanged 134 SP:Iteration 14Q (2590.454310 sec): 3 clusters Score: Raw -1121443.383038 + Penalty 3010.391492 = -1118432.991546 nChanged 97 SP:Iteration 15Q (2590.519973 sec): 3 clusters Score: Raw -1121472.275140 + Penalty 3010.391492 = -1118461.883649 nChanged 88 SP:Iteration 16Q (2590.584576 sec): 3 clusters Score: Raw -1121493.506024 + Penalty 3010.391492 = -1118483.114532 nChanged 60 SP:Iteration 17Q (2590.643088 sec): 3 clusters Score: Raw -1121508.633939 + Penalty 3010.391492 = -1118498.242448 nChanged 58 SP:Iteration 18Q (2590.697279 sec): 3 clusters Score: Raw -1121521.147885 + Penalty 3010.391492 = -1118510.756394 nChanged 53 SP:Iteration 19Q (2590.751647 sec): 3 clusters Score: Raw -1121533.018066 + Penalty 3010.391492 = -1118522.626575 nChanged 37 SP:Iteration 20F (2590.810484 sec): 3 clusters Score: Raw -1121539.658131 + Penalty 3010.391492 = -1118529.266639 nChanged 35 SP:Iteration 21Q (2590.874632 sec): 3 clusters Score: Raw -1121546.553263 + Penalty 3010.391492 = -1118536.161772 nChanged 52 SP:Iteration 22Q (2590.928726 sec): 3 clusters Score: Raw -1121558.424103 + Penalty 3010.391492 = -1118548.032612 nChanged 48 SP:Iteration 23Q (2590.982712 sec): 3 clusters Score: Raw -1121571.382350 + Penalty 3010.391492 = -1118560.990858 nChanged 48 SP:Iteration 24Q (2591.044203 sec): 3 clusters Score: Raw -1121583.083687 + Penalty 3010.391492 = -1118572.692195 nChanged 38 SP:Iteration 25Q (2591.091241 sec): 3 clusters Score: Raw -1121590.371434 + Penalty 3010.391492 = -1118579.979942 nChanged 29 SP:Iteration 26Q (2591.145470 sec): 3 clusters Score: Raw -1121595.212503 + Penalty 3010.391492 = -1118584.821012 nChanged 26 SP:Iteration 27Q (2591.206224 sec): 3 clusters Score: Raw -1121600.356529 + Penalty 3010.391492 = -1118589.965037 nChanged 22 SP:Iteration 28Q (2591.272559 sec): 3 clusters Score: Raw -1121603.610150 + Penalty 3010.391492 = -1118593.218658 nChanged 18 SP:Iteration 29Q (2591.315039 sec): 3 clusters Score: Raw -1121606.480714 + Penalty 3010.391492 = -1118596.089223 nChanged 17 SP:Iteration 30Q (2591.384768 sec): 3 clusters Score: Raw -1121609.633874 + Penalty 3010.391492 = -1118599.242383 nChanged 19 SP:Iteration 31Q (2591.433992 sec): 3 clusters Score: Raw -1121612.934153 + Penalty 3010.391492 = -1118602.542662 nChanged 18 SP:Iteration 32Q (2591.503447 sec): 3 clusters Score: Raw -1121616.138118 + Penalty 3010.391492 = -1118605.746626 nChanged 21 SP:Iteration 33Q (2591.560896 sec): 3 clusters Score: Raw -1121619.265282 + Penalty 3010.391492 = -1118608.873791 nChanged 17 SP:Iteration 34Q (2591.617664 sec): 3 clusters Score: Raw -1121621.666093 + Penalty 3010.391492 = -1118611.274602 nChanged 13 SP:Iteration 35Q (2591.671435 sec): 3 clusters Score: Raw -1121623.806000 + Penalty 3010.391492 = -1118613.414509 nChanged 14 SP:Iteration 36Q (2591.733646 sec): 3 clusters Score: Raw -1121625.616690 + Penalty 3010.391492 = -1118615.225198 nChanged 12 SP:Iteration 37Q (2591.789239 sec): 3 clusters Score: Raw -1121627.348602 + Penalty 3010.391492 = -1118616.957110 nChanged 19 SP:Iteration 38Q (2591.849526 sec): 3 clusters Score: Raw -1121630.256001 + Penalty 3010.391492 = -1118619.864509 nChanged 18 SP:Iteration 39Q (2591.896548 sec): 3 clusters Score: Raw -1121633.499834 + Penalty 3010.391492 = -1118623.108342 nChanged 21 SP:Iteration 40F (2591.970502 sec): 3 clusters Score: Raw -1121637.847706 + Penalty 3010.391492 = -1118627.456214 nChanged 20 SP:Iteration 41Q (2592.031296 sec): 3 clusters Score: Raw -1121642.341230 + Penalty 3010.391492 = -1118631.949739 nChanged 22 SP:Iteration 42Q (2592.094804 sec): 3 clusters Score: Raw -1121646.107471 + Penalty 3010.391492 = -1118635.715979 nChanged 11 SP:Iteration 43Q (2592.154241 sec): 3 clusters Score: Raw -1121647.743798 + Penalty 3010.391492 = -1118637.352306 nChanged 12 SP:Iteration 44Q (2592.214234 sec): 3 clusters Score: Raw -1121649.415480 + Penalty 3010.391492 = -1118639.023989 nChanged 13 SP:Iteration 45Q (2592.268766 sec): 3 clusters Score: Raw -1121651.298424 + Penalty 3010.391492 = -1118640.906933 nChanged 14 SP:Iteration 46Q (2592.340673 sec): 3 clusters Score: Raw -1121654.023587 + Penalty 3010.391492 = -1118643.632095 nChanged 16 SP:Iteration 47Q (2592.384734 sec): 3 clusters Score: Raw -1121656.897635 + Penalty 3010.391492 = -1118646.506143 nChanged 14 SP:Iteration 48Q (2592.447421 sec): 3 clusters Score: Raw -1121659.486784 + Penalty 3010.391492 = -1118649.095293 nChanged 21 SP:Iteration 49Q (2592.508765 sec): 3 clusters Score: Raw -1121663.316345 + Penalty 3010.391492 = -1118652.924854 nChanged 23 SP:Iteration 50Q (2592.581958 sec): 3 clusters Score: Raw -1121668.443700 + Penalty 3010.391492 = -1118658.052209 nChanged 22 SP:Iteration 51Q (2592.635719 sec): 3 clusters Score: Raw -1121672.286816 + Penalty 3010.391492 = -1118661.895325 nChanged 16 SP:Iteration 52Q (2592.689265 sec): 3 clusters Score: Raw -1121675.521676 + Penalty 3010.391492 = -1118665.130185 nChanged 15 SP:Iteration 53Q (2592.749164 sec): 3 clusters Score: Raw -1121678.446306 + Penalty 3010.391492 = -1118668.054814 nChanged 20 SP:Iteration 54Q (2592.805232 sec): 3 clusters Score: Raw -1121681.941246 + Penalty 3010.391492 = -1118671.549755 nChanged 20 SP:Iteration 55Q (2592.876919 sec): 3 clusters Score: Raw -1121686.207179 + Penalty 3010.391492 = -1118675.815688 nChanged 25 SP:Iteration 56Q (2592.928679 sec): 3 clusters Score: Raw -1121692.069109 + Penalty 3010.391492 = -1118681.677618 nChanged 24 SP:Iteration 57Q (2592.996740 sec): 3 clusters Score: Raw -1121696.193634 + Penalty 3010.391492 = -1118685.802142 nChanged 17 SP:Iteration 58Q (2593.052026 sec): 3 clusters Score: Raw -1121699.258093 + Penalty 3010.391492 = -1118688.866601 nChanged 19 SP:Iteration 59Q (2593.113451 sec): 3 clusters Score: Raw -1121703.481950 + Penalty 3010.391492 = -1118693.090459 nChanged 20 SP:Iteration 60F (2593.175002 sec): 3 clusters Score: Raw -1121707.557018 + Penalty 3010.391492 = -1118697.165526 nChanged 20 SP:Iteration 61Q (2593.243995 sec): 3 clusters Score: Raw -1121710.983400 + Penalty 3010.391492 = -1118700.591908 nChanged 21 SP:Iteration 62Q (2593.298458 sec): 3 clusters Score: Raw -1121714.385214 + Penalty 3010.391492 = -1118703.993722 nChanged 15 SP:Iteration 63Q (2593.361188 sec): 3 clusters Score: Raw -1121716.278698 + Penalty 3010.391492 = -1118705.887207 nChanged 5 SP:Iteration 64Q (2593.424273 sec): 3 clusters Score: Raw -1121716.868821 + Penalty 3010.391492 = -1118706.477329 nChanged 8 SP:Iteration 65Q (2593.472763 sec): 3 clusters Score: Raw -1121717.845731 + Penalty 3010.391492 = -1118707.454239 nChanged 10 SP:Iteration 66Q (2593.518370 sec): 3 clusters Score: Raw -1121720.514029 + Penalty 3010.391492 = -1118710.122538 nChanged 11 SP:Iteration 67Q (2593.581280 sec): 3 clusters Score: Raw -1121722.886513 + Penalty 3010.391492 = -1118712.495022 nChanged 17 SP:Iteration 68Q (2593.631614 sec): 3 clusters Score: Raw -1121725.658353 + Penalty 3010.391492 = -1118715.266862 nChanged 9 SP:Iteration 69Q (2593.685137 sec): 3 clusters Score: Raw -1121727.463365 + Penalty 3010.391492 = -1118717.071874 nChanged 10 SP:Iteration 70Q (2593.745152 sec): 3 clusters Score: Raw -1121729.373170 + Penalty 3010.391492 = -1118718.981678 nChanged 9 SP:Iteration 71Q (2593.785121 sec): 3 clusters Score: Raw -1121730.739290 + Penalty 3010.391492 = -1118720.347799 nChanged 9 SP:Iteration 72Q (2593.839811 sec): 3 clusters Score: Raw -1121732.313321 + Penalty 3010.391492 = -1118721.921829 nChanged 13 SP:Iteration 73Q (2593.886571 sec): 3 clusters Score: Raw -1121735.505295 + Penalty 3010.391492 = -1118725.113804 nChanged 15 SP:Iteration 74Q (2593.941024 sec): 3 clusters Score: Raw -1121740.652606 + Penalty 3010.391492 = -1118730.261114 nChanged 26 SP:Iteration 75Q (2593.991673 sec): 3 clusters Score: Raw -1121746.460584 + Penalty 3010.391492 = -1118736.069093 nChanged 23 SP:Iteration 76Q (2594.059348 sec): 3 clusters Score: Raw -1121751.821652 + Penalty 3010.391492 = -1118741.430160 nChanged 23 SP:Iteration 77Q (2594.113999 sec): 3 clusters Score: Raw -1121756.907240 + Penalty 3010.391492 = -1118746.515749 nChanged 24 SP:Iteration 78Q (2594.180722 sec): 3 clusters Score: Raw -1121761.495873 + Penalty 3010.391492 = -1118751.104381 nChanged 18 SP:Iteration 79Q (2594.231196 sec): 3 clusters Score: Raw -1121765.638140 + Penalty 3010.391492 = -1118755.246648 nChanged 21 SP:Iteration 80F (2594.298473 sec): 3 clusters Score: Raw -1121768.972882 + Penalty 3010.391492 = -1118758.581390 nChanged 16 SP:Iteration 81Q (2594.351590 sec): 3 clusters Score: Raw -1121772.728314 + Penalty 3010.391492 = -1118762.336822 nChanged 18 SP:Iteration 82Q (2594.410857 sec): 3 clusters Score: Raw -1121778.198668 + Penalty 3010.391492 = -1118767.807177 nChanged 23 SP:Iteration 83Q (2594.478884 sec): 3 clusters Score: Raw -1121784.721455 + Penalty 3010.391492 = -1118774.329964 nChanged 15 SP:Iteration 84Q (2594.525301 sec): 3 clusters Score: Raw -1121787.502988 + Penalty 3010.391492 = -1118777.111496 nChanged 11 SP:Iteration 85Q (2594.592585 sec): 3 clusters Score: Raw -1121789.473972 + Penalty 3010.391492 = -1118779.082480 nChanged 14 SP:Iteration 86Q (2594.645286 sec): 3 clusters Score: Raw -1121792.394443 + Penalty 3010.391492 = -1118782.002952 nChanged 13 SP:Iteration 87Q (2594.704964 sec): 3 clusters Score: Raw -1121795.867043 + Penalty 3010.391492 = -1118785.475552 nChanged 15 SP:Iteration 88Q (2594.763981 sec): 3 clusters Score: Raw -1121798.427873 + Penalty 3010.391492 = -1118788.036382 nChanged 11 SP:Iteration 89Q (2594.831054 sec): 3 clusters Score: Raw -1121800.225861 + Penalty 3010.391492 = -1118789.834370 nChanged 8 SP:Iteration 90Q (2594.885305 sec): 3 clusters Score: Raw -1121801.821788 + Penalty 3010.391492 = -1118791.430296 nChanged 10 SP:Iteration 91Q (2594.939438 sec): 3 clusters Score: Raw -1121804.005618 + Penalty 3010.391492 = -1118793.614126 nChanged 12 SP:Iteration 92Q (2594.992325 sec): 3 clusters Score: Raw -1121807.280518 + Penalty 3010.391492 = -1118796.889026 nChanged 15 SP:Iteration 93Q (2595.033675 sec): 3 clusters Score: Raw -1121812.495601 + Penalty 3010.391492 = -1118802.104110 nChanged 18 SP:Iteration 94Q (2595.096746 sec): 3 clusters Score: Raw -1121817.488086 + Penalty 3010.391492 = -1118807.096595 nChanged 22 SP:Iteration 95Q (2595.158318 sec): 3 clusters Score: Raw -1121823.568853 + Penalty 3010.391492 = -1118813.177361 nChanged 17 SP:Iteration 96Q (2595.211836 sec): 3 clusters Score: Raw -1121827.029401 + Penalty 3010.391492 = -1118816.637910 nChanged 11 SP:Iteration 97Q (2595.274789 sec): 3 clusters Score: Raw -1121829.322839 + Penalty 3010.391492 = -1118818.931347 nChanged 9 SP:Iteration 98Q (2595.326518 sec): 3 clusters Score: Raw -1121831.863203 + Penalty 3010.391492 = -1118821.471712 nChanged 11 SP:Iteration 99Q (2595.383559 sec): 3 clusters Score: Raw -1121835.210929 + Penalty 3010.391492 = -1118824.819438 nChanged 10 SP:Iteration 100F (2595.444546 sec): 3 clusters Score: Raw -1121836.985982 + Penalty 3010.391492 = -1118826.594491 nChanged 8 SP:Iteration 101Q (2595.500536 sec): 3 clusters Score: Raw -1121838.591107 + Penalty 3010.391492 = -1118828.199615 nChanged 9 SP:Iteration 102Q (2595.566763 sec): 3 clusters Score: Raw -1121840.955415 + Penalty 3010.391492 = -1118830.563924 nChanged 11 SP:Iteration 103Q (2595.628717 sec): 3 clusters Score: Raw -1121843.756039 + Penalty 3010.391492 = -1118833.364547 nChanged 12 SP:Iteration 104Q (2595.684358 sec): 3 clusters Score: Raw -1121846.113368 + Penalty 3010.391492 = -1118835.721876 nChanged 12 SP:Iteration 105Q (2595.736965 sec): 3 clusters Score: Raw -1121848.692873 + Penalty 3010.391492 = -1118838.301381 nChanged 11 SP:Iteration 106Q (2595.793705 sec): 3 clusters Score: Raw -1121851.214362 + Penalty 3010.391492 = -1118840.822870 nChanged 8 SP:Iteration 107Q (2595.860859 sec): 3 clusters Score: Raw -1121852.827204 + Penalty 3010.391492 = -1118842.435713 nChanged 10 SP:Iteration 108Q (2595.918493 sec): 3 clusters Score: Raw -1121856.248211 + Penalty 3010.391492 = -1118845.856719 nChanged 12 SP:Iteration 109Q (2595.967707 sec): 3 clusters Score: Raw -1121859.950641 + Penalty 3010.391492 = -1118849.559150 nChanged 8 SP:Iteration 110Q (2596.038238 sec): 3 clusters Score: Raw -1121861.699912 + Penalty 3010.391492 = -1118851.308420 nChanged 6 SP:Iteration 111Q (2596.094155 sec): 3 clusters Score: Raw -1121862.299961 + Penalty 3010.391492 = -1118851.908469 nChanged 2 SP:Iteration 112Q (2596.153537 sec): 3 clusters Score: Raw -1121862.987704 + Penalty 3010.391492 = -1118852.596213 nChanged 5 SP:Iteration 113Q (2596.210964 sec): 3 clusters Score: Raw -1121864.090016 + Penalty 3010.391492 = -1118853.698524 nChanged 7 SP:Iteration 114Q (2596.271677 sec): 3 clusters Score: Raw -1121865.442573 + Penalty 3010.391492 = -1118855.051082 nChanged 5 SP:Iteration 115Q (2596.335162 sec): 3 clusters Score: Raw -1121866.210640 + Penalty 3010.391492 = -1118855.819148 nChanged 4 SP:Iteration 116Q (2596.386177 sec): 3 clusters Score: Raw -1121866.829744 + Penalty 3010.391492 = -1118856.438252 nChanged 6 SP:Iteration 117Q (2596.449207 sec): 3 clusters Score: Raw -1121867.593259 + Penalty 3010.391492 = -1118857.201767 nChanged 0 SP:Iteration 118F (2596.508446 sec): 3 clusters Score: Raw -1121867.593259 + Penalty 3010.391492 = -1118857.201767 nChanged 0 Trying to split cluster 7 (10778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2596.542765 sec): 2 clusters Score: Raw -1137169.461558 + Penalty 1508.855124 = -1135660.606435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2596.605736 sec): 3 clusters Score: Raw -1131091.544064 + Penalty 3017.710247 = -1128073.833817 nChanged 4697 SP:Iteration 1F (2596.668217 sec): 3 clusters Score: Raw -1133584.982629 + Penalty 3017.710247 = -1130567.272382 nChanged 585 SP:Iteration 2F (2596.732697 sec): 3 clusters Score: Raw -1133800.887540 + Penalty 3017.710247 = -1130783.177293 nChanged 474 SP:Iteration 3Q (2596.800139 sec): 3 clusters Score: Raw -1133969.195495 + Penalty 3017.710247 = -1130951.485248 nChanged 394 SP:Iteration 4Q (2596.855324 sec): 3 clusters Score: Raw -1134100.980401 + Penalty 3017.710247 = -1131083.270154 nChanged 363 SP:Iteration 5Q (2596.925536 sec): 3 clusters Score: Raw -1134227.755200 + Penalty 3017.710247 = -1131210.044953 nChanged 347 SP:Iteration 6Q (2596.989182 sec): 3 clusters Score: Raw -1134368.196733 + Penalty 3017.710247 = -1131350.486486 nChanged 374 SP:Iteration 7Q (2597.049842 sec): 3 clusters Score: Raw -1134542.288316 + Penalty 3017.710247 = -1131524.578069 nChanged 387 SP:Iteration 8Q (2597.114997 sec): 3 clusters Score: Raw -1134753.887465 + Penalty 3017.710247 = -1131736.177218 nChanged 417 SP:Iteration 9Q (2597.177820 sec): 3 clusters Score: Raw -1135030.438051 + Penalty 3017.710247 = -1132012.727804 nChanged 502 SP:Iteration 10Q (2597.239695 sec): 3 clusters Score: Raw -1135374.259514 + Penalty 3017.710247 = -1132356.549267 nChanged 510 SP:Iteration 11Q (2597.294420 sec): 3 clusters Score: Raw -1135750.053359 + Penalty 3017.710247 = -1132732.343112 nChanged 478 SP:Iteration 12Q (2597.363757 sec): 3 clusters Score: Raw -1136076.035627 + Penalty 3017.710247 = -1133058.325380 nChanged 456 SP:Iteration 13Q (2597.413462 sec): 3 clusters Score: Raw -1136383.106359 + Penalty 3017.710247 = -1133365.396112 nChanged 409 SP:Iteration 14Q (2597.472587 sec): 3 clusters Score: Raw -1136641.188872 + Penalty 3017.710247 = -1133623.478625 nChanged 335 SP:Iteration 15Q (2597.536383 sec): 3 clusters Score: Raw -1136861.131422 + Penalty 3017.710247 = -1133843.421175 nChanged 317 SP:Iteration 16Q (2597.602924 sec): 3 clusters Score: Raw -1137094.186150 + Penalty 3017.710247 = -1134076.475903 nChanged 320 SP:Iteration 17Q (2597.645804 sec): 3 clusters Score: Raw -1137336.783164 + Penalty 3017.710247 = -1134319.072917 nChanged 300 SP:Iteration 18Q (2597.698404 sec): 3 clusters Score: Raw -1137550.629165 + Penalty 3017.710247 = -1134532.918918 nChanged 256 SP:Iteration 19Q (2597.757718 sec): 3 clusters Score: Raw -1137718.747943 + Penalty 3017.710247 = -1134701.037696 nChanged 232 SP:Iteration 20F (2597.820659 sec): 3 clusters Score: Raw -1137851.495591 + Penalty 3017.710247 = -1134833.785344 nChanged 184 SP:Iteration 21Q (2597.870977 sec): 3 clusters Score: Raw -1137954.091430 + Penalty 3017.710247 = -1134936.381183 nChanged 156 SP:Iteration 22Q (2597.932177 sec): 3 clusters Score: Raw -1138028.568007 + Penalty 3017.710247 = -1135010.857760 nChanged 140 SP:Iteration 23Q (2597.986096 sec): 3 clusters Score: Raw -1138103.743125 + Penalty 3017.710247 = -1135086.032878 nChanged 121 SP:Iteration 24Q (2598.040182 sec): 3 clusters Score: Raw -1138158.478950 + Penalty 3017.710247 = -1135140.768703 nChanged 117 SP:Iteration 25Q (2598.100753 sec): 3 clusters Score: Raw -1138213.837556 + Penalty 3017.710247 = -1135196.127309 nChanged 103 SP:Iteration 26Q (2598.156013 sec): 3 clusters Score: Raw -1138252.659946 + Penalty 3017.710247 = -1135234.949699 nChanged 91 SP:Iteration 27Q (2598.213607 sec): 3 clusters Score: Raw -1138284.045716 + Penalty 3017.710247 = -1135266.335469 nChanged 80 SP:Iteration 28Q (2598.271013 sec): 3 clusters Score: Raw -1138307.054624 + Penalty 3017.710247 = -1135289.344377 nChanged 61 SP:Iteration 29Q (2598.333555 sec): 3 clusters Score: Raw -1138322.631953 + Penalty 3017.710247 = -1135304.921706 nChanged 59 SP:Iteration 30Q (2598.396178 sec): 3 clusters Score: Raw -1138336.453787 + Penalty 3017.710247 = -1135318.743540 nChanged 48 SP:Iteration 31Q (2598.460750 sec): 3 clusters Score: Raw -1138346.115079 + Penalty 3017.710247 = -1135328.404832 nChanged 40 SP:Iteration 32Q (2598.519542 sec): 3 clusters Score: Raw -1138353.738308 + Penalty 3017.710247 = -1135336.028061 nChanged 34 SP:Iteration 33Q (2598.571211 sec): 3 clusters Score: Raw -1138359.223929 + Penalty 3017.710247 = -1135341.513682 nChanged 33 SP:Iteration 34Q (2598.632971 sec): 3 clusters Score: Raw -1138364.827925 + Penalty 3017.710247 = -1135347.117678 nChanged 34 SP:Iteration 35Q (2598.674856 sec): 3 clusters Score: Raw -1138373.022752 + Penalty 3017.710247 = -1135355.312505 nChanged 38 SP:Iteration 36Q (2598.729599 sec): 3 clusters Score: Raw -1138382.570535 + Penalty 3017.710247 = -1135364.860288 nChanged 42 SP:Iteration 37Q (2598.784662 sec): 3 clusters Score: Raw -1138391.822279 + Penalty 3017.710247 = -1135374.112032 nChanged 45 SP:Iteration 38Q (2598.842101 sec): 3 clusters Score: Raw -1138400.626302 + Penalty 3017.710247 = -1135382.916055 nChanged 38 SP:Iteration 39Q (2598.907584 sec): 3 clusters Score: Raw -1138407.267454 + Penalty 3017.710247 = -1135389.557207 nChanged 37 SP:Iteration 40F (2598.964359 sec): 3 clusters Score: Raw -1138415.039162 + Penalty 3017.710247 = -1135397.328915 nChanged 38 SP:Iteration 41Q (2599.030809 sec): 3 clusters Score: Raw -1138424.925595 + Penalty 3017.710247 = -1135407.215348 nChanged 40 SP:Iteration 42Q (2599.096386 sec): 3 clusters Score: Raw -1138435.187284 + Penalty 3017.710247 = -1135417.477037 nChanged 49 SP:Iteration 43Q (2599.155890 sec): 3 clusters Score: Raw -1138451.161510 + Penalty 3017.710247 = -1135433.451263 nChanged 48 SP:Iteration 44Q (2599.220958 sec): 3 clusters Score: Raw -1138463.591982 + Penalty 3017.710247 = -1135445.881735 nChanged 43 SP:Iteration 45Q (2599.271891 sec): 3 clusters Score: Raw -1138475.410571 + Penalty 3017.710247 = -1135457.700324 nChanged 50 SP:Iteration 46Q (2599.323790 sec): 3 clusters Score: Raw -1138489.082776 + Penalty 3017.710247 = -1135471.372529 nChanged 53 SP:Iteration 47Q (2599.380387 sec): 3 clusters Score: Raw -1138502.490999 + Penalty 3017.710247 = -1135484.780752 nChanged 51 SP:Iteration 48Q (2599.436934 sec): 3 clusters Score: Raw -1138515.726547 + Penalty 3017.710247 = -1135498.016300 nChanged 46 SP:Iteration 49Q (2599.495098 sec): 3 clusters Score: Raw -1138528.543129 + Penalty 3017.710247 = -1135510.832882 nChanged 50 SP:Iteration 50Q (2599.555553 sec): 3 clusters Score: Raw -1138542.860316 + Penalty 3017.710247 = -1135525.150069 nChanged 45 SP:Iteration 51Q (2599.626553 sec): 3 clusters Score: Raw -1138554.404536 + Penalty 3017.710247 = -1135536.694289 nChanged 54 SP:Iteration 52Q (2599.674098 sec): 3 clusters Score: Raw -1138570.572102 + Penalty 3017.710247 = -1135552.861855 nChanged 61 SP:Iteration 53Q (2599.742044 sec): 3 clusters Score: Raw -1138587.577147 + Penalty 3017.710247 = -1135569.866900 nChanged 56 SP:Iteration 54Q (2599.795320 sec): 3 clusters Score: Raw -1138602.995665 + Penalty 3017.710247 = -1135585.285418 nChanged 49 SP:Iteration 55Q (2599.866209 sec): 3 clusters Score: Raw -1138616.520592 + Penalty 3017.710247 = -1135598.810345 nChanged 37 SP:Iteration 56Q (2599.915097 sec): 3 clusters Score: Raw -1138624.099744 + Penalty 3017.710247 = -1135606.389497 nChanged 30 SP:Iteration 57Q (2599.981337 sec): 3 clusters Score: Raw -1138629.500818 + Penalty 3017.710247 = -1135611.790571 nChanged 28 SP:Iteration 58Q (2600.043732 sec): 3 clusters Score: Raw -1138634.872943 + Penalty 3017.710247 = -1135617.162696 nChanged 24 SP:Iteration 59Q (2600.101689 sec): 3 clusters Score: Raw -1138638.564073 + Penalty 3017.710247 = -1135620.853826 nChanged 20 SP:Iteration 60F (2600.168244 sec): 3 clusters Score: Raw -1138641.188380 + Penalty 3017.710247 = -1135623.478133 nChanged 19 SP:Iteration 61Q (2600.219803 sec): 3 clusters Score: Raw -1138645.213987 + Penalty 3017.710247 = -1135627.503740 nChanged 19 SP:Iteration 62Q (2600.282420 sec): 3 clusters Score: Raw -1138650.701066 + Penalty 3017.710247 = -1135632.990819 nChanged 23 SP:Iteration 63Q (2600.350125 sec): 3 clusters Score: Raw -1138654.354927 + Penalty 3017.710247 = -1135636.644680 nChanged 18 SP:Iteration 64Q (2600.398822 sec): 3 clusters Score: Raw -1138656.930095 + Penalty 3017.710247 = -1135639.219848 nChanged 18 SP:Iteration 65Q (2600.451991 sec): 3 clusters Score: Raw -1138659.216789 + Penalty 3017.710247 = -1135641.506542 nChanged 17 SP:Iteration 66Q (2600.520275 sec): 3 clusters Score: Raw -1138661.498054 + Penalty 3017.710247 = -1135643.787807 nChanged 17 SP:Iteration 67Q (2600.570032 sec): 3 clusters Score: Raw -1138664.120176 + Penalty 3017.710247 = -1135646.409929 nChanged 9 SP:Iteration 68Q (2600.629266 sec): 3 clusters Score: Raw -1138665.721475 + Penalty 3017.710247 = -1135648.011228 nChanged 9 SP:Iteration 69Q (2600.686929 sec): 3 clusters Score: Raw -1138668.067911 + Penalty 3017.710247 = -1135650.357664 nChanged 10 SP:Iteration 70Q (2600.740214 sec): 3 clusters Score: Raw -1138669.880578 + Penalty 3017.710247 = -1135652.170331 nChanged 13 SP:Iteration 71Q (2600.802078 sec): 3 clusters Score: Raw -1138671.828128 + Penalty 3017.710247 = -1135654.117881 nChanged 17 SP:Iteration 72Q (2600.873094 sec): 3 clusters Score: Raw -1138674.341039 + Penalty 3017.710247 = -1135656.630792 nChanged 14 SP:Iteration 73Q (2600.934419 sec): 3 clusters Score: Raw -1138675.559959 + Penalty 3017.710247 = -1135657.849712 nChanged 8 SP:Iteration 74Q (2600.987254 sec): 3 clusters Score: Raw -1138676.864373 + Penalty 3017.710247 = -1135659.154126 nChanged 12 SP:Iteration 75Q (2601.044068 sec): 3 clusters Score: Raw -1138678.697376 + Penalty 3017.710247 = -1135660.987129 nChanged 9 SP:Iteration 76Q (2601.106427 sec): 3 clusters Score: Raw -1138680.005621 + Penalty 3017.710247 = -1135662.295374 nChanged 9 SP:Iteration 77Q (2601.163250 sec): 3 clusters Score: Raw -1138681.389020 + Penalty 3017.710247 = -1135663.678773 nChanged 13 SP:Iteration 78Q (2601.215254 sec): 3 clusters Score: Raw -1138683.292720 + Penalty 3017.710247 = -1135665.582473 nChanged 14 SP:Iteration 79Q (2601.274041 sec): 3 clusters Score: Raw -1138685.081560 + Penalty 3017.710247 = -1135667.371313 nChanged 11 SP:Iteration 80F (2601.339403 sec): 3 clusters Score: Raw -1138686.124250 + Penalty 3017.710247 = -1135668.414003 nChanged 7 SP:Iteration 81Q (2601.397563 sec): 3 clusters Score: Raw -1138686.969188 + Penalty 3017.710247 = -1135669.258941 nChanged 8 SP:Iteration 82Q (2601.446522 sec): 3 clusters Score: Raw -1138687.793918 + Penalty 3017.710247 = -1135670.083671 nChanged 5 SP:Iteration 83Q (2601.508468 sec): 3 clusters Score: Raw -1138688.321259 + Penalty 3017.710247 = -1135670.611012 nChanged 5 SP:Iteration 84Q (2601.555758 sec): 3 clusters Score: Raw -1138688.952433 + Penalty 3017.710247 = -1135671.242186 nChanged 7 SP:Iteration 85Q (2601.620651 sec): 3 clusters Score: Raw -1138689.787484 + Penalty 3017.710247 = -1135672.077237 nChanged 8 SP:Iteration 86Q (2601.670666 sec): 3 clusters Score: Raw -1138690.716662 + Penalty 3017.710247 = -1135673.006415 nChanged 8 SP:Iteration 87Q (2601.721953 sec): 3 clusters Score: Raw -1138691.640567 + Penalty 3017.710247 = -1135673.930320 nChanged 8 SP:Iteration 88Q (2601.783269 sec): 3 clusters Score: Raw -1138692.478260 + Penalty 3017.710247 = -1135674.768013 nChanged 7 SP:Iteration 89Q (2601.825693 sec): 3 clusters Score: Raw -1138693.243329 + Penalty 3017.710247 = -1135675.533082 nChanged 5 SP:Iteration 90Q (2601.885434 sec): 3 clusters Score: Raw -1138693.876785 + Penalty 3017.710247 = -1135676.166538 nChanged 6 SP:Iteration 91Q (2601.952735 sec): 3 clusters Score: Raw -1138694.421314 + Penalty 3017.710247 = -1135676.711067 nChanged 5 SP:Iteration 92Q (2602.018817 sec): 3 clusters Score: Raw -1138694.872414 + Penalty 3017.710247 = -1135677.162167 nChanged 3 SP:Iteration 93Q (2602.076683 sec): 3 clusters Score: Raw -1138695.063527 + Penalty 3017.710247 = -1135677.353280 nChanged 3 SP:Iteration 94Q (2602.133919 sec): 3 clusters Score: Raw -1138695.271938 + Penalty 3017.710247 = -1135677.561691 nChanged 0 SP:Iteration 95F (2602.189875 sec): 3 clusters Score: Raw -1138695.271938 + Penalty 3017.710247 = -1135677.561691 nChanged 0 Score: Raw -50088878.375403 + Penalty 97976.798046 = -49990901.577357 Splitting cluster 7 changes total score from -49991500.456065 to -49990901.577357 So it's not getting split. Trying to split cluster 8 (24641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2615.976306 sec): 2 clusters Score: Raw -2547488.116588 + Penalty 1643.227138 = -2545844.889450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2616.058616 sec): 3 clusters Score: Raw -2532429.545724 + Penalty 3286.454275 = -2529143.091448 nChanged 11258 SP:Iteration 1F (2616.132624 sec): 3 clusters Score: Raw -2538623.865054 + Penalty 3286.454275 = -2535337.410779 nChanged 1214 SP:Iteration 2Q (2616.224140 sec): 3 clusters Score: Raw -2539050.141238 + Penalty 3286.454275 = -2535763.686962 nChanged 1125 SP:Iteration 3Q (2616.309756 sec): 3 clusters Score: Raw -2539421.555219 + Penalty 3286.454275 = -2536135.100944 nChanged 1050 SP:Iteration 4Q (2616.397211 sec): 3 clusters Score: Raw -2539763.752454 + Penalty 3286.454275 = -2536477.298178 nChanged 990 SP:Iteration 5Q (2616.486364 sec): 3 clusters Score: Raw -2540114.685102 + Penalty 3286.454275 = -2536828.230827 nChanged 988 SP:Iteration 6Q (2616.558791 sec): 3 clusters Score: Raw -2540508.700136 + Penalty 3286.454275 = -2537222.245861 nChanged 1017 SP:Iteration 7Q (2616.655773 sec): 3 clusters Score: Raw -2540931.179924 + Penalty 3286.454275 = -2537644.725648 nChanged 1052 SP:Iteration 8Q (2616.743609 sec): 3 clusters Score: Raw -2541412.029254 + Penalty 3286.454275 = -2538125.574979 nChanged 1118 SP:Iteration 9Q (2616.820201 sec): 3 clusters Score: Raw -2542005.940559 + Penalty 3286.454275 = -2538719.486284 nChanged 1174 SP:Iteration 10Q (2616.912603 sec): 3 clusters Score: Raw -2542683.786701 + Penalty 3286.454275 = -2539397.332425 nChanged 1187 SP:Iteration 11Q (2616.994011 sec): 3 clusters Score: Raw -2543382.861405 + Penalty 3286.454275 = -2540096.407130 nChanged 1133 SP:Iteration 12Q (2617.070116 sec): 3 clusters Score: Raw -2543965.975935 + Penalty 3286.454275 = -2540679.521659 nChanged 904 SP:Iteration 13Q (2617.153462 sec): 3 clusters Score: Raw -2544366.725461 + Penalty 3286.454275 = -2541080.271186 nChanged 722 SP:Iteration 14Q (2617.239069 sec): 3 clusters Score: Raw -2544631.833436 + Penalty 3286.454275 = -2541345.379161 nChanged 546 SP:Iteration 15Q (2617.315964 sec): 3 clusters Score: Raw -2544801.944438 + Penalty 3286.454275 = -2541515.490162 nChanged 415 SP:Iteration 16Q (2617.402804 sec): 3 clusters Score: Raw -2544910.370068 + Penalty 3286.454275 = -2541623.915793 nChanged 326 SP:Iteration 17Q (2617.489787 sec): 3 clusters Score: Raw -2544992.249637 + Penalty 3286.454275 = -2541705.795361 nChanged 291 SP:Iteration 18Q (2617.578302 sec): 3 clusters Score: Raw -2545069.312588 + Penalty 3286.454275 = -2541782.858312 nChanged 282 SP:Iteration 19Q (2617.665753 sec): 3 clusters Score: Raw -2545146.345538 + Penalty 3286.454275 = -2541859.891263 nChanged 301 SP:Iteration 20F (2617.742183 sec): 3 clusters Score: Raw -2545227.754913 + Penalty 3286.454275 = -2541941.300638 nChanged 291 SP:Iteration 21Q (2617.828622 sec): 3 clusters Score: Raw -2545308.731906 + Penalty 3286.454275 = -2542022.277631 nChanged 326 SP:Iteration 22Q (2617.926688 sec): 3 clusters Score: Raw -2545405.603277 + Penalty 3286.454275 = -2542119.149001 nChanged 327 SP:Iteration 23Q (2618.008577 sec): 3 clusters Score: Raw -2545499.341829 + Penalty 3286.454275 = -2542212.887554 nChanged 340 SP:Iteration 24Q (2618.082270 sec): 3 clusters Score: Raw -2545600.813636 + Penalty 3286.454275 = -2542314.359361 nChanged 352 SP:Iteration 25Q (2618.168543 sec): 3 clusters Score: Raw -2545705.489314 + Penalty 3286.454275 = -2542419.035038 nChanged 334 SP:Iteration 26Q (2618.249482 sec): 3 clusters Score: Raw -2545807.969665 + Penalty 3286.454275 = -2542521.515390 nChanged 361 SP:Iteration 27Q (2618.347839 sec): 3 clusters Score: Raw -2545929.400616 + Penalty 3286.454275 = -2542642.946341 nChanged 363 SP:Iteration 28Q (2618.414476 sec): 3 clusters Score: Raw -2546055.598471 + Penalty 3286.454275 = -2542769.144195 nChanged 385 SP:Iteration 29Q (2618.496982 sec): 3 clusters Score: Raw -2546202.419343 + Penalty 3286.454275 = -2542915.965067 nChanged 381 SP:Iteration 30Q (2618.583301 sec): 3 clusters Score: Raw -2546361.000998 + Penalty 3286.454275 = -2543074.546723 nChanged 374 SP:Iteration 31Q (2618.668499 sec): 3 clusters Score: Raw -2546518.919770 + Penalty 3286.454275 = -2543232.465495 nChanged 373 SP:Iteration 32Q (2618.757896 sec): 3 clusters Score: Raw -2546681.617209 + Penalty 3286.454275 = -2543395.162933 nChanged 352 SP:Iteration 33Q (2618.829303 sec): 3 clusters Score: Raw -2546826.498682 + Penalty 3286.454275 = -2543540.044407 nChanged 295 SP:Iteration 34Q (2618.912635 sec): 3 clusters Score: Raw -2546937.951752 + Penalty 3286.454275 = -2543651.497477 nChanged 275 SP:Iteration 35Q (2618.989786 sec): 3 clusters Score: Raw -2547039.397104 + Penalty 3286.454275 = -2543752.942828 nChanged 275 SP:Iteration 36Q (2619.083412 sec): 3 clusters Score: Raw -2547145.498237 + Penalty 3286.454275 = -2543859.043961 nChanged 278 SP:Iteration 37Q (2619.160872 sec): 3 clusters Score: Raw -2547251.744300 + Penalty 3286.454275 = -2543965.290024 nChanged 246 SP:Iteration 38Q (2619.230652 sec): 3 clusters Score: Raw -2547337.615167 + Penalty 3286.454275 = -2544051.160891 nChanged 232 SP:Iteration 39Q (2619.314330 sec): 3 clusters Score: Raw -2547419.218452 + Penalty 3286.454275 = -2544132.764177 nChanged 197 SP:Iteration 40F (2619.390146 sec): 3 clusters Score: Raw -2547484.861380 + Penalty 3286.454275 = -2544198.407104 nChanged 177 SP:Iteration 41Q (2619.465815 sec): 3 clusters Score: Raw -2547551.143105 + Penalty 3286.454275 = -2544264.688829 nChanged 183 SP:Iteration 42Q (2619.537204 sec): 3 clusters Score: Raw -2547623.089536 + Penalty 3286.454275 = -2544336.635261 nChanged 166 SP:Iteration 43Q (2619.615098 sec): 3 clusters Score: Raw -2547686.411670 + Penalty 3286.454275 = -2544399.957395 nChanged 150 SP:Iteration 44Q (2619.698303 sec): 3 clusters Score: Raw -2547741.421650 + Penalty 3286.454275 = -2544454.967375 nChanged 131 SP:Iteration 45Q (2619.770559 sec): 3 clusters Score: Raw -2547788.622524 + Penalty 3286.454275 = -2544502.168248 nChanged 106 SP:Iteration 46Q (2619.849924 sec): 3 clusters Score: Raw -2547827.230110 + Penalty 3286.454275 = -2544540.775834 nChanged 102 SP:Iteration 47Q (2619.922806 sec): 3 clusters Score: Raw -2547861.912779 + Penalty 3286.454275 = -2544575.458504 nChanged 98 SP:Iteration 48Q (2619.989874 sec): 3 clusters Score: Raw -2547896.245034 + Penalty 3286.454275 = -2544609.790759 nChanged 83 SP:Iteration 49Q (2620.074154 sec): 3 clusters Score: Raw -2547922.934079 + Penalty 3286.454275 = -2544636.479804 nChanged 82 SP:Iteration 50Q (2620.152679 sec): 3 clusters Score: Raw -2547949.881510 + Penalty 3286.454275 = -2544663.427234 nChanged 76 SP:Iteration 51Q (2620.219473 sec): 3 clusters Score: Raw -2547982.767611 + Penalty 3286.454275 = -2544696.313335 nChanged 88 SP:Iteration 52Q (2620.298508 sec): 3 clusters Score: Raw -2548019.215282 + Penalty 3286.454275 = -2544732.761006 nChanged 72 SP:Iteration 53Q (2620.370753 sec): 3 clusters Score: Raw -2548042.665967 + Penalty 3286.454275 = -2544756.211691 nChanged 63 SP:Iteration 54Q (2620.450332 sec): 3 clusters Score: Raw -2548066.770503 + Penalty 3286.454275 = -2544780.316228 nChanged 59 SP:Iteration 55Q (2620.514625 sec): 3 clusters Score: Raw -2548087.521429 + Penalty 3286.454275 = -2544801.067153 nChanged 48 SP:Iteration 56Q (2620.584384 sec): 3 clusters Score: Raw -2548101.840713 + Penalty 3286.454275 = -2544815.386438 nChanged 36 SP:Iteration 57Q (2620.656657 sec): 3 clusters Score: Raw -2548112.541442 + Penalty 3286.454275 = -2544826.087167 nChanged 21 SP:Iteration 58Q (2620.736385 sec): 3 clusters Score: Raw -2548117.060303 + Penalty 3286.454275 = -2544830.606027 nChanged 19 SP:Iteration 59Q (2620.808183 sec): 3 clusters Score: Raw -2548121.257112 + Penalty 3286.454275 = -2544834.802837 nChanged 14 SP:Iteration 60F (2620.885673 sec): 3 clusters Score: Raw -2548123.836222 + Penalty 3286.454275 = -2544837.381946 nChanged 12 SP:Iteration 61Q (2620.953902 sec): 3 clusters Score: Raw -2548126.663596 + Penalty 3286.454275 = -2544840.209321 nChanged 14 SP:Iteration 62Q (2621.024272 sec): 3 clusters Score: Raw -2548131.010553 + Penalty 3286.454275 = -2544844.556277 nChanged 18 SP:Iteration 63Q (2621.097781 sec): 3 clusters Score: Raw -2548135.595169 + Penalty 3286.454275 = -2544849.140893 nChanged 14 SP:Iteration 64Q (2621.174094 sec): 3 clusters Score: Raw -2548138.536666 + Penalty 3286.454275 = -2544852.082390 nChanged 10 SP:Iteration 65Q (2621.247169 sec): 3 clusters Score: Raw -2548140.915795 + Penalty 3286.454275 = -2544854.461519 nChanged 11 SP:Iteration 66Q (2621.327101 sec): 3 clusters Score: Raw -2548142.707702 + Penalty 3286.454275 = -2544856.253427 nChanged 6 SP:Iteration 67Q (2621.394092 sec): 3 clusters Score: Raw -2548143.694090 + Penalty 3286.454275 = -2544857.239814 nChanged 6 SP:Iteration 68Q (2621.472819 sec): 3 clusters Score: Raw -2548144.656388 + Penalty 3286.454275 = -2544858.202113 nChanged 5 SP:Iteration 69Q (2621.552689 sec): 3 clusters Score: Raw -2548145.488638 + Penalty 3286.454275 = -2544859.034362 nChanged 5 SP:Iteration 70Q (2621.624676 sec): 3 clusters Score: Raw -2548146.453252 + Penalty 3286.454275 = -2544859.998977 nChanged 9 SP:Iteration 71Q (2621.701664 sec): 3 clusters Score: Raw -2548148.112866 + Penalty 3286.454275 = -2544861.658591 nChanged 8 SP:Iteration 72Q (2621.782837 sec): 3 clusters Score: Raw -2548149.407863 + Penalty 3286.454275 = -2544862.953588 nChanged 4 SP:Iteration 73Q (2621.853282 sec): 3 clusters Score: Raw -2548150.124880 + Penalty 3286.454275 = -2544863.670605 nChanged 2 SP:Iteration 74Q (2621.934021 sec): 3 clusters Score: Raw -2548150.307462 + Penalty 3286.454275 = -2544863.853187 nChanged 0 SP:Iteration 75F (2622.012645 sec): 3 clusters Score: Raw -2548150.307462 + Penalty 3286.454275 = -2544863.853187 nChanged 0 Trying to split cluster 9 (12876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2622.054288 sec): 2 clusters Score: Raw -1297257.583057 + Penalty 1537.757064 = -1295719.825993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2622.113134 sec): 3 clusters Score: Raw -1289731.342385 + Penalty 3075.514128 = -1286655.828257 nChanged 5727 SP:Iteration 1F (2622.177557 sec): 3 clusters Score: Raw -1293020.907635 + Penalty 3075.514128 = -1289945.393507 nChanged 807 SP:Iteration 2F (2622.240181 sec): 3 clusters Score: Raw -1293392.119475 + Penalty 3075.514128 = -1290316.605348 nChanged 705 SP:Iteration 3F (2622.303049 sec): 3 clusters Score: Raw -1293734.649836 + Penalty 3075.514128 = -1290659.135708 nChanged 683 SP:Iteration 4F (2622.366111 sec): 3 clusters Score: Raw -1294092.997200 + Penalty 3075.514128 = -1291017.483073 nChanged 649 SP:Iteration 5F (2622.444597 sec): 3 clusters Score: Raw -1294432.076472 + Penalty 3075.514128 = -1291356.562344 nChanged 612 SP:Iteration 6Q (2622.505891 sec): 3 clusters Score: Raw -1294759.937135 + Penalty 3075.514128 = -1291684.423008 nChanged 548 SP:Iteration 7Q (2622.575572 sec): 3 clusters Score: Raw -1295058.190529 + Penalty 3075.514128 = -1291982.676401 nChanged 498 SP:Iteration 8Q (2622.646551 sec): 3 clusters Score: Raw -1295347.283311 + Penalty 3075.514128 = -1292271.769183 nChanged 482 SP:Iteration 9Q (2622.704307 sec): 3 clusters Score: Raw -1295629.147639 + Penalty 3075.514128 = -1292553.633512 nChanged 415 SP:Iteration 10Q (2622.766725 sec): 3 clusters Score: Raw -1295859.973131 + Penalty 3075.514128 = -1292784.459003 nChanged 380 SP:Iteration 11Q (2622.838228 sec): 3 clusters Score: Raw -1296090.933810 + Penalty 3075.514128 = -1293015.419682 nChanged 356 SP:Iteration 12Q (2622.900779 sec): 3 clusters Score: Raw -1296305.377439 + Penalty 3075.514128 = -1293229.863311 nChanged 310 SP:Iteration 13Q (2622.967220 sec): 3 clusters Score: Raw -1296491.711885 + Penalty 3075.514128 = -1293416.197758 nChanged 285 SP:Iteration 14Q (2623.030324 sec): 3 clusters Score: Raw -1296653.144250 + Penalty 3075.514128 = -1293577.630123 nChanged 244 SP:Iteration 15Q (2623.085807 sec): 3 clusters Score: Raw -1296780.770100 + Penalty 3075.514128 = -1293705.255973 nChanged 191 SP:Iteration 16Q (2623.157355 sec): 3 clusters Score: Raw -1296886.606576 + Penalty 3075.514128 = -1293811.092448 nChanged 184 SP:Iteration 17Q (2623.213145 sec): 3 clusters Score: Raw -1296990.675171 + Penalty 3075.514128 = -1293915.161044 nChanged 149 SP:Iteration 18Q (2623.287013 sec): 3 clusters Score: Raw -1297077.413817 + Penalty 3075.514128 = -1294001.899689 nChanged 135 SP:Iteration 19Q (2623.343360 sec): 3 clusters Score: Raw -1297146.988646 + Penalty 3075.514128 = -1294071.474518 nChanged 115 SP:Iteration 20F (2623.407157 sec): 3 clusters Score: Raw -1297209.601386 + Penalty 3075.514128 = -1294134.087259 nChanged 96 SP:Iteration 21Q (2623.472914 sec): 3 clusters Score: Raw -1297256.070587 + Penalty 3075.514128 = -1294180.556460 nChanged 78 SP:Iteration 22Q (2623.533433 sec): 3 clusters Score: Raw -1297286.746847 + Penalty 3075.514128 = -1294211.232720 nChanged 63 SP:Iteration 23Q (2623.589126 sec): 3 clusters Score: Raw -1297316.912148 + Penalty 3075.514128 = -1294241.398021 nChanged 65 SP:Iteration 24Q (2623.650699 sec): 3 clusters Score: Raw -1297348.720473 + Penalty 3075.514128 = -1294273.206346 nChanged 57 SP:Iteration 25Q (2623.720171 sec): 3 clusters Score: Raw -1297378.424695 + Penalty 3075.514128 = -1294302.910567 nChanged 59 SP:Iteration 26Q (2623.783457 sec): 3 clusters Score: Raw -1297401.654149 + Penalty 3075.514128 = -1294326.140021 nChanged 41 SP:Iteration 27Q (2623.837974 sec): 3 clusters Score: Raw -1297417.140704 + Penalty 3075.514128 = -1294341.626577 nChanged 38 SP:Iteration 28Q (2623.897167 sec): 3 clusters Score: Raw -1297434.157206 + Penalty 3075.514128 = -1294358.643079 nChanged 34 SP:Iteration 29Q (2623.957130 sec): 3 clusters Score: Raw -1297450.610518 + Penalty 3075.514128 = -1294375.096390 nChanged 39 SP:Iteration 30Q (2624.017015 sec): 3 clusters Score: Raw -1297467.934013 + Penalty 3075.514128 = -1294392.419886 nChanged 31 SP:Iteration 31Q (2624.083866 sec): 3 clusters Score: Raw -1297480.008848 + Penalty 3075.514128 = -1294404.494721 nChanged 22 SP:Iteration 32Q (2624.136312 sec): 3 clusters Score: Raw -1297487.587871 + Penalty 3075.514128 = -1294412.073744 nChanged 17 SP:Iteration 33Q (2624.204190 sec): 3 clusters Score: Raw -1297493.850536 + Penalty 3075.514128 = -1294418.336408 nChanged 16 SP:Iteration 34Q (2624.262900 sec): 3 clusters Score: Raw -1297499.240372 + Penalty 3075.514128 = -1294423.726245 nChanged 12 SP:Iteration 35Q (2624.317598 sec): 3 clusters Score: Raw -1297504.195513 + Penalty 3075.514128 = -1294428.681385 nChanged 10 SP:Iteration 36Q (2624.370898 sec): 3 clusters Score: Raw -1297507.730043 + Penalty 3075.514128 = -1294432.215916 nChanged 12 SP:Iteration 37Q (2624.433494 sec): 3 clusters Score: Raw -1297511.801504 + Penalty 3075.514128 = -1294436.287377 nChanged 6 SP:Iteration 38Q (2624.506745 sec): 3 clusters Score: Raw -1297514.268104 + Penalty 3075.514128 = -1294438.753977 nChanged 5 SP:Iteration 39Q (2624.556194 sec): 3 clusters Score: Raw -1297515.627301 + Penalty 3075.514128 = -1294440.113173 nChanged 6 SP:Iteration 40F (2624.620131 sec): 3 clusters Score: Raw -1297518.422326 + Penalty 3075.514128 = -1294442.908199 nChanged 5 SP:Iteration 41Q (2624.680218 sec): 3 clusters Score: Raw -1297520.527702 + Penalty 3075.514128 = -1294445.013574 nChanged 4 SP:Iteration 42Q (2624.739646 sec): 3 clusters Score: Raw -1297522.008128 + Penalty 3075.514128 = -1294446.494001 nChanged 7 SP:Iteration 43Q (2624.807123 sec): 3 clusters Score: Raw -1297524.696163 + Penalty 3075.514128 = -1294449.182035 nChanged 7 SP:Iteration 44Q (2624.860312 sec): 3 clusters Score: Raw -1297526.803442 + Penalty 3075.514128 = -1294451.289314 nChanged 9 SP:Iteration 45Q (2624.919098 sec): 3 clusters Score: Raw -1297530.327649 + Penalty 3075.514128 = -1294454.813521 nChanged 4 SP:Iteration 46Q (2624.978083 sec): 3 clusters Score: Raw -1297531.396450 + Penalty 3075.514128 = -1294455.882322 nChanged 3 SP:Iteration 47Q (2625.052010 sec): 3 clusters Score: Raw -1297532.337266 + Penalty 3075.514128 = -1294456.823139 nChanged 2 SP:Iteration 48Q (2625.110505 sec): 3 clusters Score: Raw -1297533.295716 + Penalty 3075.514128 = -1294457.781588 nChanged 4 SP:Iteration 49Q (2625.164114 sec): 3 clusters Score: Raw -1297535.651829 + Penalty 3075.514128 = -1294460.137701 nChanged 3 SP:Iteration 50Q (2625.234987 sec): 3 clusters Score: Raw -1297536.945741 + Penalty 3075.514128 = -1294461.431613 nChanged 4 SP:Iteration 51Q (2625.291833 sec): 3 clusters Score: Raw -1297537.601625 + Penalty 3075.514128 = -1294462.087498 nChanged 2 SP:Iteration 52Q (2625.358671 sec): 3 clusters Score: Raw -1297538.371159 + Penalty 3075.514128 = -1294462.857031 nChanged 1 SP:Iteration 53Q (2625.431034 sec): 3 clusters Score: Raw -1297538.834354 + Penalty 3075.514128 = -1294463.320226 nChanged 1 SP:Iteration 54Q (2625.483232 sec): 3 clusters Score: Raw -1297539.362825 + Penalty 3075.514128 = -1294463.848697 nChanged 0 SP:Iteration 55F (2625.546207 sec): 3 clusters Score: Raw -1297539.362825 + Penalty 3075.514128 = -1294463.848697 nChanged 0 Trying to split cluster 10 (1779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2625.573887 sec): 2 clusters Score: Raw -172766.162574 + Penalty 1216.118587 = -171550.043987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2625.617785 sec): 3 clusters Score: Raw -172037.794257 + Penalty 2432.237173 = -169605.557084 nChanged 600 SP:Iteration 1F (2625.668541 sec): 3 clusters Score: Raw -172451.709523 + Penalty 2432.237173 = -170019.472349 nChanged 144 SP:Iteration 2F (2625.714036 sec): 3 clusters Score: Raw -172552.680776 + Penalty 2432.237173 = -170120.443603 nChanged 74 SP:Iteration 3Q (2625.757292 sec): 3 clusters Score: Raw -172607.367301 + Penalty 2432.237173 = -170175.130127 nChanged 58 SP:Iteration 4Q (2625.802483 sec): 3 clusters Score: Raw -172648.067666 + Penalty 2432.237173 = -170215.830493 nChanged 40 SP:Iteration 5Q (2625.834020 sec): 3 clusters Score: Raw -172673.754927 + Penalty 2432.237173 = -170241.517753 nChanged 30 SP:Iteration 6Q (2625.886324 sec): 3 clusters Score: Raw -172689.966379 + Penalty 2432.237173 = -170257.729205 nChanged 27 SP:Iteration 7Q (2625.934232 sec): 3 clusters Score: Raw -172710.834177 + Penalty 2432.237173 = -170278.597004 nChanged 21 SP:Iteration 8Q (2625.943955 sec): 3 clusters Score: Raw -172725.629974 + Penalty 2432.237173 = -170293.392800 nChanged 26 SP:Iteration 9Q (2625.952866 sec): 3 clusters Score: Raw -172741.067077 + Penalty 2432.237173 = -170308.829904 nChanged 24 SP:Iteration 10Q (2625.984545 sec): 3 clusters Score: Raw -172754.481049 + Penalty 2432.237173 = -170322.243875 nChanged 21 SP:Iteration 11Q (2626.023340 sec): 3 clusters Score: Raw -172764.476930 + Penalty 2432.237173 = -170332.239756 nChanged 18 SP:Iteration 12Q (2626.062568 sec): 3 clusters Score: Raw -172773.999773 + Penalty 2432.237173 = -170341.762600 nChanged 9 SP:Iteration 13Q (2626.099472 sec): 3 clusters Score: Raw -172778.360362 + Penalty 2432.237173 = -170346.123189 nChanged 9 SP:Iteration 14Q (2626.146452 sec): 3 clusters Score: Raw -172783.337959 + Penalty 2432.237173 = -170351.100785 nChanged 9 SP:Iteration 15Q (2626.189504 sec): 3 clusters Score: Raw -172787.489079 + Penalty 2432.237173 = -170355.251905 nChanged 6 SP:Iteration 16Q (2626.229105 sec): 3 clusters Score: Raw -172792.087164 + Penalty 2432.237173 = -170359.849991 nChanged 8 SP:Iteration 17Q (2626.284373 sec): 3 clusters Score: Raw -172796.423148 + Penalty 2432.237173 = -170364.185975 nChanged 4 SP:Iteration 18Q (2626.321958 sec): 3 clusters Score: Raw -172797.801933 + Penalty 2432.237173 = -170365.564760 nChanged 1 SP:Iteration 19Q (2626.365744 sec): 3 clusters Score: Raw -172798.130785 + Penalty 2432.237173 = -170365.893612 nChanged 0 SP:Iteration 20F (2626.424561 sec): 3 clusters Score: Raw -172798.130785 + Penalty 2432.237173 = -170365.893612 nChanged 0 Trying to split cluster 11 (15387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2626.459257 sec): 2 clusters Score: Raw -1685592.882468 + Penalty 1566.707720 = -1684026.174748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2626.539341 sec): 3 clusters Score: Raw -1676577.060321 + Penalty 3133.415440 = -1673443.644881 nChanged 6819 SP:Iteration 1F (2626.603748 sec): 3 clusters Score: Raw -1680496.512519 + Penalty 3133.415440 = -1677363.097079 nChanged 1044 SP:Iteration 2F (2626.669129 sec): 3 clusters Score: Raw -1681048.754521 + Penalty 3133.415440 = -1677915.339081 nChanged 986 SP:Iteration 3F (2626.725678 sec): 3 clusters Score: Raw -1681533.014951 + Penalty 3133.415440 = -1678399.599512 nChanged 866 SP:Iteration 4F (2626.799528 sec): 3 clusters Score: Raw -1681959.899526 + Penalty 3133.415440 = -1678826.484086 nChanged 787 SP:Iteration 5F (2626.866742 sec): 3 clusters Score: Raw -1682327.724033 + Penalty 3133.415440 = -1679194.308594 nChanged 687 SP:Iteration 6Q (2626.930076 sec): 3 clusters Score: Raw -1682664.575153 + Penalty 3133.415440 = -1679531.159714 nChanged 622 SP:Iteration 7Q (2627.004570 sec): 3 clusters Score: Raw -1682962.365568 + Penalty 3133.415440 = -1679828.950128 nChanged 567 SP:Iteration 8Q (2627.063761 sec): 3 clusters Score: Raw -1683213.767257 + Penalty 3133.415440 = -1680080.351817 nChanged 483 SP:Iteration 9Q (2627.140743 sec): 3 clusters Score: Raw -1683409.091418 + Penalty 3133.415440 = -1680275.675978 nChanged 421 SP:Iteration 10Q (2627.193487 sec): 3 clusters Score: Raw -1683575.600480 + Penalty 3133.415440 = -1680442.185041 nChanged 384 SP:Iteration 11Q (2627.259897 sec): 3 clusters Score: Raw -1683708.457935 + Penalty 3133.415440 = -1680575.042496 nChanged 339 SP:Iteration 12Q (2627.326357 sec): 3 clusters Score: Raw -1683833.493350 + Penalty 3133.415440 = -1680700.077910 nChanged 319 SP:Iteration 13Q (2627.401551 sec): 3 clusters Score: Raw -1683965.280876 + Penalty 3133.415440 = -1680831.865437 nChanged 301 SP:Iteration 14Q (2627.471790 sec): 3 clusters Score: Raw -1684097.916835 + Penalty 3133.415440 = -1680964.501395 nChanged 329 SP:Iteration 15Q (2627.538505 sec): 3 clusters Score: Raw -1684257.732196 + Penalty 3133.415440 = -1681124.316756 nChanged 336 SP:Iteration 16Q (2627.597519 sec): 3 clusters Score: Raw -1684448.327991 + Penalty 3133.415440 = -1681314.912552 nChanged 317 SP:Iteration 17Q (2627.661152 sec): 3 clusters Score: Raw -1684644.395978 + Penalty 3133.415440 = -1681510.980538 nChanged 300 SP:Iteration 18Q (2627.730338 sec): 3 clusters Score: Raw -1684833.320886 + Penalty 3133.415440 = -1681699.905447 nChanged 262 SP:Iteration 19Q (2627.796615 sec): 3 clusters Score: Raw -1684967.609574 + Penalty 3133.415440 = -1681834.194134 nChanged 199 SP:Iteration 20F (2627.858235 sec): 3 clusters Score: Raw -1685055.400969 + Penalty 3133.415440 = -1681921.985529 nChanged 176 SP:Iteration 21Q (2627.927164 sec): 3 clusters Score: Raw -1685141.306324 + Penalty 3133.415440 = -1682007.890885 nChanged 171 SP:Iteration 22Q (2627.990682 sec): 3 clusters Score: Raw -1685222.293083 + Penalty 3133.415440 = -1682088.877643 nChanged 157 SP:Iteration 23Q (2628.048891 sec): 3 clusters Score: Raw -1685300.465199 + Penalty 3133.415440 = -1682167.049760 nChanged 148 SP:Iteration 24Q (2628.112531 sec): 3 clusters Score: Raw -1685387.042178 + Penalty 3133.415440 = -1682253.626739 nChanged 140 SP:Iteration 25Q (2628.185307 sec): 3 clusters Score: Raw -1685467.136149 + Penalty 3133.415440 = -1682333.720709 nChanged 134 SP:Iteration 26Q (2628.238074 sec): 3 clusters Score: Raw -1685543.816355 + Penalty 3133.415440 = -1682410.400915 nChanged 131 SP:Iteration 27Q (2628.313448 sec): 3 clusters Score: Raw -1685626.504151 + Penalty 3133.415440 = -1682493.088711 nChanged 143 SP:Iteration 28Q (2628.376708 sec): 3 clusters Score: Raw -1685709.494863 + Penalty 3133.415440 = -1682576.079424 nChanged 122 SP:Iteration 29Q (2628.439732 sec): 3 clusters Score: Raw -1685765.024187 + Penalty 3133.415440 = -1682631.608747 nChanged 102 SP:Iteration 30Q (2628.503226 sec): 3 clusters Score: Raw -1685804.748461 + Penalty 3133.415440 = -1682671.333022 nChanged 73 SP:Iteration 31Q (2628.568273 sec): 3 clusters Score: Raw -1685825.449020 + Penalty 3133.415440 = -1682692.033580 nChanged 50 SP:Iteration 32Q (2628.634697 sec): 3 clusters Score: Raw -1685839.389441 + Penalty 3133.415440 = -1682705.974001 nChanged 42 SP:Iteration 33Q (2628.705686 sec): 3 clusters Score: Raw -1685851.314025 + Penalty 3133.415440 = -1682717.898586 nChanged 32 SP:Iteration 34Q (2628.766236 sec): 3 clusters Score: Raw -1685859.558117 + Penalty 3133.415440 = -1682726.142678 nChanged 32 SP:Iteration 35Q (2628.837256 sec): 3 clusters Score: Raw -1685867.765110 + Penalty 3133.415440 = -1682734.349671 nChanged 32 SP:Iteration 36Q (2628.904087 sec): 3 clusters Score: Raw -1685874.635830 + Penalty 3133.415440 = -1682741.220390 nChanged 34 SP:Iteration 37Q (2628.969102 sec): 3 clusters Score: Raw -1685881.878255 + Penalty 3133.415440 = -1682748.462815 nChanged 29 SP:Iteration 38Q (2629.043131 sec): 3 clusters Score: Raw -1685888.082441 + Penalty 3133.415440 = -1682754.667001 nChanged 25 SP:Iteration 39Q (2629.104622 sec): 3 clusters Score: Raw -1685894.641090 + Penalty 3133.415440 = -1682761.225651 nChanged 19 SP:Iteration 40F (2629.165232 sec): 3 clusters Score: Raw -1685900.504021 + Penalty 3133.415440 = -1682767.088581 nChanged 24 SP:Iteration 41Q (2629.221935 sec): 3 clusters Score: Raw -1685907.777580 + Penalty 3133.415440 = -1682774.362140 nChanged 25 SP:Iteration 42Q (2629.285849 sec): 3 clusters Score: Raw -1685912.518528 + Penalty 3133.415440 = -1682779.103088 nChanged 19 SP:Iteration 43Q (2629.358651 sec): 3 clusters Score: Raw -1685915.554693 + Penalty 3133.415440 = -1682782.139253 nChanged 9 SP:Iteration 44Q (2629.429268 sec): 3 clusters Score: Raw -1685916.773067 + Penalty 3133.415440 = -1682783.357627 nChanged 3 SP:Iteration 45Q (2629.491099 sec): 3 clusters Score: Raw -1685917.209346 + Penalty 3133.415440 = -1682783.793906 nChanged 2 SP:Iteration 46Q (2629.555182 sec): 3 clusters Score: Raw -1685917.461330 + Penalty 3133.415440 = -1682784.045890 nChanged 2 SP:Iteration 47Q (2629.624772 sec): 3 clusters Score: Raw -1685917.876913 + Penalty 3133.415440 = -1682784.461474 nChanged 2 SP:Iteration 48Q (2629.687473 sec): 3 clusters Score: Raw -1685918.000923 + Penalty 3133.415440 = -1682784.585483 nChanged 3 SP:Iteration 49Q (2629.764996 sec): 3 clusters Score: Raw -1685918.430798 + Penalty 3133.415440 = -1682785.015358 nChanged 5 SP:Iteration 50Q (2629.822368 sec): 3 clusters Score: Raw -1685918.984846 + Penalty 3133.415440 = -1682785.569406 nChanged 4 SP:Iteration 51Q (2629.896398 sec): 3 clusters Score: Raw -1685919.847747 + Penalty 3133.415440 = -1682786.432307 nChanged 7 SP:Iteration 52Q (2629.955121 sec): 3 clusters Score: Raw -1685921.178367 + Penalty 3133.415440 = -1682787.762928 nChanged 7 SP:Iteration 53Q (2630.027009 sec): 3 clusters Score: Raw -1685922.006631 + Penalty 3133.415440 = -1682788.591191 nChanged 6 SP:Iteration 54Q (2630.085161 sec): 3 clusters Score: Raw -1685923.160585 + Penalty 3133.415440 = -1682789.745145 nChanged 6 SP:Iteration 55Q (2630.160539 sec): 3 clusters Score: Raw -1685924.125417 + Penalty 3133.415440 = -1682790.709977 nChanged 2 SP:Iteration 56Q (2630.227639 sec): 3 clusters Score: Raw -1685924.286868 + Penalty 3133.415440 = -1682790.871428 nChanged 1 SP:Iteration 57Q (2630.293613 sec): 3 clusters Score: Raw -1685924.618111 + Penalty 3133.415440 = -1682791.202671 nChanged 3 SP:Iteration 58Q (2630.354932 sec): 3 clusters Score: Raw -1685925.602916 + Penalty 3133.415440 = -1682792.187477 nChanged 6 SP:Iteration 59Q (2630.415047 sec): 3 clusters Score: Raw -1685926.425960 + Penalty 3133.415440 = -1682793.010520 nChanged 3 SP:Iteration 60F (2630.486283 sec): 3 clusters Score: Raw -1685926.872313 + Penalty 3133.415440 = -1682793.456873 nChanged 1 SP:Iteration 61Q (2630.547870 sec): 3 clusters Score: Raw -1685927.032260 + Penalty 3133.415440 = -1682793.616820 nChanged 1 SP:Iteration 62Q (2630.615409 sec): 3 clusters Score: Raw -1685927.213174 + Penalty 3133.415440 = -1682793.797734 nChanged 6 SP:Iteration 63Q (2630.679667 sec): 3 clusters Score: Raw -1685928.373561 + Penalty 3133.415440 = -1682794.958121 nChanged 5 SP:Iteration 64Q (2630.747263 sec): 3 clusters Score: Raw -1685929.232971 + Penalty 3133.415440 = -1682795.817531 nChanged 4 SP:Iteration 65Q (2630.810455 sec): 3 clusters Score: Raw -1685930.108902 + Penalty 3133.415440 = -1682796.693462 nChanged 1 SP:Iteration 66Q (2630.868808 sec): 3 clusters Score: Raw -1685930.181508 + Penalty 3133.415440 = -1682796.766068 nChanged 1 SP:Iteration 67Q (2630.927453 sec): 3 clusters Score: Raw -1685930.298282 + Penalty 3133.415440 = -1682796.882842 nChanged 0 SP:Iteration 68F (2631.002174 sec): 3 clusters Score: Raw -1685930.298282 + Penalty 3133.415440 = -1682796.882842 nChanged 0 Trying to split cluster 12 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2631.023550 sec): 2 clusters Score: Raw -31288.958381 + Penalty 974.827191 = -30314.131189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2631.057148 sec): 3 clusters Score: Raw -31408.721068 + Penalty 1949.654383 = -29459.066685 nChanged 103 SP:Iteration 1F (2631.110261 sec): 3 clusters Score: Raw -31653.614682 + Penalty 1949.654383 = -29703.960300 nChanged 34 SP:Iteration 2F (2631.149725 sec): 3 clusters Score: Raw -31743.967771 + Penalty 1949.654383 = -29794.313389 nChanged 15 SP:Iteration 3Q (2631.198604 sec): 3 clusters Score: Raw -31826.661122 + Penalty 1949.654383 = -29877.006740 nChanged 9 SP:Iteration 4Q (2631.242423 sec): 3 clusters Score: Raw -31848.933378 + Penalty 1949.654383 = -29899.278995 nChanged 6 SP:Iteration 5Q (2631.274864 sec): 3 clusters Score: Raw -31863.704912 + Penalty 1949.654383 = -29914.050529 nChanged 5 SP:Iteration 6Q (2631.305041 sec): 3 clusters Score: Raw -31877.602040 + Penalty 1949.654383 = -29927.947658 nChanged 2 SP:Iteration 7Q (2631.334390 sec): 3 clusters Score: Raw -31884.836498 + Penalty 1949.654383 = -29935.182115 nChanged 4 SP:Iteration 8Q (2631.366920 sec): 3 clusters Score: Raw -31895.296651 + Penalty 1949.654383 = -29945.642269 nChanged 0 SP:Iteration 9F (2631.394625 sec): 3 clusters Score: Raw -31895.296651 + Penalty 1949.654383 = -29945.642269 nChanged 0 Trying to split cluster 13 (1906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2631.415584 sec): 2 clusters Score: Raw -185688.488750 + Penalty 1227.323839 = -184461.164911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2631.449414 sec): 3 clusters Score: Raw -184875.398835 + Penalty 2454.647677 = -182420.751158 nChanged 673 SP:Iteration 1F (2631.505540 sec): 3 clusters Score: Raw -185308.169998 + Penalty 2454.647677 = -182853.522321 nChanged 135 SP:Iteration 2F (2631.548167 sec): 3 clusters Score: Raw -185408.313219 + Penalty 2454.647677 = -182953.665541 nChanged 86 SP:Iteration 3Q (2631.580307 sec): 3 clusters Score: Raw -185471.077086 + Penalty 2454.647677 = -183016.429409 nChanged 70 SP:Iteration 4Q (2631.628943 sec): 3 clusters Score: Raw -185520.383068 + Penalty 2454.647677 = -183065.735391 nChanged 63 SP:Iteration 5Q (2631.666224 sec): 3 clusters Score: Raw -185554.073052 + Penalty 2454.647677 = -183099.425375 nChanged 46 SP:Iteration 6Q (2631.705957 sec): 3 clusters Score: Raw -185575.509401 + Penalty 2454.647677 = -183120.861724 nChanged 29 SP:Iteration 7Q (2631.753572 sec): 3 clusters Score: Raw -185590.709036 + Penalty 2454.647677 = -183136.061358 nChanged 15 SP:Iteration 8Q (2631.801600 sec): 3 clusters Score: Raw -185598.399764 + Penalty 2454.647677 = -183143.752087 nChanged 16 SP:Iteration 9Q (2631.838256 sec): 3 clusters Score: Raw -185610.150934 + Penalty 2454.647677 = -183155.503257 nChanged 23 SP:Iteration 10Q (2631.877722 sec): 3 clusters Score: Raw -185622.145848 + Penalty 2454.647677 = -183167.498170 nChanged 10 SP:Iteration 11Q (2631.909124 sec): 3 clusters Score: Raw -185626.275858 + Penalty 2454.647677 = -183171.628181 nChanged 8 SP:Iteration 12Q (2631.949646 sec): 3 clusters Score: Raw -185629.764538 + Penalty 2454.647677 = -183175.116861 nChanged 10 SP:Iteration 13Q (2631.988946 sec): 3 clusters Score: Raw -185633.097064 + Penalty 2454.647677 = -183178.449386 nChanged 6 SP:Iteration 14Q (2632.045104 sec): 3 clusters Score: Raw -185635.842885 + Penalty 2454.647677 = -183181.195208 nChanged 13 SP:Iteration 15Q (2632.091275 sec): 3 clusters Score: Raw -185642.324977 + Penalty 2454.647677 = -183187.677300 nChanged 11 SP:Iteration 16Q (2632.125963 sec): 3 clusters Score: Raw -185648.940948 + Penalty 2454.647677 = -183194.293271 nChanged 6 SP:Iteration 17Q (2632.160022 sec): 3 clusters Score: Raw -185653.058163 + Penalty 2454.647677 = -183198.410486 nChanged 12 SP:Iteration 18Q (2632.187014 sec): 3 clusters Score: Raw -185659.566211 + Penalty 2454.647677 = -183204.918534 nChanged 4 SP:Iteration 19Q (2632.214373 sec): 3 clusters Score: Raw -185660.725413 + Penalty 2454.647677 = -183206.077735 nChanged 5 SP:Iteration 20F (2632.264987 sec): 3 clusters Score: Raw -185662.431513 + Penalty 2454.647677 = -183207.783836 nChanged 2 SP:Iteration 21Q (2632.313767 sec): 3 clusters Score: Raw -185663.774535 + Penalty 2454.647677 = -183209.126858 nChanged 1 SP:Iteration 22Q (2632.369781 sec): 3 clusters Score: Raw -185664.019691 + Penalty 2454.647677 = -183209.372013 nChanged 2 SP:Iteration 23Q (2632.413679 sec): 3 clusters Score: Raw -185664.566477 + Penalty 2454.647677 = -183209.918799 nChanged 0 SP:Iteration 24F (2632.472387 sec): 3 clusters Score: Raw -185664.566477 + Penalty 2454.647677 = -183209.918799 nChanged 0 Trying to split cluster 14 (2066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2632.490090 sec): 2 clusters Score: Raw -183099.113300 + Penalty 1240.422568 = -181858.690732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2632.542703 sec): 3 clusters Score: Raw -182317.147825 + Penalty 2480.845136 = -179836.302689 nChanged 755 SP:Iteration 1F (2632.590758 sec): 3 clusters Score: Raw -183076.438684 + Penalty 2480.845136 = -180595.593548 nChanged 217 SP:Iteration 2F (2632.629971 sec): 3 clusters Score: Raw -183439.276916 + Penalty 2480.845136 = -180958.431780 nChanged 151 SP:Iteration 3F (2632.685347 sec): 3 clusters Score: Raw -183630.161892 + Penalty 2480.845136 = -181149.316756 nChanged 110 SP:Iteration 4F (2632.730954 sec): 3 clusters Score: Raw -183751.879976 + Penalty 2480.845136 = -181271.034840 nChanged 83 SP:Iteration 5Q (2632.763070 sec): 3 clusters Score: Raw -183824.834045 + Penalty 2480.845136 = -181343.988909 nChanged 59 SP:Iteration 6Q (2632.795957 sec): 3 clusters Score: Raw -183877.640221 + Penalty 2480.845136 = -181396.795085 nChanged 52 SP:Iteration 7Q (2632.830166 sec): 3 clusters Score: Raw -183913.135835 + Penalty 2480.845136 = -181432.290699 nChanged 35 SP:Iteration 8Q (2632.864468 sec): 3 clusters Score: Raw -183934.097814 + Penalty 2480.845136 = -181453.252678 nChanged 27 SP:Iteration 9Q (2632.899020 sec): 3 clusters Score: Raw -183944.118361 + Penalty 2480.845136 = -181463.273225 nChanged 12 SP:Iteration 10Q (2632.933333 sec): 3 clusters Score: Raw -183948.777195 + Penalty 2480.845136 = -181467.932059 nChanged 9 SP:Iteration 11Q (2632.967161 sec): 3 clusters Score: Raw -183952.446858 + Penalty 2480.845136 = -181471.601722 nChanged 7 SP:Iteration 12Q (2632.994762 sec): 3 clusters Score: Raw -183955.436923 + Penalty 2480.845136 = -181474.591787 nChanged 5 SP:Iteration 13Q (2633.029242 sec): 3 clusters Score: Raw -183957.118608 + Penalty 2480.845136 = -181476.273472 nChanged 2 SP:Iteration 14Q (2633.064108 sec): 3 clusters Score: Raw -183957.490630 + Penalty 2480.845136 = -181476.645494 nChanged 1 SP:Iteration 15Q (2633.098345 sec): 3 clusters Score: Raw -183957.613522 + Penalty 2480.845136 = -181476.768386 nChanged 1 SP:Iteration 16Q (2633.132492 sec): 3 clusters Score: Raw -183957.994324 + Penalty 2480.845136 = -181477.149188 nChanged 0 SP:Iteration 17F (2633.166966 sec): 3 clusters Score: Raw -183957.994324 + Penalty 2480.845136 = -181477.149188 nChanged 0 Trying to split cluster 15 (9346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2633.213277 sec): 2 clusters Score: Raw -986089.520637 + Penalty 1485.689355 = -984603.831282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2633.257225 sec): 3 clusters Score: Raw -980724.650492 + Penalty 2971.378710 = -977753.271782 nChanged 4064 SP:Iteration 1F (2633.324945 sec): 3 clusters Score: Raw -982987.422167 + Penalty 2971.378710 = -980016.043457 nChanged 592 SP:Iteration 2F (2633.368845 sec): 3 clusters Score: Raw -983267.189923 + Penalty 2971.378710 = -980295.811213 nChanged 517 SP:Iteration 3F (2633.425685 sec): 3 clusters Score: Raw -983498.767761 + Penalty 2971.378710 = -980527.389051 nChanged 446 SP:Iteration 4Q (2633.477147 sec): 3 clusters Score: Raw -983721.785908 + Penalty 2971.378710 = -980750.407197 nChanged 440 SP:Iteration 5Q (2633.538924 sec): 3 clusters Score: Raw -983941.300952 + Penalty 2971.378710 = -980969.922242 nChanged 388 SP:Iteration 6Q (2633.576946 sec): 3 clusters Score: Raw -984132.725787 + Penalty 2971.378710 = -981161.347077 nChanged 392 SP:Iteration 7Q (2633.641756 sec): 3 clusters Score: Raw -984347.682771 + Penalty 2971.378710 = -981376.304061 nChanged 364 SP:Iteration 8Q (2633.684533 sec): 3 clusters Score: Raw -984555.123338 + Penalty 2971.378710 = -981583.744628 nChanged 338 SP:Iteration 9Q (2633.742912 sec): 3 clusters Score: Raw -984752.025008 + Penalty 2971.378710 = -981780.646298 nChanged 353 SP:Iteration 10Q (2633.807735 sec): 3 clusters Score: Raw -984951.280472 + Penalty 2971.378710 = -981979.901762 nChanged 314 SP:Iteration 11Q (2633.861646 sec): 3 clusters Score: Raw -985164.449393 + Penalty 2971.378710 = -982193.070683 nChanged 294 SP:Iteration 12Q (2633.925226 sec): 3 clusters Score: Raw -985378.578579 + Penalty 2971.378710 = -982407.199869 nChanged 258 SP:Iteration 13Q (2633.993840 sec): 3 clusters Score: Raw -985582.685671 + Penalty 2971.378710 = -982611.306961 nChanged 216 SP:Iteration 14Q (2634.047136 sec): 3 clusters Score: Raw -985747.292421 + Penalty 2971.378710 = -982775.913711 nChanged 167 SP:Iteration 15Q (2634.099930 sec): 3 clusters Score: Raw -985877.144764 + Penalty 2971.378710 = -982905.766054 nChanged 140 SP:Iteration 16Q (2634.161269 sec): 3 clusters Score: Raw -985971.085884 + Penalty 2971.378710 = -982999.707174 nChanged 85 SP:Iteration 17Q (2634.201695 sec): 3 clusters Score: Raw -986025.959327 + Penalty 2971.378710 = -983054.580616 nChanged 70 SP:Iteration 18Q (2634.256802 sec): 3 clusters Score: Raw -986064.563603 + Penalty 2971.378710 = -983093.184892 nChanged 45 SP:Iteration 19Q (2634.312689 sec): 3 clusters Score: Raw -986091.330878 + Penalty 2971.378710 = -983119.952168 nChanged 47 SP:Iteration 20F (2634.374549 sec): 3 clusters Score: Raw -986116.077181 + Penalty 2971.378710 = -983144.698470 nChanged 37 SP:Iteration 21Q (2634.441818 sec): 3 clusters Score: Raw -986136.648735 + Penalty 2971.378710 = -983165.270025 nChanged 20 SP:Iteration 22Q (2634.487771 sec): 3 clusters Score: Raw -986146.327812 + Penalty 2971.378710 = -983174.949102 nChanged 21 SP:Iteration 23Q (2634.549459 sec): 3 clusters Score: Raw -986154.668816 + Penalty 2971.378710 = -983183.290106 nChanged 12 SP:Iteration 24Q (2634.597825 sec): 3 clusters Score: Raw -986159.202695 + Penalty 2971.378710 = -983187.823985 nChanged 3 SP:Iteration 25Q (2634.654142 sec): 3 clusters Score: Raw -986161.012094 + Penalty 2971.378710 = -983189.633384 nChanged 7 SP:Iteration 26Q (2634.710402 sec): 3 clusters Score: Raw -986163.592937 + Penalty 2971.378710 = -983192.214227 nChanged 6 SP:Iteration 27Q (2634.767227 sec): 3 clusters Score: Raw -986165.577621 + Penalty 2971.378710 = -983194.198911 nChanged 6 SP:Iteration 28Q (2634.831460 sec): 3 clusters Score: Raw -986168.539285 + Penalty 2971.378710 = -983197.160575 nChanged 5 SP:Iteration 29Q (2634.890798 sec): 3 clusters Score: Raw -986170.941700 + Penalty 2971.378710 = -983199.562990 nChanged 3 SP:Iteration 30Q (2634.930672 sec): 3 clusters Score: Raw -986171.867895 + Penalty 2971.378710 = -983200.489184 nChanged 1 SP:Iteration 31Q (2634.997074 sec): 3 clusters Score: Raw -986172.497220 + Penalty 2971.378710 = -983201.118510 nChanged 2 SP:Iteration 32Q (2635.051105 sec): 3 clusters Score: Raw -986172.839339 + Penalty 2971.378710 = -983201.460629 nChanged 0 SP:Iteration 33F (2635.107099 sec): 3 clusters Score: Raw -986172.839339 + Penalty 2971.378710 = -983201.460629 nChanged 0 Trying to split cluster 16 (5265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2635.149598 sec): 2 clusters Score: Raw -507653.348241 + Penalty 1392.435919 = -506260.912322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2635.192244 sec): 3 clusters Score: Raw -504828.422478 + Penalty 2784.871838 = -502043.550640 nChanged 2164 SP:Iteration 1F (2635.242765 sec): 3 clusters Score: Raw -506051.340970 + Penalty 2784.871838 = -503266.469132 nChanged 409 SP:Iteration 2F (2635.302407 sec): 3 clusters Score: Raw -506341.159263 + Penalty 2784.871838 = -503556.287425 nChanged 343 SP:Iteration 3F (2635.339193 sec): 3 clusters Score: Raw -506555.401299 + Penalty 2784.871838 = -503770.529461 nChanged 277 SP:Iteration 4F (2635.389395 sec): 3 clusters Score: Raw -506729.838845 + Penalty 2784.871838 = -503944.967007 nChanged 253 SP:Iteration 5Q (2635.437330 sec): 3 clusters Score: Raw -506872.175536 + Penalty 2784.871838 = -504087.303698 nChanged 224 SP:Iteration 6Q (2635.487513 sec): 3 clusters Score: Raw -506988.057375 + Penalty 2784.871838 = -504203.185537 nChanged 173 SP:Iteration 7Q (2635.548093 sec): 3 clusters Score: Raw -507072.944884 + Penalty 2784.871838 = -504288.073046 nChanged 153 SP:Iteration 8Q (2635.602946 sec): 3 clusters Score: Raw -507158.411913 + Penalty 2784.871838 = -504373.540075 nChanged 147 SP:Iteration 9Q (2635.647287 sec): 3 clusters Score: Raw -507242.548109 + Penalty 2784.871838 = -504457.676271 nChanged 150 SP:Iteration 10Q (2635.709319 sec): 3 clusters Score: Raw -507327.993790 + Penalty 2784.871838 = -504543.121952 nChanged 134 SP:Iteration 11Q (2635.755655 sec): 3 clusters Score: Raw -507402.766353 + Penalty 2784.871838 = -504617.894515 nChanged 114 SP:Iteration 12Q (2635.815991 sec): 3 clusters Score: Raw -507462.617829 + Penalty 2784.871838 = -504677.745991 nChanged 90 SP:Iteration 13Q (2635.865036 sec): 3 clusters Score: Raw -507512.880309 + Penalty 2784.871838 = -504728.008471 nChanged 79 SP:Iteration 14Q (2635.921958 sec): 3 clusters Score: Raw -507557.825795 + Penalty 2784.871838 = -504772.953957 nChanged 78 SP:Iteration 15Q (2635.967133 sec): 3 clusters Score: Raw -507600.247007 + Penalty 2784.871838 = -504815.375169 nChanged 62 SP:Iteration 16Q (2636.019186 sec): 3 clusters Score: Raw -507628.805351 + Penalty 2784.871838 = -504843.933513 nChanged 61 SP:Iteration 17Q (2636.067262 sec): 3 clusters Score: Raw -507652.465055 + Penalty 2784.871838 = -504867.593217 nChanged 45 SP:Iteration 18Q (2636.125855 sec): 3 clusters Score: Raw -507669.940467 + Penalty 2784.871838 = -504885.068629 nChanged 50 SP:Iteration 19Q (2636.171688 sec): 3 clusters Score: Raw -507689.642943 + Penalty 2784.871838 = -504904.771105 nChanged 41 SP:Iteration 20F (2636.225097 sec): 3 clusters Score: Raw -507705.642691 + Penalty 2784.871838 = -504920.770853 nChanged 43 SP:Iteration 21Q (2636.279858 sec): 3 clusters Score: Raw -507721.794339 + Penalty 2784.871838 = -504936.922501 nChanged 33 SP:Iteration 22Q (2636.334799 sec): 3 clusters Score: Raw -507732.679399 + Penalty 2784.871838 = -504947.807561 nChanged 29 SP:Iteration 23Q (2636.389333 sec): 3 clusters Score: Raw -507742.373369 + Penalty 2784.871838 = -504957.501531 nChanged 23 SP:Iteration 24Q (2636.441569 sec): 3 clusters Score: Raw -507748.711019 + Penalty 2784.871838 = -504963.839181 nChanged 24 SP:Iteration 25Q (2636.482455 sec): 3 clusters Score: Raw -507755.573629 + Penalty 2784.871838 = -504970.701791 nChanged 23 SP:Iteration 26Q (2636.534083 sec): 3 clusters Score: Raw -507763.318562 + Penalty 2784.871838 = -504978.446724 nChanged 18 SP:Iteration 27Q (2636.583534 sec): 3 clusters Score: Raw -507769.661146 + Penalty 2784.871838 = -504984.789308 nChanged 14 SP:Iteration 28Q (2636.643196 sec): 3 clusters Score: Raw -507772.914833 + Penalty 2784.871838 = -504988.042995 nChanged 11 SP:Iteration 29Q (2636.694707 sec): 3 clusters Score: Raw -507776.431486 + Penalty 2784.871838 = -504991.559648 nChanged 16 SP:Iteration 30Q (2636.729760 sec): 3 clusters Score: Raw -507781.500423 + Penalty 2784.871838 = -504996.628585 nChanged 9 SP:Iteration 31Q (2636.783876 sec): 3 clusters Score: Raw -507783.995893 + Penalty 2784.871838 = -504999.124055 nChanged 5 SP:Iteration 32Q (2636.827140 sec): 3 clusters Score: Raw -507785.663919 + Penalty 2784.871838 = -505000.792081 nChanged 4 SP:Iteration 33Q (2636.876033 sec): 3 clusters Score: Raw -507787.177675 + Penalty 2784.871838 = -505002.305837 nChanged 6 SP:Iteration 34Q (2636.934983 sec): 3 clusters Score: Raw -507789.130846 + Penalty 2784.871838 = -505004.259008 nChanged 5 SP:Iteration 35Q (2636.993436 sec): 3 clusters Score: Raw -507790.458212 + Penalty 2784.871838 = -505005.586374 nChanged 5 SP:Iteration 36Q (2637.045069 sec): 3 clusters Score: Raw -507791.492165 + Penalty 2784.871838 = -505006.620327 nChanged 4 SP:Iteration 37Q (2637.082518 sec): 3 clusters Score: Raw -507792.198291 + Penalty 2784.871838 = -505007.326453 nChanged 2 SP:Iteration 38Q (2637.127636 sec): 3 clusters Score: Raw -507792.600805 + Penalty 2784.871838 = -505007.728967 nChanged 3 SP:Iteration 39Q (2637.177092 sec): 3 clusters Score: Raw -507792.967956 + Penalty 2784.871838 = -505008.096118 nChanged 2 SP:Iteration 40F (2637.229895 sec): 3 clusters Score: Raw -507793.258558 + Penalty 2784.871838 = -505008.386720 nChanged 0 Trying to split cluster 17 (5724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2637.250272 sec): 2 clusters Score: Raw -579065.870555 + Penalty 1406.018760 = -577659.851795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2637.307232 sec): 3 clusters Score: Raw -576094.845529 + Penalty 2812.037521 = -573282.808009 nChanged 2343 SP:Iteration 1F (2637.364970 sec): 3 clusters Score: Raw -577454.304846 + Penalty 2812.037521 = -574642.267325 nChanged 455 SP:Iteration 2F (2637.411335 sec): 3 clusters Score: Raw -577740.983048 + Penalty 2812.037521 = -574928.945527 nChanged 346 SP:Iteration 3F (2637.469812 sec): 3 clusters Score: Raw -577934.200162 + Penalty 2812.037521 = -575122.162641 nChanged 279 SP:Iteration 4Q (2637.524515 sec): 3 clusters Score: Raw -578091.281421 + Penalty 2812.037521 = -575279.243901 nChanged 246 SP:Iteration 5Q (2637.585399 sec): 3 clusters Score: Raw -578230.769130 + Penalty 2812.037521 = -575418.731609 nChanged 232 SP:Iteration 6Q (2637.631100 sec): 3 clusters Score: Raw -578354.194101 + Penalty 2812.037521 = -575542.156580 nChanged 207 SP:Iteration 7Q (2637.678440 sec): 3 clusters Score: Raw -578469.051020 + Penalty 2812.037521 = -575657.013500 nChanged 203 SP:Iteration 8Q (2637.721010 sec): 3 clusters Score: Raw -578603.143400 + Penalty 2812.037521 = -575791.105879 nChanged 203 SP:Iteration 9Q (2637.773541 sec): 3 clusters Score: Raw -578738.236450 + Penalty 2812.037521 = -575926.198930 nChanged 169 SP:Iteration 10Q (2637.825859 sec): 3 clusters Score: Raw -578845.718842 + Penalty 2812.037521 = -576033.681321 nChanged 155 SP:Iteration 11Q (2637.886661 sec): 3 clusters Score: Raw -578935.167982 + Penalty 2812.037521 = -576123.130461 nChanged 121 SP:Iteration 12Q (2637.927372 sec): 3 clusters Score: Raw -579001.855244 + Penalty 2812.037521 = -576189.817724 nChanged 105 SP:Iteration 13Q (2637.975758 sec): 3 clusters Score: Raw -579057.104171 + Penalty 2812.037521 = -576245.066651 nChanged 86 SP:Iteration 14Q (2638.020705 sec): 3 clusters Score: Raw -579093.066308 + Penalty 2812.037521 = -576281.028788 nChanged 60 SP:Iteration 15Q (2638.073071 sec): 3 clusters Score: Raw -579117.509437 + Penalty 2812.037521 = -576305.471916 nChanged 54 SP:Iteration 16Q (2638.135325 sec): 3 clusters Score: Raw -579136.532464 + Penalty 2812.037521 = -576324.494943 nChanged 41 SP:Iteration 17Q (2638.188022 sec): 3 clusters Score: Raw -579151.952931 + Penalty 2812.037521 = -576339.915410 nChanged 40 SP:Iteration 18Q (2638.239436 sec): 3 clusters Score: Raw -579165.831422 + Penalty 2812.037521 = -576353.793901 nChanged 30 SP:Iteration 19Q (2638.281433 sec): 3 clusters Score: Raw -579175.970197 + Penalty 2812.037521 = -576363.932676 nChanged 27 SP:Iteration 20F (2638.343082 sec): 3 clusters Score: Raw -579185.553987 + Penalty 2812.037521 = -576373.516466 nChanged 23 SP:Iteration 21Q (2638.384629 sec): 3 clusters Score: Raw -579193.674857 + Penalty 2812.037521 = -576381.637336 nChanged 23 SP:Iteration 22Q (2638.446096 sec): 3 clusters Score: Raw -579201.540080 + Penalty 2812.037521 = -576389.502559 nChanged 30 SP:Iteration 23Q (2638.501260 sec): 3 clusters Score: Raw -579212.520137 + Penalty 2812.037521 = -576400.482616 nChanged 29 SP:Iteration 24Q (2638.543179 sec): 3 clusters Score: Raw -579221.851541 + Penalty 2812.037521 = -576409.814020 nChanged 25 SP:Iteration 25Q (2638.585592 sec): 3 clusters Score: Raw -579230.784537 + Penalty 2812.037521 = -576418.747017 nChanged 25 SP:Iteration 26Q (2638.630776 sec): 3 clusters Score: Raw -579241.390787 + Penalty 2812.037521 = -576429.353266 nChanged 18 SP:Iteration 27Q (2638.692663 sec): 3 clusters Score: Raw -579248.154621 + Penalty 2812.037521 = -576436.117100 nChanged 19 SP:Iteration 28Q (2638.732495 sec): 3 clusters Score: Raw -579253.428083 + Penalty 2812.037521 = -576441.390563 nChanged 19 SP:Iteration 29Q (2638.794005 sec): 3 clusters Score: Raw -579260.736318 + Penalty 2812.037521 = -576448.698797 nChanged 21 SP:Iteration 30Q (2638.842746 sec): 3 clusters Score: Raw -579270.889595 + Penalty 2812.037521 = -576458.852074 nChanged 21 SP:Iteration 31Q (2638.890036 sec): 3 clusters Score: Raw -579279.621932 + Penalty 2812.037521 = -576467.584412 nChanged 18 SP:Iteration 32Q (2638.934206 sec): 3 clusters Score: Raw -579285.745636 + Penalty 2812.037521 = -576473.708115 nChanged 26 SP:Iteration 33Q (2638.985214 sec): 3 clusters Score: Raw -579298.019474 + Penalty 2812.037521 = -576485.981953 nChanged 25 SP:Iteration 34Q (2639.034532 sec): 3 clusters Score: Raw -579307.083071 + Penalty 2812.037521 = -576495.045551 nChanged 27 SP:Iteration 35Q (2639.086550 sec): 3 clusters Score: Raw -579319.680813 + Penalty 2812.037521 = -576507.643292 nChanged 22 SP:Iteration 36Q (2639.150720 sec): 3 clusters Score: Raw -579333.167430 + Penalty 2812.037521 = -576521.129910 nChanged 29 SP:Iteration 37Q (2639.202215 sec): 3 clusters Score: Raw -579349.314330 + Penalty 2812.037521 = -576537.276809 nChanged 31 SP:Iteration 38Q (2639.248837 sec): 3 clusters Score: Raw -579362.090117 + Penalty 2812.037521 = -576550.052596 nChanged 25 SP:Iteration 39Q (2639.284980 sec): 3 clusters Score: Raw -579371.678830 + Penalty 2812.037521 = -576559.641309 nChanged 21 SP:Iteration 40F (2639.337725 sec): 3 clusters Score: Raw -579378.633473 + Penalty 2812.037521 = -576566.595952 nChanged 12 SP:Iteration 41Q (2639.385729 sec): 3 clusters Score: Raw -579382.925972 + Penalty 2812.037521 = -576570.888451 nChanged 17 SP:Iteration 42Q (2639.443526 sec): 3 clusters Score: Raw -579388.233591 + Penalty 2812.037521 = -576576.196070 nChanged 12 SP:Iteration 43Q (2639.490005 sec): 3 clusters Score: Raw -579392.349206 + Penalty 2812.037521 = -576580.311686 nChanged 11 SP:Iteration 44Q (2639.553417 sec): 3 clusters Score: Raw -579395.322097 + Penalty 2812.037521 = -576583.284576 nChanged 9 SP:Iteration 45Q (2639.595355 sec): 3 clusters Score: Raw -579399.781909 + Penalty 2812.037521 = -576587.744388 nChanged 10 SP:Iteration 46Q (2639.654369 sec): 3 clusters Score: Raw -579402.898782 + Penalty 2812.037521 = -576590.861262 nChanged 13 SP:Iteration 47Q (2639.709759 sec): 3 clusters Score: Raw -579407.265562 + Penalty 2812.037521 = -576595.228041 nChanged 8 SP:Iteration 48Q (2639.753712 sec): 3 clusters Score: Raw -579410.267247 + Penalty 2812.037521 = -576598.229726 nChanged 6 SP:Iteration 49Q (2639.802999 sec): 3 clusters Score: Raw -579412.363285 + Penalty 2812.037521 = -576600.325764 nChanged 8 SP:Iteration 50Q (2639.852081 sec): 3 clusters Score: Raw -579415.675271 + Penalty 2812.037521 = -576603.637750 nChanged 7 SP:Iteration 51Q (2639.902340 sec): 3 clusters Score: Raw -579418.464095 + Penalty 2812.037521 = -576606.426574 nChanged 5 SP:Iteration 52Q (2639.952920 sec): 3 clusters Score: Raw -579419.848147 + Penalty 2812.037521 = -576607.810626 nChanged 4 SP:Iteration 53Q (2640.004092 sec): 3 clusters Score: Raw -579421.182714 + Penalty 2812.037521 = -576609.145194 nChanged 4 SP:Iteration 54Q (2640.053011 sec): 3 clusters Score: Raw -579422.304516 + Penalty 2812.037521 = -576610.266995 nChanged 3 SP:Iteration 55Q (2640.107780 sec): 3 clusters Score: Raw -579423.155719 + Penalty 2812.037521 = -576611.118198 nChanged 2 SP:Iteration 56Q (2640.160469 sec): 3 clusters Score: Raw -579423.799051 + Penalty 2812.037521 = -576611.761530 nChanged 2 SP:Iteration 57Q (2640.211632 sec): 3 clusters Score: Raw -579424.856222 + Penalty 2812.037521 = -576612.818701 nChanged 6 SP:Iteration 58Q (2640.253014 sec): 3 clusters Score: Raw -579426.285577 + Penalty 2812.037521 = -576614.248056 nChanged 1 SP:Iteration 59Q (2640.301483 sec): 3 clusters Score: Raw -579426.503101 + Penalty 2812.037521 = -576614.465580 nChanged 0 SP:Iteration 60F (2640.344099 sec): 3 clusters Score: Raw -579426.503101 + Penalty 2812.037521 = -576614.465580 nChanged 0 Trying to split cluster 18 (30989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2640.411045 sec): 2 clusters Score: Raw -3380937.579347 + Penalty 1680.475482 = -3379257.103865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2640.490386 sec): 3 clusters Score: Raw -3361827.609147 + Penalty 3360.950964 = -3358466.658183 nChanged 14256 SP:Iteration 1F (2640.576458 sec): 3 clusters Score: Raw -3369842.110508 + Penalty 3360.950964 = -3366481.159544 nChanged 1488 SP:Iteration 2Q (2640.666366 sec): 3 clusters Score: Raw -3370415.360376 + Penalty 3360.950964 = -3367054.409412 nChanged 1518 SP:Iteration 3Q (2640.753073 sec): 3 clusters Score: Raw -3371094.128154 + Penalty 3360.950964 = -3367733.177189 nChanged 1616 SP:Iteration 4F (2640.856870 sec): 3 clusters Score: Raw -3372014.690748 + Penalty 3360.950964 = -3368653.739784 nChanged 1873 SP:Iteration 5F (2640.944047 sec): 3 clusters Score: Raw -3373325.724309 + Penalty 3360.950964 = -3369964.773345 nChanged 2147 SP:Iteration 6F (2641.041474 sec): 3 clusters Score: Raw -3374954.658143 + Penalty 3360.950964 = -3371593.707179 nChanged 2170 SP:Iteration 7F (2641.130488 sec): 3 clusters Score: Raw -3376759.406784 + Penalty 3360.950964 = -3373398.455820 nChanged 1967 SP:Iteration 8F (2641.225621 sec): 3 clusters Score: Raw -3378182.886863 + Penalty 3360.950964 = -3374821.935899 nChanged 1397 SP:Iteration 9Q (2641.316235 sec): 3 clusters Score: Raw -3378924.146823 + Penalty 3360.950964 = -3375563.195858 nChanged 887 SP:Iteration 10Q (2641.419057 sec): 3 clusters Score: Raw -3379286.859649 + Penalty 3360.950964 = -3375925.908685 nChanged 690 SP:Iteration 11Q (2641.507184 sec): 3 clusters Score: Raw -3379553.486815 + Penalty 3360.950964 = -3376192.535851 nChanged 559 SP:Iteration 12Q (2641.599858 sec): 3 clusters Score: Raw -3379770.069673 + Penalty 3360.950964 = -3376409.118708 nChanged 496 SP:Iteration 13Q (2641.690533 sec): 3 clusters Score: Raw -3379955.016312 + Penalty 3360.950964 = -3376594.065348 nChanged 466 SP:Iteration 14Q (2641.786104 sec): 3 clusters Score: Raw -3380135.514238 + Penalty 3360.950964 = -3376774.563274 nChanged 464 SP:Iteration 15Q (2641.880782 sec): 3 clusters Score: Raw -3380319.193557 + Penalty 3360.950964 = -3376958.242593 nChanged 427 SP:Iteration 16Q (2641.973637 sec): 3 clusters Score: Raw -3380478.270081 + Penalty 3360.950964 = -3377117.319117 nChanged 393 SP:Iteration 17Q (2642.067879 sec): 3 clusters Score: Raw -3380618.376638 + Penalty 3360.950964 = -3377257.425674 nChanged 353 SP:Iteration 18Q (2642.161652 sec): 3 clusters Score: Raw -3380726.081027 + Penalty 3360.950964 = -3377365.130063 nChanged 295 SP:Iteration 19Q (2642.253758 sec): 3 clusters Score: Raw -3380799.525864 + Penalty 3360.950964 = -3377438.574900 nChanged 260 SP:Iteration 20F (2642.353177 sec): 3 clusters Score: Raw -3380867.690234 + Penalty 3360.950964 = -3377506.739270 nChanged 216 SP:Iteration 21Q (2642.448435 sec): 3 clusters Score: Raw -3380918.431320 + Penalty 3360.950964 = -3377557.480356 nChanged 196 SP:Iteration 22Q (2642.523109 sec): 3 clusters Score: Raw -3380958.575598 + Penalty 3360.950964 = -3377597.624634 nChanged 153 SP:Iteration 23Q (2642.613265 sec): 3 clusters Score: Raw -3380987.328699 + Penalty 3360.950964 = -3377626.377735 nChanged 147 SP:Iteration 24Q (2642.705674 sec): 3 clusters Score: Raw -3381013.205452 + Penalty 3360.950964 = -3377652.254488 nChanged 136 SP:Iteration 25Q (2642.792443 sec): 3 clusters Score: Raw -3381037.360718 + Penalty 3360.950964 = -3377676.409754 nChanged 129 SP:Iteration 26Q (2642.891070 sec): 3 clusters Score: Raw -3381056.093888 + Penalty 3360.950964 = -3377695.142924 nChanged 101 SP:Iteration 27Q (2642.976988 sec): 3 clusters Score: Raw -3381067.407979 + Penalty 3360.950964 = -3377706.457015 nChanged 77 SP:Iteration 28Q (2643.074489 sec): 3 clusters Score: Raw -3381074.540155 + Penalty 3360.950964 = -3377713.589191 nChanged 56 SP:Iteration 29Q (2643.162403 sec): 3 clusters Score: Raw -3381080.082757 + Penalty 3360.950964 = -3377719.131793 nChanged 54 SP:Iteration 30Q (2643.255124 sec): 3 clusters Score: Raw -3381085.953297 + Penalty 3360.950964 = -3377725.002333 nChanged 56 SP:Iteration 31Q (2643.347209 sec): 3 clusters Score: Raw -3381091.768353 + Penalty 3360.950964 = -3377730.817389 nChanged 59 SP:Iteration 32Q (2643.436495 sec): 3 clusters Score: Raw -3381098.107752 + Penalty 3360.950964 = -3377737.156788 nChanged 70 SP:Iteration 33Q (2643.528944 sec): 3 clusters Score: Raw -3381104.849119 + Penalty 3360.950964 = -3377743.898155 nChanged 65 SP:Iteration 34Q (2643.614706 sec): 3 clusters Score: Raw -3381112.074441 + Penalty 3360.950964 = -3377751.123477 nChanged 74 SP:Iteration 35Q (2643.706136 sec): 3 clusters Score: Raw -3381119.688113 + Penalty 3360.950964 = -3377758.737149 nChanged 71 SP:Iteration 36Q (2643.791382 sec): 3 clusters Score: Raw -3381127.174459 + Penalty 3360.950964 = -3377766.223495 nChanged 77 SP:Iteration 37Q (2643.877593 sec): 3 clusters Score: Raw -3381136.025761 + Penalty 3360.950964 = -3377775.074797 nChanged 97 SP:Iteration 38Q (2643.959842 sec): 3 clusters Score: Raw -3381147.891073 + Penalty 3360.950964 = -3377786.940109 nChanged 107 SP:Iteration 39Q (2644.048049 sec): 3 clusters Score: Raw -3381161.143449 + Penalty 3360.950964 = -3377800.192485 nChanged 101 SP:Iteration 40F (2644.142565 sec): 3 clusters Score: Raw -3381174.971096 + Penalty 3360.950964 = -3377814.020132 nChanged 107 SP:Iteration 41Q (2644.222908 sec): 3 clusters Score: Raw -3381190.034491 + Penalty 3360.950964 = -3377829.083527 nChanged 103 SP:Iteration 42Q (2644.316107 sec): 3 clusters Score: Raw -3381202.935817 + Penalty 3360.950964 = -3377841.984853 nChanged 85 SP:Iteration 43Q (2644.398594 sec): 3 clusters Score: Raw -3381213.188737 + Penalty 3360.950964 = -3377852.237772 nChanged 84 SP:Iteration 44Q (2644.481140 sec): 3 clusters Score: Raw -3381222.964779 + Penalty 3360.950964 = -3377862.013815 nChanged 72 SP:Iteration 45Q (2644.566288 sec): 3 clusters Score: Raw -3381232.288463 + Penalty 3360.950964 = -3377871.337499 nChanged 74 SP:Iteration 46Q (2644.639629 sec): 3 clusters Score: Raw -3381241.011465 + Penalty 3360.950964 = -3377880.060500 nChanged 85 SP:Iteration 47Q (2644.732486 sec): 3 clusters Score: Raw -3381252.368004 + Penalty 3360.950964 = -3377891.417040 nChanged 95 SP:Iteration 48Q (2644.822715 sec): 3 clusters Score: Raw -3381266.522269 + Penalty 3360.950964 = -3377905.571305 nChanged 89 SP:Iteration 49Q (2644.905889 sec): 3 clusters Score: Raw -3381279.400164 + Penalty 3360.950964 = -3377918.449200 nChanged 82 SP:Iteration 50Q (2644.997880 sec): 3 clusters Score: Raw -3381289.442190 + Penalty 3360.950964 = -3377928.491226 nChanged 64 SP:Iteration 51Q (2645.088523 sec): 3 clusters Score: Raw -3381296.083313 + Penalty 3360.950964 = -3377935.132349 nChanged 52 SP:Iteration 52Q (2645.173344 sec): 3 clusters Score: Raw -3381301.174037 + Penalty 3360.950964 = -3377940.223073 nChanged 50 SP:Iteration 53Q (2645.272262 sec): 3 clusters Score: Raw -3381305.931023 + Penalty 3360.950964 = -3377944.980059 nChanged 45 SP:Iteration 54Q (2645.359236 sec): 3 clusters Score: Raw -3381310.230625 + Penalty 3360.950964 = -3377949.279661 nChanged 51 SP:Iteration 55Q (2645.461847 sec): 3 clusters Score: Raw -3381315.445456 + Penalty 3360.950964 = -3377954.494492 nChanged 49 SP:Iteration 56Q (2645.547632 sec): 3 clusters Score: Raw -3381321.114698 + Penalty 3360.950964 = -3377960.163734 nChanged 59 SP:Iteration 57Q (2645.638078 sec): 3 clusters Score: Raw -3381327.683632 + Penalty 3360.950964 = -3377966.732668 nChanged 64 SP:Iteration 58Q (2645.728822 sec): 3 clusters Score: Raw -3381334.781641 + Penalty 3360.950964 = -3377973.830677 nChanged 60 SP:Iteration 59Q (2645.827312 sec): 3 clusters Score: Raw -3381341.647264 + Penalty 3360.950964 = -3377980.696300 nChanged 79 SP:Iteration 60F (2645.917758 sec): 3 clusters Score: Raw -3381350.701951 + Penalty 3360.950964 = -3377989.750987 nChanged 57 SP:Iteration 61Q (2646.007303 sec): 3 clusters Score: Raw -3381356.650095 + Penalty 3360.950964 = -3377995.699131 nChanged 61 SP:Iteration 62Q (2646.104132 sec): 3 clusters Score: Raw -3381362.950212 + Penalty 3360.950964 = -3378001.999248 nChanged 47 SP:Iteration 63Q (2646.202453 sec): 3 clusters Score: Raw -3381366.803864 + Penalty 3360.950964 = -3378005.852900 nChanged 36 SP:Iteration 64Q (2646.288182 sec): 3 clusters Score: Raw -3381370.139663 + Penalty 3360.950964 = -3378009.188698 nChanged 43 SP:Iteration 65Q (2646.381454 sec): 3 clusters Score: Raw -3381373.895576 + Penalty 3360.950964 = -3378012.944612 nChanged 36 SP:Iteration 66Q (2646.483575 sec): 3 clusters Score: Raw -3381377.290953 + Penalty 3360.950964 = -3378016.339989 nChanged 38 SP:Iteration 67Q (2646.580150 sec): 3 clusters Score: Raw -3381381.138027 + Penalty 3360.950964 = -3378020.187063 nChanged 48 SP:Iteration 68Q (2646.669514 sec): 3 clusters Score: Raw -3381385.226932 + Penalty 3360.950964 = -3378024.275967 nChanged 29 SP:Iteration 69Q (2646.767892 sec): 3 clusters Score: Raw -3381387.199264 + Penalty 3360.950964 = -3378026.248300 nChanged 31 SP:Iteration 70Q (2646.852107 sec): 3 clusters Score: Raw -3381389.458680 + Penalty 3360.950964 = -3378028.507716 nChanged 24 SP:Iteration 71Q (2646.944815 sec): 3 clusters Score: Raw -3381390.967135 + Penalty 3360.950964 = -3378030.016171 nChanged 16 SP:Iteration 72Q (2647.040739 sec): 3 clusters Score: Raw -3381391.987550 + Penalty 3360.950964 = -3378031.036586 nChanged 15 SP:Iteration 73Q (2647.120793 sec): 3 clusters Score: Raw -3381392.994124 + Penalty 3360.950964 = -3378032.043160 nChanged 21 SP:Iteration 74Q (2647.220003 sec): 3 clusters Score: Raw -3381394.593843 + Penalty 3360.950964 = -3378033.642879 nChanged 24 SP:Iteration 75Q (2647.318104 sec): 3 clusters Score: Raw -3381396.713256 + Penalty 3360.950964 = -3378035.762291 nChanged 16 SP:Iteration 76Q (2647.406784 sec): 3 clusters Score: Raw -3381397.928885 + Penalty 3360.950964 = -3378036.977921 nChanged 22 SP:Iteration 77Q (2647.494347 sec): 3 clusters Score: Raw -3381399.780993 + Penalty 3360.950964 = -3378038.830029 nChanged 29 SP:Iteration 78Q (2647.577905 sec): 3 clusters Score: Raw -3381402.065261 + Penalty 3360.950964 = -3378041.114297 nChanged 28 SP:Iteration 79Q (2647.665103 sec): 3 clusters Score: Raw -3381404.648389 + Penalty 3360.950964 = -3378043.697425 nChanged 27 SP:Iteration 80F (2647.762670 sec): 3 clusters Score: Raw -3381407.910015 + Penalty 3360.950964 = -3378046.959051 nChanged 30 SP:Iteration 81Q (2647.854834 sec): 3 clusters Score: Raw -3381410.645020 + Penalty 3360.950964 = -3378049.694056 nChanged 26 SP:Iteration 82Q (2647.936279 sec): 3 clusters Score: Raw -3381412.423466 + Penalty 3360.950964 = -3378051.472502 nChanged 31 SP:Iteration 83Q (2648.017280 sec): 3 clusters Score: Raw -3381414.867600 + Penalty 3360.950964 = -3378053.916636 nChanged 34 SP:Iteration 84Q (2648.102396 sec): 3 clusters Score: Raw -3381418.344459 + Penalty 3360.950964 = -3378057.393495 nChanged 50 SP:Iteration 85Q (2648.190340 sec): 3 clusters Score: Raw -3381424.048169 + Penalty 3360.950964 = -3378063.097204 nChanged 46 SP:Iteration 86Q (2648.283127 sec): 3 clusters Score: Raw -3381429.666732 + Penalty 3360.950964 = -3378068.715768 nChanged 37 SP:Iteration 87Q (2648.380387 sec): 3 clusters Score: Raw -3381433.039961 + Penalty 3360.950964 = -3378072.088997 nChanged 28 SP:Iteration 88Q (2648.462696 sec): 3 clusters Score: Raw -3381436.136426 + Penalty 3360.950964 = -3378075.185462 nChanged 26 SP:Iteration 89Q (2648.553518 sec): 3 clusters Score: Raw -3381438.534797 + Penalty 3360.950964 = -3378077.583833 nChanged 27 SP:Iteration 90Q (2648.650558 sec): 3 clusters Score: Raw -3381440.921169 + Penalty 3360.950964 = -3378079.970205 nChanged 31 SP:Iteration 91Q (2648.733873 sec): 3 clusters Score: Raw -3381444.152764 + Penalty 3360.950964 = -3378083.201800 nChanged 37 SP:Iteration 92Q (2648.822447 sec): 3 clusters Score: Raw -3381448.294073 + Penalty 3360.950964 = -3378087.343109 nChanged 40 SP:Iteration 93Q (2648.907620 sec): 3 clusters Score: Raw -3381451.892184 + Penalty 3360.950964 = -3378090.941220 nChanged 28 SP:Iteration 94Q (2648.980455 sec): 3 clusters Score: Raw -3381454.496049 + Penalty 3360.950964 = -3378093.545084 nChanged 31 SP:Iteration 95Q (2649.068362 sec): 3 clusters Score: Raw -3381457.676966 + Penalty 3360.950964 = -3378096.726002 nChanged 29 SP:Iteration 96Q (2649.151097 sec): 3 clusters Score: Raw -3381460.408140 + Penalty 3360.950964 = -3378099.457176 nChanged 33 SP:Iteration 97Q (2649.245777 sec): 3 clusters Score: Raw -3381463.401908 + Penalty 3360.950964 = -3378102.450944 nChanged 36 SP:Iteration 98Q (2649.322318 sec): 3 clusters Score: Raw -3381466.531323 + Penalty 3360.950964 = -3378105.580359 nChanged 29 SP:Iteration 99Q (2649.402876 sec): 3 clusters Score: Raw -3381469.135266 + Penalty 3360.950964 = -3378108.184302 nChanged 27 SP:Iteration 100F (2649.487536 sec): 3 clusters Score: Raw -3381471.034977 + Penalty 3360.950964 = -3378110.084013 nChanged 17 SP:Iteration 101Q (2649.574504 sec): 3 clusters Score: Raw -3381472.899142 + Penalty 3360.950964 = -3378111.948178 nChanged 18 SP:Iteration 102Q (2649.656957 sec): 3 clusters Score: Raw -3381474.756021 + Penalty 3360.950964 = -3378113.805057 nChanged 18 SP:Iteration 103Q (2649.751693 sec): 3 clusters Score: Raw -3381476.446696 + Penalty 3360.950964 = -3378115.495732 nChanged 26 SP:Iteration 104Q (2649.833896 sec): 3 clusters Score: Raw -3381478.655106 + Penalty 3360.950964 = -3378117.704142 nChanged 22 SP:Iteration 105Q (2649.918311 sec): 3 clusters Score: Raw -3381481.167874 + Penalty 3360.950964 = -3378120.216910 nChanged 32 SP:Iteration 106Q (2650.007824 sec): 3 clusters Score: Raw -3381484.595438 + Penalty 3360.950964 = -3378123.644474 nChanged 32 SP:Iteration 107Q (2650.093775 sec): 3 clusters Score: Raw -3381488.042530 + Penalty 3360.950964 = -3378127.091566 nChanged 26 SP:Iteration 108Q (2650.196409 sec): 3 clusters Score: Raw -3381490.773002 + Penalty 3360.950964 = -3378129.822038 nChanged 24 SP:Iteration 109Q (2650.278215 sec): 3 clusters Score: Raw -3381492.674385 + Penalty 3360.950964 = -3378131.723421 nChanged 19 SP:Iteration 110Q (2650.370564 sec): 3 clusters Score: Raw -3381494.347179 + Penalty 3360.950964 = -3378133.396215 nChanged 20 SP:Iteration 111Q (2650.457241 sec): 3 clusters Score: Raw -3381496.434508 + Penalty 3360.950964 = -3378135.483544 nChanged 23 SP:Iteration 112Q (2650.549017 sec): 3 clusters Score: Raw -3381498.862399 + Penalty 3360.950964 = -3378137.911435 nChanged 22 SP:Iteration 113Q (2650.639726 sec): 3 clusters Score: Raw -3381501.064114 + Penalty 3360.950964 = -3378140.113150 nChanged 22 SP:Iteration 114Q (2650.724205 sec): 3 clusters Score: Raw -3381502.899104 + Penalty 3360.950964 = -3378141.948139 nChanged 20 SP:Iteration 115Q (2650.824365 sec): 3 clusters Score: Raw -3381504.765690 + Penalty 3360.950964 = -3378143.814726 nChanged 17 SP:Iteration 116Q (2650.919584 sec): 3 clusters Score: Raw -3381506.645612 + Penalty 3360.950964 = -3378145.694648 nChanged 20 SP:Iteration 117Q (2651.011996 sec): 3 clusters Score: Raw -3381508.212946 + Penalty 3360.950964 = -3378147.261982 nChanged 14 SP:Iteration 118Q (2651.103802 sec): 3 clusters Score: Raw -3381509.296450 + Penalty 3360.950964 = -3378148.345486 nChanged 15 SP:Iteration 119Q (2651.186892 sec): 3 clusters Score: Raw -3381510.874701 + Penalty 3360.950964 = -3378149.923737 nChanged 18 SP:Iteration 120F (2651.292424 sec): 3 clusters Score: Raw -3381512.318680 + Penalty 3360.950964 = -3378151.367716 nChanged 13 SP:Iteration 121Q (2651.370966 sec): 3 clusters Score: Raw -3381513.193878 + Penalty 3360.950964 = -3378152.242914 nChanged 9 SP:Iteration 122Q (2651.461228 sec): 3 clusters Score: Raw -3381513.723046 + Penalty 3360.950964 = -3378152.772082 nChanged 10 SP:Iteration 123Q (2651.532637 sec): 3 clusters Score: Raw -3381514.359682 + Penalty 3360.950964 = -3378153.408718 nChanged 10 SP:Iteration 124Q (2651.622323 sec): 3 clusters Score: Raw -3381515.154412 + Penalty 3360.950964 = -3378154.203448 nChanged 8 SP:Iteration 125Q (2651.710556 sec): 3 clusters Score: Raw -3381515.781750 + Penalty 3360.950964 = -3378154.830786 nChanged 10 SP:Iteration 126Q (2651.790638 sec): 3 clusters Score: Raw -3381516.399187 + Penalty 3360.950964 = -3378155.448223 nChanged 7 SP:Iteration 127Q (2651.882244 sec): 3 clusters Score: Raw -3381517.066546 + Penalty 3360.950964 = -3378156.115582 nChanged 8 SP:Iteration 128Q (2651.972377 sec): 3 clusters Score: Raw -3381518.093244 + Penalty 3360.950964 = -3378157.142280 nChanged 9 SP:Iteration 129Q (2652.058805 sec): 3 clusters Score: Raw -3381518.622393 + Penalty 3360.950964 = -3378157.671429 nChanged 6 SP:Iteration 130Q (2652.135737 sec): 3 clusters Score: Raw -3381518.850507 + Penalty 3360.950964 = -3378157.899543 nChanged 7 SP:Iteration 131Q (2652.220741 sec): 3 clusters Score: Raw -3381519.262216 + Penalty 3360.950964 = -3378158.311252 nChanged 5 SP:Iteration 132Q (2652.298941 sec): 3 clusters Score: Raw -3381519.679705 + Penalty 3360.950964 = -3378158.728741 nChanged 4 SP:Iteration 133Q (2652.393015 sec): 3 clusters Score: Raw -3381519.854847 + Penalty 3360.950964 = -3378158.903883 nChanged 1 SP:Iteration 134Q (2652.467753 sec): 3 clusters Score: Raw -3381519.924597 + Penalty 3360.950964 = -3378158.973632 nChanged 1 SP:Iteration 135Q (2652.548379 sec): 3 clusters Score: Raw -3381520.035348 + Penalty 3360.950964 = -3378159.084384 nChanged 1 SP:Iteration 136Q (2652.632703 sec): 3 clusters Score: Raw -3381520.050049 + Penalty 3360.950964 = -3378159.099085 nChanged 0 SP:Iteration 137F (2652.718358 sec): 3 clusters Score: Raw -3381520.050049 + Penalty 3360.950964 = -3378159.099085 nChanged 0 Trying to split cluster 19 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2652.747887 sec): 2 clusters Score: Raw -13882.375053 + Penalty 842.950193 = -13039.424859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2652.798796 sec): 3 clusters Score: Raw -14067.163985 + Penalty 1685.900387 = -12381.263598 nChanged 26 SP:Iteration 1F (2652.833370 sec): 3 clusters Score: Raw -14125.728254 + Penalty 1685.900387 = -12439.827867 nChanged 6 SP:Iteration 2Q (2652.877009 sec): 3 clusters Score: Raw -14136.636617 + Penalty 1685.900387 = -12450.736230 nChanged 1 SP:Iteration 3Q (2652.915697 sec): 3 clusters Score: Raw -14143.353701 + Penalty 1685.900387 = -12457.453314 nChanged 1 SP:Iteration 4Q (2652.950138 sec): 3 clusters Score: Raw -14145.202008 + Penalty 1685.900387 = -12459.301621 nChanged 0 SP:Iteration 5F (2652.979426 sec): 3 clusters Score: Raw -14145.202008 + Penalty 1685.900387 = -12459.301621 nChanged 0 Trying to split cluster 20 (4032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2653.003121 sec): 2 clusters Score: Raw -391700.155730 + Penalty 1349.077894 = -390351.077836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2653.043765 sec): 3 clusters Score: Raw -389646.861056 + Penalty 2698.155788 = -386948.705267 nChanged 1583 SP:Iteration 1F (2653.084078 sec): 3 clusters Score: Raw -390651.656694 + Penalty 2698.155788 = -387953.500906 nChanged 341 SP:Iteration 2F (2653.131595 sec): 3 clusters Score: Raw -390892.173786 + Penalty 2698.155788 = -388194.017998 nChanged 262 SP:Iteration 3F (2653.183091 sec): 3 clusters Score: Raw -391058.539196 + Penalty 2698.155788 = -388360.383408 nChanged 186 SP:Iteration 4Q (2653.236701 sec): 3 clusters Score: Raw -391188.275006 + Penalty 2698.155788 = -388490.119218 nChanged 163 SP:Iteration 5Q (2653.278129 sec): 3 clusters Score: Raw -391299.622564 + Penalty 2698.155788 = -388601.466776 nChanged 128 SP:Iteration 6Q (2653.317801 sec): 3 clusters Score: Raw -391380.200929 + Penalty 2698.155788 = -388682.045141 nChanged 101 SP:Iteration 7Q (2653.350715 sec): 3 clusters Score: Raw -391446.920110 + Penalty 2698.155788 = -388748.764322 nChanged 115 SP:Iteration 8Q (2653.397610 sec): 3 clusters Score: Raw -391514.887681 + Penalty 2698.155788 = -388816.731893 nChanged 105 SP:Iteration 9Q (2653.430612 sec): 3 clusters Score: Raw -391589.414201 + Penalty 2698.155788 = -388891.258412 nChanged 94 SP:Iteration 10Q (2653.466627 sec): 3 clusters Score: Raw -391667.489219 + Penalty 2698.155788 = -388969.333431 nChanged 107 SP:Iteration 11Q (2653.506273 sec): 3 clusters Score: Raw -391747.783567 + Penalty 2698.155788 = -389049.627779 nChanged 109 SP:Iteration 12Q (2653.546170 sec): 3 clusters Score: Raw -391827.752120 + Penalty 2698.155788 = -389129.596332 nChanged 103 SP:Iteration 13Q (2653.592799 sec): 3 clusters Score: Raw -391909.090884 + Penalty 2698.155788 = -389210.935096 nChanged 94 SP:Iteration 14Q (2653.625296 sec): 3 clusters Score: Raw -391981.544065 + Penalty 2698.155788 = -389283.388277 nChanged 93 SP:Iteration 15Q (2653.658149 sec): 3 clusters Score: Raw -392054.671052 + Penalty 2698.155788 = -389356.515264 nChanged 83 SP:Iteration 16Q (2653.697433 sec): 3 clusters Score: Raw -392111.793399 + Penalty 2698.155788 = -389413.637611 nChanged 66 SP:Iteration 17Q (2653.737342 sec): 3 clusters Score: Raw -392165.143460 + Penalty 2698.155788 = -389466.987672 nChanged 46 SP:Iteration 18Q (2653.783523 sec): 3 clusters Score: Raw -392208.649011 + Penalty 2698.155788 = -389510.493222 nChanged 57 SP:Iteration 19Q (2653.816094 sec): 3 clusters Score: Raw -392259.460478 + Penalty 2698.155788 = -389561.304690 nChanged 52 SP:Iteration 20F (2653.850814 sec): 3 clusters Score: Raw -392295.306219 + Penalty 2698.155788 = -389597.150431 nChanged 37 SP:Iteration 21Q (2653.889847 sec): 3 clusters Score: Raw -392323.750078 + Penalty 2698.155788 = -389625.594290 nChanged 32 SP:Iteration 22Q (2653.929211 sec): 3 clusters Score: Raw -392355.630542 + Penalty 2698.155788 = -389657.474754 nChanged 27 SP:Iteration 23Q (2653.968475 sec): 3 clusters Score: Raw -392378.669483 + Penalty 2698.155788 = -389680.513695 nChanged 19 SP:Iteration 24Q (2654.013997 sec): 3 clusters Score: Raw -392391.877474 + Penalty 2698.155788 = -389693.721686 nChanged 13 SP:Iteration 25Q (2654.046241 sec): 3 clusters Score: Raw -392399.590202 + Penalty 2698.155788 = -389701.434414 nChanged 9 SP:Iteration 26Q (2654.085466 sec): 3 clusters Score: Raw -392406.121193 + Penalty 2698.155788 = -389707.965405 nChanged 8 SP:Iteration 27Q (2654.132459 sec): 3 clusters Score: Raw -392410.284794 + Penalty 2698.155788 = -389712.129006 nChanged 6 SP:Iteration 28Q (2654.173868 sec): 3 clusters Score: Raw -392412.568324 + Penalty 2698.155788 = -389714.412536 nChanged 2 SP:Iteration 29Q (2654.221454 sec): 3 clusters Score: Raw -392413.312942 + Penalty 2698.155788 = -389715.157154 nChanged 3 SP:Iteration 30Q (2654.268565 sec): 3 clusters Score: Raw -392415.231637 + Penalty 2698.155788 = -389717.075849 nChanged 5 SP:Iteration 31Q (2654.328466 sec): 3 clusters Score: Raw -392418.112167 + Penalty 2698.155788 = -389719.956379 nChanged 5 SP:Iteration 32Q (2654.374859 sec): 3 clusters Score: Raw -392421.232275 + Penalty 2698.155788 = -389723.076486 nChanged 6 SP:Iteration 33Q (2654.414043 sec): 3 clusters Score: Raw -392424.724163 + Penalty 2698.155788 = -389726.568375 nChanged 7 SP:Iteration 34Q (2654.460438 sec): 3 clusters Score: Raw -392428.697081 + Penalty 2698.155788 = -389730.541293 nChanged 8 SP:Iteration 35Q (2654.517041 sec): 3 clusters Score: Raw -392433.264524 + Penalty 2698.155788 = -389735.108736 nChanged 8 SP:Iteration 36Q (2654.566733 sec): 3 clusters Score: Raw -392436.898299 + Penalty 2698.155788 = -389738.742511 nChanged 6 SP:Iteration 37Q (2654.626042 sec): 3 clusters Score: Raw -392438.930803 + Penalty 2698.155788 = -389740.775015 nChanged 1 SP:Iteration 38Q (2654.668285 sec): 3 clusters Score: Raw -392439.642889 + Penalty 2698.155788 = -389741.487101 nChanged 1 SP:Iteration 39Q (2654.728838 sec): 3 clusters Score: Raw -392439.950313 + Penalty 2698.155788 = -389741.794525 nChanged 0 SP:Iteration 40F (2654.767530 sec): 3 clusters Score: Raw -392439.950313 + Penalty 2698.155788 = -389741.794525 nChanged 0 Trying to split cluster 21 (13106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2654.816364 sec): 2 clusters Score: Raw -1391491.495801 + Penalty 1540.634131 = -1389950.861670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2654.883581 sec): 3 clusters Score: Raw -1383945.703390 + Penalty 3081.268261 = -1380864.435129 nChanged 5725 SP:Iteration 1F (2654.949603 sec): 3 clusters Score: Raw -1387113.417045 + Penalty 3081.268261 = -1384032.148783 nChanged 790 SP:Iteration 2F (2655.022896 sec): 3 clusters Score: Raw -1387547.545358 + Penalty 3081.268261 = -1384466.277097 nChanged 787 SP:Iteration 3F (2655.090599 sec): 3 clusters Score: Raw -1388076.866198 + Penalty 3081.268261 = -1384995.597937 nChanged 837 SP:Iteration 4F (2655.158823 sec): 3 clusters Score: Raw -1388736.661221 + Penalty 3081.268261 = -1385655.392960 nChanged 919 SP:Iteration 5F (2655.219603 sec): 3 clusters Score: Raw -1389469.998962 + Penalty 3081.268261 = -1386388.730701 nChanged 892 SP:Iteration 6F (2655.288077 sec): 3 clusters Score: Raw -1390172.322251 + Penalty 3081.268261 = -1387091.053990 nChanged 847 SP:Iteration 7F (2655.344142 sec): 3 clusters Score: Raw -1390756.829298 + Penalty 3081.268261 = -1387675.561036 nChanged 665 SP:Iteration 8F (2655.411256 sec): 3 clusters Score: Raw -1391165.410123 + Penalty 3081.268261 = -1388084.141861 nChanged 518 SP:Iteration 9Q (2655.480895 sec): 3 clusters Score: Raw -1391486.944338 + Penalty 3081.268261 = -1388405.676076 nChanged 384 SP:Iteration 10Q (2655.554971 sec): 3 clusters Score: Raw -1391745.215060 + Penalty 3081.268261 = -1388663.946798 nChanged 320 SP:Iteration 11Q (2655.608633 sec): 3 clusters Score: Raw -1391973.971642 + Penalty 3081.268261 = -1388892.703381 nChanged 226 SP:Iteration 12Q (2655.673281 sec): 3 clusters Score: Raw -1392093.826579 + Penalty 3081.268261 = -1389012.558317 nChanged 175 SP:Iteration 13Q (2655.743974 sec): 3 clusters Score: Raw -1392162.557288 + Penalty 3081.268261 = -1389081.289027 nChanged 135 SP:Iteration 14Q (2655.797693 sec): 3 clusters Score: Raw -1392210.742560 + Penalty 3081.268261 = -1389129.474298 nChanged 122 SP:Iteration 15Q (2655.866522 sec): 3 clusters Score: Raw -1392244.398937 + Penalty 3081.268261 = -1389163.130676 nChanged 103 SP:Iteration 16Q (2655.918041 sec): 3 clusters Score: Raw -1392272.997649 + Penalty 3081.268261 = -1389191.729388 nChanged 90 SP:Iteration 17Q (2655.988377 sec): 3 clusters Score: Raw -1392295.081297 + Penalty 3081.268261 = -1389213.813035 nChanged 69 SP:Iteration 18Q (2656.042331 sec): 3 clusters Score: Raw -1392308.826652 + Penalty 3081.268261 = -1389227.558390 nChanged 46 SP:Iteration 19Q (2656.110124 sec): 3 clusters Score: Raw -1392316.962141 + Penalty 3081.268261 = -1389235.693880 nChanged 49 SP:Iteration 20F (2656.163553 sec): 3 clusters Score: Raw -1392328.473069 + Penalty 3081.268261 = -1389247.204808 nChanged 57 SP:Iteration 21Q (2656.238033 sec): 3 clusters Score: Raw -1392340.906346 + Penalty 3081.268261 = -1389259.638085 nChanged 46 SP:Iteration 22Q (2656.306624 sec): 3 clusters Score: Raw -1392348.388057 + Penalty 3081.268261 = -1389267.119795 nChanged 40 SP:Iteration 23Q (2656.363684 sec): 3 clusters Score: Raw -1392355.032192 + Penalty 3081.268261 = -1389273.763931 nChanged 34 SP:Iteration 24Q (2656.430469 sec): 3 clusters Score: Raw -1392359.461985 + Penalty 3081.268261 = -1389278.193724 nChanged 27 SP:Iteration 25Q (2656.502697 sec): 3 clusters Score: Raw -1392362.804115 + Penalty 3081.268261 = -1389281.535853 nChanged 23 SP:Iteration 26Q (2656.565029 sec): 3 clusters Score: Raw -1392365.839424 + Penalty 3081.268261 = -1389284.571163 nChanged 24 SP:Iteration 27Q (2656.627543 sec): 3 clusters Score: Raw -1392369.003022 + Penalty 3081.268261 = -1389287.734760 nChanged 18 SP:Iteration 28Q (2656.696028 sec): 3 clusters Score: Raw -1392371.229659 + Penalty 3081.268261 = -1389289.961397 nChanged 17 SP:Iteration 29Q (2656.751007 sec): 3 clusters Score: Raw -1392373.772633 + Penalty 3081.268261 = -1389292.504371 nChanged 14 SP:Iteration 30Q (2656.825755 sec): 3 clusters Score: Raw -1392375.369285 + Penalty 3081.268261 = -1389294.101023 nChanged 15 SP:Iteration 31Q (2656.890560 sec): 3 clusters Score: Raw -1392377.082619 + Penalty 3081.268261 = -1389295.814357 nChanged 15 SP:Iteration 32Q (2656.945455 sec): 3 clusters Score: Raw -1392379.115544 + Penalty 3081.268261 = -1389297.847282 nChanged 11 SP:Iteration 33Q (2657.009281 sec): 3 clusters Score: Raw -1392380.359626 + Penalty 3081.268261 = -1389299.091364 nChanged 8 SP:Iteration 34Q (2657.078673 sec): 3 clusters Score: Raw -1392380.914693 + Penalty 3081.268261 = -1389299.646431 nChanged 4 SP:Iteration 35Q (2657.136050 sec): 3 clusters Score: Raw -1392381.372906 + Penalty 3081.268261 = -1389300.104645 nChanged 4 SP:Iteration 36Q (2657.214958 sec): 3 clusters Score: Raw -1392382.086064 + Penalty 3081.268261 = -1389300.817803 nChanged 7 SP:Iteration 37Q (2657.277101 sec): 3 clusters Score: Raw -1392382.909785 + Penalty 3081.268261 = -1389301.641524 nChanged 8 SP:Iteration 38Q (2657.338179 sec): 3 clusters Score: Raw -1392383.782051 + Penalty 3081.268261 = -1389302.513790 nChanged 6 SP:Iteration 39Q (2657.399106 sec): 3 clusters Score: Raw -1392384.475544 + Penalty 3081.268261 = -1389303.207283 nChanged 7 SP:Iteration 40F (2657.461475 sec): 3 clusters Score: Raw -1392385.094250 + Penalty 3081.268261 = -1389303.825989 nChanged 5 SP:Iteration 41Q (2657.522981 sec): 3 clusters Score: Raw -1392385.426716 + Penalty 3081.268261 = -1389304.158454 nChanged 6 SP:Iteration 42Q (2657.578009 sec): 3 clusters Score: Raw -1392385.882001 + Penalty 3081.268261 = -1389304.613740 nChanged 4 SP:Iteration 43Q (2657.636065 sec): 3 clusters Score: Raw -1392386.514919 + Penalty 3081.268261 = -1389305.246657 nChanged 10 SP:Iteration 44Q (2657.708730 sec): 3 clusters Score: Raw -1392388.464369 + Penalty 3081.268261 = -1389307.196108 nChanged 12 SP:Iteration 45Q (2657.779304 sec): 3 clusters Score: Raw -1392389.822744 + Penalty 3081.268261 = -1389308.554483 nChanged 10 SP:Iteration 46Q (2657.843073 sec): 3 clusters Score: Raw -1392390.899899 + Penalty 3081.268261 = -1389309.631638 nChanged 8 SP:Iteration 47Q (2657.901168 sec): 3 clusters Score: Raw -1392391.704361 + Penalty 3081.268261 = -1389310.436099 nChanged 9 SP:Iteration 48Q (2657.966899 sec): 3 clusters Score: Raw -1392392.648508 + Penalty 3081.268261 = -1389311.380247 nChanged 3 SP:Iteration 49Q (2658.027381 sec): 3 clusters Score: Raw -1392393.053135 + Penalty 3081.268261 = -1389311.784873 nChanged 3 SP:Iteration 50Q (2658.099336 sec): 3 clusters Score: Raw -1392393.431402 + Penalty 3081.268261 = -1389312.163140 nChanged 5 SP:Iteration 51Q (2658.153080 sec): 3 clusters Score: Raw -1392393.870778 + Penalty 3081.268261 = -1389312.602517 nChanged 3 SP:Iteration 52Q (2658.224961 sec): 3 clusters Score: Raw -1392394.179876 + Penalty 3081.268261 = -1389312.911614 nChanged 4 SP:Iteration 53Q (2658.287600 sec): 3 clusters Score: Raw -1392394.527110 + Penalty 3081.268261 = -1389313.258848 nChanged 1 SP:Iteration 54Q (2658.362684 sec): 3 clusters Score: Raw -1392394.565882 + Penalty 3081.268261 = -1389313.297620 nChanged 1 SP:Iteration 55Q (2658.425144 sec): 3 clusters Score: Raw -1392394.618794 + Penalty 3081.268261 = -1389313.350533 nChanged 2 SP:Iteration 56Q (2658.488953 sec): 3 clusters Score: Raw -1392394.763208 + Penalty 3081.268261 = -1389313.494946 nChanged 1 SP:Iteration 57Q (2658.545637 sec): 3 clusters Score: Raw -1392394.878838 + Penalty 3081.268261 = -1389313.610576 nChanged 1 SP:Iteration 58Q (2658.604628 sec): 3 clusters Score: Raw -1392394.954131 + Penalty 3081.268261 = -1389313.685869 nChanged 1 SP:Iteration 59Q (2658.663557 sec): 3 clusters Score: Raw -1392395.021522 + Penalty 3081.268261 = -1389313.753261 nChanged 1 SP:Iteration 60F (2658.740314 sec): 3 clusters Score: Raw -1392395.135924 + Penalty 3081.268261 = -1389313.867662 nChanged 1 SP:Iteration 61Q (2658.793441 sec): 3 clusters Score: Raw -1392395.151688 + Penalty 3081.268261 = -1389313.883426 nChanged 0 SP:Iteration 62F (2658.865443 sec): 3 clusters Score: Raw -1392395.151688 + Penalty 3081.268261 = -1389313.883426 nChanged 0 Trying to split cluster 22 (19851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2658.921951 sec): 2 clusters Score: Raw -2094539.374002 + Penalty 1608.101570 = -2092931.272432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2658.984181 sec): 3 clusters Score: Raw -2082550.083926 + Penalty 3216.203140 = -2079333.880785 nChanged 9051 SP:Iteration 1F (2659.061347 sec): 3 clusters Score: Raw -2087830.461607 + Penalty 3216.203140 = -2084614.258467 nChanged 1193 SP:Iteration 2F (2659.131635 sec): 3 clusters Score: Raw -2088531.473227 + Penalty 3216.203140 = -2085315.270086 nChanged 1325 SP:Iteration 3F (2659.218094 sec): 3 clusters Score: Raw -2089462.498351 + Penalty 3216.203140 = -2086246.295211 nChanged 1433 SP:Iteration 4F (2659.297456 sec): 3 clusters Score: Raw -2090540.939544 + Penalty 3216.203140 = -2087324.736404 nChanged 1383 SP:Iteration 5F (2659.370771 sec): 3 clusters Score: Raw -2091520.702886 + Penalty 3216.203140 = -2088304.499746 nChanged 1132 SP:Iteration 6F (2659.445593 sec): 3 clusters Score: Raw -2092230.295095 + Penalty 3216.203140 = -2089014.091955 nChanged 922 SP:Iteration 7Q (2659.530300 sec): 3 clusters Score: Raw -2092735.766792 + Penalty 3216.203140 = -2089519.563651 nChanged 745 SP:Iteration 8Q (2659.609749 sec): 3 clusters Score: Raw -2093106.167267 + Penalty 3216.203140 = -2089889.964126 nChanged 613 SP:Iteration 9Q (2659.685325 sec): 3 clusters Score: Raw -2093350.687453 + Penalty 3216.203140 = -2090134.484313 nChanged 506 SP:Iteration 10Q (2659.758823 sec): 3 clusters Score: Raw -2093542.317744 + Penalty 3216.203140 = -2090326.114604 nChanged 443 SP:Iteration 11Q (2659.843249 sec): 3 clusters Score: Raw -2093701.056895 + Penalty 3216.203140 = -2090484.853755 nChanged 411 SP:Iteration 12Q (2659.909886 sec): 3 clusters Score: Raw -2093832.807736 + Penalty 3216.203140 = -2090616.604596 nChanged 354 SP:Iteration 13Q (2659.994241 sec): 3 clusters Score: Raw -2093940.456439 + Penalty 3216.203140 = -2090724.253299 nChanged 339 SP:Iteration 14Q (2660.062842 sec): 3 clusters Score: Raw -2094034.739652 + Penalty 3216.203140 = -2090818.536512 nChanged 320 SP:Iteration 15Q (2660.134107 sec): 3 clusters Score: Raw -2094120.790047 + Penalty 3216.203140 = -2090904.586906 nChanged 283 SP:Iteration 16Q (2660.209375 sec): 3 clusters Score: Raw -2094194.727478 + Penalty 3216.203140 = -2090978.524337 nChanged 293 SP:Iteration 17Q (2660.290182 sec): 3 clusters Score: Raw -2094271.174156 + Penalty 3216.203140 = -2091054.971015 nChanged 277 SP:Iteration 18Q (2660.345756 sec): 3 clusters Score: Raw -2094348.539242 + Penalty 3216.203140 = -2091132.336101 nChanged 279 SP:Iteration 19Q (2660.430038 sec): 3 clusters Score: Raw -2094423.206623 + Penalty 3216.203140 = -2091207.003482 nChanged 274 SP:Iteration 20F (2660.503717 sec): 3 clusters Score: Raw -2094499.731734 + Penalty 3216.203140 = -2091283.528594 nChanged 268 SP:Iteration 21Q (2660.573132 sec): 3 clusters Score: Raw -2094577.044330 + Penalty 3216.203140 = -2091360.841190 nChanged 265 SP:Iteration 22Q (2660.647714 sec): 3 clusters Score: Raw -2094654.320943 + Penalty 3216.203140 = -2091438.117803 nChanged 249 SP:Iteration 23Q (2660.723981 sec): 3 clusters Score: Raw -2094723.525834 + Penalty 3216.203140 = -2091507.322694 nChanged 261 SP:Iteration 24Q (2660.795288 sec): 3 clusters Score: Raw -2094801.986694 + Penalty 3216.203140 = -2091585.783553 nChanged 222 SP:Iteration 25Q (2660.872717 sec): 3 clusters Score: Raw -2094861.658535 + Penalty 3216.203140 = -2091645.455394 nChanged 184 SP:Iteration 26Q (2660.952397 sec): 3 clusters Score: Raw -2094913.798666 + Penalty 3216.203140 = -2091697.595526 nChanged 179 SP:Iteration 27Q (2661.021442 sec): 3 clusters Score: Raw -2094963.541357 + Penalty 3216.203140 = -2091747.338216 nChanged 154 SP:Iteration 28Q (2661.093509 sec): 3 clusters Score: Raw -2095005.401916 + Penalty 3216.203140 = -2091789.198775 nChanged 142 SP:Iteration 29Q (2661.161668 sec): 3 clusters Score: Raw -2095043.140669 + Penalty 3216.203140 = -2091826.937529 nChanged 118 SP:Iteration 30Q (2661.235101 sec): 3 clusters Score: Raw -2095075.194486 + Penalty 3216.203140 = -2091858.991345 nChanged 123 SP:Iteration 31Q (2661.306253 sec): 3 clusters Score: Raw -2095106.016564 + Penalty 3216.203140 = -2091889.813424 nChanged 97 SP:Iteration 32Q (2661.365712 sec): 3 clusters Score: Raw -2095129.003393 + Penalty 3216.203140 = -2091912.800252 nChanged 80 SP:Iteration 33Q (2661.430506 sec): 3 clusters Score: Raw -2095148.072183 + Penalty 3216.203140 = -2091931.869043 nChanged 74 SP:Iteration 34Q (2661.497561 sec): 3 clusters Score: Raw -2095165.062828 + Penalty 3216.203140 = -2091948.859688 nChanged 69 SP:Iteration 35Q (2661.570372 sec): 3 clusters Score: Raw -2095183.019546 + Penalty 3216.203140 = -2091966.816406 nChanged 67 SP:Iteration 36Q (2661.645391 sec): 3 clusters Score: Raw -2095199.663230 + Penalty 3216.203140 = -2091983.460089 nChanged 60 SP:Iteration 37Q (2661.715258 sec): 3 clusters Score: Raw -2095212.680626 + Penalty 3216.203140 = -2091996.477486 nChanged 50 SP:Iteration 38Q (2661.782530 sec): 3 clusters Score: Raw -2095221.471176 + Penalty 3216.203140 = -2092005.268035 nChanged 39 SP:Iteration 39Q (2661.864788 sec): 3 clusters Score: Raw -2095229.101475 + Penalty 3216.203140 = -2092012.898335 nChanged 35 SP:Iteration 40F (2661.930132 sec): 3 clusters Score: Raw -2095235.665873 + Penalty 3216.203140 = -2092019.462733 nChanged 36 SP:Iteration 41Q (2661.998263 sec): 3 clusters Score: Raw -2095242.132187 + Penalty 3216.203140 = -2092025.929047 nChanged 32 SP:Iteration 42Q (2662.071686 sec): 3 clusters Score: Raw -2095247.464139 + Penalty 3216.203140 = -2092031.260999 nChanged 28 SP:Iteration 43Q (2662.151789 sec): 3 clusters Score: Raw -2095252.391524 + Penalty 3216.203140 = -2092036.188384 nChanged 30 SP:Iteration 44Q (2662.220935 sec): 3 clusters Score: Raw -2095257.913904 + Penalty 3216.203140 = -2092041.710764 nChanged 26 SP:Iteration 45Q (2662.292036 sec): 3 clusters Score: Raw -2095262.997784 + Penalty 3216.203140 = -2092046.794643 nChanged 22 SP:Iteration 46Q (2662.367517 sec): 3 clusters Score: Raw -2095266.541059 + Penalty 3216.203140 = -2092050.337919 nChanged 16 SP:Iteration 47Q (2662.432665 sec): 3 clusters Score: Raw -2095269.119494 + Penalty 3216.203140 = -2092052.916353 nChanged 16 SP:Iteration 48Q (2662.507949 sec): 3 clusters Score: Raw -2095271.559839 + Penalty 3216.203140 = -2092055.356699 nChanged 11 SP:Iteration 49Q (2662.579322 sec): 3 clusters Score: Raw -2095273.143517 + Penalty 3216.203140 = -2092056.940376 nChanged 8 SP:Iteration 50Q (2662.646940 sec): 3 clusters Score: Raw -2095274.310045 + Penalty 3216.203140 = -2092058.106905 nChanged 10 SP:Iteration 51Q (2662.709640 sec): 3 clusters Score: Raw -2095276.038601 + Penalty 3216.203140 = -2092059.835461 nChanged 10 SP:Iteration 52Q (2662.781440 sec): 3 clusters Score: Raw -2095278.299847 + Penalty 3216.203140 = -2092062.096706 nChanged 11 SP:Iteration 53Q (2662.857191 sec): 3 clusters Score: Raw -2095280.387423 + Penalty 3216.203140 = -2092064.184282 nChanged 6 SP:Iteration 54Q (2662.919778 sec): 3 clusters Score: Raw -2095281.356747 + Penalty 3216.203140 = -2092065.153606 nChanged 7 SP:Iteration 55Q (2662.988447 sec): 3 clusters Score: Raw -2095282.648051 + Penalty 3216.203140 = -2092066.444911 nChanged 7 SP:Iteration 56Q (2663.062809 sec): 3 clusters Score: Raw -2095283.757887 + Penalty 3216.203140 = -2092067.554746 nChanged 6 SP:Iteration 57Q (2663.142515 sec): 3 clusters Score: Raw -2095284.669311 + Penalty 3216.203140 = -2092068.466170 nChanged 6 SP:Iteration 58Q (2663.211376 sec): 3 clusters Score: Raw -2095285.488827 + Penalty 3216.203140 = -2092069.285687 nChanged 6 SP:Iteration 59Q (2663.287806 sec): 3 clusters Score: Raw -2095286.395639 + Penalty 3216.203140 = -2092070.192498 nChanged 8 SP:Iteration 60F (2663.348003 sec): 3 clusters Score: Raw -2095287.916065 + Penalty 3216.203140 = -2092071.712925 nChanged 9 SP:Iteration 61Q (2663.422024 sec): 3 clusters Score: Raw -2095289.737338 + Penalty 3216.203140 = -2092073.534198 nChanged 9 SP:Iteration 62Q (2663.499646 sec): 3 clusters Score: Raw -2095291.115029 + Penalty 3216.203140 = -2092074.911889 nChanged 11 SP:Iteration 63Q (2663.580392 sec): 3 clusters Score: Raw -2095292.893711 + Penalty 3216.203140 = -2092076.690571 nChanged 8 SP:Iteration 64Q (2663.648186 sec): 3 clusters Score: Raw -2095294.068845 + Penalty 3216.203140 = -2092077.865704 nChanged 4 SP:Iteration 65Q (2663.708746 sec): 3 clusters Score: Raw -2095294.910159 + Penalty 3216.203140 = -2092078.707019 nChanged 6 SP:Iteration 66Q (2663.784271 sec): 3 clusters Score: Raw -2095296.000630 + Penalty 3216.203140 = -2092079.797490 nChanged 4 SP:Iteration 67Q (2663.848594 sec): 3 clusters Score: Raw -2095296.682690 + Penalty 3216.203140 = -2092080.479550 nChanged 4 SP:Iteration 68Q (2663.906696 sec): 3 clusters Score: Raw -2095297.565981 + Penalty 3216.203140 = -2092081.362841 nChanged 8 SP:Iteration 69Q (2663.985365 sec): 3 clusters Score: Raw -2095299.112563 + Penalty 3216.203140 = -2092082.909423 nChanged 6 SP:Iteration 70Q (2664.048972 sec): 3 clusters Score: Raw -2095300.040738 + Penalty 3216.203140 = -2092083.837598 nChanged 4 SP:Iteration 71Q (2664.132101 sec): 3 clusters Score: Raw -2095300.569864 + Penalty 3216.203140 = -2092084.366723 nChanged 1 SP:Iteration 72Q (2664.197548 sec): 3 clusters Score: Raw -2095300.654626 + Penalty 3216.203140 = -2092084.451486 nChanged 1 SP:Iteration 73Q (2664.266110 sec): 3 clusters Score: Raw -2095300.786771 + Penalty 3216.203140 = -2092084.583631 nChanged 3 SP:Iteration 74Q (2664.337780 sec): 3 clusters Score: Raw -2095301.215033 + Penalty 3216.203140 = -2092085.011892 nChanged 3 SP:Iteration 75Q (2664.397614 sec): 3 clusters Score: Raw -2095301.683069 + Penalty 3216.203140 = -2092085.479928 nChanged 4 SP:Iteration 76Q (2664.466024 sec): 3 clusters Score: Raw -2095302.516143 + Penalty 3216.203140 = -2092086.313003 nChanged 4 SP:Iteration 77Q (2664.539694 sec): 3 clusters Score: Raw -2095303.258726 + Penalty 3216.203140 = -2092087.055586 nChanged 1 SP:Iteration 78Q (2664.604035 sec): 3 clusters Score: Raw -2095303.555692 + Penalty 3216.203140 = -2092087.352552 nChanged 1 SP:Iteration 79Q (2664.661586 sec): 3 clusters Score: Raw -2095303.805720 + Penalty 3216.203140 = -2092087.602579 nChanged 2 SP:Iteration 80F (2664.737441 sec): 3 clusters Score: Raw -2095304.208897 + Penalty 3216.203140 = -2092088.005756 nChanged 2 SP:Iteration 81Q (2664.801663 sec): 3 clusters Score: Raw -2095304.629880 + Penalty 3216.203140 = -2092088.426740 nChanged 2 SP:Iteration 82Q (2664.874736 sec): 3 clusters Score: Raw -2095304.930952 + Penalty 3216.203140 = -2092088.727812 nChanged 2 SP:Iteration 83Q (2664.948435 sec): 3 clusters Score: Raw -2095305.313121 + Penalty 3216.203140 = -2092089.109980 nChanged 3 SP:Iteration 84Q (2665.006415 sec): 3 clusters Score: Raw -2095305.729677 + Penalty 3216.203140 = -2092089.526536 nChanged 1 SP:Iteration 85Q (2665.078251 sec): 3 clusters Score: Raw -2095305.954485 + Penalty 3216.203140 = -2092089.751344 nChanged 3 SP:Iteration 86Q (2665.136921 sec): 3 clusters Score: Raw -2095306.329899 + Penalty 3216.203140 = -2092090.126758 nChanged 2 SP:Iteration 87Q (2665.204568 sec): 3 clusters Score: Raw -2095306.567943 + Penalty 3216.203140 = -2092090.364803 nChanged 0 SP:Iteration 88F (2665.281247 sec): 3 clusters Score: Raw -2095306.567943 + Penalty 3216.203140 = -2092090.364803 nChanged 0 Trying to split cluster 23 (27647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2665.327180 sec): 2 clusters Score: Raw -3006045.481895 + Penalty 1661.931782 = -3004383.550113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2665.409681 sec): 3 clusters Score: Raw -2988899.464847 + Penalty 3323.863563 = -2985575.601284 nChanged 12775 SP:Iteration 1F (2665.507536 sec): 3 clusters Score: Raw -2996134.136571 + Penalty 3323.863563 = -2992810.273008 nChanged 1352 SP:Iteration 2Q (2665.593791 sec): 3 clusters Score: Raw -2996671.279938 + Penalty 3323.863563 = -2993347.416375 nChanged 1400 SP:Iteration 3F (2665.686289 sec): 3 clusters Score: Raw -2997313.828796 + Penalty 3323.863563 = -2993989.965233 nChanged 1401 SP:Iteration 4F (2665.765581 sec): 3 clusters Score: Raw -2998061.772397 + Penalty 3323.863563 = -2994737.908834 nChanged 1556 SP:Iteration 5F (2665.845206 sec): 3 clusters Score: Raw -2999034.102552 + Penalty 3323.863563 = -2995710.238989 nChanged 1659 SP:Iteration 6F (2665.935017 sec): 3 clusters Score: Raw -3000225.840997 + Penalty 3323.863563 = -2996901.977434 nChanged 1711 SP:Iteration 7F (2666.023976 sec): 3 clusters Score: Raw -3001542.886291 + Penalty 3323.863563 = -2998219.022728 nChanged 1675 SP:Iteration 8F (2666.097664 sec): 3 clusters Score: Raw -3002799.352372 + Penalty 3323.863563 = -2999475.488809 nChanged 1410 SP:Iteration 9F (2666.188617 sec): 3 clusters Score: Raw -3003668.905900 + Penalty 3323.863563 = -3000345.042337 nChanged 1003 SP:Iteration 10Q (2666.269040 sec): 3 clusters Score: Raw -3004125.097041 + Penalty 3323.863563 = -3000801.233478 nChanged 686 SP:Iteration 11Q (2666.356211 sec): 3 clusters Score: Raw -3004398.457928 + Penalty 3323.863563 = -3001074.594364 nChanged 550 SP:Iteration 12Q (2666.451235 sec): 3 clusters Score: Raw -3004618.068455 + Penalty 3323.863563 = -3001294.204892 nChanged 480 SP:Iteration 13Q (2666.542974 sec): 3 clusters Score: Raw -3004824.778438 + Penalty 3323.863563 = -3001500.914875 nChanged 460 SP:Iteration 14Q (2666.625071 sec): 3 clusters Score: Raw -3005023.315335 + Penalty 3323.863563 = -3001699.451772 nChanged 457 SP:Iteration 15Q (2666.708289 sec): 3 clusters Score: Raw -3005230.354588 + Penalty 3323.863563 = -3001906.491024 nChanged 445 SP:Iteration 16Q (2666.808615 sec): 3 clusters Score: Raw -3005439.701105 + Penalty 3323.863563 = -3002115.837542 nChanged 448 SP:Iteration 17Q (2666.888421 sec): 3 clusters Score: Raw -3005638.471682 + Penalty 3323.863563 = -3002314.608119 nChanged 400 SP:Iteration 18Q (2666.978436 sec): 3 clusters Score: Raw -3005802.720067 + Penalty 3323.863563 = -3002478.856504 nChanged 367 SP:Iteration 19Q (2667.063532 sec): 3 clusters Score: Raw -3005949.212400 + Penalty 3323.863563 = -3002625.348836 nChanged 322 SP:Iteration 20F (2667.156195 sec): 3 clusters Score: Raw -3006057.595074 + Penalty 3323.863563 = -3002733.731511 nChanged 267 SP:Iteration 21Q (2667.234411 sec): 3 clusters Score: Raw -3006134.934283 + Penalty 3323.863563 = -3002811.070720 nChanged 231 SP:Iteration 22Q (2667.325521 sec): 3 clusters Score: Raw -3006191.910973 + Penalty 3323.863563 = -3002868.047410 nChanged 172 SP:Iteration 23Q (2667.411861 sec): 3 clusters Score: Raw -3006227.295168 + Penalty 3323.863563 = -3002903.431605 nChanged 129 SP:Iteration 24Q (2667.495612 sec): 3 clusters Score: Raw -3006248.746334 + Penalty 3323.863563 = -3002924.882771 nChanged 99 SP:Iteration 25Q (2667.570294 sec): 3 clusters Score: Raw -3006260.983503 + Penalty 3323.863563 = -3002937.119940 nChanged 64 SP:Iteration 26Q (2667.653465 sec): 3 clusters Score: Raw -3006266.513854 + Penalty 3323.863563 = -3002942.650291 nChanged 42 SP:Iteration 27Q (2667.736082 sec): 3 clusters Score: Raw -3006270.260056 + Penalty 3323.863563 = -3002946.396492 nChanged 35 SP:Iteration 28Q (2667.822721 sec): 3 clusters Score: Raw -3006273.509525 + Penalty 3323.863563 = -3002949.645962 nChanged 33 SP:Iteration 29Q (2667.910181 sec): 3 clusters Score: Raw -3006276.331421 + Penalty 3323.863563 = -3002952.467858 nChanged 22 SP:Iteration 30Q (2667.998394 sec): 3 clusters Score: Raw -3006278.013944 + Penalty 3323.863563 = -3002954.150381 nChanged 20 SP:Iteration 31Q (2668.074193 sec): 3 clusters Score: Raw -3006279.544539 + Penalty 3323.863563 = -3002955.680976 nChanged 18 SP:Iteration 32Q (2668.162478 sec): 3 clusters Score: Raw -3006280.484596 + Penalty 3323.863563 = -3002956.621033 nChanged 12 SP:Iteration 33Q (2668.233057 sec): 3 clusters Score: Raw -3006281.022531 + Penalty 3323.863563 = -3002957.158968 nChanged 11 SP:Iteration 34Q (2668.318585 sec): 3 clusters Score: Raw -3006281.515476 + Penalty 3323.863563 = -3002957.651912 nChanged 8 SP:Iteration 35Q (2668.405057 sec): 3 clusters Score: Raw -3006281.811881 + Penalty 3323.863563 = -3002957.948318 nChanged 5 SP:Iteration 36Q (2668.483294 sec): 3 clusters Score: Raw -3006282.092477 + Penalty 3323.863563 = -3002958.228914 nChanged 4 SP:Iteration 37Q (2668.574815 sec): 3 clusters Score: Raw -3006282.235064 + Penalty 3323.863563 = -3002958.371501 nChanged 6 SP:Iteration 38Q (2668.653864 sec): 3 clusters Score: Raw -3006282.403470 + Penalty 3323.863563 = -3002958.539907 nChanged 2 SP:Iteration 39Q (2668.735703 sec): 3 clusters Score: Raw -3006282.462607 + Penalty 3323.863563 = -3002958.599044 nChanged 2 SP:Iteration 40F (2668.816606 sec): 3 clusters Score: Raw -3006282.592847 + Penalty 3323.863563 = -3002958.729284 nChanged 5 SP:Iteration 41Q (2668.902271 sec): 3 clusters Score: Raw -3006282.822772 + Penalty 3323.863563 = -3002958.959209 nChanged 9 SP:Iteration 42Q (2668.992252 sec): 3 clusters Score: Raw -3006283.226752 + Penalty 3323.863563 = -3002959.363189 nChanged 5 SP:Iteration 43Q (2669.078862 sec): 3 clusters Score: Raw -3006283.467623 + Penalty 3323.863563 = -3002959.604060 nChanged 3 SP:Iteration 44Q (2669.166228 sec): 3 clusters Score: Raw -3006283.577404 + Penalty 3323.863563 = -3002959.713841 nChanged 2 SP:Iteration 45Q (2669.244931 sec): 3 clusters Score: Raw -3006283.646074 + Penalty 3323.863563 = -3002959.782511 nChanged 2 SP:Iteration 46Q (2669.322320 sec): 3 clusters Score: Raw -3006283.702544 + Penalty 3323.863563 = -3002959.838981 nChanged 1 SP:Iteration 47Q (2669.401436 sec): 3 clusters Score: Raw -3006283.728405 + Penalty 3323.863563 = -3002959.864842 nChanged 0 SP:Iteration 48F (2669.500114 sec): 3 clusters Score: Raw -3006283.728405 + Penalty 3323.863563 = -3002959.864842 nChanged 0 Trying to split cluster 24 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2669.521062 sec): 2 clusters Score: Raw -14347.064874 + Penalty 863.395972 = -13483.668903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2669.556790 sec): 3 clusters Score: Raw -14508.116527 + Penalty 1726.791943 = -12781.324583 nChanged 38 SP:Iteration 1F (2669.596216 sec): 3 clusters Score: Raw -14665.531951 + Penalty 1726.791943 = -12938.740008 nChanged 15 SP:Iteration 2F (2669.631854 sec): 3 clusters Score: Raw -14791.810988 + Penalty 1726.791943 = -13065.019045 nChanged 9 SP:Iteration 3Q (2669.673377 sec): 3 clusters Score: Raw -14883.349730 + Penalty 1726.791943 = -13156.557786 nChanged 6 SP:Iteration 4Q (2669.720640 sec): 3 clusters Score: Raw -14916.086841 + Penalty 1726.791943 = -13189.294898 nChanged 3 SP:Iteration 5Q (2669.762426 sec): 3 clusters Score: Raw -14934.817757 + Penalty 1726.791943 = -13208.025813 nChanged 1 SP:Iteration 6Q (2669.796809 sec): 3 clusters Score: Raw -14962.429074 + Penalty 1726.791943 = -13235.637130 nChanged 1 SP:Iteration 7Q (2669.843278 sec): 3 clusters Score: Raw -15009.626257 + Penalty 1726.791943 = -13282.834314 nChanged 1 SP:Iteration 8Q (2669.902846 sec): 3 clusters Score: Raw -15011.895479 + Penalty 1726.791943 = -13285.103536 nChanged 0 SP:Iteration 9F (2669.949593 sec): 3 clusters Score: Raw -15011.895479 + Penalty 1726.791943 = -13285.103536 nChanged 0 Trying to split cluster 25 (491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2669.975756 sec): 2 clusters Score: Raw -47406.009707 + Penalty 1006.922171 = -46399.087536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2670.019667 sec): 3 clusters Score: Raw -47382.471309 + Penalty 2013.844342 = -45368.626967 nChanged 114 SP:Iteration 1F (2670.057665 sec): 3 clusters Score: Raw -47534.397414 + Penalty 2013.844342 = -45520.553073 nChanged 28 SP:Iteration 2F (2670.092696 sec): 3 clusters Score: Raw -47590.611149 + Penalty 2013.844342 = -45576.766808 nChanged 26 SP:Iteration 3F (2670.146474 sec): 3 clusters Score: Raw -47634.598451 + Penalty 2013.844342 = -45620.754109 nChanged 11 SP:Iteration 4Q (2670.187311 sec): 3 clusters Score: Raw -47661.075880 + Penalty 2013.844342 = -45647.231538 nChanged 16 SP:Iteration 5Q (2670.241187 sec): 3 clusters Score: Raw -47720.498018 + Penalty 2013.844342 = -45706.653677 nChanged 20 SP:Iteration 6Q (2670.289130 sec): 3 clusters Score: Raw -47793.025989 + Penalty 2013.844342 = -45779.181647 nChanged 16 SP:Iteration 7Q (2670.337595 sec): 3 clusters Score: Raw -47834.534445 + Penalty 2013.844342 = -45820.690104 nChanged 12 SP:Iteration 8Q (2670.372977 sec): 3 clusters Score: Raw -47875.715595 + Penalty 2013.844342 = -45861.871253 nChanged 9 SP:Iteration 9Q (2670.407517 sec): 3 clusters Score: Raw -47902.258919 + Penalty 2013.844342 = -45888.414577 nChanged 6 SP:Iteration 10Q (2670.453163 sec): 3 clusters Score: Raw -47972.688237 + Penalty 2013.844342 = -45958.843895 nChanged 11 SP:Iteration 11Q (2670.480731 sec): 3 clusters Score: Raw -48083.591069 + Penalty 2013.844342 = -46069.746727 nChanged 15 SP:Iteration 12Q (2670.524929 sec): 3 clusters Score: Raw -48122.285148 + Penalty 2013.844342 = -46108.440806 nChanged 9 SP:Iteration 13Q (2670.562534 sec): 3 clusters Score: Raw -48154.346775 + Penalty 2013.844342 = -46140.502433 nChanged 7 SP:Iteration 14Q (2670.600944 sec): 3 clusters Score: Raw -48171.608278 + Penalty 2013.844342 = -46157.763936 nChanged 7 SP:Iteration 15Q (2670.650066 sec): 3 clusters Score: Raw -48193.484839 + Penalty 2013.844342 = -46179.640497 nChanged 5 SP:Iteration 16Q (2670.695068 sec): 3 clusters Score: Raw -48214.234527 + Penalty 2013.844342 = -46200.390186 nChanged 5 SP:Iteration 17Q (2670.735354 sec): 3 clusters Score: Raw -48227.968247 + Penalty 2013.844342 = -46214.123905 nChanged 3 SP:Iteration 18Q (2670.771606 sec): 3 clusters Score: Raw -48231.815854 + Penalty 2013.844342 = -46217.971513 nChanged 0 SP:Iteration 19F (2670.815676 sec): 3 clusters Score: Raw -48231.815854 + Penalty 2013.844342 = -46217.971513 nChanged 0 Trying to split cluster 26 (17277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2670.856575 sec): 2 clusters Score: Raw -1704938.809463 + Penalty 1585.533855 = -1703353.275608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2670.932771 sec): 3 clusters Score: Raw -1694568.559471 + Penalty 3171.067710 = -1691397.491761 nChanged 7790 SP:Iteration 1F (2671.000888 sec): 3 clusters Score: Raw -1699409.120558 + Penalty 3171.067710 = -1696238.052847 nChanged 1468 SP:Iteration 2F (2671.070757 sec): 3 clusters Score: Raw -1700757.905915 + Penalty 3171.067710 = -1697586.838205 nChanged 1637 SP:Iteration 3F (2671.149350 sec): 3 clusters Score: Raw -1702419.424790 + Penalty 3171.067710 = -1699248.357080 nChanged 1632 SP:Iteration 4F (2671.215811 sec): 3 clusters Score: Raw -1703819.964148 + Penalty 3171.067710 = -1700648.896438 nChanged 1211 SP:Iteration 5F (2671.280543 sec): 3 clusters Score: Raw -1704614.833630 + Penalty 3171.067710 = -1701443.765920 nChanged 804 SP:Iteration 6Q (2671.360715 sec): 3 clusters Score: Raw -1704990.433713 + Penalty 3171.067710 = -1701819.366003 nChanged 493 SP:Iteration 7Q (2671.421267 sec): 3 clusters Score: Raw -1705155.477072 + Penalty 3171.067710 = -1701984.409362 nChanged 291 SP:Iteration 8Q (2671.491211 sec): 3 clusters Score: Raw -1705231.227382 + Penalty 3171.067710 = -1702060.159672 nChanged 208 SP:Iteration 9Q (2671.560768 sec): 3 clusters Score: Raw -1705288.937232 + Penalty 3171.067710 = -1702117.869522 nChanged 176 SP:Iteration 10Q (2671.632064 sec): 3 clusters Score: Raw -1705335.039860 + Penalty 3171.067710 = -1702163.972150 nChanged 152 SP:Iteration 11Q (2671.713827 sec): 3 clusters Score: Raw -1705375.095993 + Penalty 3171.067710 = -1702204.028282 nChanged 142 SP:Iteration 12Q (2671.775482 sec): 3 clusters Score: Raw -1705410.280316 + Penalty 3171.067710 = -1702239.212606 nChanged 139 SP:Iteration 13Q (2671.848427 sec): 3 clusters Score: Raw -1705443.405077 + Penalty 3171.067710 = -1702272.337367 nChanged 112 SP:Iteration 14Q (2671.915427 sec): 3 clusters Score: Raw -1705470.340786 + Penalty 3171.067710 = -1702299.273076 nChanged 104 SP:Iteration 15Q (2671.981679 sec): 3 clusters Score: Raw -1705495.446846 + Penalty 3171.067710 = -1702324.379136 nChanged 114 SP:Iteration 16Q (2672.052064 sec): 3 clusters Score: Raw -1705517.918757 + Penalty 3171.067710 = -1702346.851047 nChanged 107 SP:Iteration 17Q (2672.125832 sec): 3 clusters Score: Raw -1705540.455682 + Penalty 3171.067710 = -1702369.387972 nChanged 104 SP:Iteration 18Q (2672.199313 sec): 3 clusters Score: Raw -1705564.766784 + Penalty 3171.067710 = -1702393.699074 nChanged 103 SP:Iteration 19Q (2672.271568 sec): 3 clusters Score: Raw -1705591.442306 + Penalty 3171.067710 = -1702420.374596 nChanged 123 SP:Iteration 20F (2672.342479 sec): 3 clusters Score: Raw -1705623.230740 + Penalty 3171.067710 = -1702452.163029 nChanged 113 SP:Iteration 21Q (2672.415829 sec): 3 clusters Score: Raw -1705653.681063 + Penalty 3171.067710 = -1702482.613352 nChanged 113 SP:Iteration 22Q (2672.494553 sec): 3 clusters Score: Raw -1705682.551603 + Penalty 3171.067710 = -1702511.483893 nChanged 103 SP:Iteration 23Q (2672.563515 sec): 3 clusters Score: Raw -1705711.369051 + Penalty 3171.067710 = -1702540.301341 nChanged 108 SP:Iteration 24Q (2672.640805 sec): 3 clusters Score: Raw -1705745.222145 + Penalty 3171.067710 = -1702574.154435 nChanged 115 SP:Iteration 25Q (2672.717160 sec): 3 clusters Score: Raw -1705785.487758 + Penalty 3171.067710 = -1702614.420048 nChanged 120 SP:Iteration 26Q (2672.775206 sec): 3 clusters Score: Raw -1705829.873529 + Penalty 3171.067710 = -1702658.805819 nChanged 122 SP:Iteration 27Q (2672.858728 sec): 3 clusters Score: Raw -1705869.109205 + Penalty 3171.067710 = -1702698.041495 nChanged 109 SP:Iteration 28Q (2672.925502 sec): 3 clusters Score: Raw -1705907.814806 + Penalty 3171.067710 = -1702736.747095 nChanged 101 SP:Iteration 29Q (2672.995017 sec): 3 clusters Score: Raw -1705939.782263 + Penalty 3171.067710 = -1702768.714553 nChanged 99 SP:Iteration 30Q (2673.062086 sec): 3 clusters Score: Raw -1705978.741217 + Penalty 3171.067710 = -1702807.673507 nChanged 102 SP:Iteration 31Q (2673.130057 sec): 3 clusters Score: Raw -1706017.371462 + Penalty 3171.067710 = -1702846.303752 nChanged 89 SP:Iteration 32Q (2673.195548 sec): 3 clusters Score: Raw -1706057.351545 + Penalty 3171.067710 = -1702886.283835 nChanged 88 SP:Iteration 33Q (2673.268326 sec): 3 clusters Score: Raw -1706092.347910 + Penalty 3171.067710 = -1702921.280200 nChanged 76 SP:Iteration 34Q (2673.341123 sec): 3 clusters Score: Raw -1706112.924531 + Penalty 3171.067710 = -1702941.856821 nChanged 56 SP:Iteration 35Q (2673.406216 sec): 3 clusters Score: Raw -1706125.930554 + Penalty 3171.067710 = -1702954.862844 nChanged 52 SP:Iteration 36Q (2673.473218 sec): 3 clusters Score: Raw -1706136.158446 + Penalty 3171.067710 = -1702965.090736 nChanged 38 SP:Iteration 37Q (2673.542639 sec): 3 clusters Score: Raw -1706140.695169 + Penalty 3171.067710 = -1702969.627458 nChanged 23 SP:Iteration 38Q (2673.610380 sec): 3 clusters Score: Raw -1706143.264671 + Penalty 3171.067710 = -1702972.196961 nChanged 18 SP:Iteration 39Q (2673.679150 sec): 3 clusters Score: Raw -1706145.159724 + Penalty 3171.067710 = -1702974.092014 nChanged 17 SP:Iteration 40F (2673.753663 sec): 3 clusters Score: Raw -1706147.474408 + Penalty 3171.067710 = -1702976.406698 nChanged 22 SP:Iteration 41Q (2673.819199 sec): 3 clusters Score: Raw -1706150.129118 + Penalty 3171.067710 = -1702979.061408 nChanged 22 SP:Iteration 42Q (2673.889490 sec): 3 clusters Score: Raw -1706152.791880 + Penalty 3171.067710 = -1702981.724169 nChanged 22 SP:Iteration 43Q (2673.963483 sec): 3 clusters Score: Raw -1706155.512419 + Penalty 3171.067710 = -1702984.444708 nChanged 24 SP:Iteration 44Q (2674.028993 sec): 3 clusters Score: Raw -1706158.186019 + Penalty 3171.067710 = -1702987.118309 nChanged 17 SP:Iteration 45Q (2674.082271 sec): 3 clusters Score: Raw -1706159.743435 + Penalty 3171.067710 = -1702988.675725 nChanged 12 SP:Iteration 46Q (2674.160785 sec): 3 clusters Score: Raw -1706161.278658 + Penalty 3171.067710 = -1702990.210948 nChanged 16 SP:Iteration 47Q (2674.236574 sec): 3 clusters Score: Raw -1706163.575850 + Penalty 3171.067710 = -1702992.508139 nChanged 20 SP:Iteration 48Q (2674.293402 sec): 3 clusters Score: Raw -1706165.359463 + Penalty 3171.067710 = -1702994.291753 nChanged 14 SP:Iteration 49Q (2674.364048 sec): 3 clusters Score: Raw -1706166.777211 + Penalty 3171.067710 = -1702995.709501 nChanged 14 SP:Iteration 50Q (2674.434668 sec): 3 clusters Score: Raw -1706168.310408 + Penalty 3171.067710 = -1702997.242698 nChanged 14 SP:Iteration 51Q (2674.510729 sec): 3 clusters Score: Raw -1706169.955057 + Penalty 3171.067710 = -1702998.887347 nChanged 18 SP:Iteration 52Q (2674.585235 sec): 3 clusters Score: Raw -1706171.685451 + Penalty 3171.067710 = -1703000.617741 nChanged 10 SP:Iteration 53Q (2674.660259 sec): 3 clusters Score: Raw -1706172.352317 + Penalty 3171.067710 = -1703001.284607 nChanged 10 SP:Iteration 54Q (2674.719088 sec): 3 clusters Score: Raw -1706173.456436 + Penalty 3171.067710 = -1703002.388725 nChanged 11 SP:Iteration 55Q (2674.786703 sec): 3 clusters Score: Raw -1706174.477925 + Penalty 3171.067710 = -1703003.410215 nChanged 10 SP:Iteration 56Q (2674.857505 sec): 3 clusters Score: Raw -1706175.450010 + Penalty 3171.067710 = -1703004.382300 nChanged 13 SP:Iteration 57Q (2674.930180 sec): 3 clusters Score: Raw -1706176.561461 + Penalty 3171.067710 = -1703005.493751 nChanged 7 SP:Iteration 58Q (2674.988232 sec): 3 clusters Score: Raw -1706177.170179 + Penalty 3171.067710 = -1703006.102469 nChanged 7 SP:Iteration 59Q (2675.064553 sec): 3 clusters Score: Raw -1706177.683505 + Penalty 3171.067710 = -1703006.615795 nChanged 3 SP:Iteration 60F (2675.128042 sec): 3 clusters Score: Raw -1706177.952568 + Penalty 3171.067710 = -1703006.884858 nChanged 4 SP:Iteration 61Q (2675.197603 sec): 3 clusters Score: Raw -1706178.189267 + Penalty 3171.067710 = -1703007.121557 nChanged 0 SP:Iteration 62F (2675.269177 sec): 3 clusters Score: Raw -1706178.189267 + Penalty 3171.067710 = -1703007.121557 nChanged 0 Trying to split cluster 27 (29387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2675.342045 sec): 2 clusters Score: Raw -3076917.997990 + Penalty 1671.849998 = -3075246.147993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2675.432493 sec): 3 clusters Score: Raw -3058744.125550 + Penalty 3343.699996 = -3055400.425554 nChanged 13512 SP:Iteration 1F (2675.519906 sec): 3 clusters Score: Raw -3066002.729710 + Penalty 3343.699996 = -3062659.029714 nChanged 1274 SP:Iteration 2Q (2675.615091 sec): 3 clusters Score: Raw -3066414.542760 + Penalty 3343.699996 = -3063070.842765 nChanged 1232 SP:Iteration 3Q (2675.712353 sec): 3 clusters Score: Raw -3066839.999175 + Penalty 3343.699996 = -3063496.299180 nChanged 1263 SP:Iteration 4Q (2675.804921 sec): 3 clusters Score: Raw -3067415.050652 + Penalty 3343.699996 = -3064071.350656 nChanged 1447 SP:Iteration 5Q (2675.904451 sec): 3 clusters Score: Raw -3068277.235888 + Penalty 3343.699996 = -3064933.535893 nChanged 1705 SP:Iteration 6F (2675.981389 sec): 3 clusters Score: Raw -3069442.635604 + Penalty 3343.699996 = -3066098.935609 nChanged 1913 SP:Iteration 7F (2676.074473 sec): 3 clusters Score: Raw -3070914.784284 + Penalty 3343.699996 = -3067571.084288 nChanged 1988 SP:Iteration 8F (2676.165741 sec): 3 clusters Score: Raw -3072584.660911 + Penalty 3343.699996 = -3069240.960916 nChanged 1761 SP:Iteration 9F (2676.261268 sec): 3 clusters Score: Raw -3074084.545408 + Penalty 3343.699996 = -3070740.845412 nChanged 1342 SP:Iteration 10Q (2676.346775 sec): 3 clusters Score: Raw -3075174.503637 + Penalty 3343.699996 = -3071830.803642 nChanged 881 SP:Iteration 11Q (2676.436212 sec): 3 clusters Score: Raw -3075778.153582 + Penalty 3343.699996 = -3072434.453587 nChanged 629 SP:Iteration 12Q (2676.520304 sec): 3 clusters Score: Raw -3076164.521671 + Penalty 3343.699996 = -3072820.821675 nChanged 441 SP:Iteration 13Q (2676.610626 sec): 3 clusters Score: Raw -3076401.539792 + Penalty 3343.699996 = -3073057.839797 nChanged 344 SP:Iteration 14Q (2676.705082 sec): 3 clusters Score: Raw -3076564.929628 + Penalty 3343.699996 = -3073221.229632 nChanged 262 SP:Iteration 15Q (2676.791383 sec): 3 clusters Score: Raw -3076681.849005 + Penalty 3343.699996 = -3073338.149009 nChanged 192 SP:Iteration 16Q (2676.876780 sec): 3 clusters Score: Raw -3076765.930978 + Penalty 3343.699996 = -3073422.230983 nChanged 168 SP:Iteration 17Q (2676.964452 sec): 3 clusters Score: Raw -3076839.602523 + Penalty 3343.699996 = -3073495.902527 nChanged 136 SP:Iteration 18Q (2677.049068 sec): 3 clusters Score: Raw -3076888.104890 + Penalty 3343.699996 = -3073544.404895 nChanged 89 SP:Iteration 19Q (2677.131537 sec): 3 clusters Score: Raw -3076924.214258 + Penalty 3343.699996 = -3073580.514263 nChanged 89 SP:Iteration 20F (2677.216914 sec): 3 clusters Score: Raw -3076958.685801 + Penalty 3343.699996 = -3073614.985805 nChanged 89 SP:Iteration 21Q (2677.296790 sec): 3 clusters Score: Raw -3076995.766427 + Penalty 3343.699996 = -3073652.066431 nChanged 71 SP:Iteration 22Q (2677.368614 sec): 3 clusters Score: Raw -3077024.585420 + Penalty 3343.699996 = -3073680.885425 nChanged 58 SP:Iteration 23Q (2677.453564 sec): 3 clusters Score: Raw -3077049.861522 + Penalty 3343.699996 = -3073706.161527 nChanged 55 SP:Iteration 24Q (2677.543951 sec): 3 clusters Score: Raw -3077081.411020 + Penalty 3343.699996 = -3073737.711025 nChanged 44 SP:Iteration 25Q (2677.632737 sec): 3 clusters Score: Raw -3077102.167512 + Penalty 3343.699996 = -3073758.467517 nChanged 42 SP:Iteration 26Q (2677.711568 sec): 3 clusters Score: Raw -3077120.107023 + Penalty 3343.699996 = -3073776.407028 nChanged 34 SP:Iteration 27Q (2677.797625 sec): 3 clusters Score: Raw -3077134.408629 + Penalty 3343.699996 = -3073790.708633 nChanged 29 SP:Iteration 28Q (2677.892166 sec): 3 clusters Score: Raw -3077147.088357 + Penalty 3343.699996 = -3073803.388361 nChanged 32 SP:Iteration 29Q (2677.979644 sec): 3 clusters Score: Raw -3077162.734999 + Penalty 3343.699996 = -3073819.035003 nChanged 29 SP:Iteration 30Q (2678.071069 sec): 3 clusters Score: Raw -3077175.044642 + Penalty 3343.699996 = -3073831.344647 nChanged 14 SP:Iteration 31Q (2678.147361 sec): 3 clusters Score: Raw -3077179.034616 + Penalty 3343.699996 = -3073835.334620 nChanged 10 SP:Iteration 32Q (2678.236110 sec): 3 clusters Score: Raw -3077184.564225 + Penalty 3343.699996 = -3073840.864230 nChanged 15 SP:Iteration 33Q (2678.328622 sec): 3 clusters Score: Raw -3077189.282692 + Penalty 3343.699996 = -3073845.582697 nChanged 11 SP:Iteration 34Q (2678.419757 sec): 3 clusters Score: Raw -3077195.509820 + Penalty 3343.699996 = -3073851.809825 nChanged 14 SP:Iteration 35Q (2678.511586 sec): 3 clusters Score: Raw -3077200.229546 + Penalty 3343.699996 = -3073856.529550 nChanged 12 SP:Iteration 36Q (2678.599607 sec): 3 clusters Score: Raw -3077206.722293 + Penalty 3343.699996 = -3073863.022297 nChanged 11 SP:Iteration 37Q (2678.687993 sec): 3 clusters Score: Raw -3077212.116658 + Penalty 3343.699996 = -3073868.416662 nChanged 10 SP:Iteration 38Q (2678.776167 sec): 3 clusters Score: Raw -3077216.056199 + Penalty 3343.699996 = -3073872.356203 nChanged 9 SP:Iteration 39Q (2678.863971 sec): 3 clusters Score: Raw -3077219.629530 + Penalty 3343.699996 = -3073875.929534 nChanged 8 SP:Iteration 40F (2678.941977 sec): 3 clusters Score: Raw -3077223.944263 + Penalty 3343.699996 = -3073880.244267 nChanged 7 SP:Iteration 41Q (2679.035171 sec): 3 clusters Score: Raw -3077226.360529 + Penalty 3343.699996 = -3073882.660534 nChanged 7 SP:Iteration 42Q (2679.123158 sec): 3 clusters Score: Raw -3077230.994297 + Penalty 3343.699996 = -3073887.294301 nChanged 10 SP:Iteration 43Q (2679.207558 sec): 3 clusters Score: Raw -3077235.753992 + Penalty 3343.699996 = -3073892.053997 nChanged 10 SP:Iteration 44Q (2679.293596 sec): 3 clusters Score: Raw -3077239.820353 + Penalty 3343.699996 = -3073896.120357 nChanged 7 SP:Iteration 45Q (2679.370306 sec): 3 clusters Score: Raw -3077243.831041 + Penalty 3343.699996 = -3073900.131045 nChanged 8 SP:Iteration 46Q (2679.439562 sec): 3 clusters Score: Raw -3077248.186802 + Penalty 3343.699996 = -3073904.486806 nChanged 12 SP:Iteration 47Q (2679.535844 sec): 3 clusters Score: Raw -3077252.675212 + Penalty 3343.699996 = -3073908.975216 nChanged 7 SP:Iteration 48Q (2679.622957 sec): 3 clusters Score: Raw -3077256.828449 + Penalty 3343.699996 = -3073913.128454 nChanged 6 SP:Iteration 49Q (2679.695660 sec): 3 clusters Score: Raw -3077259.428756 + Penalty 3343.699996 = -3073915.728760 nChanged 5 SP:Iteration 50Q (2679.782252 sec): 3 clusters Score: Raw -3077261.822957 + Penalty 3343.699996 = -3073918.122962 nChanged 4 SP:Iteration 51Q (2679.876653 sec): 3 clusters Score: Raw -3077263.079384 + Penalty 3343.699996 = -3073919.379389 nChanged 3 SP:Iteration 52Q (2679.960039 sec): 3 clusters Score: Raw -3077264.184960 + Penalty 3343.699996 = -3073920.484965 nChanged 5 SP:Iteration 53Q (2680.028668 sec): 3 clusters Score: Raw -3077266.985372 + Penalty 3343.699996 = -3073923.285376 nChanged 3 SP:Iteration 54Q (2680.111681 sec): 3 clusters Score: Raw -3077267.939087 + Penalty 3343.699996 = -3073924.239092 nChanged 3 SP:Iteration 55Q (2680.185059 sec): 3 clusters Score: Raw -3077269.999920 + Penalty 3343.699996 = -3073926.299925 nChanged 4 SP:Iteration 56Q (2680.263196 sec): 3 clusters Score: Raw -3077270.893610 + Penalty 3343.699996 = -3073927.193614 nChanged 3 SP:Iteration 57Q (2680.347996 sec): 3 clusters Score: Raw -3077271.637242 + Penalty 3343.699996 = -3073927.937246 nChanged 2 SP:Iteration 58Q (2680.439166 sec): 3 clusters Score: Raw -3077272.177133 + Penalty 3343.699996 = -3073928.477137 nChanged 3 SP:Iteration 59Q (2680.526267 sec): 3 clusters Score: Raw -3077272.712798 + Penalty 3343.699996 = -3073929.012803 nChanged 2 SP:Iteration 60F (2680.607792 sec): 3 clusters Score: Raw -3077273.462322 + Penalty 3343.699996 = -3073929.762327 nChanged 5 SP:Iteration 61Q (2680.696776 sec): 3 clusters Score: Raw -3077275.106605 + Penalty 3343.699996 = -3073931.406610 nChanged 3 SP:Iteration 62Q (2680.787631 sec): 3 clusters Score: Raw -3077276.419497 + Penalty 3343.699996 = -3073932.719502 nChanged 6 SP:Iteration 63Q (2680.878607 sec): 3 clusters Score: Raw -3077278.714217 + Penalty 3343.699996 = -3073935.014222 nChanged 6 SP:Iteration 64Q (2680.968003 sec): 3 clusters Score: Raw -3077281.003471 + Penalty 3343.699996 = -3073937.303476 nChanged 5 SP:Iteration 65Q (2681.057216 sec): 3 clusters Score: Raw -3077283.533015 + Penalty 3343.699996 = -3073939.833020 nChanged 5 SP:Iteration 66Q (2681.143098 sec): 3 clusters Score: Raw -3077285.671178 + Penalty 3343.699996 = -3073941.971183 nChanged 5 SP:Iteration 67Q (2681.228411 sec): 3 clusters Score: Raw -3077288.838062 + Penalty 3343.699996 = -3073945.138066 nChanged 9 SP:Iteration 68Q (2681.318174 sec): 3 clusters Score: Raw -3077292.834251 + Penalty 3343.699996 = -3073949.134255 nChanged 6 SP:Iteration 69Q (2681.399413 sec): 3 clusters Score: Raw -3077296.201622 + Penalty 3343.699996 = -3073952.501626 nChanged 5 SP:Iteration 70Q (2681.474898 sec): 3 clusters Score: Raw -3077299.171909 + Penalty 3343.699996 = -3073955.471914 nChanged 6 SP:Iteration 71Q (2681.552575 sec): 3 clusters Score: Raw -3077302.021847 + Penalty 3343.699996 = -3073958.321852 nChanged 3 SP:Iteration 72Q (2681.647470 sec): 3 clusters Score: Raw -3077302.926852 + Penalty 3343.699996 = -3073959.226857 nChanged 2 SP:Iteration 73Q (2681.738286 sec): 3 clusters Score: Raw -3077303.579247 + Penalty 3343.699996 = -3073959.879251 nChanged 3 SP:Iteration 74Q (2681.827767 sec): 3 clusters Score: Raw -3077304.547299 + Penalty 3343.699996 = -3073960.847304 nChanged 1 SP:Iteration 75Q (2681.906211 sec): 3 clusters Score: Raw -3077304.767438 + Penalty 3343.699996 = -3073961.067442 nChanged 2 SP:Iteration 76Q (2681.992376 sec): 3 clusters Score: Raw -3077305.466983 + Penalty 3343.699996 = -3073961.766988 nChanged 1 SP:Iteration 77Q (2682.056817 sec): 3 clusters Score: Raw -3077305.969679 + Penalty 3343.699996 = -3073962.269684 nChanged 1 SP:Iteration 78Q (2682.137489 sec): 3 clusters Score: Raw -3077306.442211 + Penalty 3343.699996 = -3073962.742216 nChanged 0 SP:Iteration 79F (2682.221082 sec): 3 clusters Score: Raw -3077306.442211 + Penalty 3343.699996 = -3073962.742216 nChanged 0 Trying to split cluster 28 (2133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2682.255235 sec): 2 clusters Score: Raw -197568.978551 + Penalty 1245.608767 = -196323.369784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2682.293226 sec): 3 clusters Score: Raw -196702.159591 + Penalty 2491.217534 = -194210.942058 nChanged 708 SP:Iteration 1F (2682.339198 sec): 3 clusters Score: Raw -197191.914894 + Penalty 2491.217534 = -194700.697361 nChanged 179 SP:Iteration 2F (2682.384952 sec): 3 clusters Score: Raw -197393.144593 + Penalty 2491.217534 = -194901.927059 nChanged 149 SP:Iteration 3F (2682.430339 sec): 3 clusters Score: Raw -197579.838338 + Penalty 2491.217534 = -195088.620804 nChanged 129 SP:Iteration 4F (2682.472737 sec): 3 clusters Score: Raw -197719.052351 + Penalty 2491.217534 = -195227.834817 nChanged 104 SP:Iteration 5Q (2682.522436 sec): 3 clusters Score: Raw -197812.015557 + Penalty 2491.217534 = -195320.798024 nChanged 67 SP:Iteration 6Q (2682.563814 sec): 3 clusters Score: Raw -197855.369404 + Penalty 2491.217534 = -195364.151871 nChanged 49 SP:Iteration 7Q (2682.603653 sec): 3 clusters Score: Raw -197881.878941 + Penalty 2491.217534 = -195390.661408 nChanged 27 SP:Iteration 8Q (2682.655427 sec): 3 clusters Score: Raw -197900.104230 + Penalty 2491.217534 = -195408.886696 nChanged 29 SP:Iteration 9Q (2682.707008 sec): 3 clusters Score: Raw -197924.008343 + Penalty 2491.217534 = -195432.790809 nChanged 24 SP:Iteration 10Q (2682.753911 sec): 3 clusters Score: Raw -197942.457762 + Penalty 2491.217534 = -195451.240229 nChanged 27 SP:Iteration 11Q (2682.790984 sec): 3 clusters Score: Raw -197955.104252 + Penalty 2491.217534 = -195463.886719 nChanged 23 SP:Iteration 12Q (2682.842138 sec): 3 clusters Score: Raw -197964.109222 + Penalty 2491.217534 = -195472.891688 nChanged 19 SP:Iteration 13Q (2682.892977 sec): 3 clusters Score: Raw -197974.809988 + Penalty 2491.217534 = -195483.592455 nChanged 16 SP:Iteration 14Q (2682.936157 sec): 3 clusters Score: Raw -197982.551869 + Penalty 2491.217534 = -195491.334335 nChanged 13 SP:Iteration 15Q (2682.974899 sec): 3 clusters Score: Raw -197989.226794 + Penalty 2491.217534 = -195498.009260 nChanged 7 SP:Iteration 16Q (2683.025575 sec): 3 clusters Score: Raw -197992.513741 + Penalty 2491.217534 = -195501.296207 nChanged 5 SP:Iteration 17Q (2683.081333 sec): 3 clusters Score: Raw -197994.559150 + Penalty 2491.217534 = -195503.341616 nChanged 3 SP:Iteration 18Q (2683.131585 sec): 3 clusters Score: Raw -197995.873506 + Penalty 2491.217534 = -195504.655973 nChanged 4 SP:Iteration 19Q (2683.173605 sec): 3 clusters Score: Raw -197998.003471 + Penalty 2491.217534 = -195506.785937 nChanged 4 SP:Iteration 20F (2683.219401 sec): 3 clusters Score: Raw -197999.391223 + Penalty 2491.217534 = -195508.173689 nChanged 1 SP:Iteration 21Q (2683.269144 sec): 3 clusters Score: Raw -197999.906601 + Penalty 2491.217534 = -195508.689067 nChanged 0 SP:Iteration 22F (2683.329283 sec): 3 clusters Score: Raw -197999.906601 + Penalty 2491.217534 = -195508.689067 nChanged 0 Trying to split cluster 29 (1451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2683.343788 sec): 2 clusters Score: Raw -165179.687634 + Penalty 1183.001341 = -163996.686293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2683.400532 sec): 3 clusters Score: Raw -164620.337374 + Penalty 2366.002682 = -162254.334691 nChanged 465 SP:Iteration 1F (2683.433964 sec): 3 clusters Score: Raw -164949.072438 + Penalty 2366.002682 = -162583.069755 nChanged 119 SP:Iteration 2F (2683.483168 sec): 3 clusters Score: Raw -165048.476069 + Penalty 2366.002682 = -162682.473386 nChanged 72 SP:Iteration 3Q (2683.523752 sec): 3 clusters Score: Raw -165100.417596 + Penalty 2366.002682 = -162734.414914 nChanged 39 SP:Iteration 4Q (2683.566244 sec): 3 clusters Score: Raw -165137.649501 + Penalty 2366.002682 = -162771.646819 nChanged 42 SP:Iteration 5Q (2683.596574 sec): 3 clusters Score: Raw -165176.672670 + Penalty 2366.002682 = -162810.669987 nChanged 35 SP:Iteration 6Q (2683.635690 sec): 3 clusters Score: Raw -165209.006182 + Penalty 2366.002682 = -162843.003500 nChanged 29 SP:Iteration 7Q (2683.680772 sec): 3 clusters Score: Raw -165228.999344 + Penalty 2366.002682 = -162862.996662 nChanged 22 SP:Iteration 8Q (2683.723077 sec): 3 clusters Score: Raw -165246.547099 + Penalty 2366.002682 = -162880.544417 nChanged 27 SP:Iteration 9Q (2683.771571 sec): 3 clusters Score: Raw -165270.343657 + Penalty 2366.002682 = -162904.340974 nChanged 30 SP:Iteration 10Q (2683.807333 sec): 3 clusters Score: Raw -165296.990435 + Penalty 2366.002682 = -162930.987753 nChanged 24 SP:Iteration 11Q (2683.856984 sec): 3 clusters Score: Raw -165318.573895 + Penalty 2366.002682 = -162952.571213 nChanged 21 SP:Iteration 12Q (2683.900542 sec): 3 clusters Score: Raw -165336.349591 + Penalty 2366.002682 = -162970.346909 nChanged 19 SP:Iteration 13Q (2683.950173 sec): 3 clusters Score: Raw -165356.186007 + Penalty 2366.002682 = -162990.183325 nChanged 16 SP:Iteration 14Q (2683.998184 sec): 3 clusters Score: Raw -165369.312308 + Penalty 2366.002682 = -163003.309625 nChanged 14 SP:Iteration 15Q (2684.044107 sec): 3 clusters Score: Raw -165382.795088 + Penalty 2366.002682 = -163016.792406 nChanged 12 SP:Iteration 16Q (2684.095180 sec): 3 clusters Score: Raw -165391.516237 + Penalty 2366.002682 = -163025.513555 nChanged 5 SP:Iteration 17Q (2684.142891 sec): 3 clusters Score: Raw -165394.460372 + Penalty 2366.002682 = -163028.457690 nChanged 4 SP:Iteration 18Q (2684.183659 sec): 3 clusters Score: Raw -165397.236092 + Penalty 2366.002682 = -163031.233410 nChanged 3 SP:Iteration 19Q (2684.217685 sec): 3 clusters Score: Raw -165399.793361 + Penalty 2366.002682 = -163033.790678 nChanged 4 SP:Iteration 20F (2684.253316 sec): 3 clusters Score: Raw -165403.170311 + Penalty 2366.002682 = -163037.167628 nChanged 5 SP:Iteration 21Q (2684.297578 sec): 3 clusters Score: Raw -165405.851622 + Penalty 2366.002682 = -163039.848939 nChanged 3 SP:Iteration 22Q (2684.346398 sec): 3 clusters Score: Raw -165407.432927 + Penalty 2366.002682 = -163041.430245 nChanged 3 SP:Iteration 23Q (2684.385391 sec): 3 clusters Score: Raw -165409.912611 + Penalty 2366.002682 = -163043.909929 nChanged 7 SP:Iteration 24Q (2684.415724 sec): 3 clusters Score: Raw -165414.541082 + Penalty 2366.002682 = -163048.538400 nChanged 3 SP:Iteration 25Q (2684.453741 sec): 3 clusters Score: Raw -165416.424070 + Penalty 2366.002682 = -163050.421388 nChanged 2 SP:Iteration 26Q (2684.488635 sec): 3 clusters Score: Raw -165418.151232 + Penalty 2366.002682 = -163052.148550 nChanged 2 SP:Iteration 27Q (2684.527058 sec): 3 clusters Score: Raw -165419.387157 + Penalty 2366.002682 = -163053.384475 nChanged 1 SP:Iteration 28Q (2684.562371 sec): 3 clusters Score: Raw -165419.616110 + Penalty 2366.002682 = -163053.613428 nChanged 2 SP:Iteration 29Q (2684.602032 sec): 3 clusters Score: Raw -165421.291173 + Penalty 2366.002682 = -163055.288491 nChanged 1 SP:Iteration 30Q (2684.645854 sec): 3 clusters Score: Raw -165422.127201 + Penalty 2366.002682 = -163056.124519 nChanged 1 SP:Iteration 31Q (2684.687827 sec): 3 clusters Score: Raw -165422.569049 + Penalty 2366.002682 = -163056.566367 nChanged 1 SP:Iteration 32Q (2684.719584 sec): 3 clusters Score: Raw -165422.876758 + Penalty 2366.002682 = -163056.874076 nChanged 0 SP:Iteration 33F (2684.756058 sec): 3 clusters Score: Raw -165422.876758 + Penalty 2366.002682 = -163056.874076 nChanged 0 Trying to split cluster 30 (5084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2684.783601 sec): 2 clusters Score: Raw -524048.739556 + Penalty 1386.751215 = -522661.988341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2684.839147 sec): 3 clusters Score: Raw -521343.392797 + Penalty 2773.502431 = -518569.890367 nChanged 2091 SP:Iteration 1F (2684.880465 sec): 3 clusters Score: Raw -522483.212246 + Penalty 2773.502431 = -519709.709815 nChanged 385 SP:Iteration 2F (2684.928149 sec): 3 clusters Score: Raw -522682.172873 + Penalty 2773.502431 = -519908.670442 nChanged 280 SP:Iteration 3F (2684.986968 sec): 3 clusters Score: Raw -522829.077086 + Penalty 2773.502431 = -520055.574656 nChanged 232 SP:Iteration 4Q (2685.043359 sec): 3 clusters Score: Raw -522952.313868 + Penalty 2773.502431 = -520178.811437 nChanged 225 SP:Iteration 5Q (2685.096809 sec): 3 clusters Score: Raw -523082.669395 + Penalty 2773.502431 = -520309.166964 nChanged 229 SP:Iteration 6Q (2685.143880 sec): 3 clusters Score: Raw -523223.661910 + Penalty 2773.502431 = -520450.159479 nChanged 219 SP:Iteration 7Q (2685.196500 sec): 3 clusters Score: Raw -523361.757974 + Penalty 2773.502431 = -520588.255543 nChanged 214 SP:Iteration 8Q (2685.249485 sec): 3 clusters Score: Raw -523510.568663 + Penalty 2773.502431 = -520737.066232 nChanged 220 SP:Iteration 9Q (2685.311690 sec): 3 clusters Score: Raw -523666.326766 + Penalty 2773.502431 = -520892.824335 nChanged 204 SP:Iteration 10Q (2685.351585 sec): 3 clusters Score: Raw -523827.664923 + Penalty 2773.502431 = -521054.162493 nChanged 176 SP:Iteration 11Q (2685.407574 sec): 3 clusters Score: Raw -523961.948983 + Penalty 2773.502431 = -521188.446553 nChanged 176 SP:Iteration 12Q (2685.457944 sec): 3 clusters Score: Raw -524093.896196 + Penalty 2773.502431 = -521320.393765 nChanged 131 SP:Iteration 13Q (2685.511493 sec): 3 clusters Score: Raw -524165.552121 + Penalty 2773.502431 = -521392.049690 nChanged 107 SP:Iteration 14Q (2685.552730 sec): 3 clusters Score: Raw -524222.133273 + Penalty 2773.502431 = -521448.630843 nChanged 85 SP:Iteration 15Q (2685.612207 sec): 3 clusters Score: Raw -524262.341797 + Penalty 2773.502431 = -521488.839367 nChanged 59 SP:Iteration 16Q (2685.664581 sec): 3 clusters Score: Raw -524288.266855 + Penalty 2773.502431 = -521514.764424 nChanged 50 SP:Iteration 17Q (2685.703934 sec): 3 clusters Score: Raw -524308.749820 + Penalty 2773.502431 = -521535.247390 nChanged 32 SP:Iteration 18Q (2685.756156 sec): 3 clusters Score: Raw -524319.479072 + Penalty 2773.502431 = -521545.976642 nChanged 31 SP:Iteration 19Q (2685.806100 sec): 3 clusters Score: Raw -524332.744132 + Penalty 2773.502431 = -521559.241701 nChanged 28 SP:Iteration 20F (2685.848937 sec): 3 clusters Score: Raw -524343.542377 + Penalty 2773.502431 = -521570.039946 nChanged 30 SP:Iteration 21Q (2685.897336 sec): 3 clusters Score: Raw -524353.602806 + Penalty 2773.502431 = -521580.100376 nChanged 23 SP:Iteration 22Q (2685.959845 sec): 3 clusters Score: Raw -524361.229833 + Penalty 2773.502431 = -521587.727402 nChanged 22 SP:Iteration 23Q (2686.011150 sec): 3 clusters Score: Raw -524369.475600 + Penalty 2773.502431 = -521595.973170 nChanged 21 SP:Iteration 24Q (2686.076747 sec): 3 clusters Score: Raw -524374.832856 + Penalty 2773.502431 = -521601.330425 nChanged 11 SP:Iteration 25Q (2686.116276 sec): 3 clusters Score: Raw -524377.971193 + Penalty 2773.502431 = -521604.468763 nChanged 12 SP:Iteration 26Q (2686.164635 sec): 3 clusters Score: Raw -524380.647218 + Penalty 2773.502431 = -521607.144788 nChanged 10 SP:Iteration 27Q (2686.212131 sec): 3 clusters Score: Raw -524383.574426 + Penalty 2773.502431 = -521610.071995 nChanged 8 SP:Iteration 28Q (2686.268053 sec): 3 clusters Score: Raw -524386.972571 + Penalty 2773.502431 = -521613.470140 nChanged 9 SP:Iteration 29Q (2686.324547 sec): 3 clusters Score: Raw -524389.764463 + Penalty 2773.502431 = -521616.262033 nChanged 6 SP:Iteration 30Q (2686.381330 sec): 3 clusters Score: Raw -524391.807731 + Penalty 2773.502431 = -521618.305300 nChanged 7 SP:Iteration 31Q (2686.422646 sec): 3 clusters Score: Raw -524393.788770 + Penalty 2773.502431 = -521620.286340 nChanged 8 SP:Iteration 32Q (2686.484467 sec): 3 clusters Score: Raw -524395.215899 + Penalty 2773.502431 = -521621.713469 nChanged 5 SP:Iteration 33Q (2686.525139 sec): 3 clusters Score: Raw -524396.061235 + Penalty 2773.502431 = -521622.558805 nChanged 1 SP:Iteration 34Q (2686.586259 sec): 3 clusters Score: Raw -524396.186977 + Penalty 2773.502431 = -521622.684547 nChanged 1 SP:Iteration 35Q (2686.641252 sec): 3 clusters Score: Raw -524396.680459 + Penalty 2773.502431 = -521623.178029 nChanged 1 SP:Iteration 36Q (2686.684057 sec): 3 clusters Score: Raw -524396.994405 + Penalty 2773.502431 = -521623.491975 nChanged 1 SP:Iteration 37Q (2686.734616 sec): 3 clusters Score: Raw -524397.538586 + Penalty 2773.502431 = -521624.036156 nChanged 3 SP:Iteration 38Q (2686.781662 sec): 3 clusters Score: Raw -524397.862383 + Penalty 2773.502431 = -521624.359953 nChanged 4 SP:Iteration 39Q (2686.823156 sec): 3 clusters Score: Raw -524398.836075 + Penalty 2773.502431 = -521625.333645 nChanged 2 SP:Iteration 40F (2686.872008 sec): 3 clusters Score: Raw -524399.331896 + Penalty 2773.502431 = -521625.829465 nChanged 2 SP:Iteration 41Q (2686.913650 sec): 3 clusters Score: Raw -524399.493012 + Penalty 2773.502431 = -521625.990582 nChanged 0 SP:Iteration 42F (2686.961749 sec): 3 clusters Score: Raw -524399.493012 + Penalty 2773.502431 = -521625.990582 nChanged 0 Trying to split cluster 31 (6704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2687.006310 sec): 2 clusters Score: Raw -661849.967493 + Penalty 1431.699692 = -660418.267801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2687.052815 sec): 3 clusters Score: Raw -658253.195853 + Penalty 2863.399384 = -655389.796470 nChanged 2759 SP:Iteration 1F (2687.112613 sec): 3 clusters Score: Raw -659712.800595 + Penalty 2863.399384 = -656849.401211 nChanged 426 SP:Iteration 2F (2687.156491 sec): 3 clusters Score: Raw -659908.820029 + Penalty 2863.399384 = -657045.420645 nChanged 322 SP:Iteration 3Q (2687.210723 sec): 3 clusters Score: Raw -660038.367472 + Penalty 2863.399384 = -657174.968088 nChanged 267 SP:Iteration 4Q (2687.264005 sec): 3 clusters Score: Raw -660165.630042 + Penalty 2863.399384 = -657302.230658 nChanged 256 SP:Iteration 5Q (2687.328623 sec): 3 clusters Score: Raw -660274.417827 + Penalty 2863.399384 = -657411.018443 nChanged 211 SP:Iteration 6Q (2687.379508 sec): 3 clusters Score: Raw -660353.243770 + Penalty 2863.399384 = -657489.844386 nChanged 173 SP:Iteration 7Q (2687.434759 sec): 3 clusters Score: Raw -660424.321931 + Penalty 2863.399384 = -657560.922547 nChanged 174 SP:Iteration 8Q (2687.478979 sec): 3 clusters Score: Raw -660493.769494 + Penalty 2863.399384 = -657630.370111 nChanged 165 SP:Iteration 9Q (2687.543189 sec): 3 clusters Score: Raw -660577.927197 + Penalty 2863.399384 = -657714.527814 nChanged 194 SP:Iteration 10Q (2687.587483 sec): 3 clusters Score: Raw -660677.242228 + Penalty 2863.399384 = -657813.842844 nChanged 214 SP:Iteration 11Q (2687.651761 sec): 3 clusters Score: Raw -660787.457617 + Penalty 2863.399384 = -657924.058234 nChanged 204 SP:Iteration 12Q (2687.706340 sec): 3 clusters Score: Raw -660889.923688 + Penalty 2863.399384 = -658026.524305 nChanged 190 SP:Iteration 13Q (2687.750596 sec): 3 clusters Score: Raw -660978.471921 + Penalty 2863.399384 = -658115.072537 nChanged 176 SP:Iteration 14Q (2687.804760 sec): 3 clusters Score: Raw -661043.103681 + Penalty 2863.399384 = -658179.704297 nChanged 142 SP:Iteration 15Q (2687.863626 sec): 3 clusters Score: Raw -661099.074791 + Penalty 2863.399384 = -658235.675408 nChanged 133 SP:Iteration 16Q (2687.911204 sec): 3 clusters Score: Raw -661150.090032 + Penalty 2863.399384 = -658286.690649 nChanged 109 SP:Iteration 17Q (2687.971438 sec): 3 clusters Score: Raw -661185.159588 + Penalty 2863.399384 = -658321.760204 nChanged 97 SP:Iteration 18Q (2688.028004 sec): 3 clusters Score: Raw -661220.369320 + Penalty 2863.399384 = -658356.969936 nChanged 91 SP:Iteration 19Q (2688.081463 sec): 3 clusters Score: Raw -661251.832875 + Penalty 2863.399384 = -658388.433492 nChanged 82 SP:Iteration 20F (2688.135064 sec): 3 clusters Score: Raw -661277.213140 + Penalty 2863.399384 = -658413.813756 nChanged 69 SP:Iteration 21Q (2688.178287 sec): 3 clusters Score: Raw -661297.825513 + Penalty 2863.399384 = -658434.426129 nChanged 65 SP:Iteration 22Q (2688.241098 sec): 3 clusters Score: Raw -661319.531593 + Penalty 2863.399384 = -658456.132209 nChanged 56 SP:Iteration 23Q (2688.283901 sec): 3 clusters Score: Raw -661335.289148 + Penalty 2863.399384 = -658471.889764 nChanged 56 SP:Iteration 24Q (2688.346140 sec): 3 clusters Score: Raw -661349.929144 + Penalty 2863.399384 = -658486.529760 nChanged 65 SP:Iteration 25Q (2688.401230 sec): 3 clusters Score: Raw -661366.549033 + Penalty 2863.399384 = -658503.149649 nChanged 53 SP:Iteration 26Q (2688.447229 sec): 3 clusters Score: Raw -661379.798065 + Penalty 2863.399384 = -658516.398681 nChanged 57 SP:Iteration 27Q (2688.486129 sec): 3 clusters Score: Raw -661396.464076 + Penalty 2863.399384 = -658533.064693 nChanged 55 SP:Iteration 28Q (2688.533107 sec): 3 clusters Score: Raw -661413.615628 + Penalty 2863.399384 = -658550.216244 nChanged 58 SP:Iteration 29Q (2688.598191 sec): 3 clusters Score: Raw -661431.323234 + Penalty 2863.399384 = -658567.923851 nChanged 62 SP:Iteration 30Q (2688.642111 sec): 3 clusters Score: Raw -661448.135448 + Penalty 2863.399384 = -658584.736064 nChanged 59 SP:Iteration 31Q (2688.695379 sec): 3 clusters Score: Raw -661461.320841 + Penalty 2863.399384 = -658597.921457 nChanged 43 SP:Iteration 32Q (2688.746703 sec): 3 clusters Score: Raw -661471.728600 + Penalty 2863.399384 = -658608.329217 nChanged 43 SP:Iteration 33Q (2688.792356 sec): 3 clusters Score: Raw -661482.610430 + Penalty 2863.399384 = -658619.211046 nChanged 44 SP:Iteration 34Q (2688.850960 sec): 3 clusters Score: Raw -661493.826893 + Penalty 2863.399384 = -658630.427509 nChanged 45 SP:Iteration 35Q (2688.909863 sec): 3 clusters Score: Raw -661505.380137 + Penalty 2863.399384 = -658641.980753 nChanged 58 SP:Iteration 36Q (2688.967990 sec): 3 clusters Score: Raw -661519.079586 + Penalty 2863.399384 = -658655.680202 nChanged 43 SP:Iteration 37Q (2689.011457 sec): 3 clusters Score: Raw -661529.984651 + Penalty 2863.399384 = -658666.585268 nChanged 46 SP:Iteration 38Q (2689.063782 sec): 3 clusters Score: Raw -661542.881227 + Penalty 2863.399384 = -658679.481843 nChanged 51 SP:Iteration 39Q (2689.122527 sec): 3 clusters Score: Raw -661557.642418 + Penalty 2863.399384 = -658694.243034 nChanged 45 SP:Iteration 40F (2689.170336 sec): 3 clusters Score: Raw -661568.732582 + Penalty 2863.399384 = -658705.333199 nChanged 35 SP:Iteration 41Q (2689.227611 sec): 3 clusters Score: Raw -661576.452394 + Penalty 2863.399384 = -658713.053010 nChanged 28 SP:Iteration 42Q (2689.283350 sec): 3 clusters Score: Raw -661581.471060 + Penalty 2863.399384 = -658718.071676 nChanged 29 SP:Iteration 43Q (2689.327379 sec): 3 clusters Score: Raw -661588.351607 + Penalty 2863.399384 = -658724.952224 nChanged 32 SP:Iteration 44Q (2689.369463 sec): 3 clusters Score: Raw -661595.707476 + Penalty 2863.399384 = -658732.308092 nChanged 27 SP:Iteration 45Q (2689.434123 sec): 3 clusters Score: Raw -661601.150889 + Penalty 2863.399384 = -658737.751505 nChanged 22 SP:Iteration 46Q (2689.481398 sec): 3 clusters Score: Raw -661606.427295 + Penalty 2863.399384 = -658743.027911 nChanged 19 SP:Iteration 47Q (2689.548992 sec): 3 clusters Score: Raw -661611.198405 + Penalty 2863.399384 = -658747.799022 nChanged 22 SP:Iteration 48Q (2689.599409 sec): 3 clusters Score: Raw -661614.704967 + Penalty 2863.399384 = -658751.305584 nChanged 15 SP:Iteration 49Q (2689.650586 sec): 3 clusters Score: Raw -661617.000470 + Penalty 2863.399384 = -658753.601086 nChanged 11 SP:Iteration 50Q (2689.699262 sec): 3 clusters Score: Raw -661619.102638 + Penalty 2863.399384 = -658755.703254 nChanged 9 SP:Iteration 51Q (2689.761642 sec): 3 clusters Score: Raw -661620.779295 + Penalty 2863.399384 = -658757.379912 nChanged 10 SP:Iteration 52Q (2689.804149 sec): 3 clusters Score: Raw -661623.253460 + Penalty 2863.399384 = -658759.854077 nChanged 12 SP:Iteration 53Q (2689.861675 sec): 3 clusters Score: Raw -661625.465288 + Penalty 2863.399384 = -658762.065904 nChanged 10 SP:Iteration 54Q (2689.911370 sec): 3 clusters Score: Raw -661627.224930 + Penalty 2863.399384 = -658763.825547 nChanged 12 SP:Iteration 55Q (2689.970761 sec): 3 clusters Score: Raw -661629.523938 + Penalty 2863.399384 = -658766.124554 nChanged 8 SP:Iteration 56Q (2690.020065 sec): 3 clusters Score: Raw -661630.763024 + Penalty 2863.399384 = -658767.363641 nChanged 7 SP:Iteration 57Q (2690.079664 sec): 3 clusters Score: Raw -661631.877516 + Penalty 2863.399384 = -658768.478132 nChanged 8 SP:Iteration 58Q (2690.136964 sec): 3 clusters Score: Raw -661633.330817 + Penalty 2863.399384 = -658769.931434 nChanged 7 SP:Iteration 59Q (2690.188862 sec): 3 clusters Score: Raw -661634.260552 + Penalty 2863.399384 = -658770.861168 nChanged 6 SP:Iteration 60F (2690.233018 sec): 3 clusters Score: Raw -661635.381252 + Penalty 2863.399384 = -658771.981868 nChanged 9 SP:Iteration 61Q (2690.287721 sec): 3 clusters Score: Raw -661637.083727 + Penalty 2863.399384 = -658773.684343 nChanged 8 SP:Iteration 62Q (2690.345816 sec): 3 clusters Score: Raw -661638.595039 + Penalty 2863.399384 = -658775.195655 nChanged 11 SP:Iteration 63Q (2690.405929 sec): 3 clusters Score: Raw -661640.691964 + Penalty 2863.399384 = -658777.292580 nChanged 14 SP:Iteration 64Q (2690.462686 sec): 3 clusters Score: Raw -661643.768998 + Penalty 2863.399384 = -658780.369614 nChanged 18 SP:Iteration 65Q (2690.520277 sec): 3 clusters Score: Raw -661647.983120 + Penalty 2863.399384 = -658784.583737 nChanged 12 SP:Iteration 66Q (2690.580216 sec): 3 clusters Score: Raw -661650.395995 + Penalty 2863.399384 = -658786.996612 nChanged 9 SP:Iteration 67Q (2690.642041 sec): 3 clusters Score: Raw -661652.343194 + Penalty 2863.399384 = -658788.943810 nChanged 9 SP:Iteration 68Q (2690.687740 sec): 3 clusters Score: Raw -661654.394001 + Penalty 2863.399384 = -658790.994617 nChanged 10 SP:Iteration 69Q (2690.753685 sec): 3 clusters Score: Raw -661655.919916 + Penalty 2863.399384 = -658792.520532 nChanged 12 SP:Iteration 70Q (2690.797243 sec): 3 clusters Score: Raw -661657.988784 + Penalty 2863.399384 = -658794.589400 nChanged 5 SP:Iteration 71Q (2690.850050 sec): 3 clusters Score: Raw -661658.960427 + Penalty 2863.399384 = -658795.561044 nChanged 5 SP:Iteration 72Q (2690.913537 sec): 3 clusters Score: Raw -661659.519660 + Penalty 2863.399384 = -658796.120277 nChanged 4 SP:Iteration 73Q (2690.956961 sec): 3 clusters Score: Raw -661660.333151 + Penalty 2863.399384 = -658796.933768 nChanged 7 SP:Iteration 74Q (2691.020115 sec): 3 clusters Score: Raw -661662.031142 + Penalty 2863.399384 = -658798.631758 nChanged 12 SP:Iteration 75Q (2691.063639 sec): 3 clusters Score: Raw -661664.776719 + Penalty 2863.399384 = -658801.377336 nChanged 15 SP:Iteration 76Q (2691.126644 sec): 3 clusters Score: Raw -661668.732606 + Penalty 2863.399384 = -658805.333222 nChanged 17 SP:Iteration 77Q (2691.169126 sec): 3 clusters Score: Raw -661673.390109 + Penalty 2863.399384 = -658809.990726 nChanged 23 SP:Iteration 78Q (2691.233787 sec): 3 clusters Score: Raw -661680.454581 + Penalty 2863.399384 = -658817.055198 nChanged 23 SP:Iteration 79Q (2691.286878 sec): 3 clusters Score: Raw -661687.150548 + Penalty 2863.399384 = -658823.751164 nChanged 29 SP:Iteration 80F (2691.339211 sec): 3 clusters Score: Raw -661695.449077 + Penalty 2863.399384 = -658832.049693 nChanged 33 SP:Iteration 81Q (2691.385320 sec): 3 clusters Score: Raw -661705.507368 + Penalty 2863.399384 = -658842.107984 nChanged 26 SP:Iteration 82Q (2691.429287 sec): 3 clusters Score: Raw -661711.203216 + Penalty 2863.399384 = -658847.803832 nChanged 16 SP:Iteration 83Q (2691.492862 sec): 3 clusters Score: Raw -661714.592762 + Penalty 2863.399384 = -658851.193379 nChanged 20 SP:Iteration 84Q (2691.536023 sec): 3 clusters Score: Raw -661720.097692 + Penalty 2863.399384 = -658856.698308 nChanged 22 SP:Iteration 85Q (2691.584902 sec): 3 clusters Score: Raw -661726.399918 + Penalty 2863.399384 = -658863.000534 nChanged 23 SP:Iteration 86Q (2691.633285 sec): 3 clusters Score: Raw -661733.247840 + Penalty 2863.399384 = -658869.848456 nChanged 24 SP:Iteration 87Q (2691.681127 sec): 3 clusters Score: Raw -661738.873957 + Penalty 2863.399384 = -658875.474574 nChanged 17 SP:Iteration 88Q (2691.728730 sec): 3 clusters Score: Raw -661742.693918 + Penalty 2863.399384 = -658879.294535 nChanged 27 SP:Iteration 89Q (2691.783692 sec): 3 clusters Score: Raw -661750.979676 + Penalty 2863.399384 = -658887.580292 nChanged 28 SP:Iteration 90Q (2691.846078 sec): 3 clusters Score: Raw -661757.502190 + Penalty 2863.399384 = -658894.102806 nChanged 24 SP:Iteration 91Q (2691.894650 sec): 3 clusters Score: Raw -661764.516565 + Penalty 2863.399384 = -658901.117182 nChanged 28 SP:Iteration 92Q (2691.934931 sec): 3 clusters Score: Raw -661772.630280 + Penalty 2863.399384 = -658909.230896 nChanged 29 SP:Iteration 93Q (2691.986099 sec): 3 clusters Score: Raw -661782.275615 + Penalty 2863.399384 = -658918.876231 nChanged 31 SP:Iteration 94Q (2692.032322 sec): 3 clusters Score: Raw -661792.453423 + Penalty 2863.399384 = -658929.054039 nChanged 29 SP:Iteration 95Q (2692.083206 sec): 3 clusters Score: Raw -661801.213134 + Penalty 2863.399384 = -658937.813750 nChanged 32 SP:Iteration 96Q (2692.146823 sec): 3 clusters Score: Raw -661812.522757 + Penalty 2863.399384 = -658949.123373 nChanged 37 SP:Iteration 97Q (2692.205971 sec): 3 clusters Score: Raw -661826.063225 + Penalty 2863.399384 = -658962.663841 nChanged 34 SP:Iteration 98Q (2692.258593 sec): 3 clusters Score: Raw -661836.866190 + Penalty 2863.399384 = -658973.466806 nChanged 27 SP:Iteration 99Q (2692.310722 sec): 3 clusters Score: Raw -661845.180072 + Penalty 2863.399384 = -658981.780688 nChanged 26 SP:Iteration 100F (2692.362682 sec): 3 clusters Score: Raw -661853.927887 + Penalty 2863.399384 = -658990.528503 nChanged 23 SP:Iteration 101Q (2692.419208 sec): 3 clusters Score: Raw -661861.308576 + Penalty 2863.399384 = -658997.909192 nChanged 24 SP:Iteration 102Q (2692.473204 sec): 3 clusters Score: Raw -661871.464725 + Penalty 2863.399384 = -659008.065341 nChanged 26 SP:Iteration 103Q (2692.525007 sec): 3 clusters Score: Raw -661883.091451 + Penalty 2863.399384 = -659019.692068 nChanged 31 SP:Iteration 104Q (2692.582215 sec): 3 clusters Score: Raw -661892.822607 + Penalty 2863.399384 = -659029.423223 nChanged 28 SP:Iteration 105Q (2692.649452 sec): 3 clusters Score: Raw -661900.364008 + Penalty 2863.399384 = -659036.964625 nChanged 26 SP:Iteration 106Q (2692.698528 sec): 3 clusters Score: Raw -661911.223135 + Penalty 2863.399384 = -659047.823752 nChanged 26 SP:Iteration 107Q (2692.750871 sec): 3 clusters Score: Raw -661920.766671 + Penalty 2863.399384 = -659057.367287 nChanged 23 SP:Iteration 108Q (2692.799375 sec): 3 clusters Score: Raw -661927.844857 + Penalty 2863.399384 = -659064.445474 nChanged 26 SP:Iteration 109Q (2692.846389 sec): 3 clusters Score: Raw -661934.859636 + Penalty 2863.399384 = -659071.460253 nChanged 22 SP:Iteration 110Q (2692.906645 sec): 3 clusters Score: Raw -661941.710102 + Penalty 2863.399384 = -659078.310719 nChanged 25 SP:Iteration 111Q (2692.964542 sec): 3 clusters Score: Raw -661950.610712 + Penalty 2863.399384 = -659087.211328 nChanged 28 SP:Iteration 112Q (2693.011554 sec): 3 clusters Score: Raw -661961.869646 + Penalty 2863.399384 = -659098.470263 nChanged 26 SP:Iteration 113Q (2693.068911 sec): 3 clusters Score: Raw -661972.866197 + Penalty 2863.399384 = -659109.466813 nChanged 26 SP:Iteration 114Q (2693.129117 sec): 3 clusters Score: Raw -661986.299614 + Penalty 2863.399384 = -659122.900230 nChanged 25 SP:Iteration 115Q (2693.178883 sec): 3 clusters Score: Raw -661997.959175 + Penalty 2863.399384 = -659134.559792 nChanged 29 SP:Iteration 116Q (2693.236940 sec): 3 clusters Score: Raw -662012.539659 + Penalty 2863.399384 = -659149.140276 nChanged 35 SP:Iteration 117Q (2693.291353 sec): 3 clusters Score: Raw -662026.566658 + Penalty 2863.399384 = -659163.167274 nChanged 18 SP:Iteration 118Q (2693.333244 sec): 3 clusters Score: Raw -662031.878091 + Penalty 2863.399384 = -659168.478707 nChanged 12 SP:Iteration 119Q (2693.394522 sec): 3 clusters Score: Raw -662036.490182 + Penalty 2863.399384 = -659173.090798 nChanged 12 SP:Iteration 120F (2693.450768 sec): 3 clusters Score: Raw -662039.479366 + Penalty 2863.399384 = -659176.079983 nChanged 7 SP:Iteration 121Q (2693.503429 sec): 3 clusters Score: Raw -662041.809885 + Penalty 2863.399384 = -659178.410501 nChanged 9 SP:Iteration 122Q (2693.555907 sec): 3 clusters Score: Raw -662046.132584 + Penalty 2863.399384 = -659182.733200 nChanged 12 SP:Iteration 123Q (2693.603915 sec): 3 clusters Score: Raw -662051.590353 + Penalty 2863.399384 = -659188.190970 nChanged 12 SP:Iteration 124Q (2693.659081 sec): 3 clusters Score: Raw -662057.667400 + Penalty 2863.399384 = -659194.268016 nChanged 16 SP:Iteration 125Q (2693.707001 sec): 3 clusters Score: Raw -662065.651811 + Penalty 2863.399384 = -659202.252427 nChanged 13 SP:Iteration 126Q (2693.748627 sec): 3 clusters Score: Raw -662069.539175 + Penalty 2863.399384 = -659206.139791 nChanged 13 SP:Iteration 127Q (2693.814302 sec): 3 clusters Score: Raw -662074.196764 + Penalty 2863.399384 = -659210.797381 nChanged 7 SP:Iteration 128Q (2693.862513 sec): 3 clusters Score: Raw -662077.105208 + Penalty 2863.399384 = -659213.705825 nChanged 8 SP:Iteration 129Q (2693.913389 sec): 3 clusters Score: Raw -662079.641416 + Penalty 2863.399384 = -659216.242032 nChanged 10 SP:Iteration 130Q (2693.966967 sec): 3 clusters Score: Raw -662083.487221 + Penalty 2863.399384 = -659220.087837 nChanged 8 SP:Iteration 131Q (2694.022856 sec): 3 clusters Score: Raw -662085.425034 + Penalty 2863.399384 = -659222.025650 nChanged 3 SP:Iteration 132Q (2694.077173 sec): 3 clusters Score: Raw -662086.631778 + Penalty 2863.399384 = -659223.232394 nChanged 4 SP:Iteration 133Q (2694.120166 sec): 3 clusters Score: Raw -662087.471190 + Penalty 2863.399384 = -659224.071807 nChanged 3 SP:Iteration 134Q (2694.175455 sec): 3 clusters Score: Raw -662088.453602 + Penalty 2863.399384 = -659225.054218 nChanged 1 SP:Iteration 135Q (2694.228534 sec): 3 clusters Score: Raw -662088.958656 + Penalty 2863.399384 = -659225.559273 nChanged 3 SP:Iteration 136Q (2694.277441 sec): 3 clusters Score: Raw -662090.179893 + Penalty 2863.399384 = -659226.780509 nChanged 2 SP:Iteration 137Q (2694.321933 sec): 3 clusters Score: Raw -662090.574197 + Penalty 2863.399384 = -659227.174813 nChanged 1 SP:Iteration 138Q (2694.373777 sec): 3 clusters Score: Raw -662090.903317 + Penalty 2863.399384 = -659227.503934 nChanged 1 SP:Iteration 139Q (2694.421552 sec): 3 clusters Score: Raw -662091.338080 + Penalty 2863.399384 = -659227.938697 nChanged 2 SP:Iteration 140F (2694.470907 sec): 3 clusters Score: Raw -662091.774518 + Penalty 2863.399384 = -659228.375134 nChanged 1 SP:Iteration 141Q (2694.523694 sec): 3 clusters Score: Raw -662092.120484 + Penalty 2863.399384 = -659228.721100 nChanged 1 SP:Iteration 142Q (2694.589548 sec): 3 clusters Score: Raw -662092.295589 + Penalty 2863.399384 = -659228.896206 nChanged 2 SP:Iteration 143Q (2694.644259 sec): 3 clusters Score: Raw -662093.256804 + Penalty 2863.399384 = -659229.857420 nChanged 3 SP:Iteration 144Q (2694.687513 sec): 3 clusters Score: Raw -662094.006031 + Penalty 2863.399384 = -659230.606647 nChanged 2 SP:Iteration 145Q (2694.740106 sec): 3 clusters Score: Raw -662094.239293 + Penalty 2863.399384 = -659230.839910 nChanged 0 SP:Iteration 146F (2694.792808 sec): 3 clusters Score: Raw -662094.239293 + Penalty 2863.399384 = -659230.839910 nChanged 0 Trying to split cluster 32 (14533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2694.833892 sec): 2 clusters Score: Raw -1535293.554978 + Penalty 1557.428796 = -1533736.126182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2694.890336 sec): 3 clusters Score: Raw -1526806.152502 + Penalty 3114.857592 = -1523691.294910 nChanged 6364 SP:Iteration 1F (2694.967185 sec): 3 clusters Score: Raw -1530384.494577 + Penalty 3114.857592 = -1527269.636985 nChanged 960 SP:Iteration 2F (2695.024166 sec): 3 clusters Score: Raw -1530933.836886 + Penalty 3114.857592 = -1527818.979295 nChanged 942 SP:Iteration 3F (2695.092382 sec): 3 clusters Score: Raw -1531549.392105 + Penalty 3114.857592 = -1528434.534513 nChanged 953 SP:Iteration 4F (2695.151123 sec): 3 clusters Score: Raw -1532212.675717 + Penalty 3114.857592 = -1529097.818125 nChanged 887 SP:Iteration 5F (2695.224045 sec): 3 clusters Score: Raw -1532916.529233 + Penalty 3114.857592 = -1529801.671642 nChanged 858 SP:Iteration 6F (2695.284352 sec): 3 clusters Score: Raw -1533637.334625 + Penalty 3114.857592 = -1530522.477034 nChanged 729 SP:Iteration 7F (2695.354976 sec): 3 clusters Score: Raw -1534256.291903 + Penalty 3114.857592 = -1531141.434312 nChanged 574 SP:Iteration 8Q (2695.410415 sec): 3 clusters Score: Raw -1534694.441636 + Penalty 3114.857592 = -1531579.584045 nChanged 461 SP:Iteration 9Q (2695.480307 sec): 3 clusters Score: Raw -1534988.053342 + Penalty 3114.857592 = -1531873.195750 nChanged 340 SP:Iteration 10Q (2695.561270 sec): 3 clusters Score: Raw -1535151.163087 + Penalty 3114.857592 = -1532036.305495 nChanged 259 SP:Iteration 11Q (2695.599755 sec): 3 clusters Score: Raw -1535265.513763 + Penalty 3114.857592 = -1532150.656171 nChanged 198 SP:Iteration 12Q (2695.674791 sec): 3 clusters Score: Raw -1535344.113710 + Penalty 3114.857592 = -1532229.256118 nChanged 182 SP:Iteration 13Q (2695.727039 sec): 3 clusters Score: Raw -1535417.017676 + Penalty 3114.857592 = -1532302.160084 nChanged 153 SP:Iteration 14Q (2695.786723 sec): 3 clusters Score: Raw -1535470.060390 + Penalty 3114.857592 = -1532355.202798 nChanged 123 SP:Iteration 15Q (2695.845484 sec): 3 clusters Score: Raw -1535512.127352 + Penalty 3114.857592 = -1532397.269760 nChanged 119 SP:Iteration 16Q (2695.908561 sec): 3 clusters Score: Raw -1535562.180536 + Penalty 3114.857592 = -1532447.322944 nChanged 111 SP:Iteration 17Q (2695.970316 sec): 3 clusters Score: Raw -1535600.353085 + Penalty 3114.857592 = -1532485.495494 nChanged 96 SP:Iteration 18Q (2696.049610 sec): 3 clusters Score: Raw -1535631.362887 + Penalty 3114.857592 = -1532516.505295 nChanged 74 SP:Iteration 19Q (2696.097872 sec): 3 clusters Score: Raw -1535655.332327 + Penalty 3114.857592 = -1532540.474735 nChanged 70 SP:Iteration 20F (2696.165278 sec): 3 clusters Score: Raw -1535681.594326 + Penalty 3114.857592 = -1532566.736734 nChanged 71 SP:Iteration 21Q (2696.226080 sec): 3 clusters Score: Raw -1535702.760337 + Penalty 3114.857592 = -1532587.902745 nChanged 56 SP:Iteration 22Q (2696.294226 sec): 3 clusters Score: Raw -1535720.852979 + Penalty 3114.857592 = -1532605.995388 nChanged 43 SP:Iteration 23Q (2696.344257 sec): 3 clusters Score: Raw -1535733.528090 + Penalty 3114.857592 = -1532618.670498 nChanged 34 SP:Iteration 24Q (2696.410681 sec): 3 clusters Score: Raw -1535744.391452 + Penalty 3114.857592 = -1532629.533861 nChanged 43 SP:Iteration 25Q (2696.470230 sec): 3 clusters Score: Raw -1535755.869882 + Penalty 3114.857592 = -1532641.012290 nChanged 43 SP:Iteration 26Q (2696.546348 sec): 3 clusters Score: Raw -1535767.650080 + Penalty 3114.857592 = -1532652.792489 nChanged 39 SP:Iteration 27Q (2696.591150 sec): 3 clusters Score: Raw -1535781.117152 + Penalty 3114.857592 = -1532666.259561 nChanged 39 SP:Iteration 28Q (2696.651101 sec): 3 clusters Score: Raw -1535790.245867 + Penalty 3114.857592 = -1532675.388275 nChanged 25 SP:Iteration 29Q (2696.728208 sec): 3 clusters Score: Raw -1535797.069304 + Penalty 3114.857592 = -1532682.211713 nChanged 24 SP:Iteration 30Q (2696.787554 sec): 3 clusters Score: Raw -1535801.882864 + Penalty 3114.857592 = -1532687.025273 nChanged 17 SP:Iteration 31Q (2696.833670 sec): 3 clusters Score: Raw -1535805.179087 + Penalty 3114.857592 = -1532690.321496 nChanged 15 SP:Iteration 32Q (2696.905763 sec): 3 clusters Score: Raw -1535808.508815 + Penalty 3114.857592 = -1532693.651223 nChanged 16 SP:Iteration 33Q (2696.965906 sec): 3 clusters Score: Raw -1535811.589762 + Penalty 3114.857592 = -1532696.732171 nChanged 8 SP:Iteration 34Q (2697.031607 sec): 3 clusters Score: Raw -1535812.918024 + Penalty 3114.857592 = -1532698.060433 nChanged 4 SP:Iteration 35Q (2697.089292 sec): 3 clusters Score: Raw -1535813.622246 + Penalty 3114.857592 = -1532698.764654 nChanged 4 SP:Iteration 36Q (2697.146796 sec): 3 clusters Score: Raw -1535814.497623 + Penalty 3114.857592 = -1532699.640032 nChanged 4 SP:Iteration 37Q (2697.205625 sec): 3 clusters Score: Raw -1535815.030103 + Penalty 3114.857592 = -1532700.172512 nChanged 6 SP:Iteration 38Q (2697.287628 sec): 3 clusters Score: Raw -1535815.826541 + Penalty 3114.857592 = -1532700.968949 nChanged 7 SP:Iteration 39Q (2697.335079 sec): 3 clusters Score: Raw -1535817.395216 + Penalty 3114.857592 = -1532702.537624 nChanged 7 SP:Iteration 40F (2697.410135 sec): 3 clusters Score: Raw -1535818.878665 + Penalty 3114.857592 = -1532704.021074 nChanged 5 SP:Iteration 41Q (2697.475608 sec): 3 clusters Score: Raw -1535819.688312 + Penalty 3114.857592 = -1532704.830721 nChanged 4 SP:Iteration 42Q (2697.542095 sec): 3 clusters Score: Raw -1535820.202769 + Penalty 3114.857592 = -1532705.345177 nChanged 4 SP:Iteration 43Q (2697.608292 sec): 3 clusters Score: Raw -1535821.024073 + Penalty 3114.857592 = -1532706.166481 nChanged 2 SP:Iteration 44Q (2697.666827 sec): 3 clusters Score: Raw -1535821.201552 + Penalty 3114.857592 = -1532706.343961 nChanged 2 SP:Iteration 45Q (2697.734485 sec): 3 clusters Score: Raw -1535821.507697 + Penalty 3114.857592 = -1532706.650105 nChanged 3 SP:Iteration 46Q (2697.798432 sec): 3 clusters Score: Raw -1535822.079911 + Penalty 3114.857592 = -1532707.222320 nChanged 3 SP:Iteration 47Q (2697.866250 sec): 3 clusters Score: Raw -1535822.458288 + Penalty 3114.857592 = -1532707.600696 nChanged 3 SP:Iteration 48Q (2697.931424 sec): 3 clusters Score: Raw -1535822.792926 + Penalty 3114.857592 = -1532707.935334 nChanged 1 SP:Iteration 49Q (2697.995414 sec): 3 clusters Score: Raw -1535822.926678 + Penalty 3114.857592 = -1532708.069087 nChanged 1 SP:Iteration 50Q (2698.044138 sec): 3 clusters Score: Raw -1535823.148271 + Penalty 3114.857592 = -1532708.290680 nChanged 1 SP:Iteration 51Q (2698.116702 sec): 3 clusters Score: Raw -1535823.193122 + Penalty 3114.857592 = -1532708.335531 nChanged 0 SP:Iteration 52F (2698.180859 sec): 3 clusters Score: Raw -1535823.193122 + Penalty 3114.857592 = -1532708.335531 nChanged 0 Trying to split cluster 33 (2683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2698.213761 sec): 2 clusters Score: Raw -259592.326535 + Penalty 1282.887263 = -258309.439272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2698.267051 sec): 3 clusters Score: Raw -258405.480836 + Penalty 2565.774526 = -255839.706310 nChanged 999 SP:Iteration 1F (2698.307019 sec): 3 clusters Score: Raw -259109.043908 + Penalty 2565.774526 = -256543.269382 nChanged 235 SP:Iteration 2F (2698.355836 sec): 3 clusters Score: Raw -259330.882985 + Penalty 2565.774526 = -256765.108459 nChanged 172 SP:Iteration 3F (2698.401596 sec): 3 clusters Score: Raw -259491.468505 + Penalty 2565.774526 = -256925.693979 nChanged 136 SP:Iteration 4F (2698.448659 sec): 3 clusters Score: Raw -259615.191825 + Penalty 2565.774526 = -257049.417298 nChanged 108 SP:Iteration 5Q (2698.507226 sec): 3 clusters Score: Raw -259700.877380 + Penalty 2565.774526 = -257135.102854 nChanged 91 SP:Iteration 6Q (2698.545420 sec): 3 clusters Score: Raw -259764.024026 + Penalty 2565.774526 = -257198.249500 nChanged 63 SP:Iteration 7Q (2698.604439 sec): 3 clusters Score: Raw -259815.042502 + Penalty 2565.774526 = -257249.267976 nChanged 70 SP:Iteration 8Q (2698.651975 sec): 3 clusters Score: Raw -259861.440765 + Penalty 2565.774526 = -257295.666238 nChanged 63 SP:Iteration 9Q (2698.699012 sec): 3 clusters Score: Raw -259894.560242 + Penalty 2565.774526 = -257328.785715 nChanged 44 SP:Iteration 10Q (2698.740811 sec): 3 clusters Score: Raw -259914.577928 + Penalty 2565.774526 = -257348.803401 nChanged 31 SP:Iteration 11Q (2698.789318 sec): 3 clusters Score: Raw -259927.231805 + Penalty 2565.774526 = -257361.457279 nChanged 18 SP:Iteration 12Q (2698.832805 sec): 3 clusters Score: Raw -259936.770235 + Penalty 2565.774526 = -257370.995708 nChanged 21 SP:Iteration 13Q (2698.864816 sec): 3 clusters Score: Raw -259947.461385 + Penalty 2565.774526 = -257381.686858 nChanged 16 SP:Iteration 14Q (2698.910673 sec): 3 clusters Score: Raw -259953.504648 + Penalty 2565.774526 = -257387.730121 nChanged 10 SP:Iteration 15Q (2698.958405 sec): 3 clusters Score: Raw -259957.500499 + Penalty 2565.774526 = -257391.725973 nChanged 6 SP:Iteration 16Q (2699.004967 sec): 3 clusters Score: Raw -259959.456219 + Penalty 2565.774526 = -257393.681693 nChanged 6 SP:Iteration 17Q (2699.056877 sec): 3 clusters Score: Raw -259961.241553 + Penalty 2565.774526 = -257395.467027 nChanged 3 SP:Iteration 18Q (2699.116666 sec): 3 clusters Score: Raw -259962.214564 + Penalty 2565.774526 = -257396.440038 nChanged 0 SP:Iteration 19F (2699.159492 sec): 3 clusters Score: Raw -259962.214564 + Penalty 2565.774526 = -257396.440038 nChanged 0 Trying to split cluster 34 (30788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2699.224128 sec): 2 clusters Score: Raw -3241021.424245 + Penalty 1679.418046 = -3239342.006199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2699.321549 sec): 3 clusters Score: Raw -3221964.140970 + Penalty 3358.836092 = -3218605.304879 nChanged 14168 SP:Iteration 1F (2699.408376 sec): 3 clusters Score: Raw -3230114.919642 + Penalty 3358.836092 = -3226756.083550 nChanged 1637 SP:Iteration 2F (2699.497794 sec): 3 clusters Score: Raw -3230870.612170 + Penalty 3358.836092 = -3227511.776078 nChanged 1828 SP:Iteration 3F (2699.588483 sec): 3 clusters Score: Raw -3231852.989690 + Penalty 3358.836092 = -3228494.153598 nChanged 2078 SP:Iteration 4F (2699.678489 sec): 3 clusters Score: Raw -3233170.753481 + Penalty 3358.836092 = -3229811.917389 nChanged 2130 SP:Iteration 5F (2699.777267 sec): 3 clusters Score: Raw -3234563.169057 + Penalty 3358.836092 = -3231204.332965 nChanged 1970 SP:Iteration 6F (2699.865623 sec): 3 clusters Score: Raw -3235862.858784 + Penalty 3358.836092 = -3232504.022692 nChanged 1755 SP:Iteration 7F (2699.954920 sec): 3 clusters Score: Raw -3237054.456178 + Penalty 3358.836092 = -3233695.620087 nChanged 1469 SP:Iteration 8Q (2700.049193 sec): 3 clusters Score: Raw -3238123.057543 + Penalty 3358.836092 = -3234764.221451 nChanged 1230 SP:Iteration 9Q (2700.130895 sec): 3 clusters Score: Raw -3238938.633588 + Penalty 3358.836092 = -3235579.797496 nChanged 945 SP:Iteration 10Q (2700.222844 sec): 3 clusters Score: Raw -3239456.131924 + Penalty 3358.836092 = -3236097.295832 nChanged 732 SP:Iteration 11Q (2700.325170 sec): 3 clusters Score: Raw -3239799.870071 + Penalty 3358.836092 = -3236441.033979 nChanged 537 SP:Iteration 12Q (2700.396488 sec): 3 clusters Score: Raw -3240010.411526 + Penalty 3358.836092 = -3236651.575434 nChanged 384 SP:Iteration 13Q (2700.494562 sec): 3 clusters Score: Raw -3240169.919367 + Penalty 3358.836092 = -3236811.083275 nChanged 329 SP:Iteration 14Q (2700.584026 sec): 3 clusters Score: Raw -3240285.702135 + Penalty 3358.836092 = -3236926.866043 nChanged 264 SP:Iteration 15Q (2700.671991 sec): 3 clusters Score: Raw -3240363.047013 + Penalty 3358.836092 = -3237004.210921 nChanged 227 SP:Iteration 16Q (2700.758605 sec): 3 clusters Score: Raw -3240421.635947 + Penalty 3358.836092 = -3237062.799855 nChanged 212 SP:Iteration 17Q (2700.847087 sec): 3 clusters Score: Raw -3240474.816329 + Penalty 3358.836092 = -3237115.980237 nChanged 201 SP:Iteration 18Q (2700.927426 sec): 3 clusters Score: Raw -3240522.948352 + Penalty 3358.836092 = -3237164.112260 nChanged 172 SP:Iteration 19Q (2701.011730 sec): 3 clusters Score: Raw -3240562.566704 + Penalty 3358.836092 = -3237203.730612 nChanged 157 SP:Iteration 20F (2701.109470 sec): 3 clusters Score: Raw -3240592.551247 + Penalty 3358.836092 = -3237233.715155 nChanged 142 SP:Iteration 21Q (2701.194710 sec): 3 clusters Score: Raw -3240615.841544 + Penalty 3358.836092 = -3237257.005452 nChanged 127 SP:Iteration 22Q (2701.283556 sec): 3 clusters Score: Raw -3240635.499023 + Penalty 3358.836092 = -3237276.662931 nChanged 114 SP:Iteration 23Q (2701.368979 sec): 3 clusters Score: Raw -3240654.122226 + Penalty 3358.836092 = -3237295.286134 nChanged 119 SP:Iteration 24Q (2701.460196 sec): 3 clusters Score: Raw -3240672.106198 + Penalty 3358.836092 = -3237313.270106 nChanged 107 SP:Iteration 25Q (2701.558749 sec): 3 clusters Score: Raw -3240687.265500 + Penalty 3358.836092 = -3237328.429408 nChanged 93 SP:Iteration 26Q (2701.642998 sec): 3 clusters Score: Raw -3240700.678975 + Penalty 3358.836092 = -3237341.842883 nChanged 86 SP:Iteration 27Q (2701.734241 sec): 3 clusters Score: Raw -3240716.487567 + Penalty 3358.836092 = -3237357.651476 nChanged 112 SP:Iteration 28Q (2701.825484 sec): 3 clusters Score: Raw -3240741.936649 + Penalty 3358.836092 = -3237383.100557 nChanged 121 SP:Iteration 29Q (2701.924551 sec): 3 clusters Score: Raw -3240769.604004 + Penalty 3358.836092 = -3237410.767913 nChanged 126 SP:Iteration 30Q (2702.011561 sec): 3 clusters Score: Raw -3240797.622238 + Penalty 3358.836092 = -3237438.786146 nChanged 114 SP:Iteration 31Q (2702.104817 sec): 3 clusters Score: Raw -3240820.185222 + Penalty 3358.836092 = -3237461.349130 nChanged 116 SP:Iteration 32Q (2702.192590 sec): 3 clusters Score: Raw -3240845.563494 + Penalty 3358.836092 = -3237486.727402 nChanged 122 SP:Iteration 33Q (2702.278399 sec): 3 clusters Score: Raw -3240876.163061 + Penalty 3358.836092 = -3237517.326969 nChanged 125 SP:Iteration 34Q (2702.363565 sec): 3 clusters Score: Raw -3240907.552622 + Penalty 3358.836092 = -3237548.716530 nChanged 118 SP:Iteration 35Q (2702.456072 sec): 3 clusters Score: Raw -3240935.423060 + Penalty 3358.836092 = -3237576.586968 nChanged 98 SP:Iteration 36Q (2702.549398 sec): 3 clusters Score: Raw -3240955.345246 + Penalty 3358.836092 = -3237596.509154 nChanged 100 SP:Iteration 37Q (2702.633859 sec): 3 clusters Score: Raw -3240977.209568 + Penalty 3358.836092 = -3237618.373476 nChanged 119 SP:Iteration 38Q (2702.728466 sec): 3 clusters Score: Raw -3241009.767289 + Penalty 3358.836092 = -3237650.931197 nChanged 129 SP:Iteration 39Q (2702.823995 sec): 3 clusters Score: Raw -3241042.797920 + Penalty 3358.836092 = -3237683.961828 nChanged 110 SP:Iteration 40F (2702.914600 sec): 3 clusters Score: Raw -3241070.003624 + Penalty 3358.836092 = -3237711.167532 nChanged 119 SP:Iteration 41Q (2703.003212 sec): 3 clusters Score: Raw -3241100.303460 + Penalty 3358.836092 = -3237741.467369 nChanged 109 SP:Iteration 42Q (2703.088209 sec): 3 clusters Score: Raw -3241131.944676 + Penalty 3358.836092 = -3237773.108584 nChanged 124 SP:Iteration 43Q (2703.175386 sec): 3 clusters Score: Raw -3241168.328162 + Penalty 3358.836092 = -3237809.492070 nChanged 131 SP:Iteration 44Q (2703.266996 sec): 3 clusters Score: Raw -3241203.312957 + Penalty 3358.836092 = -3237844.476866 nChanged 120 SP:Iteration 45Q (2703.347009 sec): 3 clusters Score: Raw -3241234.661973 + Penalty 3358.836092 = -3237875.825881 nChanged 117 SP:Iteration 46Q (2703.435319 sec): 3 clusters Score: Raw -3241262.283733 + Penalty 3358.836092 = -3237903.447642 nChanged 107 SP:Iteration 47Q (2703.520681 sec): 3 clusters Score: Raw -3241286.038772 + Penalty 3358.836092 = -3237927.202681 nChanged 112 SP:Iteration 48Q (2703.606629 sec): 3 clusters Score: Raw -3241311.854782 + Penalty 3358.836092 = -3237953.018690 nChanged 102 SP:Iteration 49Q (2703.702532 sec): 3 clusters Score: Raw -3241337.834305 + Penalty 3358.836092 = -3237978.998213 nChanged 100 SP:Iteration 50Q (2703.773182 sec): 3 clusters Score: Raw -3241361.012535 + Penalty 3358.836092 = -3238002.176444 nChanged 92 SP:Iteration 51Q (2703.863888 sec): 3 clusters Score: Raw -3241382.024451 + Penalty 3358.836092 = -3238023.188360 nChanged 80 SP:Iteration 52Q (2703.938332 sec): 3 clusters Score: Raw -3241397.544974 + Penalty 3358.836092 = -3238038.708882 nChanged 65 SP:Iteration 53Q (2704.021755 sec): 3 clusters Score: Raw -3241407.882883 + Penalty 3358.836092 = -3238049.046791 nChanged 53 SP:Iteration 54Q (2704.105484 sec): 3 clusters Score: Raw -3241414.919873 + Penalty 3358.836092 = -3238056.083782 nChanged 47 SP:Iteration 55Q (2704.190673 sec): 3 clusters Score: Raw -3241421.922463 + Penalty 3358.836092 = -3238063.086371 nChanged 37 SP:Iteration 56Q (2704.280184 sec): 3 clusters Score: Raw -3241428.078749 + Penalty 3358.836092 = -3238069.242658 nChanged 43 SP:Iteration 57Q (2704.353023 sec): 3 clusters Score: Raw -3241434.738569 + Penalty 3358.836092 = -3238075.902477 nChanged 33 SP:Iteration 58Q (2704.441671 sec): 3 clusters Score: Raw -3241439.059575 + Penalty 3358.836092 = -3238080.223483 nChanged 27 SP:Iteration 59Q (2704.526502 sec): 3 clusters Score: Raw -3241443.259957 + Penalty 3358.836092 = -3238084.423866 nChanged 34 SP:Iteration 60F (2704.612179 sec): 3 clusters Score: Raw -3241448.233513 + Penalty 3358.836092 = -3238089.397421 nChanged 34 SP:Iteration 61Q (2704.687526 sec): 3 clusters Score: Raw -3241453.826413 + Penalty 3358.836092 = -3238094.990321 nChanged 36 SP:Iteration 62Q (2704.766459 sec): 3 clusters Score: Raw -3241459.160736 + Penalty 3358.836092 = -3238100.324644 nChanged 39 SP:Iteration 63Q (2704.845146 sec): 3 clusters Score: Raw -3241464.528796 + Penalty 3358.836092 = -3238105.692704 nChanged 33 SP:Iteration 64Q (2704.923867 sec): 3 clusters Score: Raw -3241469.464390 + Penalty 3358.836092 = -3238110.628298 nChanged 39 SP:Iteration 65Q (2705.008479 sec): 3 clusters Score: Raw -3241475.442842 + Penalty 3358.836092 = -3238116.606750 nChanged 31 SP:Iteration 66Q (2705.086056 sec): 3 clusters Score: Raw -3241479.371691 + Penalty 3358.836092 = -3238120.535599 nChanged 24 SP:Iteration 67Q (2705.172730 sec): 3 clusters Score: Raw -3241482.549067 + Penalty 3358.836092 = -3238123.712976 nChanged 29 SP:Iteration 68Q (2705.254042 sec): 3 clusters Score: Raw -3241486.923879 + Penalty 3358.836092 = -3238128.087787 nChanged 27 SP:Iteration 69Q (2705.343055 sec): 3 clusters Score: Raw -3241490.525535 + Penalty 3358.836092 = -3238131.689443 nChanged 21 SP:Iteration 70Q (2705.431279 sec): 3 clusters Score: Raw -3241493.962204 + Penalty 3358.836092 = -3238135.126112 nChanged 24 SP:Iteration 71Q (2705.522797 sec): 3 clusters Score: Raw -3241497.662061 + Penalty 3358.836092 = -3238138.825970 nChanged 28 SP:Iteration 72Q (2705.617152 sec): 3 clusters Score: Raw -3241501.594371 + Penalty 3358.836092 = -3238142.758279 nChanged 23 SP:Iteration 73Q (2705.700326 sec): 3 clusters Score: Raw -3241504.406310 + Penalty 3358.836092 = -3238145.570218 nChanged 22 SP:Iteration 74Q (2705.786664 sec): 3 clusters Score: Raw -3241507.707135 + Penalty 3358.836092 = -3238148.871044 nChanged 24 SP:Iteration 75Q (2705.883094 sec): 3 clusters Score: Raw -3241510.757802 + Penalty 3358.836092 = -3238151.921710 nChanged 23 SP:Iteration 76Q (2705.971421 sec): 3 clusters Score: Raw -3241514.536244 + Penalty 3358.836092 = -3238155.700152 nChanged 30 SP:Iteration 77Q (2706.067746 sec): 3 clusters Score: Raw -3241518.654928 + Penalty 3358.836092 = -3238159.818836 nChanged 28 SP:Iteration 78Q (2706.160304 sec): 3 clusters Score: Raw -3241522.594937 + Penalty 3358.836092 = -3238163.758845 nChanged 23 SP:Iteration 79Q (2706.255595 sec): 3 clusters Score: Raw -3241526.296649 + Penalty 3358.836092 = -3238167.460558 nChanged 23 SP:Iteration 80F (2706.353709 sec): 3 clusters Score: Raw -3241530.049422 + Penalty 3358.836092 = -3238171.213330 nChanged 30 SP:Iteration 81Q (2706.446648 sec): 3 clusters Score: Raw -3241534.009361 + Penalty 3358.836092 = -3238175.173269 nChanged 17 SP:Iteration 82Q (2706.540466 sec): 3 clusters Score: Raw -3241536.243957 + Penalty 3358.836092 = -3238177.407865 nChanged 16 SP:Iteration 83Q (2706.625380 sec): 3 clusters Score: Raw -3241538.089591 + Penalty 3358.836092 = -3238179.253499 nChanged 12 SP:Iteration 84Q (2706.725921 sec): 3 clusters Score: Raw -3241539.499717 + Penalty 3358.836092 = -3238180.663625 nChanged 8 SP:Iteration 85Q (2706.816937 sec): 3 clusters Score: Raw -3241540.185934 + Penalty 3358.836092 = -3238181.349842 nChanged 8 SP:Iteration 86Q (2706.904853 sec): 3 clusters Score: Raw -3241541.103504 + Penalty 3358.836092 = -3238182.267412 nChanged 10 SP:Iteration 87Q (2706.997351 sec): 3 clusters Score: Raw -3241542.642942 + Penalty 3358.836092 = -3238183.806850 nChanged 14 SP:Iteration 88Q (2707.090003 sec): 3 clusters Score: Raw -3241544.466675 + Penalty 3358.836092 = -3238185.630583 nChanged 12 SP:Iteration 89Q (2707.184283 sec): 3 clusters Score: Raw -3241546.002706 + Penalty 3358.836092 = -3238187.166614 nChanged 15 SP:Iteration 90Q (2707.276357 sec): 3 clusters Score: Raw -3241548.274274 + Penalty 3358.836092 = -3238189.438182 nChanged 20 SP:Iteration 91Q (2707.368418 sec): 3 clusters Score: Raw -3241551.056917 + Penalty 3358.836092 = -3238192.220825 nChanged 21 SP:Iteration 92Q (2707.459888 sec): 3 clusters Score: Raw -3241554.061044 + Penalty 3358.836092 = -3238195.224953 nChanged 22 SP:Iteration 93Q (2707.551797 sec): 3 clusters Score: Raw -3241557.053073 + Penalty 3358.836092 = -3238198.216982 nChanged 23 SP:Iteration 94Q (2707.643436 sec): 3 clusters Score: Raw -3241560.845160 + Penalty 3358.836092 = -3238202.009068 nChanged 24 SP:Iteration 95Q (2707.726156 sec): 3 clusters Score: Raw -3241565.351914 + Penalty 3358.836092 = -3238206.515822 nChanged 29 SP:Iteration 96Q (2707.819419 sec): 3 clusters Score: Raw -3241570.454650 + Penalty 3358.836092 = -3238211.618558 nChanged 23 SP:Iteration 97Q (2707.912880 sec): 3 clusters Score: Raw -3241574.072115 + Penalty 3358.836092 = -3238215.236023 nChanged 19 SP:Iteration 98Q (2708.004883 sec): 3 clusters Score: Raw -3241577.402390 + Penalty 3358.836092 = -3238218.566298 nChanged 23 SP:Iteration 99Q (2708.096525 sec): 3 clusters Score: Raw -3241581.401899 + Penalty 3358.836092 = -3238222.565807 nChanged 29 SP:Iteration 100F (2708.186028 sec): 3 clusters Score: Raw -3241586.099181 + Penalty 3358.836092 = -3238227.263089 nChanged 18 SP:Iteration 101Q (2708.262726 sec): 3 clusters Score: Raw -3241588.768235 + Penalty 3358.836092 = -3238229.932143 nChanged 12 SP:Iteration 102Q (2708.339795 sec): 3 clusters Score: Raw -3241591.220614 + Penalty 3358.836092 = -3238232.384522 nChanged 7 SP:Iteration 103Q (2708.421752 sec): 3 clusters Score: Raw -3241592.497390 + Penalty 3358.836092 = -3238233.661298 nChanged 8 SP:Iteration 104Q (2708.497949 sec): 3 clusters Score: Raw -3241593.550807 + Penalty 3358.836092 = -3238234.714716 nChanged 5 SP:Iteration 105Q (2708.583614 sec): 3 clusters Score: Raw -3241594.146224 + Penalty 3358.836092 = -3238235.310133 nChanged 6 SP:Iteration 106Q (2708.657956 sec): 3 clusters Score: Raw -3241594.940914 + Penalty 3358.836092 = -3238236.104823 nChanged 5 SP:Iteration 107Q (2708.734359 sec): 3 clusters Score: Raw -3241595.471789 + Penalty 3358.836092 = -3238236.635697 nChanged 4 SP:Iteration 108Q (2708.811054 sec): 3 clusters Score: Raw -3241596.203569 + Penalty 3358.836092 = -3238237.367477 nChanged 1 SP:Iteration 109Q (2708.881601 sec): 3 clusters Score: Raw -3241596.281174 + Penalty 3358.836092 = -3238237.445082 nChanged 1 SP:Iteration 110Q (2708.958987 sec): 3 clusters Score: Raw -3241596.316400 + Penalty 3358.836092 = -3238237.480308 nChanged 0 SP:Iteration 111F (2709.041054 sec): 3 clusters Score: Raw -3241596.316400 + Penalty 3358.836092 = -3238237.480308 nChanged 0 Trying to split cluster 35 (3231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2709.064199 sec): 2 clusters Score: Raw -336851.572827 + Penalty 1313.088882 = -335538.483945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2709.110726 sec): 3 clusters Score: Raw -335347.250902 + Penalty 2626.177764 = -332721.073138 nChanged 1218 SP:Iteration 1F (2709.168108 sec): 3 clusters Score: Raw -336050.292833 + Penalty 2626.177764 = -333424.115069 nChanged 213 SP:Iteration 2F (2709.216986 sec): 3 clusters Score: Raw -336192.869204 + Penalty 2626.177764 = -333566.691440 nChanged 174 SP:Iteration 3F (2709.252356 sec): 3 clusters Score: Raw -336288.510416 + Penalty 2626.177764 = -333662.332652 nChanged 137 SP:Iteration 4Q (2709.298282 sec): 3 clusters Score: Raw -336363.270573 + Penalty 2626.177764 = -333737.092809 nChanged 121 SP:Iteration 5Q (2709.341534 sec): 3 clusters Score: Raw -336428.439489 + Penalty 2626.177764 = -333802.261725 nChanged 87 SP:Iteration 6Q (2709.390064 sec): 3 clusters Score: Raw -336469.524987 + Penalty 2626.177764 = -333843.347223 nChanged 76 SP:Iteration 7Q (2709.436166 sec): 3 clusters Score: Raw -336503.143253 + Penalty 2626.177764 = -333876.965489 nChanged 65 SP:Iteration 8Q (2709.484224 sec): 3 clusters Score: Raw -336538.169249 + Penalty 2626.177764 = -333911.991485 nChanged 73 SP:Iteration 9Q (2709.530339 sec): 3 clusters Score: Raw -336571.145163 + Penalty 2626.177764 = -333944.967399 nChanged 57 SP:Iteration 10Q (2709.577761 sec): 3 clusters Score: Raw -336596.450887 + Penalty 2626.177764 = -333970.273123 nChanged 46 SP:Iteration 11Q (2709.621119 sec): 3 clusters Score: Raw -336615.128838 + Penalty 2626.177764 = -333988.951074 nChanged 28 SP:Iteration 12Q (2709.669929 sec): 3 clusters Score: Raw -336626.032518 + Penalty 2626.177764 = -333999.854754 nChanged 22 SP:Iteration 13Q (2709.721071 sec): 3 clusters Score: Raw -336635.103804 + Penalty 2626.177764 = -334008.926040 nChanged 23 SP:Iteration 14Q (2709.758843 sec): 3 clusters Score: Raw -336642.875030 + Penalty 2626.177764 = -334016.697266 nChanged 17 SP:Iteration 15Q (2709.809462 sec): 3 clusters Score: Raw -336647.754159 + Penalty 2626.177764 = -334021.576395 nChanged 13 SP:Iteration 16Q (2709.862161 sec): 3 clusters Score: Raw -336651.592100 + Penalty 2626.177764 = -334025.414337 nChanged 9 SP:Iteration 17Q (2709.911802 sec): 3 clusters Score: Raw -336654.091679 + Penalty 2626.177764 = -334027.913915 nChanged 6 SP:Iteration 18Q (2709.959365 sec): 3 clusters Score: Raw -336655.989417 + Penalty 2626.177764 = -334029.811654 nChanged 9 SP:Iteration 19Q (2710.005192 sec): 3 clusters Score: Raw -336658.990719 + Penalty 2626.177764 = -334032.812955 nChanged 10 SP:Iteration 20F (2710.059323 sec): 3 clusters Score: Raw -336663.405327 + Penalty 2626.177764 = -334037.227563 nChanged 8 SP:Iteration 21Q (2710.111616 sec): 3 clusters Score: Raw -336665.872547 + Penalty 2626.177764 = -334039.694783 nChanged 11 SP:Iteration 22Q (2710.168448 sec): 3 clusters Score: Raw -336669.065972 + Penalty 2626.177764 = -334042.888208 nChanged 7 SP:Iteration 23Q (2710.221880 sec): 3 clusters Score: Raw -336671.089234 + Penalty 2626.177764 = -334044.911470 nChanged 6 SP:Iteration 24Q (2710.272089 sec): 3 clusters Score: Raw -336672.624807 + Penalty 2626.177764 = -334046.447044 nChanged 7 SP:Iteration 25Q (2710.317443 sec): 3 clusters Score: Raw -336674.594990 + Penalty 2626.177764 = -334048.417226 nChanged 5 SP:Iteration 26Q (2710.380744 sec): 3 clusters Score: Raw -336676.089540 + Penalty 2626.177764 = -334049.911776 nChanged 6 SP:Iteration 27Q (2710.432716 sec): 3 clusters Score: Raw -336677.143002 + Penalty 2626.177764 = -334050.965238 nChanged 4 SP:Iteration 28Q (2710.480173 sec): 3 clusters Score: Raw -336678.271354 + Penalty 2626.177764 = -334052.093590 nChanged 4 SP:Iteration 29Q (2710.532516 sec): 3 clusters Score: Raw -336679.335480 + Penalty 2626.177764 = -334053.157716 nChanged 1 SP:Iteration 30Q (2710.588738 sec): 3 clusters Score: Raw -336679.571544 + Penalty 2626.177764 = -334053.393781 nChanged 0 SP:Iteration 31F (2710.632073 sec): 3 clusters Score: Raw -336679.571544 + Penalty 2626.177764 = -334053.393781 nChanged 0 Trying to split cluster 36 (42059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2710.720103 sec): 2 clusters Score: Raw -4557891.654045 + Penalty 1730.109659 = -4556161.544385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2710.845000 sec): 3 clusters Score: Raw -4531385.809206 + Penalty 3460.219319 = -4527925.589887 nChanged 19543 SP:Iteration 1F (2710.956923 sec): 3 clusters Score: Raw -4542694.385219 + Penalty 3460.219319 = -4539234.165900 nChanged 1731 SP:Iteration 2Q (2711.070343 sec): 3 clusters Score: Raw -4543220.955186 + Penalty 3460.219319 = -4539760.735867 nChanged 1731 SP:Iteration 3Q (2711.194238 sec): 3 clusters Score: Raw -4543804.827788 + Penalty 3460.219319 = -4540344.608469 nChanged 1805 SP:Iteration 4Q (2711.321635 sec): 3 clusters Score: Raw -4544610.971589 + Penalty 3460.219319 = -4541150.752270 nChanged 2064 SP:Iteration 5Q (2711.445002 sec): 3 clusters Score: Raw -4545752.645731 + Penalty 3460.219319 = -4542292.426412 nChanged 2392 SP:Iteration 6F (2711.561449 sec): 3 clusters Score: Raw -4547319.474083 + Penalty 3460.219319 = -4543859.254764 nChanged 2583 SP:Iteration 7F (2711.669119 sec): 3 clusters Score: Raw -4549189.205367 + Penalty 3460.219319 = -4545728.986048 nChanged 2573 SP:Iteration 8F (2711.776604 sec): 3 clusters Score: Raw -4551192.181354 + Penalty 3460.219319 = -4547731.962035 nChanged 2310 SP:Iteration 9F (2711.901571 sec): 3 clusters Score: Raw -4553066.859864 + Penalty 3460.219319 = -4549606.640545 nChanged 1805 SP:Iteration 10Q (2712.021599 sec): 3 clusters Score: Raw -4554515.409925 + Penalty 3460.219319 = -4551055.190606 nChanged 1340 SP:Iteration 11Q (2712.134384 sec): 3 clusters Score: Raw -4555519.886476 + Penalty 3460.219319 = -4552059.667157 nChanged 1021 SP:Iteration 12Q (2712.248826 sec): 3 clusters Score: Raw -4556260.847006 + Penalty 3460.219319 = -4552800.627688 nChanged 773 SP:Iteration 13Q (2712.350503 sec): 3 clusters Score: Raw -4556804.363531 + Penalty 3460.219319 = -4553344.144212 nChanged 558 SP:Iteration 14Q (2712.449936 sec): 3 clusters Score: Raw -4557195.520686 + Penalty 3460.219319 = -4553735.301367 nChanged 395 SP:Iteration 15Q (2712.557339 sec): 3 clusters Score: Raw -4557477.019397 + Penalty 3460.219319 = -4554016.800079 nChanged 273 SP:Iteration 16Q (2712.653022 sec): 3 clusters Score: Raw -4557677.657751 + Penalty 3460.219319 = -4554217.438432 nChanged 213 SP:Iteration 17Q (2712.753127 sec): 3 clusters Score: Raw -4557822.575875 + Penalty 3460.219319 = -4554362.356556 nChanged 136 SP:Iteration 18Q (2712.849281 sec): 3 clusters Score: Raw -4557915.784071 + Penalty 3460.219319 = -4554455.564752 nChanged 89 SP:Iteration 19Q (2712.954770 sec): 3 clusters Score: Raw -4557975.964731 + Penalty 3460.219319 = -4554515.745412 nChanged 57 SP:Iteration 20F (2713.083667 sec): 3 clusters Score: Raw -4558015.738444 + Penalty 3460.219319 = -4554555.519125 nChanged 44 SP:Iteration 21Q (2713.189905 sec): 3 clusters Score: Raw -4558049.938247 + Penalty 3460.219319 = -4554589.718929 nChanged 34 SP:Iteration 22Q (2713.292376 sec): 3 clusters Score: Raw -4558071.206997 + Penalty 3460.219319 = -4554610.987678 nChanged 22 SP:Iteration 23Q (2713.397191 sec): 3 clusters Score: Raw -4558088.760052 + Penalty 3460.219319 = -4554628.540733 nChanged 13 SP:Iteration 24Q (2713.495375 sec): 3 clusters Score: Raw -4558099.246854 + Penalty 3460.219319 = -4554639.027535 nChanged 9 SP:Iteration 25Q (2713.602559 sec): 3 clusters Score: Raw -4558105.389299 + Penalty 3460.219319 = -4554645.169980 nChanged 7 SP:Iteration 26Q (2713.704909 sec): 3 clusters Score: Raw -4558109.889405 + Penalty 3460.219319 = -4554649.670086 nChanged 4 SP:Iteration 27Q (2713.807105 sec): 3 clusters Score: Raw -4558112.763619 + Penalty 3460.219319 = -4554652.544300 nChanged 2 SP:Iteration 28Q (2713.905361 sec): 3 clusters Score: Raw -4558113.932210 + Penalty 3460.219319 = -4554653.712891 nChanged 0 SP:Iteration 29F (2714.021557 sec): 3 clusters Score: Raw -4558113.932210 + Penalty 3460.219319 = -4554653.712891 nChanged 0 Trying to split cluster 37 (3877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2714.054848 sec): 2 clusters Score: Raw -392620.396455 + Penalty 1342.707752 = -391277.688703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2714.103455 sec): 3 clusters Score: Raw -390649.423382 + Penalty 2685.415505 = -387964.007877 nChanged 1572 SP:Iteration 1F (2714.153964 sec): 3 clusters Score: Raw -391613.257011 + Penalty 2685.415505 = -388927.841507 nChanged 367 SP:Iteration 2F (2714.213092 sec): 3 clusters Score: Raw -391904.284799 + Penalty 2685.415505 = -389218.869294 nChanged 303 SP:Iteration 3F (2714.269447 sec): 3 clusters Score: Raw -392181.279945 + Penalty 2685.415505 = -389495.864441 nChanged 258 SP:Iteration 4F (2714.316635 sec): 3 clusters Score: Raw -392438.726870 + Penalty 2685.415505 = -389753.311366 nChanged 253 SP:Iteration 5F (2714.362126 sec): 3 clusters Score: Raw -392689.616321 + Penalty 2685.415505 = -390004.200816 nChanged 210 SP:Iteration 6F (2714.418849 sec): 3 clusters Score: Raw -392862.144189 + Penalty 2685.415505 = -390176.728685 nChanged 147 SP:Iteration 7Q (2714.471838 sec): 3 clusters Score: Raw -392940.172826 + Penalty 2685.415505 = -390254.757321 nChanged 90 SP:Iteration 8Q (2714.524229 sec): 3 clusters Score: Raw -392991.387066 + Penalty 2685.415505 = -390305.971561 nChanged 57 SP:Iteration 9Q (2714.588913 sec): 3 clusters Score: Raw -393018.110482 + Penalty 2685.415505 = -390332.694977 nChanged 55 SP:Iteration 10Q (2714.632691 sec): 3 clusters Score: Raw -393040.374638 + Penalty 2685.415505 = -390354.959133 nChanged 41 SP:Iteration 11Q (2714.688397 sec): 3 clusters Score: Raw -393054.953645 + Penalty 2685.415505 = -390369.538140 nChanged 37 SP:Iteration 12Q (2714.742817 sec): 3 clusters Score: Raw -393072.268034 + Penalty 2685.415505 = -390386.852529 nChanged 30 SP:Iteration 13Q (2714.797409 sec): 3 clusters Score: Raw -393089.038412 + Penalty 2685.415505 = -390403.622908 nChanged 34 SP:Iteration 14Q (2714.849251 sec): 3 clusters Score: Raw -393113.693244 + Penalty 2685.415505 = -390428.277740 nChanged 34 SP:Iteration 15Q (2714.902948 sec): 3 clusters Score: Raw -393133.251263 + Penalty 2685.415505 = -390447.835758 nChanged 35 SP:Iteration 16Q (2714.952486 sec): 3 clusters Score: Raw -393152.036017 + Penalty 2685.415505 = -390466.620512 nChanged 44 SP:Iteration 17Q (2715.016063 sec): 3 clusters Score: Raw -393173.398717 + Penalty 2685.415505 = -390487.983213 nChanged 35 SP:Iteration 18Q (2715.065430 sec): 3 clusters Score: Raw -393189.572829 + Penalty 2685.415505 = -390504.157324 nChanged 27 SP:Iteration 19Q (2715.117908 sec): 3 clusters Score: Raw -393201.207143 + Penalty 2685.415505 = -390515.791638 nChanged 31 SP:Iteration 20F (2715.169244 sec): 3 clusters Score: Raw -393213.585672 + Penalty 2685.415505 = -390528.170167 nChanged 24 SP:Iteration 21Q (2715.215542 sec): 3 clusters Score: Raw -393220.484817 + Penalty 2685.415505 = -390535.069312 nChanged 19 SP:Iteration 22Q (2715.252620 sec): 3 clusters Score: Raw -393227.856650 + Penalty 2685.415505 = -390542.441145 nChanged 15 SP:Iteration 23Q (2715.292036 sec): 3 clusters Score: Raw -393232.906639 + Penalty 2685.415505 = -390547.491135 nChanged 13 SP:Iteration 24Q (2715.331785 sec): 3 clusters Score: Raw -393238.590830 + Penalty 2685.415505 = -390553.175325 nChanged 16 SP:Iteration 25Q (2715.375795 sec): 3 clusters Score: Raw -393244.115855 + Penalty 2685.415505 = -390558.700350 nChanged 9 SP:Iteration 26Q (2715.415499 sec): 3 clusters Score: Raw -393246.866811 + Penalty 2685.415505 = -390561.451306 nChanged 12 SP:Iteration 27Q (2715.464905 sec): 3 clusters Score: Raw -393250.409903 + Penalty 2685.415505 = -390564.994398 nChanged 10 SP:Iteration 28Q (2715.509387 sec): 3 clusters Score: Raw -393252.638024 + Penalty 2685.415505 = -390567.222519 nChanged 9 SP:Iteration 29Q (2715.550412 sec): 3 clusters Score: Raw -393255.439189 + Penalty 2685.415505 = -390570.023684 nChanged 10 SP:Iteration 30Q (2715.598895 sec): 3 clusters Score: Raw -393258.936561 + Penalty 2685.415505 = -390573.521056 nChanged 10 SP:Iteration 31Q (2715.642798 sec): 3 clusters Score: Raw -393261.446825 + Penalty 2685.415505 = -390576.031320 nChanged 8 SP:Iteration 32Q (2715.686725 sec): 3 clusters Score: Raw -393263.393620 + Penalty 2685.415505 = -390577.978115 nChanged 6 SP:Iteration 33Q (2715.733232 sec): 3 clusters Score: Raw -393265.879201 + Penalty 2685.415505 = -390580.463696 nChanged 7 SP:Iteration 34Q (2715.784897 sec): 3 clusters Score: Raw -393267.889310 + Penalty 2685.415505 = -390582.473806 nChanged 10 SP:Iteration 35Q (2715.829200 sec): 3 clusters Score: Raw -393270.885773 + Penalty 2685.415505 = -390585.470268 nChanged 11 SP:Iteration 36Q (2715.890281 sec): 3 clusters Score: Raw -393274.262007 + Penalty 2685.415505 = -390588.846502 nChanged 11 SP:Iteration 37Q (2715.933765 sec): 3 clusters Score: Raw -393278.385116 + Penalty 2685.415505 = -390592.969611 nChanged 15 SP:Iteration 38Q (2715.986731 sec): 3 clusters Score: Raw -393286.809964 + Penalty 2685.415505 = -390601.394459 nChanged 23 SP:Iteration 39Q (2716.046492 sec): 3 clusters Score: Raw -393296.791367 + Penalty 2685.415505 = -390611.375862 nChanged 24 SP:Iteration 40F (2716.088192 sec): 3 clusters Score: Raw -393305.615400 + Penalty 2685.415505 = -390620.199895 nChanged 18 SP:Iteration 41Q (2716.148841 sec): 3 clusters Score: Raw -393310.655904 + Penalty 2685.415505 = -390625.240399 nChanged 13 SP:Iteration 42Q (2716.190739 sec): 3 clusters Score: Raw -393313.886886 + Penalty 2685.415505 = -390628.471381 nChanged 10 SP:Iteration 43Q (2716.241441 sec): 3 clusters Score: Raw -393315.837690 + Penalty 2685.415505 = -390630.422185 nChanged 11 SP:Iteration 44Q (2716.297918 sec): 3 clusters Score: Raw -393317.828687 + Penalty 2685.415505 = -390632.413182 nChanged 9 SP:Iteration 45Q (2716.346334 sec): 3 clusters Score: Raw -393319.652877 + Penalty 2685.415505 = -390634.237372 nChanged 8 SP:Iteration 46Q (2716.398344 sec): 3 clusters Score: Raw -393321.114187 + Penalty 2685.415505 = -390635.698683 nChanged 8 SP:Iteration 47Q (2716.452429 sec): 3 clusters Score: Raw -393323.532657 + Penalty 2685.415505 = -390638.117153 nChanged 12 SP:Iteration 48Q (2716.505039 sec): 3 clusters Score: Raw -393326.750996 + Penalty 2685.415505 = -390641.335491 nChanged 10 SP:Iteration 49Q (2716.560367 sec): 3 clusters Score: Raw -393329.570492 + Penalty 2685.415505 = -390644.154988 nChanged 9 SP:Iteration 50Q (2716.613000 sec): 3 clusters Score: Raw -393331.431148 + Penalty 2685.415505 = -390646.015643 nChanged 6 SP:Iteration 51Q (2716.666038 sec): 3 clusters Score: Raw -393332.867687 + Penalty 2685.415505 = -390647.452183 nChanged 3 SP:Iteration 52Q (2716.717346 sec): 3 clusters Score: Raw -393333.297043 + Penalty 2685.415505 = -390647.881539 nChanged 2 SP:Iteration 53Q (2716.766835 sec): 3 clusters Score: Raw -393333.821181 + Penalty 2685.415505 = -390648.405676 nChanged 2 SP:Iteration 54Q (2716.823035 sec): 3 clusters Score: Raw -393334.217513 + Penalty 2685.415505 = -390648.802008 nChanged 2 SP:Iteration 55Q (2716.871183 sec): 3 clusters Score: Raw -393334.778728 + Penalty 2685.415505 = -390649.363223 nChanged 2 SP:Iteration 56Q (2716.920827 sec): 3 clusters Score: Raw -393335.201942 + Penalty 2685.415505 = -390649.786438 nChanged 2 SP:Iteration 57Q (2716.975077 sec): 3 clusters Score: Raw -393335.734503 + Penalty 2685.415505 = -390650.318998 nChanged 3 SP:Iteration 58Q (2717.030244 sec): 3 clusters Score: Raw -393336.278206 + Penalty 2685.415505 = -390650.862701 nChanged 2 SP:Iteration 59Q (2717.085818 sec): 3 clusters Score: Raw -393336.729938 + Penalty 2685.415505 = -390651.314433 nChanged 1 SP:Iteration 60F (2717.134848 sec): 3 clusters Score: Raw -393337.101076 + Penalty 2685.415505 = -390651.685572 nChanged 1 SP:Iteration 61Q (2717.182165 sec): 3 clusters Score: Raw -393337.315597 + Penalty 2685.415505 = -390651.900092 nChanged 1 SP:Iteration 62Q (2717.233125 sec): 3 clusters Score: Raw -393337.591656 + Penalty 2685.415505 = -390652.176152 nChanged 1 SP:Iteration 63Q (2717.282810 sec): 3 clusters Score: Raw -393337.690319 + Penalty 2685.415505 = -390652.274815 nChanged 2 SP:Iteration 64Q (2717.332818 sec): 3 clusters Score: Raw -393338.232193 + Penalty 2685.415505 = -390652.816689 nChanged 0 SP:Iteration 65F (2717.380187 sec): 3 clusters Score: Raw -393338.232193 + Penalty 2685.415505 = -390652.816689 nChanged 0 Trying to split cluster 38 (1564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2717.404885 sec): 2 clusters Score: Raw -171010.722961 + Penalty 1195.187812 = -169815.535149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2717.452184 sec): 3 clusters Score: Raw -170441.876213 + Penalty 2390.375624 = -168051.500589 nChanged 491 SP:Iteration 1F (2717.501011 sec): 3 clusters Score: Raw -170868.329180 + Penalty 2390.375624 = -168477.953555 nChanged 164 SP:Iteration 2F (2717.552743 sec): 3 clusters Score: Raw -171056.178287 + Penalty 2390.375624 = -168665.802663 nChanged 99 SP:Iteration 3F (2717.603475 sec): 3 clusters Score: Raw -171159.747453 + Penalty 2390.375624 = -168769.371829 nChanged 71 SP:Iteration 4Q (2717.652716 sec): 3 clusters Score: Raw -171245.868420 + Penalty 2390.375624 = -168855.492796 nChanged 53 SP:Iteration 5Q (2717.701738 sec): 3 clusters Score: Raw -171298.917842 + Penalty 2390.375624 = -168908.542218 nChanged 35 SP:Iteration 6Q (2717.751751 sec): 3 clusters Score: Raw -171325.259865 + Penalty 2390.375624 = -168934.884240 nChanged 28 SP:Iteration 7Q (2717.802796 sec): 3 clusters Score: Raw -171344.695389 + Penalty 2390.375624 = -168954.319764 nChanged 21 SP:Iteration 8Q (2717.853524 sec): 3 clusters Score: Raw -171365.781223 + Penalty 2390.375624 = -168975.405599 nChanged 17 SP:Iteration 9Q (2717.902927 sec): 3 clusters Score: Raw -171378.167318 + Penalty 2390.375624 = -168987.791694 nChanged 11 SP:Iteration 10Q (2717.954019 sec): 3 clusters Score: Raw -171386.343745 + Penalty 2390.375624 = -168995.968121 nChanged 5 SP:Iteration 11Q (2718.005572 sec): 3 clusters Score: Raw -171391.435384 + Penalty 2390.375624 = -169001.059760 nChanged 5 SP:Iteration 12Q (2718.054587 sec): 3 clusters Score: Raw -171394.926746 + Penalty 2390.375624 = -169004.551121 nChanged 3 SP:Iteration 13Q (2718.106084 sec): 3 clusters Score: Raw -171396.516886 + Penalty 2390.375624 = -169006.141262 nChanged 2 SP:Iteration 14Q (2718.154999 sec): 3 clusters Score: Raw -171397.613305 + Penalty 2390.375624 = -169007.237681 nChanged 2 SP:Iteration 15Q (2718.202228 sec): 3 clusters Score: Raw -171398.786318 + Penalty 2390.375624 = -169008.410694 nChanged 2 SP:Iteration 16Q (2718.248995 sec): 3 clusters Score: Raw -171400.405675 + Penalty 2390.375624 = -169010.030050 nChanged 3 SP:Iteration 17Q (2718.297708 sec): 3 clusters Score: Raw -171402.233805 + Penalty 2390.375624 = -169011.858181 nChanged 0 SP:Iteration 18F (2718.345669 sec): 3 clusters Score: Raw -171402.233805 + Penalty 2390.375624 = -169011.858181 nChanged 0 Trying to split cluster 39 (1709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2718.373120 sec): 2 clusters Score: Raw -175462.864632 + Penalty 1209.595349 = -174253.269284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2718.424941 sec): 3 clusters Score: Raw -174767.493698 + Penalty 2419.190697 = -172348.303001 nChanged 571 SP:Iteration 1F (2718.476541 sec): 3 clusters Score: Raw -175165.531366 + Penalty 2419.190697 = -172746.340669 nChanged 162 SP:Iteration 2F (2718.525380 sec): 3 clusters Score: Raw -175343.687927 + Penalty 2419.190697 = -172924.497230 nChanged 109 SP:Iteration 3F (2718.575873 sec): 3 clusters Score: Raw -175465.794606 + Penalty 2419.190697 = -173046.603909 nChanged 80 SP:Iteration 4Q (2718.625779 sec): 3 clusters Score: Raw -175537.977281 + Penalty 2419.190697 = -173118.786584 nChanged 57 SP:Iteration 5Q (2718.670089 sec): 3 clusters Score: Raw -175586.103815 + Penalty 2419.190697 = -173166.913118 nChanged 54 SP:Iteration 6Q (2718.700406 sec): 3 clusters Score: Raw -175626.274681 + Penalty 2419.190697 = -173207.083984 nChanged 38 SP:Iteration 7Q (2718.734328 sec): 3 clusters Score: Raw -175654.225226 + Penalty 2419.190697 = -173235.034529 nChanged 24 SP:Iteration 8Q (2718.768176 sec): 3 clusters Score: Raw -175668.491610 + Penalty 2419.190697 = -173249.300913 nChanged 18 SP:Iteration 9Q (2718.803521 sec): 3 clusters Score: Raw -175682.266317 + Penalty 2419.190697 = -173263.075620 nChanged 19 SP:Iteration 10Q (2718.847421 sec): 3 clusters Score: Raw -175694.426817 + Penalty 2419.190697 = -173275.236120 nChanged 13 SP:Iteration 11Q (2718.892474 sec): 3 clusters Score: Raw -175701.899534 + Penalty 2419.190697 = -173282.708837 nChanged 10 SP:Iteration 12Q (2718.947695 sec): 3 clusters Score: Raw -175707.061007 + Penalty 2419.190697 = -173287.870310 nChanged 11 SP:Iteration 13Q (2718.982611 sec): 3 clusters Score: Raw -175714.306266 + Penalty 2419.190697 = -173295.115568 nChanged 6 SP:Iteration 14Q (2719.017039 sec): 3 clusters Score: Raw -175717.157442 + Penalty 2419.190697 = -173297.966744 nChanged 10 SP:Iteration 15Q (2719.048838 sec): 3 clusters Score: Raw -175723.897702 + Penalty 2419.190697 = -173304.707005 nChanged 9 SP:Iteration 16Q (2719.075310 sec): 3 clusters Score: Raw -175731.052067 + Penalty 2419.190697 = -173311.861370 nChanged 14 SP:Iteration 17Q (2719.108775 sec): 3 clusters Score: Raw -175741.646719 + Penalty 2419.190697 = -173322.456022 nChanged 23 SP:Iteration 18Q (2719.152946 sec): 3 clusters Score: Raw -175757.449774 + Penalty 2419.190697 = -173338.259077 nChanged 15 SP:Iteration 19Q (2719.205748 sec): 3 clusters Score: Raw -175766.673014 + Penalty 2419.190697 = -173347.482317 nChanged 16 SP:Iteration 20F (2719.246374 sec): 3 clusters Score: Raw -175780.043233 + Penalty 2419.190697 = -173360.852536 nChanged 24 SP:Iteration 21Q (2719.289389 sec): 3 clusters Score: Raw -175798.769879 + Penalty 2419.190697 = -173379.579182 nChanged 22 SP:Iteration 22Q (2719.332711 sec): 3 clusters Score: Raw -175814.130897 + Penalty 2419.190697 = -173394.940200 nChanged 14 SP:Iteration 23Q (2719.376998 sec): 3 clusters Score: Raw -175823.972238 + Penalty 2419.190697 = -173404.781541 nChanged 10 SP:Iteration 24Q (2719.418797 sec): 3 clusters Score: Raw -175830.707975 + Penalty 2419.190697 = -173411.517278 nChanged 12 SP:Iteration 25Q (2719.462383 sec): 3 clusters Score: Raw -175837.065668 + Penalty 2419.190697 = -173417.874971 nChanged 5 SP:Iteration 26Q (2719.506067 sec): 3 clusters Score: Raw -175840.073500 + Penalty 2419.190697 = -173420.882803 nChanged 2 SP:Iteration 27Q (2719.540693 sec): 3 clusters Score: Raw -175841.342282 + Penalty 2419.190697 = -173422.151585 nChanged 2 SP:Iteration 28Q (2719.584275 sec): 3 clusters Score: Raw -175842.329163 + Penalty 2419.190697 = -173423.138466 nChanged 0 SP:Iteration 29F (2719.628111 sec): 3 clusters Score: Raw -175842.329163 + Penalty 2419.190697 = -173423.138466 nChanged 0 Trying to split cluster 40 (8603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2719.672037 sec): 2 clusters Score: Raw -917039.991680 + Penalty 1472.228267 = -915567.763413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2719.725556 sec): 3 clusters Score: Raw -912200.628464 + Penalty 2944.456534 = -909256.171930 nChanged 3683 SP:Iteration 1F (2719.781413 sec): 3 clusters Score: Raw -914110.907958 + Penalty 2944.456534 = -911166.451424 nChanged 545 SP:Iteration 2F (2719.839566 sec): 3 clusters Score: Raw -914362.704182 + Penalty 2944.456534 = -911418.247648 nChanged 442 SP:Iteration 3F (2719.902726 sec): 3 clusters Score: Raw -914546.765855 + Penalty 2944.456534 = -911602.309321 nChanged 339 SP:Iteration 4Q (2719.960145 sec): 3 clusters Score: Raw -914678.016780 + Penalty 2944.456534 = -911733.560246 nChanged 282 SP:Iteration 5Q (2720.007818 sec): 3 clusters Score: Raw -914799.035006 + Penalty 2944.456534 = -911854.578472 nChanged 304 SP:Iteration 6Q (2720.065957 sec): 3 clusters Score: Raw -914918.141348 + Penalty 2944.456534 = -911973.684814 nChanged 271 SP:Iteration 7Q (2720.125755 sec): 3 clusters Score: Raw -915016.657955 + Penalty 2944.456534 = -912072.201421 nChanged 213 SP:Iteration 8Q (2720.186308 sec): 3 clusters Score: Raw -915102.639410 + Penalty 2944.456534 = -912158.182876 nChanged 254 SP:Iteration 9Q (2720.238551 sec): 3 clusters Score: Raw -915213.771067 + Penalty 2944.456534 = -912269.314533 nChanged 294 SP:Iteration 10Q (2720.301595 sec): 3 clusters Score: Raw -915356.909155 + Penalty 2944.456534 = -912412.452621 nChanged 283 SP:Iteration 11Q (2720.372371 sec): 3 clusters Score: Raw -915505.100032 + Penalty 2944.456534 = -912560.643498 nChanged 334 SP:Iteration 12Q (2720.433672 sec): 3 clusters Score: Raw -915686.812334 + Penalty 2944.456534 = -912742.355800 nChanged 319 SP:Iteration 13Q (2720.485454 sec): 3 clusters Score: Raw -915859.740954 + Penalty 2944.456534 = -912915.284420 nChanged 290 SP:Iteration 14Q (2720.546176 sec): 3 clusters Score: Raw -916038.275524 + Penalty 2944.456534 = -913093.818990 nChanged 309 SP:Iteration 15Q (2720.606207 sec): 3 clusters Score: Raw -916236.151897 + Penalty 2944.456534 = -913291.695363 nChanged 263 SP:Iteration 16Q (2720.669671 sec): 3 clusters Score: Raw -916389.553259 + Penalty 2944.456534 = -913445.096725 nChanged 227 SP:Iteration 17Q (2720.741873 sec): 3 clusters Score: Raw -916528.433954 + Penalty 2944.456534 = -913583.977420 nChanged 221 SP:Iteration 18Q (2720.802690 sec): 3 clusters Score: Raw -916652.661461 + Penalty 2944.456534 = -913708.204927 nChanged 155 SP:Iteration 19Q (2720.864670 sec): 3 clusters Score: Raw -916733.700346 + Penalty 2944.456534 = -913789.243812 nChanged 129 SP:Iteration 20F (2720.914388 sec): 3 clusters Score: Raw -916806.004457 + Penalty 2944.456534 = -913861.547923 nChanged 107 SP:Iteration 21Q (2720.974270 sec): 3 clusters Score: Raw -916859.246397 + Penalty 2944.456534 = -913914.789863 nChanged 94 SP:Iteration 22Q (2721.044595 sec): 3 clusters Score: Raw -916894.289114 + Penalty 2944.456534 = -913949.832580 nChanged 71 SP:Iteration 23Q (2721.095689 sec): 3 clusters Score: Raw -916918.824263 + Penalty 2944.456534 = -913974.367729 nChanged 63 SP:Iteration 24Q (2721.166263 sec): 3 clusters Score: Raw -916937.527424 + Penalty 2944.456534 = -913993.070890 nChanged 55 SP:Iteration 25Q (2721.212948 sec): 3 clusters Score: Raw -916961.224943 + Penalty 2944.456534 = -914016.768409 nChanged 62 SP:Iteration 26Q (2721.279326 sec): 3 clusters Score: Raw -916983.487888 + Penalty 2944.456534 = -914039.031353 nChanged 49 SP:Iteration 27Q (2721.329559 sec): 3 clusters Score: Raw -917005.355413 + Penalty 2944.456534 = -914060.898879 nChanged 62 SP:Iteration 28Q (2721.400581 sec): 3 clusters Score: Raw -917031.089677 + Penalty 2944.456534 = -914086.633143 nChanged 62 SP:Iteration 29Q (2721.448171 sec): 3 clusters Score: Raw -917054.690629 + Penalty 2944.456534 = -914110.234095 nChanged 51 SP:Iteration 30Q (2721.521491 sec): 3 clusters Score: Raw -917069.766773 + Penalty 2944.456534 = -914125.310239 nChanged 41 SP:Iteration 31Q (2721.571669 sec): 3 clusters Score: Raw -917083.478993 + Penalty 2944.456534 = -914139.022459 nChanged 37 SP:Iteration 32Q (2721.632109 sec): 3 clusters Score: Raw -917094.738354 + Penalty 2944.456534 = -914150.281820 nChanged 25 SP:Iteration 33Q (2721.699637 sec): 3 clusters Score: Raw -917100.546703 + Penalty 2944.456534 = -914156.090169 nChanged 21 SP:Iteration 34Q (2721.759563 sec): 3 clusters Score: Raw -917107.802656 + Penalty 2944.456534 = -914163.346122 nChanged 19 SP:Iteration 35Q (2721.819911 sec): 3 clusters Score: Raw -917115.712505 + Penalty 2944.456534 = -914171.255971 nChanged 28 SP:Iteration 36Q (2721.880987 sec): 3 clusters Score: Raw -917126.346586 + Penalty 2944.456534 = -914181.890052 nChanged 36 SP:Iteration 37Q (2721.931264 sec): 3 clusters Score: Raw -917139.642845 + Penalty 2944.456534 = -914195.186311 nChanged 35 SP:Iteration 38Q (2721.999687 sec): 3 clusters Score: Raw -917150.494485 + Penalty 2944.456534 = -914206.037951 nChanged 27 SP:Iteration 39Q (2722.060712 sec): 3 clusters Score: Raw -917156.703463 + Penalty 2944.456534 = -914212.246929 nChanged 17 SP:Iteration 40F (2722.120374 sec): 3 clusters Score: Raw -917162.276395 + Penalty 2944.456534 = -914217.819861 nChanged 26 SP:Iteration 41Q (2722.168658 sec): 3 clusters Score: Raw -917175.128641 + Penalty 2944.456534 = -914230.672107 nChanged 29 SP:Iteration 42Q (2722.226836 sec): 3 clusters Score: Raw -917186.410914 + Penalty 2944.456534 = -914241.954380 nChanged 26 SP:Iteration 43Q (2722.281822 sec): 3 clusters Score: Raw -917198.866705 + Penalty 2944.456534 = -914254.410171 nChanged 27 SP:Iteration 44Q (2722.351058 sec): 3 clusters Score: Raw -917213.184350 + Penalty 2944.456534 = -914268.727816 nChanged 25 SP:Iteration 45Q (2722.412953 sec): 3 clusters Score: Raw -917224.597751 + Penalty 2944.456534 = -914280.141216 nChanged 26 SP:Iteration 46Q (2722.462451 sec): 3 clusters Score: Raw -917240.925333 + Penalty 2944.456534 = -914296.468799 nChanged 24 SP:Iteration 47Q (2722.517657 sec): 3 clusters Score: Raw -917257.365810 + Penalty 2944.456534 = -914312.909276 nChanged 37 SP:Iteration 48Q (2722.576687 sec): 3 clusters Score: Raw -917274.867422 + Penalty 2944.456534 = -914330.410888 nChanged 30 SP:Iteration 49Q (2722.633442 sec): 3 clusters Score: Raw -917288.373628 + Penalty 2944.456534 = -914343.917094 nChanged 30 SP:Iteration 50Q (2722.678257 sec): 3 clusters Score: Raw -917302.659397 + Penalty 2944.456534 = -914358.202863 nChanged 30 SP:Iteration 51Q (2722.729289 sec): 3 clusters Score: Raw -917313.396518 + Penalty 2944.456534 = -914368.939984 nChanged 21 SP:Iteration 52Q (2722.796537 sec): 3 clusters Score: Raw -917318.863173 + Penalty 2944.456534 = -914374.406639 nChanged 19 SP:Iteration 53Q (2722.843546 sec): 3 clusters Score: Raw -917324.175062 + Penalty 2944.456534 = -914379.718528 nChanged 10 SP:Iteration 54Q (2722.907371 sec): 3 clusters Score: Raw -917325.757124 + Penalty 2944.456534 = -914381.300590 nChanged 6 SP:Iteration 55Q (2722.951688 sec): 3 clusters Score: Raw -917327.187755 + Penalty 2944.456534 = -914382.731221 nChanged 4 SP:Iteration 56Q (2723.008816 sec): 3 clusters Score: Raw -917327.753079 + Penalty 2944.456534 = -914383.296545 nChanged 3 SP:Iteration 57Q (2723.069981 sec): 3 clusters Score: Raw -917328.020976 + Penalty 2944.456534 = -914383.564442 nChanged 3 SP:Iteration 58Q (2723.118299 sec): 3 clusters Score: Raw -917328.592146 + Penalty 2944.456534 = -914384.135612 nChanged 5 SP:Iteration 59Q (2723.171777 sec): 3 clusters Score: Raw -917329.549450 + Penalty 2944.456534 = -914385.092916 nChanged 3 SP:Iteration 60F (2723.214136 sec): 3 clusters Score: Raw -917330.102350 + Penalty 2944.456534 = -914385.645816 nChanged 3 SP:Iteration 61Q (2723.279416 sec): 3 clusters Score: Raw -917330.585487 + Penalty 2944.456534 = -914386.128953 nChanged 2 SP:Iteration 62Q (2723.326421 sec): 3 clusters Score: Raw -917331.181862 + Penalty 2944.456534 = -914386.725328 nChanged 4 SP:Iteration 63Q (2723.383261 sec): 3 clusters Score: Raw -917331.853760 + Penalty 2944.456534 = -914387.397226 nChanged 5 SP:Iteration 64Q (2723.437848 sec): 3 clusters Score: Raw -917333.157393 + Penalty 2944.456534 = -914388.700858 nChanged 4 SP:Iteration 65Q (2723.490559 sec): 3 clusters Score: Raw -917334.177290 + Penalty 2944.456534 = -914389.720756 nChanged 2 SP:Iteration 66Q (2723.552672 sec): 3 clusters Score: Raw -917334.886753 + Penalty 2944.456534 = -914390.430219 nChanged 4 SP:Iteration 67Q (2723.609442 sec): 3 clusters Score: Raw -917335.482801 + Penalty 2944.456534 = -914391.026267 nChanged 2 SP:Iteration 68Q (2723.653685 sec): 3 clusters Score: Raw -917335.866087 + Penalty 2944.456534 = -914391.409553 nChanged 2 SP:Iteration 69Q (2723.707428 sec): 3 clusters Score: Raw -917336.485594 + Penalty 2944.456534 = -914392.029060 nChanged 2 SP:Iteration 70Q (2723.763455 sec): 3 clusters Score: Raw -917336.848024 + Penalty 2944.456534 = -914392.391490 nChanged 1 SP:Iteration 71Q (2723.828302 sec): 3 clusters Score: Raw -917337.066040 + Penalty 2944.456534 = -914392.609506 nChanged 2 SP:Iteration 72Q (2723.872531 sec): 3 clusters Score: Raw -917337.685670 + Penalty 2944.456534 = -914393.229136 nChanged 3 SP:Iteration 73Q (2723.936490 sec): 3 clusters Score: Raw -917338.137957 + Penalty 2944.456534 = -914393.681423 nChanged 2 SP:Iteration 74Q (2723.980755 sec): 3 clusters Score: Raw -917338.468081 + Penalty 2944.456534 = -914394.011547 nChanged 3 SP:Iteration 75Q (2724.042471 sec): 3 clusters Score: Raw -917339.657173 + Penalty 2944.456534 = -914395.200639 nChanged 6 SP:Iteration 76Q (2724.105302 sec): 3 clusters Score: Raw -917341.209931 + Penalty 2944.456534 = -914396.753397 nChanged 6 SP:Iteration 77Q (2724.151795 sec): 3 clusters Score: Raw -917343.024381 + Penalty 2944.456534 = -914398.567847 nChanged 7 SP:Iteration 78Q (2724.204985 sec): 3 clusters Score: Raw -917345.291236 + Penalty 2944.456534 = -914400.834702 nChanged 7 SP:Iteration 79Q (2724.258740 sec): 3 clusters Score: Raw -917346.861156 + Penalty 2944.456534 = -914402.404622 nChanged 5 SP:Iteration 80F (2724.312969 sec): 3 clusters Score: Raw -917348.379955 + Penalty 2944.456534 = -914403.923421 nChanged 9 SP:Iteration 81Q (2724.368159 sec): 3 clusters Score: Raw -917350.680286 + Penalty 2944.456534 = -914406.223752 nChanged 10 SP:Iteration 82Q (2724.421476 sec): 3 clusters Score: Raw -917353.419367 + Penalty 2944.456534 = -914408.962833 nChanged 8 SP:Iteration 83Q (2724.483877 sec): 3 clusters Score: Raw -917354.946088 + Penalty 2944.456534 = -914410.489554 nChanged 3 SP:Iteration 84Q (2724.530891 sec): 3 clusters Score: Raw -917355.484221 + Penalty 2944.456534 = -914411.027687 nChanged 4 SP:Iteration 85Q (2724.586701 sec): 3 clusters Score: Raw -917356.117236 + Penalty 2944.456534 = -914411.660702 nChanged 4 SP:Iteration 86Q (2724.637740 sec): 3 clusters Score: Raw -917356.930825 + Penalty 2944.456534 = -914412.474291 nChanged 3 SP:Iteration 87Q (2724.692823 sec): 3 clusters Score: Raw -917357.443729 + Penalty 2944.456534 = -914412.987195 nChanged 1 SP:Iteration 88Q (2724.752390 sec): 3 clusters Score: Raw -917357.549907 + Penalty 2944.456534 = -914413.093373 nChanged 0 SP:Iteration 89F (2724.816312 sec): 3 clusters Score: Raw -917357.549907 + Penalty 2944.456534 = -914413.093373 nChanged 0 Trying to split cluster 41 (12544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2724.860731 sec): 2 clusters Score: Raw -1373402.449010 + Penalty 1533.512133 = -1371868.936877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2724.929389 sec): 3 clusters Score: Raw -1366119.319172 + Penalty 3067.024266 = -1363052.294906 nChanged 5425 SP:Iteration 1F (2724.992416 sec): 3 clusters Score: Raw -1369136.170772 + Penalty 3067.024266 = -1366069.146506 nChanged 698 SP:Iteration 2F (2725.063943 sec): 3 clusters Score: Raw -1369422.644147 + Penalty 3067.024266 = -1366355.619881 nChanged 586 SP:Iteration 3Q (2725.133446 sec): 3 clusters Score: Raw -1369688.939897 + Penalty 3067.024266 = -1366621.915630 nChanged 616 SP:Iteration 4Q (2725.193510 sec): 3 clusters Score: Raw -1370009.500186 + Penalty 3067.024266 = -1366942.475920 nChanged 611 SP:Iteration 5Q (2725.272134 sec): 3 clusters Score: Raw -1370404.045553 + Penalty 3067.024266 = -1367337.021287 nChanged 650 SP:Iteration 6F (2725.330987 sec): 3 clusters Score: Raw -1370855.394101 + Penalty 3067.024266 = -1367788.369835 nChanged 654 SP:Iteration 7F (2725.398176 sec): 3 clusters Score: Raw -1371332.628717 + Penalty 3067.024266 = -1368265.604450 nChanged 634 SP:Iteration 8F (2725.469437 sec): 3 clusters Score: Raw -1371811.301345 + Penalty 3067.024266 = -1368744.277079 nChanged 540 SP:Iteration 9Q (2725.523330 sec): 3 clusters Score: Raw -1372255.307573 + Penalty 3067.024266 = -1369188.283307 nChanged 461 SP:Iteration 10Q (2725.586934 sec): 3 clusters Score: Raw -1372594.214695 + Penalty 3067.024266 = -1369527.190429 nChanged 344 SP:Iteration 11Q (2725.651016 sec): 3 clusters Score: Raw -1372840.050147 + Penalty 3067.024266 = -1369773.025881 nChanged 244 SP:Iteration 12Q (2725.724213 sec): 3 clusters Score: Raw -1373001.628750 + Penalty 3067.024266 = -1369934.604484 nChanged 198 SP:Iteration 13Q (2725.797428 sec): 3 clusters Score: Raw -1373132.571953 + Penalty 3067.024266 = -1370065.547687 nChanged 158 SP:Iteration 14Q (2725.863932 sec): 3 clusters Score: Raw -1373239.550465 + Penalty 3067.024266 = -1370172.526199 nChanged 134 SP:Iteration 15Q (2725.920379 sec): 3 clusters Score: Raw -1373327.976388 + Penalty 3067.024266 = -1370260.952121 nChanged 88 SP:Iteration 16Q (2725.986268 sec): 3 clusters Score: Raw -1373379.719055 + Penalty 3067.024266 = -1370312.694789 nChanged 76 SP:Iteration 17Q (2726.055020 sec): 3 clusters Score: Raw -1373426.168435 + Penalty 3067.024266 = -1370359.144168 nChanged 78 SP:Iteration 18Q (2726.122745 sec): 3 clusters Score: Raw -1373471.249672 + Penalty 3067.024266 = -1370404.225405 nChanged 60 SP:Iteration 19Q (2726.186254 sec): 3 clusters Score: Raw -1373504.966169 + Penalty 3067.024266 = -1370437.941902 nChanged 40 SP:Iteration 20F (2726.240954 sec): 3 clusters Score: Raw -1373521.594937 + Penalty 3067.024266 = -1370454.570670 nChanged 25 SP:Iteration 21Q (2726.310119 sec): 3 clusters Score: Raw -1373534.814503 + Penalty 3067.024266 = -1370467.790237 nChanged 21 SP:Iteration 22Q (2726.374929 sec): 3 clusters Score: Raw -1373544.375378 + Penalty 3067.024266 = -1370477.351112 nChanged 19 SP:Iteration 23Q (2726.438757 sec): 3 clusters Score: Raw -1373552.517044 + Penalty 3067.024266 = -1370485.492778 nChanged 15 SP:Iteration 24Q (2726.490028 sec): 3 clusters Score: Raw -1373562.467893 + Penalty 3067.024266 = -1370495.443627 nChanged 18 SP:Iteration 25Q (2726.563483 sec): 3 clusters Score: Raw -1373572.732496 + Penalty 3067.024266 = -1370505.708230 nChanged 16 SP:Iteration 26Q (2726.629116 sec): 3 clusters Score: Raw -1373580.850668 + Penalty 3067.024266 = -1370513.826401 nChanged 16 SP:Iteration 27Q (2726.693466 sec): 3 clusters Score: Raw -1373587.339122 + Penalty 3067.024266 = -1370520.314856 nChanged 15 SP:Iteration 28Q (2726.746672 sec): 3 clusters Score: Raw -1373593.842370 + Penalty 3067.024266 = -1370526.818104 nChanged 11 SP:Iteration 29Q (2726.815048 sec): 3 clusters Score: Raw -1373598.971999 + Penalty 3067.024266 = -1370531.947733 nChanged 8 SP:Iteration 30Q (2726.872193 sec): 3 clusters Score: Raw -1373604.461683 + Penalty 3067.024266 = -1370537.437417 nChanged 13 SP:Iteration 31Q (2726.936935 sec): 3 clusters Score: Raw -1373612.138235 + Penalty 3067.024266 = -1370545.113969 nChanged 6 SP:Iteration 32Q (2727.010810 sec): 3 clusters Score: Raw -1373614.914600 + Penalty 3067.024266 = -1370547.890333 nChanged 8 SP:Iteration 33Q (2727.063659 sec): 3 clusters Score: Raw -1373619.907380 + Penalty 3067.024266 = -1370552.883113 nChanged 9 SP:Iteration 34Q (2727.136191 sec): 3 clusters Score: Raw -1373623.419312 + Penalty 3067.024266 = -1370556.395045 nChanged 7 SP:Iteration 35Q (2727.197368 sec): 3 clusters Score: Raw -1373628.235259 + Penalty 3067.024266 = -1370561.210993 nChanged 5 SP:Iteration 36Q (2727.250766 sec): 3 clusters Score: Raw -1373631.560514 + Penalty 3067.024266 = -1370564.536248 nChanged 9 SP:Iteration 37Q (2727.326135 sec): 3 clusters Score: Raw -1373635.755723 + Penalty 3067.024266 = -1370568.731456 nChanged 7 SP:Iteration 38Q (2727.384555 sec): 3 clusters Score: Raw -1373639.820134 + Penalty 3067.024266 = -1370572.795867 nChanged 9 SP:Iteration 39Q (2727.440995 sec): 3 clusters Score: Raw -1373646.008823 + Penalty 3067.024266 = -1370578.984557 nChanged 9 SP:Iteration 40F (2727.511921 sec): 3 clusters Score: Raw -1373650.732051 + Penalty 3067.024266 = -1370583.707784 nChanged 6 SP:Iteration 41Q (2727.560349 sec): 3 clusters Score: Raw -1373653.453279 + Penalty 3067.024266 = -1370586.429013 nChanged 3 SP:Iteration 42Q (2727.632800 sec): 3 clusters Score: Raw -1373655.410467 + Penalty 3067.024266 = -1370588.386201 nChanged 5 SP:Iteration 43Q (2727.691055 sec): 3 clusters Score: Raw -1373658.247943 + Penalty 3067.024266 = -1370591.223677 nChanged 4 SP:Iteration 44Q (2727.741360 sec): 3 clusters Score: Raw -1373660.444949 + Penalty 3067.024266 = -1370593.420683 nChanged 1 SP:Iteration 45Q (2727.809877 sec): 3 clusters Score: Raw -1373660.813116 + Penalty 3067.024266 = -1370593.788850 nChanged 1 SP:Iteration 46Q (2727.872790 sec): 3 clusters Score: Raw -1373661.074928 + Penalty 3067.024266 = -1370594.050662 nChanged 0 SP:Iteration 47F (2727.936594 sec): 3 clusters Score: Raw -1373661.074928 + Penalty 3067.024266 = -1370594.050662 nChanged 0 Trying to split cluster 42 (9616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2727.972466 sec): 2 clusters Score: Raw -995843.240542 + Penalty 1490.317344 = -994352.923198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2728.034011 sec): 3 clusters Score: Raw -990345.288721 + Penalty 2980.634688 = -987364.654033 nChanged 4162 SP:Iteration 1F (2728.094755 sec): 3 clusters Score: Raw -992700.211550 + Penalty 2980.634688 = -989719.576861 nChanged 609 SP:Iteration 2F (2728.154918 sec): 3 clusters Score: Raw -992992.922939 + Penalty 2980.634688 = -990012.288251 nChanged 531 SP:Iteration 3F (2728.217205 sec): 3 clusters Score: Raw -993266.144297 + Penalty 2980.634688 = -990285.509609 nChanged 509 SP:Iteration 4F (2728.282473 sec): 3 clusters Score: Raw -993541.496451 + Penalty 2980.634688 = -990560.861763 nChanged 541 SP:Iteration 5F (2728.331673 sec): 3 clusters Score: Raw -993855.098643 + Penalty 2980.634688 = -990874.463955 nChanged 538 SP:Iteration 6F (2728.388308 sec): 3 clusters Score: Raw -994197.666043 + Penalty 2980.634688 = -991217.031354 nChanged 523 SP:Iteration 7F (2728.452052 sec): 3 clusters Score: Raw -994553.667258 + Penalty 2980.634688 = -991573.032570 nChanged 524 SP:Iteration 8F (2728.496875 sec): 3 clusters Score: Raw -994888.199464 + Penalty 2980.634688 = -991907.564776 nChanged 431 SP:Iteration 9Q (2728.567366 sec): 3 clusters Score: Raw -995171.363595 + Penalty 2980.634688 = -992190.728906 nChanged 350 SP:Iteration 10Q (2728.625608 sec): 3 clusters Score: Raw -995383.232638 + Penalty 2980.634688 = -992402.597950 nChanged 249 SP:Iteration 11Q (2728.683118 sec): 3 clusters Score: Raw -995547.479999 + Penalty 2980.634688 = -992566.845311 nChanged 195 SP:Iteration 12Q (2728.735130 sec): 3 clusters Score: Raw -995673.439557 + Penalty 2980.634688 = -992692.804869 nChanged 149 SP:Iteration 13Q (2728.784215 sec): 3 clusters Score: Raw -995772.500944 + Penalty 2980.634688 = -992791.866256 nChanged 133 SP:Iteration 14Q (2728.847472 sec): 3 clusters Score: Raw -995867.067442 + Penalty 2980.634688 = -992886.432754 nChanged 96 SP:Iteration 15Q (2728.894739 sec): 3 clusters Score: Raw -995935.279544 + Penalty 2980.634688 = -992954.644855 nChanged 85 SP:Iteration 16Q (2728.952972 sec): 3 clusters Score: Raw -995993.323327 + Penalty 2980.634688 = -993012.688639 nChanged 68 SP:Iteration 17Q (2729.010239 sec): 3 clusters Score: Raw -996036.332699 + Penalty 2980.634688 = -993055.698010 nChanged 53 SP:Iteration 18Q (2729.081089 sec): 3 clusters Score: Raw -996064.145637 + Penalty 2980.634688 = -993083.510949 nChanged 40 SP:Iteration 19Q (2729.139899 sec): 3 clusters Score: Raw -996083.672394 + Penalty 2980.634688 = -993103.037706 nChanged 31 SP:Iteration 20F (2729.207157 sec): 3 clusters Score: Raw -996098.103226 + Penalty 2980.634688 = -993117.468537 nChanged 24 SP:Iteration 21Q (2729.265892 sec): 3 clusters Score: Raw -996109.921268 + Penalty 2980.634688 = -993129.286580 nChanged 24 SP:Iteration 22Q (2729.318792 sec): 3 clusters Score: Raw -996120.526530 + Penalty 2980.634688 = -993139.891842 nChanged 25 SP:Iteration 23Q (2729.379434 sec): 3 clusters Score: Raw -996129.738714 + Penalty 2980.634688 = -993149.104025 nChanged 10 SP:Iteration 24Q (2729.440671 sec): 3 clusters Score: Raw -996133.544802 + Penalty 2980.634688 = -993152.910113 nChanged 6 SP:Iteration 25Q (2729.496081 sec): 3 clusters Score: Raw -996137.630128 + Penalty 2980.634688 = -993156.995440 nChanged 7 SP:Iteration 26Q (2729.562000 sec): 3 clusters Score: Raw -996141.380120 + Penalty 2980.634688 = -993160.745431 nChanged 11 SP:Iteration 27Q (2729.612783 sec): 3 clusters Score: Raw -996146.333357 + Penalty 2980.634688 = -993165.698669 nChanged 8 SP:Iteration 28Q (2729.679400 sec): 3 clusters Score: Raw -996150.443292 + Penalty 2980.634688 = -993169.808603 nChanged 8 SP:Iteration 29Q (2729.734942 sec): 3 clusters Score: Raw -996154.603825 + Penalty 2980.634688 = -993173.969137 nChanged 13 SP:Iteration 30Q (2729.793960 sec): 3 clusters Score: Raw -996160.067217 + Penalty 2980.634688 = -993179.432528 nChanged 11 SP:Iteration 31Q (2729.855216 sec): 3 clusters Score: Raw -996165.285149 + Penalty 2980.634688 = -993184.650460 nChanged 13 SP:Iteration 32Q (2729.922450 sec): 3 clusters Score: Raw -996171.351682 + Penalty 2980.634688 = -993190.716993 nChanged 16 SP:Iteration 33Q (2729.989633 sec): 3 clusters Score: Raw -996180.072382 + Penalty 2980.634688 = -993199.437693 nChanged 13 SP:Iteration 34Q (2730.049602 sec): 3 clusters Score: Raw -996188.939143 + Penalty 2980.634688 = -993208.304454 nChanged 19 SP:Iteration 35Q (2730.110881 sec): 3 clusters Score: Raw -996204.702968 + Penalty 2980.634688 = -993224.068279 nChanged 27 SP:Iteration 36Q (2730.171951 sec): 3 clusters Score: Raw -996223.050428 + Penalty 2980.634688 = -993242.415740 nChanged 28 SP:Iteration 37Q (2730.218580 sec): 3 clusters Score: Raw -996245.045411 + Penalty 2980.634688 = -993264.410723 nChanged 36 SP:Iteration 38Q (2730.292532 sec): 3 clusters Score: Raw -996275.388651 + Penalty 2980.634688 = -993294.753963 nChanged 31 SP:Iteration 39Q (2730.350245 sec): 3 clusters Score: Raw -996298.082461 + Penalty 2980.634688 = -993317.447773 nChanged 29 SP:Iteration 40F (2730.407048 sec): 3 clusters Score: Raw -996313.322995 + Penalty 2980.634688 = -993332.688307 nChanged 25 SP:Iteration 41Q (2730.480507 sec): 3 clusters Score: Raw -996326.440449 + Penalty 2980.634688 = -993345.805761 nChanged 24 SP:Iteration 42Q (2730.541254 sec): 3 clusters Score: Raw -996339.730374 + Penalty 2980.634688 = -993359.095686 nChanged 15 SP:Iteration 43Q (2730.596677 sec): 3 clusters Score: Raw -996345.904188 + Penalty 2980.634688 = -993365.269499 nChanged 16 SP:Iteration 44Q (2730.659293 sec): 3 clusters Score: Raw -996354.396015 + Penalty 2980.634688 = -993373.761327 nChanged 20 SP:Iteration 45Q (2730.718064 sec): 3 clusters Score: Raw -996366.714306 + Penalty 2980.634688 = -993386.079618 nChanged 29 SP:Iteration 46Q (2730.780413 sec): 3 clusters Score: Raw -996384.545524 + Penalty 2980.634688 = -993403.910835 nChanged 35 SP:Iteration 47Q (2730.831356 sec): 3 clusters Score: Raw -996400.312396 + Penalty 2980.634688 = -993419.677708 nChanged 30 SP:Iteration 48Q (2730.902103 sec): 3 clusters Score: Raw -996416.850487 + Penalty 2980.634688 = -993436.215799 nChanged 33 SP:Iteration 49Q (2730.953855 sec): 3 clusters Score: Raw -996431.265792 + Penalty 2980.634688 = -993450.631103 nChanged 21 SP:Iteration 50Q (2731.026710 sec): 3 clusters Score: Raw -996438.505489 + Penalty 2980.634688 = -993457.870801 nChanged 18 SP:Iteration 51Q (2731.086155 sec): 3 clusters Score: Raw -996446.530018 + Penalty 2980.634688 = -993465.895329 nChanged 20 SP:Iteration 52Q (2731.137519 sec): 3 clusters Score: Raw -996454.232813 + Penalty 2980.634688 = -993473.598125 nChanged 14 SP:Iteration 53Q (2731.198644 sec): 3 clusters Score: Raw -996458.442046 + Penalty 2980.634688 = -993477.807358 nChanged 7 SP:Iteration 54Q (2731.269543 sec): 3 clusters Score: Raw -996460.990498 + Penalty 2980.634688 = -993480.355810 nChanged 7 SP:Iteration 55Q (2731.322357 sec): 3 clusters Score: Raw -996462.604972 + Penalty 2980.634688 = -993481.970283 nChanged 2 SP:Iteration 56Q (2731.381452 sec): 3 clusters Score: Raw -996463.062444 + Penalty 2980.634688 = -993482.427756 nChanged 4 SP:Iteration 57Q (2731.449215 sec): 3 clusters Score: Raw -996463.957015 + Penalty 2980.634688 = -993483.322326 nChanged 2 SP:Iteration 58Q (2731.503898 sec): 3 clusters Score: Raw -996465.137744 + Penalty 2980.634688 = -993484.503056 nChanged 0 SP:Iteration 59F (2731.550209 sec): 3 clusters Score: Raw -996467.841100 + Penalty 2980.634688 = -993487.206412 nChanged 2 SP:Iteration 60F (2731.616557 sec): 3 clusters Score: Raw -996469.175055 + Penalty 2980.634688 = -993488.540366 nChanged 7 SP:Iteration 61Q (2731.675004 sec): 3 clusters Score: Raw -996471.802764 + Penalty 2980.634688 = -993491.168076 nChanged 11 SP:Iteration 62Q (2731.731452 sec): 3 clusters Score: Raw -996475.021132 + Penalty 2980.634688 = -993494.386443 nChanged 13 SP:Iteration 63Q (2731.793035 sec): 3 clusters Score: Raw -996479.674421 + Penalty 2980.634688 = -993499.039732 nChanged 12 SP:Iteration 64Q (2731.840792 sec): 3 clusters Score: Raw -996483.041652 + Penalty 2980.634688 = -993502.406964 nChanged 10 SP:Iteration 65Q (2731.897995 sec): 3 clusters Score: Raw -996485.787385 + Penalty 2980.634688 = -993505.152697 nChanged 10 SP:Iteration 66Q (2731.959911 sec): 3 clusters Score: Raw -996488.432045 + Penalty 2980.634688 = -993507.797356 nChanged 9 SP:Iteration 67Q (2732.016870 sec): 3 clusters Score: Raw -996490.464933 + Penalty 2980.634688 = -993509.830245 nChanged 4 SP:Iteration 68Q (2732.073171 sec): 3 clusters Score: Raw -996491.458172 + Penalty 2980.634688 = -993510.823484 nChanged 6 SP:Iteration 69Q (2732.142499 sec): 3 clusters Score: Raw -996493.237334 + Penalty 2980.634688 = -993512.602646 nChanged 6 SP:Iteration 70Q (2732.192444 sec): 3 clusters Score: Raw -996494.727400 + Penalty 2980.634688 = -993514.092711 nChanged 5 SP:Iteration 71Q (2732.248258 sec): 3 clusters Score: Raw -996496.796949 + Penalty 2980.634688 = -993516.162261 nChanged 10 SP:Iteration 72Q (2732.293114 sec): 3 clusters Score: Raw -996500.281653 + Penalty 2980.634688 = -993519.646965 nChanged 10 SP:Iteration 73Q (2732.359041 sec): 3 clusters Score: Raw -996503.001643 + Penalty 2980.634688 = -993522.366954 nChanged 6 SP:Iteration 74Q (2732.398233 sec): 3 clusters Score: Raw -996504.669041 + Penalty 2980.634688 = -993524.034353 nChanged 5 SP:Iteration 75Q (2732.456051 sec): 3 clusters Score: Raw -996506.173048 + Penalty 2980.634688 = -993525.538360 nChanged 4 SP:Iteration 76Q (2732.506306 sec): 3 clusters Score: Raw -996507.101844 + Penalty 2980.634688 = -993526.467155 nChanged 1 SP:Iteration 77Q (2732.564318 sec): 3 clusters Score: Raw -996507.200858 + Penalty 2980.634688 = -993526.566170 nChanged 1 SP:Iteration 78Q (2732.624344 sec): 3 clusters Score: Raw -996507.526845 + Penalty 2980.634688 = -993526.892157 nChanged 3 SP:Iteration 79Q (2732.681425 sec): 3 clusters Score: Raw -996508.483467 + Penalty 2980.634688 = -993527.848779 nChanged 2 SP:Iteration 80F (2732.741264 sec): 3 clusters Score: Raw -996508.947105 + Penalty 2980.634688 = -993528.312417 nChanged 2 SP:Iteration 81Q (2732.801760 sec): 3 clusters Score: Raw -996509.633190 + Penalty 2980.634688 = -993528.998501 nChanged 1 SP:Iteration 82Q (2732.863194 sec): 3 clusters Score: Raw -996509.723819 + Penalty 2980.634688 = -993529.089131 nChanged 0 SP:Iteration 83F (2732.913033 sec): 3 clusters Score: Raw -996509.723819 + Penalty 2980.634688 = -993529.089131 nChanged 0 Trying to split cluster 43 (6491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2732.942122 sec): 2 clusters Score: Raw -693432.324394 + Penalty 1426.452931 = -692005.871463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2732.997238 sec): 3 clusters Score: Raw -689925.684366 + Penalty 2852.905861 = -687072.778505 nChanged 2740 SP:Iteration 1F (2733.051575 sec): 3 clusters Score: Raw -691500.107192 + Penalty 2852.905861 = -688647.201331 nChanged 438 SP:Iteration 2F (2733.106184 sec): 3 clusters Score: Raw -691749.330094 + Penalty 2852.905861 = -688896.424233 nChanged 349 SP:Iteration 3F (2733.170843 sec): 3 clusters Score: Raw -691917.547380 + Penalty 2852.905861 = -689064.641519 nChanged 258 SP:Iteration 4Q (2733.215581 sec): 3 clusters Score: Raw -692056.801934 + Penalty 2852.905861 = -689203.896072 nChanged 268 SP:Iteration 5Q (2733.273593 sec): 3 clusters Score: Raw -692213.026653 + Penalty 2852.905861 = -689360.120792 nChanged 265 SP:Iteration 6Q (2733.332165 sec): 3 clusters Score: Raw -692370.321233 + Penalty 2852.905861 = -689517.415372 nChanged 289 SP:Iteration 7Q (2733.391123 sec): 3 clusters Score: Raw -692543.804555 + Penalty 2852.905861 = -689690.898694 nChanged 255 SP:Iteration 8Q (2733.449393 sec): 3 clusters Score: Raw -692693.116111 + Penalty 2852.905861 = -689840.210250 nChanged 212 SP:Iteration 9Q (2733.514060 sec): 3 clusters Score: Raw -692827.470119 + Penalty 2852.905861 = -689974.564257 nChanged 196 SP:Iteration 10Q (2733.560393 sec): 3 clusters Score: Raw -692954.712004 + Penalty 2852.905861 = -690101.806143 nChanged 166 SP:Iteration 11Q (2733.626379 sec): 3 clusters Score: Raw -693075.762101 + Penalty 2852.905861 = -690222.856240 nChanged 134 SP:Iteration 12Q (2733.685420 sec): 3 clusters Score: Raw -693162.977472 + Penalty 2852.905861 = -690310.071610 nChanged 106 SP:Iteration 13Q (2733.732419 sec): 3 clusters Score: Raw -693229.687628 + Penalty 2852.905861 = -690376.781766 nChanged 92 SP:Iteration 14Q (2733.800392 sec): 3 clusters Score: Raw -693276.092805 + Penalty 2852.905861 = -690423.186943 nChanged 74 SP:Iteration 15Q (2733.862033 sec): 3 clusters Score: Raw -693308.734270 + Penalty 2852.905861 = -690455.828408 nChanged 50 SP:Iteration 16Q (2733.908710 sec): 3 clusters Score: Raw -693332.664858 + Penalty 2852.905861 = -690479.758996 nChanged 45 SP:Iteration 17Q (2733.976329 sec): 3 clusters Score: Raw -693352.341138 + Penalty 2852.905861 = -690499.435277 nChanged 42 SP:Iteration 18Q (2734.030272 sec): 3 clusters Score: Raw -693366.317302 + Penalty 2852.905861 = -690513.411441 nChanged 40 SP:Iteration 19Q (2734.076272 sec): 3 clusters Score: Raw -693379.575008 + Penalty 2852.905861 = -690526.669146 nChanged 34 SP:Iteration 20F (2734.144846 sec): 3 clusters Score: Raw -693391.459635 + Penalty 2852.905861 = -690538.553773 nChanged 24 SP:Iteration 21Q (2734.199594 sec): 3 clusters Score: Raw -693401.996538 + Penalty 2852.905861 = -690549.090677 nChanged 26 SP:Iteration 22Q (2734.257148 sec): 3 clusters Score: Raw -693413.696626 + Penalty 2852.905861 = -690560.790764 nChanged 25 SP:Iteration 23Q (2734.314200 sec): 3 clusters Score: Raw -693423.319817 + Penalty 2852.905861 = -690570.413956 nChanged 24 SP:Iteration 24Q (2734.367636 sec): 3 clusters Score: Raw -693432.398346 + Penalty 2852.905861 = -690579.492484 nChanged 20 SP:Iteration 25Q (2734.419986 sec): 3 clusters Score: Raw -693441.764669 + Penalty 2852.905861 = -690588.858808 nChanged 24 SP:Iteration 26Q (2734.482983 sec): 3 clusters Score: Raw -693450.762216 + Penalty 2852.905861 = -690597.856355 nChanged 17 SP:Iteration 27Q (2734.532756 sec): 3 clusters Score: Raw -693457.939822 + Penalty 2852.905861 = -690605.033961 nChanged 16 SP:Iteration 28Q (2734.590996 sec): 3 clusters Score: Raw -693463.368040 + Penalty 2852.905861 = -690610.462179 nChanged 18 SP:Iteration 29Q (2734.657150 sec): 3 clusters Score: Raw -693472.320444 + Penalty 2852.905861 = -690619.414582 nChanged 14 SP:Iteration 30Q (2734.711805 sec): 3 clusters Score: Raw -693478.320029 + Penalty 2852.905861 = -690625.414168 nChanged 16 SP:Iteration 31Q (2734.755339 sec): 3 clusters Score: Raw -693486.106572 + Penalty 2852.905861 = -690633.200710 nChanged 19 SP:Iteration 32Q (2734.821336 sec): 3 clusters Score: Raw -693495.738310 + Penalty 2852.905861 = -690642.832449 nChanged 20 SP:Iteration 33Q (2734.874936 sec): 3 clusters Score: Raw -693506.082509 + Penalty 2852.905861 = -690653.176648 nChanged 22 SP:Iteration 34Q (2734.932827 sec): 3 clusters Score: Raw -693517.472353 + Penalty 2852.905861 = -690664.566492 nChanged 24 SP:Iteration 35Q (2734.989263 sec): 3 clusters Score: Raw -693526.837440 + Penalty 2852.905861 = -690673.931579 nChanged 18 SP:Iteration 36Q (2735.054807 sec): 3 clusters Score: Raw -693534.474514 + Penalty 2852.905861 = -690681.568653 nChanged 18 SP:Iteration 37Q (2735.109651 sec): 3 clusters Score: Raw -693542.010600 + Penalty 2852.905861 = -690689.104738 nChanged 18 SP:Iteration 38Q (2735.157089 sec): 3 clusters Score: Raw -693549.377353 + Penalty 2852.905861 = -690696.471492 nChanged 10 SP:Iteration 39Q (2735.221693 sec): 3 clusters Score: Raw -693553.823031 + Penalty 2852.905861 = -690700.917169 nChanged 10 SP:Iteration 40F (2735.268985 sec): 3 clusters Score: Raw -693558.519875 + Penalty 2852.905861 = -690705.614013 nChanged 1 SP:Iteration 41Q (2735.334393 sec): 3 clusters Score: Raw -693559.111427 + Penalty 2852.905861 = -690706.205566 nChanged 3 SP:Iteration 42Q (2735.385764 sec): 3 clusters Score: Raw -693560.656415 + Penalty 2852.905861 = -690707.750554 nChanged 3 SP:Iteration 43Q (2735.428969 sec): 3 clusters Score: Raw -693561.610748 + Penalty 2852.905861 = -690708.704886 nChanged 3 SP:Iteration 44Q (2735.495531 sec): 3 clusters Score: Raw -693562.506316 + Penalty 2852.905861 = -690709.600454 nChanged 2 SP:Iteration 45Q (2735.541036 sec): 3 clusters Score: Raw -693563.087008 + Penalty 2852.905861 = -690710.181147 nChanged 2 SP:Iteration 46Q (2735.591384 sec): 3 clusters Score: Raw -693563.362347 + Penalty 2852.905861 = -690710.456486 nChanged 1 SP:Iteration 47Q (2735.647385 sec): 3 clusters Score: Raw -693563.440422 + Penalty 2852.905861 = -690710.534561 nChanged 0 SP:Iteration 48F (2735.697846 sec): 3 clusters Score: Raw -693563.440422 + Penalty 2852.905861 = -690710.534561 nChanged 0 Trying to split cluster 44 (5880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2735.728524 sec): 2 clusters Score: Raw -629056.225902 + Penalty 1410.388207 = -627645.837695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2735.789682 sec): 3 clusters Score: Raw -625915.862815 + Penalty 2820.776413 = -623095.086401 nChanged 2426 SP:Iteration 1F (2735.839351 sec): 3 clusters Score: Raw -627261.842006 + Penalty 2820.776413 = -624441.065593 nChanged 402 SP:Iteration 2F (2735.894173 sec): 3 clusters Score: Raw -627475.225344 + Penalty 2820.776413 = -624654.448930 nChanged 307 SP:Iteration 3F (2735.947376 sec): 3 clusters Score: Raw -627629.746874 + Penalty 2820.776413 = -624808.970461 nChanged 268 SP:Iteration 4Q (2736.004105 sec): 3 clusters Score: Raw -627768.300374 + Penalty 2820.776413 = -624947.523961 nChanged 260 SP:Iteration 5Q (2736.051296 sec): 3 clusters Score: Raw -627892.345800 + Penalty 2820.776413 = -625071.569387 nChanged 209 SP:Iteration 6Q (2736.091927 sec): 3 clusters Score: Raw -628004.601774 + Penalty 2820.776413 = -625183.825361 nChanged 218 SP:Iteration 7Q (2736.150306 sec): 3 clusters Score: Raw -628143.124305 + Penalty 2820.776413 = -625322.347892 nChanged 219 SP:Iteration 8Q (2736.196880 sec): 3 clusters Score: Raw -628291.819295 + Penalty 2820.776413 = -625471.042882 nChanged 208 SP:Iteration 9Q (2736.261168 sec): 3 clusters Score: Raw -628428.494647 + Penalty 2820.776413 = -625607.718233 nChanged 186 SP:Iteration 10Q (2736.307159 sec): 3 clusters Score: Raw -628543.329913 + Penalty 2820.776413 = -625722.553499 nChanged 161 SP:Iteration 11Q (2736.363078 sec): 3 clusters Score: Raw -628639.140143 + Penalty 2820.776413 = -625818.363729 nChanged 128 SP:Iteration 12Q (2736.407347 sec): 3 clusters Score: Raw -628700.380989 + Penalty 2820.776413 = -625879.604576 nChanged 110 SP:Iteration 13Q (2736.465501 sec): 3 clusters Score: Raw -628755.388478 + Penalty 2820.776413 = -625934.612065 nChanged 92 SP:Iteration 14Q (2736.516464 sec): 3 clusters Score: Raw -628793.024142 + Penalty 2820.776413 = -625972.247729 nChanged 67 SP:Iteration 15Q (2736.566453 sec): 3 clusters Score: Raw -628822.337918 + Penalty 2820.776413 = -626001.561505 nChanged 66 SP:Iteration 16Q (2736.617951 sec): 3 clusters Score: Raw -628852.312468 + Penalty 2820.776413 = -626031.536055 nChanged 63 SP:Iteration 17Q (2736.680216 sec): 3 clusters Score: Raw -628882.929867 + Penalty 2820.776413 = -626062.153454 nChanged 59 SP:Iteration 18Q (2736.722243 sec): 3 clusters Score: Raw -628909.937298 + Penalty 2820.776413 = -626089.160885 nChanged 61 SP:Iteration 19Q (2736.772383 sec): 3 clusters Score: Raw -628936.384633 + Penalty 2820.776413 = -626115.608220 nChanged 57 SP:Iteration 20F (2736.823511 sec): 3 clusters Score: Raw -628961.465428 + Penalty 2820.776413 = -626140.689015 nChanged 49 SP:Iteration 21Q (2736.874403 sec): 3 clusters Score: Raw -628982.484584 + Penalty 2820.776413 = -626161.708170 nChanged 46 SP:Iteration 22Q (2736.925279 sec): 3 clusters Score: Raw -629004.502167 + Penalty 2820.776413 = -626183.725754 nChanged 31 SP:Iteration 23Q (2736.987215 sec): 3 clusters Score: Raw -629015.673349 + Penalty 2820.776413 = -626194.896936 nChanged 23 SP:Iteration 24Q (2737.037042 sec): 3 clusters Score: Raw -629024.685195 + Penalty 2820.776413 = -626203.908782 nChanged 25 SP:Iteration 25Q (2737.078455 sec): 3 clusters Score: Raw -629033.160818 + Penalty 2820.776413 = -626212.384405 nChanged 21 SP:Iteration 26Q (2737.128694 sec): 3 clusters Score: Raw -629040.130425 + Penalty 2820.776413 = -626219.354012 nChanged 22 SP:Iteration 27Q (2737.179420 sec): 3 clusters Score: Raw -629046.899333 + Penalty 2820.776413 = -626226.122920 nChanged 15 SP:Iteration 28Q (2737.220817 sec): 3 clusters Score: Raw -629050.810316 + Penalty 2820.776413 = -626230.033903 nChanged 14 SP:Iteration 29Q (2737.281429 sec): 3 clusters Score: Raw -629054.080796 + Penalty 2820.776413 = -626233.304383 nChanged 14 SP:Iteration 30Q (2737.323672 sec): 3 clusters Score: Raw -629058.765890 + Penalty 2820.776413 = -626237.989477 nChanged 13 SP:Iteration 31Q (2737.388379 sec): 3 clusters Score: Raw -629062.596416 + Penalty 2820.776413 = -626241.820003 nChanged 17 SP:Iteration 32Q (2737.422797 sec): 3 clusters Score: Raw -629068.257300 + Penalty 2820.776413 = -626247.480887 nChanged 13 SP:Iteration 33Q (2737.468738 sec): 3 clusters Score: Raw -629072.065214 + Penalty 2820.776413 = -626251.288801 nChanged 9 SP:Iteration 34Q (2737.531045 sec): 3 clusters Score: Raw -629075.171372 + Penalty 2820.776413 = -626254.394958 nChanged 13 SP:Iteration 35Q (2737.577658 sec): 3 clusters Score: Raw -629078.098650 + Penalty 2820.776413 = -626257.322237 nChanged 5 SP:Iteration 36Q (2737.613415 sec): 3 clusters Score: Raw -629079.210502 + Penalty 2820.776413 = -626258.434088 nChanged 3 SP:Iteration 37Q (2737.666726 sec): 3 clusters Score: Raw -629079.742419 + Penalty 2820.776413 = -626258.966006 nChanged 2 SP:Iteration 38Q (2737.704918 sec): 3 clusters Score: Raw -629080.001267 + Penalty 2820.776413 = -626259.224853 nChanged 1 SP:Iteration 39Q (2737.749443 sec): 3 clusters Score: Raw -629080.182249 + Penalty 2820.776413 = -626259.405836 nChanged 0 SP:Iteration 40F (2737.799331 sec): 3 clusters Score: Raw -629080.182249 + Penalty 2820.776413 = -626259.405836 nChanged 0 Trying to split cluster 45 (14270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2737.852023 sec): 2 clusters Score: Raw -1551982.447828 + Penalty 1554.461140 = -1550427.986687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2737.920311 sec): 3 clusters Score: Raw -1543486.568663 + Penalty 3108.922281 = -1540377.646382 nChanged 6382 SP:Iteration 1F (2737.989604 sec): 3 clusters Score: Raw -1547152.412489 + Penalty 3108.922281 = -1544043.490208 nChanged 925 SP:Iteration 2F (2738.044557 sec): 3 clusters Score: Raw -1547588.807418 + Penalty 3108.922281 = -1544479.885137 nChanged 835 SP:Iteration 3F (2738.117470 sec): 3 clusters Score: Raw -1548040.125744 + Penalty 3108.922281 = -1544931.203464 nChanged 839 SP:Iteration 4F (2738.190334 sec): 3 clusters Score: Raw -1548538.869955 + Penalty 3108.922281 = -1545429.947674 nChanged 830 SP:Iteration 5F (2738.258213 sec): 3 clusters Score: Raw -1549069.689416 + Penalty 3108.922281 = -1545960.767135 nChanged 819 SP:Iteration 6F (2738.330321 sec): 3 clusters Score: Raw -1549565.196090 + Penalty 3108.922281 = -1546456.273809 nChanged 694 SP:Iteration 7Q (2738.400676 sec): 3 clusters Score: Raw -1549955.952618 + Penalty 3108.922281 = -1546847.030337 nChanged 591 SP:Iteration 8Q (2738.471792 sec): 3 clusters Score: Raw -1550252.537725 + Penalty 3108.922281 = -1547143.615444 nChanged 476 SP:Iteration 9Q (2738.546026 sec): 3 clusters Score: Raw -1550458.580304 + Penalty 3108.922281 = -1547349.658023 nChanged 369 SP:Iteration 10Q (2738.619117 sec): 3 clusters Score: Raw -1550590.179005 + Penalty 3108.922281 = -1547481.256724 nChanged 283 SP:Iteration 11Q (2738.692007 sec): 3 clusters Score: Raw -1550672.847241 + Penalty 3108.922281 = -1547563.924960 nChanged 197 SP:Iteration 12Q (2738.763949 sec): 3 clusters Score: Raw -1550724.276136 + Penalty 3108.922281 = -1547615.353855 nChanged 152 SP:Iteration 13Q (2738.834464 sec): 3 clusters Score: Raw -1550758.605058 + Penalty 3108.922281 = -1547649.682777 nChanged 143 SP:Iteration 14Q (2738.905751 sec): 3 clusters Score: Raw -1550792.258555 + Penalty 3108.922281 = -1547683.336274 nChanged 129 SP:Iteration 15Q (2738.977178 sec): 3 clusters Score: Raw -1550823.678250 + Penalty 3108.922281 = -1547714.755969 nChanged 110 SP:Iteration 16Q (2739.044432 sec): 3 clusters Score: Raw -1550845.631853 + Penalty 3108.922281 = -1547736.709572 nChanged 106 SP:Iteration 17Q (2739.099644 sec): 3 clusters Score: Raw -1550870.665988 + Penalty 3108.922281 = -1547761.743707 nChanged 120 SP:Iteration 18Q (2739.164853 sec): 3 clusters Score: Raw -1550900.027601 + Penalty 3108.922281 = -1547791.105320 nChanged 131 SP:Iteration 19Q (2739.232305 sec): 3 clusters Score: Raw -1550927.925715 + Penalty 3108.922281 = -1547819.003435 nChanged 128 SP:Iteration 20F (2739.308771 sec): 3 clusters Score: Raw -1550955.402932 + Penalty 3108.922281 = -1547846.480651 nChanged 133 SP:Iteration 21Q (2739.369627 sec): 3 clusters Score: Raw -1550983.764336 + Penalty 3108.922281 = -1547874.842055 nChanged 130 SP:Iteration 22Q (2739.446816 sec): 3 clusters Score: Raw -1551012.171407 + Penalty 3108.922281 = -1547903.249126 nChanged 134 SP:Iteration 23Q (2739.510337 sec): 3 clusters Score: Raw -1551040.760061 + Penalty 3108.922281 = -1547931.837780 nChanged 143 SP:Iteration 24Q (2739.586517 sec): 3 clusters Score: Raw -1551071.951553 + Penalty 3108.922281 = -1547963.029272 nChanged 125 SP:Iteration 25Q (2739.640884 sec): 3 clusters Score: Raw -1551099.225900 + Penalty 3108.922281 = -1547990.303619 nChanged 135 SP:Iteration 26Q (2739.717273 sec): 3 clusters Score: Raw -1551129.707537 + Penalty 3108.922281 = -1548020.785256 nChanged 135 SP:Iteration 27Q (2739.785619 sec): 3 clusters Score: Raw -1551159.133443 + Penalty 3108.922281 = -1548050.211162 nChanged 130 SP:Iteration 28Q (2739.858969 sec): 3 clusters Score: Raw -1551187.297173 + Penalty 3108.922281 = -1548078.374892 nChanged 118 SP:Iteration 29Q (2739.916039 sec): 3 clusters Score: Raw -1551212.748845 + Penalty 3108.922281 = -1548103.826565 nChanged 119 SP:Iteration 30Q (2739.983604 sec): 3 clusters Score: Raw -1551238.670277 + Penalty 3108.922281 = -1548129.747996 nChanged 117 SP:Iteration 31Q (2740.049462 sec): 3 clusters Score: Raw -1551268.297606 + Penalty 3108.922281 = -1548159.375325 nChanged 119 SP:Iteration 32Q (2740.111752 sec): 3 clusters Score: Raw -1551300.891849 + Penalty 3108.922281 = -1548191.969568 nChanged 160 SP:Iteration 33Q (2740.192194 sec): 3 clusters Score: Raw -1551346.499289 + Penalty 3108.922281 = -1548237.577008 nChanged 146 SP:Iteration 34Q (2740.248293 sec): 3 clusters Score: Raw -1551383.292656 + Penalty 3108.922281 = -1548274.370375 nChanged 127 SP:Iteration 35Q (2740.326414 sec): 3 clusters Score: Raw -1551418.162150 + Penalty 3108.922281 = -1548309.239870 nChanged 135 SP:Iteration 36Q (2740.385565 sec): 3 clusters Score: Raw -1551460.978890 + Penalty 3108.922281 = -1548352.056609 nChanged 135 SP:Iteration 37Q (2740.461990 sec): 3 clusters Score: Raw -1551501.057050 + Penalty 3108.922281 = -1548392.134769 nChanged 120 SP:Iteration 38Q (2740.523849 sec): 3 clusters Score: Raw -1551534.146536 + Penalty 3108.922281 = -1548425.224255 nChanged 103 SP:Iteration 39Q (2740.593072 sec): 3 clusters Score: Raw -1551563.175905 + Penalty 3108.922281 = -1548454.253624 nChanged 105 SP:Iteration 40F (2740.670755 sec): 3 clusters Score: Raw -1551591.327761 + Penalty 3108.922281 = -1548482.405480 nChanged 114 SP:Iteration 41Q (2740.740453 sec): 3 clusters Score: Raw -1551624.338269 + Penalty 3108.922281 = -1548515.415988 nChanged 120 SP:Iteration 42Q (2740.810309 sec): 3 clusters Score: Raw -1551659.058761 + Penalty 3108.922281 = -1548550.136480 nChanged 104 SP:Iteration 43Q (2740.870126 sec): 3 clusters Score: Raw -1551690.101468 + Penalty 3108.922281 = -1548581.179187 nChanged 108 SP:Iteration 44Q (2740.947691 sec): 3 clusters Score: Raw -1551724.967997 + Penalty 3108.922281 = -1548616.045716 nChanged 114 SP:Iteration 45Q (2741.009372 sec): 3 clusters Score: Raw -1551763.775085 + Penalty 3108.922281 = -1548654.852804 nChanged 116 SP:Iteration 46Q (2741.071561 sec): 3 clusters Score: Raw -1551805.177568 + Penalty 3108.922281 = -1548696.255287 nChanged 113 SP:Iteration 47Q (2741.125758 sec): 3 clusters Score: Raw -1551847.252487 + Penalty 3108.922281 = -1548738.330206 nChanged 114 SP:Iteration 48Q (2741.189360 sec): 3 clusters Score: Raw -1551895.314286 + Penalty 3108.922281 = -1548786.392005 nChanged 122 SP:Iteration 49Q (2741.259243 sec): 3 clusters Score: Raw -1551945.361218 + Penalty 3108.922281 = -1548836.438937 nChanged 100 SP:Iteration 50Q (2741.314904 sec): 3 clusters Score: Raw -1551984.614273 + Penalty 3108.922281 = -1548875.691992 nChanged 83 SP:Iteration 51Q (2741.373917 sec): 3 clusters Score: Raw -1552016.343531 + Penalty 3108.922281 = -1548907.421250 nChanged 68 SP:Iteration 52Q (2741.428080 sec): 3 clusters Score: Raw -1552037.354137 + Penalty 3108.922281 = -1548928.431856 nChanged 60 SP:Iteration 53Q (2741.483249 sec): 3 clusters Score: Raw -1552053.821447 + Penalty 3108.922281 = -1548944.899166 nChanged 51 SP:Iteration 54Q (2741.551073 sec): 3 clusters Score: Raw -1552070.302108 + Penalty 3108.922281 = -1548961.379827 nChanged 52 SP:Iteration 55Q (2741.614137 sec): 3 clusters Score: Raw -1552090.173218 + Penalty 3108.922281 = -1548981.250937 nChanged 51 SP:Iteration 56Q (2741.675344 sec): 3 clusters Score: Raw -1552109.688348 + Penalty 3108.922281 = -1549000.766067 nChanged 53 SP:Iteration 57Q (2741.733443 sec): 3 clusters Score: Raw -1552131.302453 + Penalty 3108.922281 = -1549022.380172 nChanged 54 SP:Iteration 58Q (2741.794679 sec): 3 clusters Score: Raw -1552152.020584 + Penalty 3108.922281 = -1549043.098303 nChanged 47 SP:Iteration 59Q (2741.855578 sec): 3 clusters Score: Raw -1552168.380755 + Penalty 3108.922281 = -1549059.458474 nChanged 47 SP:Iteration 60F (2741.920861 sec): 3 clusters Score: Raw -1552184.988924 + Penalty 3108.922281 = -1549076.066643 nChanged 37 SP:Iteration 61Q (2741.986916 sec): 3 clusters Score: Raw -1552197.972019 + Penalty 3108.922281 = -1549089.049738 nChanged 28 SP:Iteration 62Q (2742.052683 sec): 3 clusters Score: Raw -1552206.841553 + Penalty 3108.922281 = -1549097.919272 nChanged 25 SP:Iteration 63Q (2742.118582 sec): 3 clusters Score: Raw -1552216.784889 + Penalty 3108.922281 = -1549107.862608 nChanged 22 SP:Iteration 64Q (2742.183792 sec): 3 clusters Score: Raw -1552225.188077 + Penalty 3108.922281 = -1549116.265796 nChanged 15 SP:Iteration 65Q (2742.249746 sec): 3 clusters Score: Raw -1552229.305449 + Penalty 3108.922281 = -1549120.383168 nChanged 14 SP:Iteration 66Q (2742.323161 sec): 3 clusters Score: Raw -1552234.371243 + Penalty 3108.922281 = -1549125.448962 nChanged 18 SP:Iteration 67Q (2742.374151 sec): 3 clusters Score: Raw -1552239.220016 + Penalty 3108.922281 = -1549130.297735 nChanged 16 SP:Iteration 68Q (2742.442438 sec): 3 clusters Score: Raw -1552244.934954 + Penalty 3108.922281 = -1549136.012673 nChanged 13 SP:Iteration 69Q (2742.493951 sec): 3 clusters Score: Raw -1552248.143974 + Penalty 3108.922281 = -1549139.221693 nChanged 9 SP:Iteration 70Q (2742.565481 sec): 3 clusters Score: Raw -1552250.013794 + Penalty 3108.922281 = -1549141.091513 nChanged 8 SP:Iteration 71Q (2742.618464 sec): 3 clusters Score: Raw -1552252.640587 + Penalty 3108.922281 = -1549143.718306 nChanged 14 SP:Iteration 72Q (2742.680269 sec): 3 clusters Score: Raw -1552257.368063 + Penalty 3108.922281 = -1549148.445782 nChanged 10 SP:Iteration 73Q (2742.748829 sec): 3 clusters Score: Raw -1552260.381476 + Penalty 3108.922281 = -1549151.459195 nChanged 13 SP:Iteration 74Q (2742.825381 sec): 3 clusters Score: Raw -1552265.596239 + Penalty 3108.922281 = -1549156.673958 nChanged 11 SP:Iteration 75Q (2742.889566 sec): 3 clusters Score: Raw -1552268.947233 + Penalty 3108.922281 = -1549160.024952 nChanged 11 SP:Iteration 76Q (2742.958692 sec): 3 clusters Score: Raw -1552273.176580 + Penalty 3108.922281 = -1549164.254299 nChanged 13 SP:Iteration 77Q (2743.024629 sec): 3 clusters Score: Raw -1552278.469330 + Penalty 3108.922281 = -1549169.547049 nChanged 8 SP:Iteration 78Q (2743.092204 sec): 3 clusters Score: Raw -1552281.434990 + Penalty 3108.922281 = -1549172.512709 nChanged 6 SP:Iteration 79Q (2743.158784 sec): 3 clusters Score: Raw -1552283.628895 + Penalty 3108.922281 = -1549174.706614 nChanged 8 SP:Iteration 80F (2743.219911 sec): 3 clusters Score: Raw -1552285.688526 + Penalty 3108.922281 = -1549176.766245 nChanged 10 SP:Iteration 81Q (2743.274500 sec): 3 clusters Score: Raw -1552288.352198 + Penalty 3108.922281 = -1549179.429918 nChanged 6 SP:Iteration 82Q (2743.345540 sec): 3 clusters Score: Raw -1552289.486567 + Penalty 3108.922281 = -1549180.564287 nChanged 1 SP:Iteration 83Q (2743.408947 sec): 3 clusters Score: Raw -1552289.674048 + Penalty 3108.922281 = -1549180.751767 nChanged 1 SP:Iteration 84Q (2743.459920 sec): 3 clusters Score: Raw -1552289.761123 + Penalty 3108.922281 = -1549180.838842 nChanged 0 SP:Iteration 85F (2743.525937 sec): 3 clusters Score: Raw -1552289.761123 + Penalty 3108.922281 = -1549180.838842 nChanged 0 Iteration 259Q (2749.822017 sec): 46 clusters Score: Raw -50087355.540890 + Penalty 95846.867654 = -49991508.673236 nChanged 210 Iteration 260F (2763.468339 sec): 46 clusters Score: Raw -50087364.203377 + Penalty 95846.867654 = -49991517.335723 nChanged 218 Iteration 261Q (2769.404181 sec): 46 clusters Score: Raw -50087374.018315 + Penalty 95846.867654 = -49991527.150661 nChanged 256 Iteration 262Q (2775.318388 sec): 46 clusters Score: Raw -50087385.999252 + Penalty 95846.867654 = -49991539.131598 nChanged 230 Iteration 263Q (2781.163330 sec): 46 clusters Score: Raw -50087396.643536 + Penalty 95846.867654 = -49991549.775882 nChanged 233 Iteration 264Q (2787.048888 sec): 46 clusters Score: Raw -50087406.816428 + Penalty 95846.867654 = -49991559.948773 nChanged 213 Iteration 265Q (2792.851754 sec): 46 clusters Score: Raw -50087416.989355 + Penalty 95846.867654 = -49991570.121701 nChanged 230 Iteration 266Q (2798.728099 sec): 46 clusters Score: Raw -50087425.494317 + Penalty 95846.867654 = -49991578.626663 nChanged 187 Iteration 267Q (2804.605531 sec): 46 clusters Score: Raw -50087433.501290 + Penalty 95846.867654 = -49991586.633636 nChanged 202 Iteration 268Q (2810.238355 sec): 46 clusters Score: Raw -50087442.996399 + Penalty 95846.867654 = -49991596.128745 nChanged 208 Iteration 269Q (2815.929656 sec): 46 clusters Score: Raw -50087451.596313 + Penalty 95846.867654 = -49991604.728659 nChanged 196 Iteration 270Q (2821.721562 sec): 46 clusters Score: Raw -50087459.895377 + Penalty 95846.867654 = -49991613.027723 nChanged 209 Iteration 271Q (2827.223254 sec): 46 clusters Score: Raw -50087468.564411 + Penalty 95846.867654 = -49991621.696757 nChanged 211 Iteration 272Q (2833.065103 sec): 46 clusters Score: Raw -50087476.701300 + Penalty 95846.867654 = -49991629.833646 nChanged 196 Iteration 273Q (2838.774351 sec): 46 clusters Score: Raw -50087484.126374 + Penalty 95846.867654 = -49991637.258720 nChanged 190 Iteration 274Q (2844.572733 sec): 46 clusters Score: Raw -50087491.468123 + Penalty 95846.867654 = -49991644.600469 nChanged 181 Iteration 275Q (2850.529003 sec): 46 clusters Score: Raw -50087498.583312 + Penalty 95846.867654 = -49991651.715658 nChanged 185 Iteration 276Q (2856.213456 sec): 46 clusters Score: Raw -50087505.380790 + Penalty 95846.867654 = -49991658.513135 nChanged 192 Iteration 277Q (2862.193553 sec): 46 clusters Score: Raw -50087512.111918 + Penalty 95846.867654 = -49991665.244264 nChanged 176 Iteration 278Q (2868.011291 sec): 46 clusters Score: Raw -50087518.330565 + Penalty 95846.867654 = -49991671.462911 nChanged 154 Iteration 279Q (2874.007885 sec): 46 clusters Score: Raw -50087523.721827 + Penalty 95846.867654 = -49991676.854173 nChanged 160 Iteration 280F (2887.671484 sec): 46 clusters Score: Raw -50087529.502002 + Penalty 95846.867654 = -49991682.634348 nChanged 142 Iteration 281Q (2893.137810 sec): 46 clusters Score: Raw -50087534.374985 + Penalty 95846.867654 = -49991687.507331 nChanged 161 Iteration 282Q (2898.846728 sec): 46 clusters Score: Raw -50087539.845827 + Penalty 95846.867654 = -49991692.978173 nChanged 147 Iteration 283Q (2904.512741 sec): 46 clusters Score: Raw -50087545.165928 + Penalty 95846.867654 = -49991698.298274 nChanged 154 Iteration 284Q (2910.282392 sec): 46 clusters Score: Raw -50087550.831274 + Penalty 95846.867654 = -49991703.963620 nChanged 148 Iteration 285Q (2915.865114 sec): 46 clusters Score: Raw -50087556.322894 + Penalty 95846.867654 = -49991709.455240 nChanged 152 Iteration 286Q (2921.579796 sec): 46 clusters Score: Raw -50087562.883832 + Penalty 95846.867654 = -49991716.016178 nChanged 177 Iteration 287Q (2927.318697 sec): 46 clusters Score: Raw -50087570.012538 + Penalty 95846.867654 = -49991723.144884 nChanged 178 Iteration 288Q (2933.144018 sec): 46 clusters Score: Raw -50087576.567422 + Penalty 95846.867654 = -49991729.699768 nChanged 171 Iteration 289Q (2938.977635 sec): 46 clusters Score: Raw -50087583.219695 + Penalty 95846.867654 = -49991736.352041 nChanged 173 Iteration 290Q (2944.549989 sec): 46 clusters Score: Raw -50087589.492870 + Penalty 95846.867654 = -49991742.625216 nChanged 177 Iteration 291Q (2950.048325 sec): 46 clusters Score: Raw -50087596.298652 + Penalty 95846.867654 = -49991749.430998 nChanged 182 Iteration 292Q (2956.263832 sec): 46 clusters Score: Raw -50087603.388974 + Penalty 95846.867654 = -49991756.521320 nChanged 184 Iteration 293Q (2962.550049 sec): 46 clusters Score: Raw -50087611.581554 + Penalty 95846.867654 = -49991764.713900 nChanged 191 Iteration 294Q (2968.898111 sec): 46 clusters Score: Raw -50087619.159787 + Penalty 95846.867654 = -49991772.292133 nChanged 199 Iteration 295Q (2974.823175 sec): 46 clusters Score: Raw -50087626.422899 + Penalty 95846.867654 = -49991779.555245 nChanged 179 Iteration 296Q (2980.978431 sec): 46 clusters Score: Raw -50087632.957160 + Penalty 95846.867654 = -49991786.089506 nChanged 153 Iteration 297Q (2987.123131 sec): 46 clusters Score: Raw -50087638.127636 + Penalty 95846.867654 = -49991791.259982 nChanged 156 Iteration 298Q (2993.053954 sec): 46 clusters Score: Raw -50087642.602188 + Penalty 95846.867654 = -49991795.734534 nChanged 125 Writing temp clu file Because OldScore, -49991791.259982, is greater than current (better) Score,-49991795.734534 Compute initial score before splitting: Score: Raw -50087642.602188 + Penalty 95846.867654 = -49991795.734534 Trying to split cluster 1 (14010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2993.240832 sec): 2 clusters Score: Raw -1490703.096292 + Penalty 1551.473079 = -1489151.623213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2993.307766 sec): 3 clusters Score: Raw -1482407.568230 + Penalty 3102.946158 = -1479304.622072 nChanged 6291 SP:Iteration 1F (2993.378403 sec): 3 clusters Score: Raw -1485939.497636 + Penalty 3102.946158 = -1482836.551479 nChanged 863 SP:Iteration 2F (2993.433757 sec): 3 clusters Score: Raw -1486332.106804 + Penalty 3102.946158 = -1483229.160647 nChanged 761 SP:Iteration 3F (2993.500117 sec): 3 clusters Score: Raw -1486716.957389 + Penalty 3102.946158 = -1483614.011231 nChanged 742 SP:Iteration 4F (2993.563612 sec): 3 clusters Score: Raw -1487139.597718 + Penalty 3102.946158 = -1484036.651561 nChanged 770 SP:Iteration 5F (2993.629130 sec): 3 clusters Score: Raw -1487610.334367 + Penalty 3102.946158 = -1484507.388209 nChanged 723 SP:Iteration 6F (2993.699960 sec): 3 clusters Score: Raw -1488067.760759 + Penalty 3102.946158 = -1484964.814601 nChanged 675 SP:Iteration 7Q (2993.760866 sec): 3 clusters Score: Raw -1488472.201521 + Penalty 3102.946158 = -1485369.255363 nChanged 602 SP:Iteration 8Q (2993.835929 sec): 3 clusters Score: Raw -1488825.649898 + Penalty 3102.946158 = -1485722.703740 nChanged 568 SP:Iteration 9Q (2993.898831 sec): 3 clusters Score: Raw -1489133.817880 + Penalty 3102.946158 = -1486030.871722 nChanged 486 SP:Iteration 10Q (2993.959217 sec): 3 clusters Score: Raw -1489372.340257 + Penalty 3102.946158 = -1486269.394099 nChanged 429 SP:Iteration 11Q (2994.024468 sec): 3 clusters Score: Raw -1489578.779532 + Penalty 3102.946158 = -1486475.833374 nChanged 378 SP:Iteration 12Q (2994.087523 sec): 3 clusters Score: Raw -1489756.687192 + Penalty 3102.946158 = -1486653.741034 nChanged 339 SP:Iteration 13Q (2994.161595 sec): 3 clusters Score: Raw -1489921.841147 + Penalty 3102.946158 = -1486818.894989 nChanged 314 SP:Iteration 14Q (2994.216475 sec): 3 clusters Score: Raw -1490082.835023 + Penalty 3102.946158 = -1486979.888865 nChanged 284 SP:Iteration 15Q (2994.288837 sec): 3 clusters Score: Raw -1490239.224568 + Penalty 3102.946158 = -1487136.278410 nChanged 288 SP:Iteration 16Q (2994.346784 sec): 3 clusters Score: Raw -1490406.534627 + Penalty 3102.946158 = -1487303.588469 nChanged 224 SP:Iteration 17Q (2994.418300 sec): 3 clusters Score: Raw -1490517.591580 + Penalty 3102.946158 = -1487414.645422 nChanged 196 SP:Iteration 18Q (2994.483242 sec): 3 clusters Score: Raw -1490617.219424 + Penalty 3102.946158 = -1487514.273266 nChanged 171 SP:Iteration 19Q (2994.552585 sec): 3 clusters Score: Raw -1490700.784569 + Penalty 3102.946158 = -1487597.838411 nChanged 138 SP:Iteration 20F (2994.629262 sec): 3 clusters Score: Raw -1490761.337679 + Penalty 3102.946158 = -1487658.391521 nChanged 120 SP:Iteration 21Q (2994.695052 sec): 3 clusters Score: Raw -1490807.989117 + Penalty 3102.946158 = -1487705.042960 nChanged 99 SP:Iteration 22Q (2994.766109 sec): 3 clusters Score: Raw -1490845.550629 + Penalty 3102.946158 = -1487742.604471 nChanged 89 SP:Iteration 23Q (2994.815546 sec): 3 clusters Score: Raw -1490875.855814 + Penalty 3102.946158 = -1487772.909656 nChanged 78 SP:Iteration 24Q (2994.890502 sec): 3 clusters Score: Raw -1490902.255240 + Penalty 3102.946158 = -1487799.309082 nChanged 53 SP:Iteration 25Q (2994.955671 sec): 3 clusters Score: Raw -1490918.120880 + Penalty 3102.946158 = -1487815.174722 nChanged 47 SP:Iteration 26Q (2995.022507 sec): 3 clusters Score: Raw -1490930.110126 + Penalty 3102.946158 = -1487827.163968 nChanged 32 SP:Iteration 27Q (2995.090905 sec): 3 clusters Score: Raw -1490938.332333 + Penalty 3102.946158 = -1487835.386175 nChanged 32 SP:Iteration 28Q (2995.153598 sec): 3 clusters Score: Raw -1490946.859583 + Penalty 3102.946158 = -1487843.913425 nChanged 34 SP:Iteration 29Q (2995.210641 sec): 3 clusters Score: Raw -1490955.742038 + Penalty 3102.946158 = -1487852.795880 nChanged 32 SP:Iteration 30Q (2995.264452 sec): 3 clusters Score: Raw -1490963.574257 + Penalty 3102.946158 = -1487860.628099 nChanged 23 SP:Iteration 31Q (2995.329005 sec): 3 clusters Score: Raw -1490968.472122 + Penalty 3102.946158 = -1487865.525964 nChanged 17 SP:Iteration 32Q (2995.401376 sec): 3 clusters Score: Raw -1490972.200229 + Penalty 3102.946158 = -1487869.254071 nChanged 18 SP:Iteration 33Q (2995.456099 sec): 3 clusters Score: Raw -1490976.292308 + Penalty 3102.946158 = -1487873.346150 nChanged 15 SP:Iteration 34Q (2995.518599 sec): 3 clusters Score: Raw -1490978.794695 + Penalty 3102.946158 = -1487875.848537 nChanged 10 SP:Iteration 35Q (2995.578990 sec): 3 clusters Score: Raw -1490980.657601 + Penalty 3102.946158 = -1487877.711443 nChanged 7 SP:Iteration 36Q (2995.632482 sec): 3 clusters Score: Raw -1490981.964084 + Penalty 3102.946158 = -1487879.017927 nChanged 7 SP:Iteration 37Q (2995.705991 sec): 3 clusters Score: Raw -1490983.460817 + Penalty 3102.946158 = -1487880.514660 nChanged 4 SP:Iteration 38Q (2995.757903 sec): 3 clusters Score: Raw -1490984.219556 + Penalty 3102.946158 = -1487881.273398 nChanged 6 SP:Iteration 39Q (2995.825711 sec): 3 clusters Score: Raw -1490985.344700 + Penalty 3102.946158 = -1487882.398542 nChanged 7 SP:Iteration 40F (2995.911052 sec): 3 clusters Score: Raw -1490986.852305 + Penalty 3102.946158 = -1487883.906147 nChanged 5 SP:Iteration 41Q (2995.975290 sec): 3 clusters Score: Raw -1490987.903994 + Penalty 3102.946158 = -1487884.957836 nChanged 4 SP:Iteration 42Q (2996.039206 sec): 3 clusters Score: Raw -1490988.698905 + Penalty 3102.946158 = -1487885.752747 nChanged 6 SP:Iteration 43Q (2996.112799 sec): 3 clusters Score: Raw -1490989.519272 + Penalty 3102.946158 = -1487886.573114 nChanged 5 SP:Iteration 44Q (2996.178723 sec): 3 clusters Score: Raw -1490990.337223 + Penalty 3102.946158 = -1487887.391065 nChanged 3 SP:Iteration 45Q (2996.239786 sec): 3 clusters Score: Raw -1490990.818974 + Penalty 3102.946158 = -1487887.872817 nChanged 2 SP:Iteration 46Q (2996.312588 sec): 3 clusters Score: Raw -1490991.030301 + Penalty 3102.946158 = -1487888.084143 nChanged 0 SP:Iteration 47F (2996.390856 sec): 3 clusters Score: Raw -1490991.030301 + Penalty 3102.946158 = -1487888.084143 nChanged 0 Trying to split cluster 2 (16459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2996.425321 sec): 2 clusters Score: Raw -1664456.986227 + Penalty 1577.652004 = -1662879.334222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2996.494402 sec): 3 clusters Score: Raw -1654720.299843 + Penalty 3155.304009 = -1651564.995834 nChanged 7395 SP:Iteration 1F (2996.566500 sec): 3 clusters Score: Raw -1658701.664437 + Penalty 3155.304009 = -1655546.360429 nChanged 932 SP:Iteration 2F (2996.638932 sec): 3 clusters Score: Raw -1659035.859487 + Penalty 3155.304009 = -1655880.555478 nChanged 791 SP:Iteration 3Q (2996.696608 sec): 3 clusters Score: Raw -1659303.636543 + Penalty 3155.304009 = -1656148.332534 nChanged 655 SP:Iteration 4Q (2996.775051 sec): 3 clusters Score: Raw -1659519.400026 + Penalty 3155.304009 = -1656364.096017 nChanged 616 SP:Iteration 5Q (2996.840252 sec): 3 clusters Score: Raw -1659736.293524 + Penalty 3155.304009 = -1656580.989516 nChanged 626 SP:Iteration 6Q (2996.908186 sec): 3 clusters Score: Raw -1659997.461725 + Penalty 3155.304009 = -1656842.157716 nChanged 642 SP:Iteration 7Q (2996.978716 sec): 3 clusters Score: Raw -1660265.799962 + Penalty 3155.304009 = -1657110.495953 nChanged 660 SP:Iteration 8Q (2997.053557 sec): 3 clusters Score: Raw -1660593.272359 + Penalty 3155.304009 = -1657437.968351 nChanged 712 SP:Iteration 9Q (2997.120484 sec): 3 clusters Score: Raw -1660964.078332 + Penalty 3155.304009 = -1657808.774323 nChanged 703 SP:Iteration 10Q (2997.186641 sec): 3 clusters Score: Raw -1661343.276474 + Penalty 3155.304009 = -1658187.972465 nChanged 678 SP:Iteration 11Q (2997.256356 sec): 3 clusters Score: Raw -1661711.034235 + Penalty 3155.304009 = -1658555.730226 nChanged 633 SP:Iteration 12Q (2997.335361 sec): 3 clusters Score: Raw -1662057.014644 + Penalty 3155.304009 = -1658901.710635 nChanged 571 SP:Iteration 13Q (2997.403695 sec): 3 clusters Score: Raw -1662370.744254 + Penalty 3155.304009 = -1659215.440245 nChanged 538 SP:Iteration 14Q (2997.483762 sec): 3 clusters Score: Raw -1662661.803480 + Penalty 3155.304009 = -1659506.499471 nChanged 444 SP:Iteration 15Q (2997.554014 sec): 3 clusters Score: Raw -1662902.420296 + Penalty 3155.304009 = -1659747.116287 nChanged 401 SP:Iteration 16Q (2997.618014 sec): 3 clusters Score: Raw -1663117.020602 + Penalty 3155.304009 = -1659961.716594 nChanged 362 SP:Iteration 17Q (2997.694759 sec): 3 clusters Score: Raw -1663278.136781 + Penalty 3155.304009 = -1660122.832772 nChanged 311 SP:Iteration 18Q (2997.756807 sec): 3 clusters Score: Raw -1663402.097876 + Penalty 3155.304009 = -1660246.793867 nChanged 240 SP:Iteration 19Q (2997.833435 sec): 3 clusters Score: Raw -1663493.676284 + Penalty 3155.304009 = -1660338.372276 nChanged 191 SP:Iteration 20F (2997.891928 sec): 3 clusters Score: Raw -1663568.928705 + Penalty 3155.304009 = -1660413.624697 nChanged 181 SP:Iteration 21Q (2997.950819 sec): 3 clusters Score: Raw -1663627.793087 + Penalty 3155.304009 = -1660472.489078 nChanged 159 SP:Iteration 22Q (2998.019822 sec): 3 clusters Score: Raw -1663680.491480 + Penalty 3155.304009 = -1660525.187471 nChanged 152 SP:Iteration 23Q (2998.097523 sec): 3 clusters Score: Raw -1663735.071437 + Penalty 3155.304009 = -1660579.767429 nChanged 158 SP:Iteration 24Q (2998.171510 sec): 3 clusters Score: Raw -1663795.125614 + Penalty 3155.304009 = -1660639.821606 nChanged 165 SP:Iteration 25Q (2998.242337 sec): 3 clusters Score: Raw -1663867.708586 + Penalty 3155.304009 = -1660712.404578 nChanged 177 SP:Iteration 26Q (2998.309868 sec): 3 clusters Score: Raw -1663942.090737 + Penalty 3155.304009 = -1660786.786728 nChanged 185 SP:Iteration 27Q (2998.388404 sec): 3 clusters Score: Raw -1664033.952907 + Penalty 3155.304009 = -1660878.648898 nChanged 185 SP:Iteration 28Q (2998.465711 sec): 3 clusters Score: Raw -1664138.901783 + Penalty 3155.304009 = -1660983.597775 nChanged 184 SP:Iteration 29Q (2998.545019 sec): 3 clusters Score: Raw -1664238.264164 + Penalty 3155.304009 = -1661082.960155 nChanged 172 SP:Iteration 30Q (2998.620447 sec): 3 clusters Score: Raw -1664325.965176 + Penalty 3155.304009 = -1661170.661167 nChanged 145 SP:Iteration 31Q (2998.685358 sec): 3 clusters Score: Raw -1664398.376424 + Penalty 3155.304009 = -1661243.072416 nChanged 140 SP:Iteration 32Q (2998.754929 sec): 3 clusters Score: Raw -1664477.492108 + Penalty 3155.304009 = -1661322.188100 nChanged 132 SP:Iteration 33Q (2998.824232 sec): 3 clusters Score: Raw -1664546.175238 + Penalty 3155.304009 = -1661390.871229 nChanged 104 SP:Iteration 34Q (2998.887197 sec): 3 clusters Score: Raw -1664590.698589 + Penalty 3155.304009 = -1661435.394581 nChanged 98 SP:Iteration 35Q (2998.944187 sec): 3 clusters Score: Raw -1664623.753606 + Penalty 3155.304009 = -1661468.449598 nChanged 68 SP:Iteration 36Q (2999.011126 sec): 3 clusters Score: Raw -1664646.899036 + Penalty 3155.304009 = -1661491.595027 nChanged 63 SP:Iteration 37Q (2999.085902 sec): 3 clusters Score: Raw -1664666.740253 + Penalty 3155.304009 = -1661511.436244 nChanged 49 SP:Iteration 38Q (2999.142357 sec): 3 clusters Score: Raw -1664681.837821 + Penalty 3155.304009 = -1661526.533812 nChanged 47 SP:Iteration 39Q (2999.205472 sec): 3 clusters Score: Raw -1664696.135746 + Penalty 3155.304009 = -1661540.831737 nChanged 43 SP:Iteration 40F (2999.278565 sec): 3 clusters Score: Raw -1664710.342385 + Penalty 3155.304009 = -1661555.038377 nChanged 36 SP:Iteration 41Q (2999.344652 sec): 3 clusters Score: Raw -1664718.266944 + Penalty 3155.304009 = -1661562.962936 nChanged 26 SP:Iteration 42Q (2999.416582 sec): 3 clusters Score: Raw -1664724.613344 + Penalty 3155.304009 = -1661569.309335 nChanged 32 SP:Iteration 43Q (2999.482959 sec): 3 clusters Score: Raw -1664734.337159 + Penalty 3155.304009 = -1661579.033151 nChanged 31 SP:Iteration 44Q (2999.552672 sec): 3 clusters Score: Raw -1664742.595207 + Penalty 3155.304009 = -1661587.291198 nChanged 26 SP:Iteration 45Q (2999.617906 sec): 3 clusters Score: Raw -1664748.374928 + Penalty 3155.304009 = -1661593.070920 nChanged 25 SP:Iteration 46Q (2999.680349 sec): 3 clusters Score: Raw -1664752.838845 + Penalty 3155.304009 = -1661597.534836 nChanged 19 SP:Iteration 47Q (2999.745115 sec): 3 clusters Score: Raw -1664756.544025 + Penalty 3155.304009 = -1661601.240016 nChanged 22 SP:Iteration 48Q (2999.815147 sec): 3 clusters Score: Raw -1664760.066050 + Penalty 3155.304009 = -1661604.762042 nChanged 17 SP:Iteration 49Q (2999.881525 sec): 3 clusters Score: Raw -1664763.635113 + Penalty 3155.304009 = -1661608.331105 nChanged 18 SP:Iteration 50Q (2999.945517 sec): 3 clusters Score: Raw -1664768.636101 + Penalty 3155.304009 = -1661613.332092 nChanged 17 SP:Iteration 51Q (3000.007036 sec): 3 clusters Score: Raw -1664773.600691 + Penalty 3155.304009 = -1661618.296682 nChanged 20 SP:Iteration 52Q (3000.071696 sec): 3 clusters Score: Raw -1664778.565302 + Penalty 3155.304009 = -1661623.261293 nChanged 22 SP:Iteration 53Q (3000.137913 sec): 3 clusters Score: Raw -1664784.091263 + Penalty 3155.304009 = -1661628.787255 nChanged 26 SP:Iteration 54Q (3000.210937 sec): 3 clusters Score: Raw -1664792.537696 + Penalty 3155.304009 = -1661637.233688 nChanged 30 SP:Iteration 55Q (3000.286401 sec): 3 clusters Score: Raw -1664798.712443 + Penalty 3155.304009 = -1661643.408435 nChanged 19 SP:Iteration 56Q (3000.357188 sec): 3 clusters Score: Raw -1664802.297926 + Penalty 3155.304009 = -1661646.993917 nChanged 15 SP:Iteration 57Q (3000.407986 sec): 3 clusters Score: Raw -1664805.817587 + Penalty 3155.304009 = -1661650.513579 nChanged 16 SP:Iteration 58Q (3000.478333 sec): 3 clusters Score: Raw -1664808.903583 + Penalty 3155.304009 = -1661653.599574 nChanged 9 SP:Iteration 59Q (3000.546695 sec): 3 clusters Score: Raw -1664811.303506 + Penalty 3155.304009 = -1661655.999497 nChanged 13 SP:Iteration 60F (3000.622654 sec): 3 clusters Score: Raw -1664813.674703 + Penalty 3155.304009 = -1661658.370695 nChanged 8 SP:Iteration 61Q (3000.700636 sec): 3 clusters Score: Raw -1664815.917194 + Penalty 3155.304009 = -1661660.613185 nChanged 15 SP:Iteration 62Q (3000.768896 sec): 3 clusters Score: Raw -1664819.402522 + Penalty 3155.304009 = -1661664.098514 nChanged 13 SP:Iteration 63Q (3000.836655 sec): 3 clusters Score: Raw -1664823.880398 + Penalty 3155.304009 = -1661668.576389 nChanged 21 SP:Iteration 64Q (3000.898279 sec): 3 clusters Score: Raw -1664828.864934 + Penalty 3155.304009 = -1661673.560925 nChanged 12 SP:Iteration 65Q (3000.961311 sec): 3 clusters Score: Raw -1664831.779140 + Penalty 3155.304009 = -1661676.475132 nChanged 11 SP:Iteration 66Q (3001.034421 sec): 3 clusters Score: Raw -1664834.485644 + Penalty 3155.304009 = -1661679.181635 nChanged 8 SP:Iteration 67Q (3001.094665 sec): 3 clusters Score: Raw -1664835.772971 + Penalty 3155.304009 = -1661680.468962 nChanged 1 SP:Iteration 68Q (3001.167445 sec): 3 clusters Score: Raw -1664835.867941 + Penalty 3155.304009 = -1661680.563933 nChanged 0 SP:Iteration 69F (3001.240558 sec): 3 clusters Score: Raw -1664835.867941 + Penalty 3155.304009 = -1661680.563933 nChanged 0 Trying to split cluster 3 (8510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3001.263117 sec): 2 clusters Score: Raw -853988.177913 + Penalty 1470.462049 = -852517.715865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3001.327873 sec): 3 clusters Score: Raw -849191.945525 + Penalty 2940.924097 = -846251.021428 nChanged 3628 SP:Iteration 1F (3001.370348 sec): 3 clusters Score: Raw -851203.739620 + Penalty 2940.924097 = -848262.815523 nChanged 615 SP:Iteration 2F (3001.430305 sec): 3 clusters Score: Raw -851532.021575 + Penalty 2940.924097 = -848591.097478 nChanged 527 SP:Iteration 3F (3001.473891 sec): 3 clusters Score: Raw -851787.706102 + Penalty 2940.924097 = -848846.782005 nChanged 455 SP:Iteration 4F (3001.539236 sec): 3 clusters Score: Raw -852015.294297 + Penalty 2940.924097 = -849074.370200 nChanged 384 SP:Iteration 5Q (3001.596732 sec): 3 clusters Score: Raw -852196.266022 + Penalty 2940.924097 = -849255.341925 nChanged 347 SP:Iteration 6Q (3001.643859 sec): 3 clusters Score: Raw -852371.197836 + Penalty 2940.924097 = -849430.273739 nChanged 350 SP:Iteration 7Q (3001.701188 sec): 3 clusters Score: Raw -852565.069491 + Penalty 2940.924097 = -849624.145394 nChanged 378 SP:Iteration 8Q (3001.767408 sec): 3 clusters Score: Raw -852807.071283 + Penalty 2940.924097 = -849866.147186 nChanged 380 SP:Iteration 9Q (3001.812480 sec): 3 clusters Score: Raw -853068.150138 + Penalty 2940.924097 = -850127.226041 nChanged 335 SP:Iteration 10Q (3001.871628 sec): 3 clusters Score: Raw -853329.535710 + Penalty 2940.924097 = -850388.611613 nChanged 269 SP:Iteration 11Q (3001.928031 sec): 3 clusters Score: Raw -853533.160695 + Penalty 2940.924097 = -850592.236598 nChanged 222 SP:Iteration 12Q (3001.988849 sec): 3 clusters Score: Raw -853741.880964 + Penalty 2940.924097 = -850800.956867 nChanged 184 SP:Iteration 13Q (3002.035488 sec): 3 clusters Score: Raw -853915.233496 + Penalty 2940.924097 = -850974.309399 nChanged 148 SP:Iteration 14Q (3002.093431 sec): 3 clusters Score: Raw -854066.619640 + Penalty 2940.924097 = -851125.695543 nChanged 118 SP:Iteration 15Q (3002.151027 sec): 3 clusters Score: Raw -854197.432426 + Penalty 2940.924097 = -851256.508329 nChanged 83 SP:Iteration 16Q (3002.210233 sec): 3 clusters Score: Raw -854282.541697 + Penalty 2940.924097 = -851341.617600 nChanged 51 SP:Iteration 17Q (3002.270145 sec): 3 clusters Score: Raw -854326.872136 + Penalty 2940.924097 = -851385.948039 nChanged 50 SP:Iteration 18Q (3002.337906 sec): 3 clusters Score: Raw -854370.732555 + Penalty 2940.924097 = -851429.808458 nChanged 54 SP:Iteration 19Q (3002.392582 sec): 3 clusters Score: Raw -854408.965700 + Penalty 2940.924097 = -851468.041603 nChanged 43 SP:Iteration 20F (3002.455763 sec): 3 clusters Score: Raw -854433.620393 + Penalty 2940.924097 = -851492.696296 nChanged 38 SP:Iteration 21Q (3002.503897 sec): 3 clusters Score: Raw -854463.981356 + Penalty 2940.924097 = -851523.057259 nChanged 33 SP:Iteration 22Q (3002.574788 sec): 3 clusters Score: Raw -854485.890294 + Penalty 2940.924097 = -851544.966197 nChanged 27 SP:Iteration 23Q (3002.625862 sec): 3 clusters Score: Raw -854508.508514 + Penalty 2940.924097 = -851567.584417 nChanged 23 SP:Iteration 24Q (3002.690339 sec): 3 clusters Score: Raw -854528.553972 + Penalty 2940.924097 = -851587.629875 nChanged 15 SP:Iteration 25Q (3002.746828 sec): 3 clusters Score: Raw -854536.994233 + Penalty 2940.924097 = -851596.070136 nChanged 16 SP:Iteration 26Q (3002.808789 sec): 3 clusters Score: Raw -854545.389679 + Penalty 2940.924097 = -851604.465582 nChanged 10 SP:Iteration 27Q (3002.873647 sec): 3 clusters Score: Raw -854549.217366 + Penalty 2940.924097 = -851608.293269 nChanged 5 SP:Iteration 28Q (3002.932166 sec): 3 clusters Score: Raw -854550.914619 + Penalty 2940.924097 = -851609.990522 nChanged 0 SP:Iteration 29F (3002.991924 sec): 3 clusters Score: Raw -854550.914619 + Penalty 2940.924097 = -851609.990522 nChanged 0 Trying to split cluster 4 (1157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3003.017411 sec): 2 clusters Score: Raw -125211.812384 + Penalty 1146.207681 = -124065.604703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3003.058797 sec): 3 clusters Score: Raw -124790.497483 + Penalty 2292.415361 = -122498.082122 nChanged 341 SP:Iteration 1F (3003.102685 sec): 3 clusters Score: Raw -125045.513205 + Penalty 2292.415361 = -122753.097844 nChanged 88 SP:Iteration 2F (3003.149090 sec): 3 clusters Score: Raw -125132.946270 + Penalty 2292.415361 = -122840.530909 nChanged 47 SP:Iteration 3Q (3003.192611 sec): 3 clusters Score: Raw -125172.689983 + Penalty 2292.415361 = -122880.274622 nChanged 28 SP:Iteration 4Q (3003.251935 sec): 3 clusters Score: Raw -125200.579343 + Penalty 2292.415361 = -122908.163982 nChanged 24 SP:Iteration 5Q (3003.287113 sec): 3 clusters Score: Raw -125223.935638 + Penalty 2292.415361 = -122931.520277 nChanged 25 SP:Iteration 6Q (3003.332220 sec): 3 clusters Score: Raw -125244.420244 + Penalty 2292.415361 = -122952.004883 nChanged 18 SP:Iteration 7Q (3003.387267 sec): 3 clusters Score: Raw -125257.563907 + Penalty 2292.415361 = -122965.148546 nChanged 14 SP:Iteration 8Q (3003.422205 sec): 3 clusters Score: Raw -125270.298409 + Penalty 2292.415361 = -122977.883048 nChanged 11 SP:Iteration 9Q (3003.467840 sec): 3 clusters Score: Raw -125283.128204 + Penalty 2292.415361 = -122990.712843 nChanged 12 SP:Iteration 10Q (3003.516787 sec): 3 clusters Score: Raw -125295.071283 + Penalty 2292.415361 = -123002.655921 nChanged 14 SP:Iteration 11Q (3003.562129 sec): 3 clusters Score: Raw -125304.025209 + Penalty 2292.415361 = -123011.609847 nChanged 9 SP:Iteration 12Q (3003.598346 sec): 3 clusters Score: Raw -125310.976596 + Penalty 2292.415361 = -123018.561235 nChanged 5 SP:Iteration 13Q (3003.644803 sec): 3 clusters Score: Raw -125313.219422 + Penalty 2292.415361 = -123020.804060 nChanged 2 SP:Iteration 14Q (3003.686238 sec): 3 clusters Score: Raw -125314.463872 + Penalty 2292.415361 = -123022.048510 nChanged 2 SP:Iteration 15Q (3003.725563 sec): 3 clusters Score: Raw -125315.240086 + Penalty 2292.415361 = -123022.824725 nChanged 1 SP:Iteration 16Q (3003.766062 sec): 3 clusters Score: Raw -125316.395275 + Penalty 2292.415361 = -123023.979914 nChanged 2 SP:Iteration 17Q (3003.808996 sec): 3 clusters Score: Raw -125317.888072 + Penalty 2292.415361 = -123025.472710 nChanged 3 SP:Iteration 18Q (3003.866181 sec): 3 clusters Score: Raw -125322.770203 + Penalty 2292.415361 = -123030.354842 nChanged 5 SP:Iteration 19Q (3003.903820 sec): 3 clusters Score: Raw -125326.964622 + Penalty 2292.415361 = -123034.549261 nChanged 7 SP:Iteration 20F (3003.933971 sec): 3 clusters Score: Raw -125337.698784 + Penalty 2292.415361 = -123045.283423 nChanged 11 SP:Iteration 21Q (3003.978516 sec): 3 clusters Score: Raw -125347.839914 + Penalty 2292.415361 = -123055.424553 nChanged 9 SP:Iteration 22Q (3004.036005 sec): 3 clusters Score: Raw -125355.553320 + Penalty 2292.415361 = -123063.137959 nChanged 10 SP:Iteration 23Q (3004.083688 sec): 3 clusters Score: Raw -125364.460994 + Penalty 2292.415361 = -123072.045633 nChanged 8 SP:Iteration 24Q (3004.130951 sec): 3 clusters Score: Raw -125369.318822 + Penalty 2292.415361 = -123076.903461 nChanged 6 SP:Iteration 25Q (3004.174291 sec): 3 clusters Score: Raw -125375.241243 + Penalty 2292.415361 = -123082.825882 nChanged 3 SP:Iteration 26Q (3004.218101 sec): 3 clusters Score: Raw -125377.310339 + Penalty 2292.415361 = -123084.894978 nChanged 4 SP:Iteration 27Q (3004.252751 sec): 3 clusters Score: Raw -125380.029620 + Penalty 2292.415361 = -123087.614259 nChanged 2 SP:Iteration 28Q (3004.307798 sec): 3 clusters Score: Raw -125380.651181 + Penalty 2292.415361 = -123088.235820 nChanged 1 SP:Iteration 29Q (3004.345405 sec): 3 clusters Score: Raw -125381.493621 + Penalty 2292.415361 = -123089.078260 nChanged 0 SP:Iteration 30F (3004.394817 sec): 3 clusters Score: Raw -125381.493621 + Penalty 2292.415361 = -123089.078260 nChanged 0 Trying to split cluster 5 (35383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3004.453780 sec): 2 clusters Score: Raw -3695128.061878 + Penalty 1702.022848 = -3693426.039030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3004.556295 sec): 3 clusters Score: Raw -3673046.545047 + Penalty 3404.045696 = -3669642.499351 nChanged 16345 SP:Iteration 1F (3004.663382 sec): 3 clusters Score: Raw -3682461.456715 + Penalty 3404.045696 = -3679057.411018 nChanged 1873 SP:Iteration 2F (3004.768888 sec): 3 clusters Score: Raw -3683296.080992 + Penalty 3404.045696 = -3679892.035296 nChanged 2050 SP:Iteration 3F (3004.869766 sec): 3 clusters Score: Raw -3684314.808193 + Penalty 3404.045696 = -3680910.762497 nChanged 2081 SP:Iteration 4F (3004.962853 sec): 3 clusters Score: Raw -3685505.642050 + Penalty 3404.045696 = -3682101.596354 nChanged 2126 SP:Iteration 5F (3005.066385 sec): 3 clusters Score: Raw -3686899.719579 + Penalty 3404.045696 = -3683495.673883 nChanged 2140 SP:Iteration 6F (3005.159127 sec): 3 clusters Score: Raw -3688399.117408 + Penalty 3404.045696 = -3684995.071712 nChanged 2006 SP:Iteration 7F (3005.261162 sec): 3 clusters Score: Raw -3689688.247907 + Penalty 3404.045696 = -3686284.202211 nChanged 1689 SP:Iteration 8Q (3005.372479 sec): 3 clusters Score: Raw -3690548.501996 + Penalty 3404.045696 = -3687144.456300 nChanged 1194 SP:Iteration 9Q (3005.464908 sec): 3 clusters Score: Raw -3691015.232944 + Penalty 3404.045696 = -3687611.187247 nChanged 835 SP:Iteration 10Q (3005.576346 sec): 3 clusters Score: Raw -3691328.723302 + Penalty 3404.045696 = -3687924.677605 nChanged 626 SP:Iteration 11Q (3005.686998 sec): 3 clusters Score: Raw -3691569.589318 + Penalty 3404.045696 = -3688165.543622 nChanged 525 SP:Iteration 12Q (3005.805088 sec): 3 clusters Score: Raw -3691769.468400 + Penalty 3404.045696 = -3688365.422704 nChanged 522 SP:Iteration 13Q (3005.927874 sec): 3 clusters Score: Raw -3691975.340672 + Penalty 3404.045696 = -3688571.294976 nChanged 498 SP:Iteration 14Q (3006.052296 sec): 3 clusters Score: Raw -3692163.555497 + Penalty 3404.045696 = -3688759.509801 nChanged 510 SP:Iteration 15Q (3006.144897 sec): 3 clusters Score: Raw -3692366.266487 + Penalty 3404.045696 = -3688962.220790 nChanged 508 SP:Iteration 16Q (3006.240763 sec): 3 clusters Score: Raw -3692569.700690 + Penalty 3404.045696 = -3689165.654994 nChanged 509 SP:Iteration 17Q (3006.333513 sec): 3 clusters Score: Raw -3692758.062492 + Penalty 3404.045696 = -3689354.016796 nChanged 494 SP:Iteration 18Q (3006.434822 sec): 3 clusters Score: Raw -3692931.296473 + Penalty 3404.045696 = -3689527.250776 nChanged 452 SP:Iteration 19Q (3006.532377 sec): 3 clusters Score: Raw -3693086.330007 + Penalty 3404.045696 = -3689682.284311 nChanged 409 SP:Iteration 20F (3006.630292 sec): 3 clusters Score: Raw -3693216.834385 + Penalty 3404.045696 = -3689812.788688 nChanged 383 SP:Iteration 21Q (3006.724425 sec): 3 clusters Score: Raw -3693335.270101 + Penalty 3404.045696 = -3689931.224405 nChanged 394 SP:Iteration 22Q (3006.819167 sec): 3 clusters Score: Raw -3693459.942430 + Penalty 3404.045696 = -3690055.896734 nChanged 383 SP:Iteration 23Q (3006.916709 sec): 3 clusters Score: Raw -3693577.213711 + Penalty 3404.045696 = -3690173.168014 nChanged 375 SP:Iteration 24Q (3007.014086 sec): 3 clusters Score: Raw -3693686.032732 + Penalty 3404.045696 = -3690281.987036 nChanged 345 SP:Iteration 25Q (3007.102334 sec): 3 clusters Score: Raw -3693783.514058 + Penalty 3404.045696 = -3690379.468362 nChanged 371 SP:Iteration 26Q (3007.203747 sec): 3 clusters Score: Raw -3693890.103761 + Penalty 3404.045696 = -3690486.058065 nChanged 334 SP:Iteration 27Q (3007.303496 sec): 3 clusters Score: Raw -3693977.758329 + Penalty 3404.045696 = -3690573.712633 nChanged 323 SP:Iteration 28Q (3007.398663 sec): 3 clusters Score: Raw -3694063.838456 + Penalty 3404.045696 = -3690659.792760 nChanged 288 SP:Iteration 29Q (3007.502315 sec): 3 clusters Score: Raw -3694136.851684 + Penalty 3404.045696 = -3690732.805987 nChanged 291 SP:Iteration 30Q (3007.589402 sec): 3 clusters Score: Raw -3694210.718412 + Penalty 3404.045696 = -3690806.672716 nChanged 300 SP:Iteration 31Q (3007.685737 sec): 3 clusters Score: Raw -3694291.727108 + Penalty 3404.045696 = -3690887.681412 nChanged 312 SP:Iteration 32Q (3007.782714 sec): 3 clusters Score: Raw -3694385.718873 + Penalty 3404.045696 = -3690981.673176 nChanged 303 SP:Iteration 33Q (3007.886528 sec): 3 clusters Score: Raw -3694474.280016 + Penalty 3404.045696 = -3691070.234320 nChanged 299 SP:Iteration 34Q (3008.000301 sec): 3 clusters Score: Raw -3694568.479636 + Penalty 3404.045696 = -3691164.433940 nChanged 289 SP:Iteration 35Q (3008.102905 sec): 3 clusters Score: Raw -3694662.152028 + Penalty 3404.045696 = -3691258.106332 nChanged 275 SP:Iteration 36Q (3008.215145 sec): 3 clusters Score: Raw -3694747.115237 + Penalty 3404.045696 = -3691343.069541 nChanged 240 SP:Iteration 37Q (3008.302803 sec): 3 clusters Score: Raw -3694822.338182 + Penalty 3404.045696 = -3691418.292485 nChanged 225 SP:Iteration 38Q (3008.401578 sec): 3 clusters Score: Raw -3694896.331316 + Penalty 3404.045696 = -3691492.285620 nChanged 229 SP:Iteration 39Q (3008.500173 sec): 3 clusters Score: Raw -3694973.323825 + Penalty 3404.045696 = -3691569.278129 nChanged 208 SP:Iteration 40F (3008.592705 sec): 3 clusters Score: Raw -3695045.364636 + Penalty 3404.045696 = -3691641.318940 nChanged 196 SP:Iteration 41Q (3008.687893 sec): 3 clusters Score: Raw -3695114.172496 + Penalty 3404.045696 = -3691710.126800 nChanged 175 SP:Iteration 42Q (3008.788686 sec): 3 clusters Score: Raw -3695178.734179 + Penalty 3404.045696 = -3691774.688483 nChanged 179 SP:Iteration 43Q (3008.872326 sec): 3 clusters Score: Raw -3695244.854983 + Penalty 3404.045696 = -3691840.809287 nChanged 158 SP:Iteration 44Q (3008.958769 sec): 3 clusters Score: Raw -3695314.665506 + Penalty 3404.045696 = -3691910.619809 nChanged 169 SP:Iteration 45Q (3009.066045 sec): 3 clusters Score: Raw -3695381.211138 + Penalty 3404.045696 = -3691977.165442 nChanged 128 SP:Iteration 46Q (3009.150020 sec): 3 clusters Score: Raw -3695429.195734 + Penalty 3404.045696 = -3692025.150038 nChanged 94 SP:Iteration 47Q (3009.235900 sec): 3 clusters Score: Raw -3695465.841868 + Penalty 3404.045696 = -3692061.796172 nChanged 88 SP:Iteration 48Q (3009.318978 sec): 3 clusters Score: Raw -3695498.776310 + Penalty 3404.045696 = -3692094.730614 nChanged 85 SP:Iteration 49Q (3009.423774 sec): 3 clusters Score: Raw -3695533.008350 + Penalty 3404.045696 = -3692128.962654 nChanged 77 SP:Iteration 50Q (3009.516743 sec): 3 clusters Score: Raw -3695565.129977 + Penalty 3404.045696 = -3692161.084281 nChanged 79 SP:Iteration 51Q (3009.593860 sec): 3 clusters Score: Raw -3695598.189163 + Penalty 3404.045696 = -3692194.143467 nChanged 75 SP:Iteration 52Q (3009.680236 sec): 3 clusters Score: Raw -3695625.515404 + Penalty 3404.045696 = -3692221.469708 nChanged 66 SP:Iteration 53Q (3009.777243 sec): 3 clusters Score: Raw -3695645.036632 + Penalty 3404.045696 = -3692240.990936 nChanged 49 SP:Iteration 54Q (3009.856288 sec): 3 clusters Score: Raw -3695657.697263 + Penalty 3404.045696 = -3692253.651566 nChanged 31 SP:Iteration 55Q (3009.936800 sec): 3 clusters Score: Raw -3695665.539460 + Penalty 3404.045696 = -3692261.493764 nChanged 27 SP:Iteration 56Q (3010.051920 sec): 3 clusters Score: Raw -3695671.621890 + Penalty 3404.045696 = -3692267.576194 nChanged 19 SP:Iteration 57Q (3010.146590 sec): 3 clusters Score: Raw -3695675.644267 + Penalty 3404.045696 = -3692271.598571 nChanged 12 SP:Iteration 58Q (3010.233133 sec): 3 clusters Score: Raw -3695678.710432 + Penalty 3404.045696 = -3692274.664736 nChanged 11 SP:Iteration 59Q (3010.330516 sec): 3 clusters Score: Raw -3695681.198718 + Penalty 3404.045696 = -3692277.153021 nChanged 10 SP:Iteration 60F (3010.438929 sec): 3 clusters Score: Raw -3695683.213317 + Penalty 3404.045696 = -3692279.167621 nChanged 17 SP:Iteration 61Q (3010.535680 sec): 3 clusters Score: Raw -3695686.596644 + Penalty 3404.045696 = -3692282.550948 nChanged 7 SP:Iteration 62Q (3010.623651 sec): 3 clusters Score: Raw -3695688.155130 + Penalty 3404.045696 = -3692284.109434 nChanged 9 SP:Iteration 63Q (3010.714653 sec): 3 clusters Score: Raw -3695689.533784 + Penalty 3404.045696 = -3692285.488088 nChanged 5 SP:Iteration 64Q (3010.810194 sec): 3 clusters Score: Raw -3695690.944383 + Penalty 3404.045696 = -3692286.898687 nChanged 7 SP:Iteration 65Q (3010.891963 sec): 3 clusters Score: Raw -3695692.236308 + Penalty 3404.045696 = -3692288.190612 nChanged 9 SP:Iteration 66Q (3010.985486 sec): 3 clusters Score: Raw -3695694.278942 + Penalty 3404.045696 = -3692290.233245 nChanged 10 SP:Iteration 67Q (3011.070980 sec): 3 clusters Score: Raw -3695696.183425 + Penalty 3404.045696 = -3692292.137729 nChanged 7 SP:Iteration 68Q (3011.176131 sec): 3 clusters Score: Raw -3695697.217327 + Penalty 3404.045696 = -3692293.171631 nChanged 1 SP:Iteration 69Q (3011.274631 sec): 3 clusters Score: Raw -3695697.373499 + Penalty 3404.045696 = -3692293.327802 nChanged 2 SP:Iteration 70Q (3011.372352 sec): 3 clusters Score: Raw -3695697.705960 + Penalty 3404.045696 = -3692293.660264 nChanged 2 SP:Iteration 71Q (3011.468412 sec): 3 clusters Score: Raw -3695698.434229 + Penalty 3404.045696 = -3692294.388532 nChanged 4 SP:Iteration 72Q (3011.560929 sec): 3 clusters Score: Raw -3695699.369638 + Penalty 3404.045696 = -3692295.323941 nChanged 4 SP:Iteration 73Q (3011.651988 sec): 3 clusters Score: Raw -3695700.365039 + Penalty 3404.045696 = -3692296.319343 nChanged 3 SP:Iteration 74Q (3011.734975 sec): 3 clusters Score: Raw -3695700.818206 + Penalty 3404.045696 = -3692296.772510 nChanged 1 SP:Iteration 75Q (3011.822846 sec): 3 clusters Score: Raw -3695701.111770 + Penalty 3404.045696 = -3692297.066074 nChanged 3 SP:Iteration 76Q (3011.908335 sec): 3 clusters Score: Raw -3695701.670610 + Penalty 3404.045696 = -3692297.624914 nChanged 2 SP:Iteration 77Q (3012.001707 sec): 3 clusters Score: Raw -3695702.605809 + Penalty 3404.045696 = -3692298.560112 nChanged 9 SP:Iteration 78Q (3012.087814 sec): 3 clusters Score: Raw -3695704.196366 + Penalty 3404.045696 = -3692300.150669 nChanged 4 SP:Iteration 79Q (3012.175866 sec): 3 clusters Score: Raw -3695704.826457 + Penalty 3404.045696 = -3692300.780761 nChanged 4 SP:Iteration 80F (3012.284711 sec): 3 clusters Score: Raw -3695705.522047 + Penalty 3404.045696 = -3692301.476351 nChanged 4 SP:Iteration 81Q (3012.383426 sec): 3 clusters Score: Raw -3695706.117355 + Penalty 3404.045696 = -3692302.071659 nChanged 1 SP:Iteration 82Q (3012.473626 sec): 3 clusters Score: Raw -3695706.223824 + Penalty 3404.045696 = -3692302.178128 nChanged 2 SP:Iteration 83Q (3012.570025 sec): 3 clusters Score: Raw -3695706.405909 + Penalty 3404.045696 = -3692302.360213 nChanged 0 SP:Iteration 84F (3012.681592 sec): 3 clusters Score: Raw -3695706.405909 + Penalty 3404.045696 = -3692302.360213 nChanged 0 Trying to split cluster 6 (10548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3012.719752 sec): 2 clusters Score: Raw -1122529.640048 + Penalty 1505.349876 = -1121024.290171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3012.772718 sec): 3 clusters Score: Raw -1116553.332036 + Penalty 3010.699753 = -1113542.632283 nChanged 4513 SP:Iteration 1F (3012.835601 sec): 3 clusters Score: Raw -1118992.077866 + Penalty 3010.699753 = -1115981.378113 nChanged 622 SP:Iteration 2F (3012.900329 sec): 3 clusters Score: Raw -1119279.611541 + Penalty 3010.699753 = -1116268.911788 nChanged 582 SP:Iteration 3F (3012.957305 sec): 3 clusters Score: Raw -1119589.978348 + Penalty 3010.699753 = -1116579.278595 nChanged 554 SP:Iteration 4F (3013.020280 sec): 3 clusters Score: Raw -1119918.881295 + Penalty 3010.699753 = -1116908.181542 nChanged 595 SP:Iteration 5F (3013.077467 sec): 3 clusters Score: Raw -1120337.397585 + Penalty 3010.699753 = -1117326.697832 nChanged 636 SP:Iteration 6F (3013.147924 sec): 3 clusters Score: Raw -1120793.401157 + Penalty 3010.699753 = -1117782.701405 nChanged 586 SP:Iteration 7F (3013.208369 sec): 3 clusters Score: Raw -1121197.763723 + Penalty 3010.699753 = -1118187.063970 nChanged 505 SP:Iteration 8Q (3013.276028 sec): 3 clusters Score: Raw -1121529.551326 + Penalty 3010.699753 = -1118518.851573 nChanged 371 SP:Iteration 9Q (3013.331690 sec): 3 clusters Score: Raw -1121734.004887 + Penalty 3010.699753 = -1118723.305134 nChanged 272 SP:Iteration 10Q (3013.392952 sec): 3 clusters Score: Raw -1121863.185609 + Penalty 3010.699753 = -1118852.485856 nChanged 218 SP:Iteration 11Q (3013.459225 sec): 3 clusters Score: Raw -1121957.675798 + Penalty 3010.699753 = -1118946.976045 nChanged 187 SP:Iteration 12Q (3013.520520 sec): 3 clusters Score: Raw -1122036.800643 + Penalty 3010.699753 = -1119026.100890 nChanged 187 SP:Iteration 13Q (3013.591877 sec): 3 clusters Score: Raw -1122113.272118 + Penalty 3010.699753 = -1119102.572365 nChanged 133 SP:Iteration 14Q (3013.653107 sec): 3 clusters Score: Raw -1122163.346739 + Penalty 3010.699753 = -1119152.646986 nChanged 115 SP:Iteration 15Q (3013.725395 sec): 3 clusters Score: Raw -1122208.957882 + Penalty 3010.699753 = -1119198.258129 nChanged 126 SP:Iteration 16Q (3013.788922 sec): 3 clusters Score: Raw -1122261.985817 + Penalty 3010.699753 = -1119251.286064 nChanged 119 SP:Iteration 17Q (3013.851889 sec): 3 clusters Score: Raw -1122311.420593 + Penalty 3010.699753 = -1119300.720840 nChanged 105 SP:Iteration 18Q (3013.912991 sec): 3 clusters Score: Raw -1122345.034488 + Penalty 3010.699753 = -1119334.334735 nChanged 103 SP:Iteration 19Q (3013.966109 sec): 3 clusters Score: Raw -1122379.413529 + Penalty 3010.699753 = -1119368.713776 nChanged 87 SP:Iteration 20F (3014.025533 sec): 3 clusters Score: Raw -1122409.541273 + Penalty 3010.699753 = -1119398.841520 nChanged 76 SP:Iteration 21Q (3014.090218 sec): 3 clusters Score: Raw -1122438.955694 + Penalty 3010.699753 = -1119428.255941 nChanged 85 SP:Iteration 22Q (3014.152439 sec): 3 clusters Score: Raw -1122475.427148 + Penalty 3010.699753 = -1119464.727395 nChanged 92 SP:Iteration 23Q (3014.209451 sec): 3 clusters Score: Raw -1122513.051788 + Penalty 3010.699753 = -1119502.352035 nChanged 92 SP:Iteration 24Q (3014.266136 sec): 3 clusters Score: Raw -1122543.418169 + Penalty 3010.699753 = -1119532.718416 nChanged 85 SP:Iteration 25Q (3014.323437 sec): 3 clusters Score: Raw -1122569.331108 + Penalty 3010.699753 = -1119558.631355 nChanged 58 SP:Iteration 26Q (3014.390017 sec): 3 clusters Score: Raw -1122588.181743 + Penalty 3010.699753 = -1119577.481990 nChanged 60 SP:Iteration 27Q (3014.437609 sec): 3 clusters Score: Raw -1122609.760991 + Penalty 3010.699753 = -1119599.061238 nChanged 59 SP:Iteration 28Q (3014.482473 sec): 3 clusters Score: Raw -1122631.454150 + Penalty 3010.699753 = -1119620.754397 nChanged 60 SP:Iteration 29Q (3014.539808 sec): 3 clusters Score: Raw -1122654.200069 + Penalty 3010.699753 = -1119643.500316 nChanged 67 SP:Iteration 30Q (3014.597774 sec): 3 clusters Score: Raw -1122681.906231 + Penalty 3010.699753 = -1119671.206478 nChanged 69 SP:Iteration 31Q (3014.671380 sec): 3 clusters Score: Raw -1122711.334911 + Penalty 3010.699753 = -1119700.635158 nChanged 73 SP:Iteration 32Q (3014.717939 sec): 3 clusters Score: Raw -1122737.483065 + Penalty 3010.699753 = -1119726.783312 nChanged 69 SP:Iteration 33Q (3014.781949 sec): 3 clusters Score: Raw -1122757.954434 + Penalty 3010.699753 = -1119747.254681 nChanged 44 SP:Iteration 34Q (3014.844133 sec): 3 clusters Score: Raw -1122769.684668 + Penalty 3010.699753 = -1119758.984915 nChanged 51 SP:Iteration 35Q (3014.899620 sec): 3 clusters Score: Raw -1122785.899085 + Penalty 3010.699753 = -1119775.199332 nChanged 56 SP:Iteration 36Q (3014.969131 sec): 3 clusters Score: Raw -1122805.172046 + Penalty 3010.699753 = -1119794.472293 nChanged 51 SP:Iteration 37Q (3015.018194 sec): 3 clusters Score: Raw -1122824.426246 + Penalty 3010.699753 = -1119813.726493 nChanged 46 SP:Iteration 38Q (3015.072345 sec): 3 clusters Score: Raw -1122840.833484 + Penalty 3010.699753 = -1119830.133731 nChanged 37 SP:Iteration 39Q (3015.131771 sec): 3 clusters Score: Raw -1122852.882461 + Penalty 3010.699753 = -1119842.182708 nChanged 35 SP:Iteration 40F (3015.192319 sec): 3 clusters Score: Raw -1122862.794945 + Penalty 3010.699753 = -1119852.095192 nChanged 25 SP:Iteration 41Q (3015.260725 sec): 3 clusters Score: Raw -1122868.636200 + Penalty 3010.699753 = -1119857.936447 nChanged 20 SP:Iteration 42Q (3015.317603 sec): 3 clusters Score: Raw -1122873.304192 + Penalty 3010.699753 = -1119862.604440 nChanged 10 SP:Iteration 43Q (3015.372540 sec): 3 clusters Score: Raw -1122875.418525 + Penalty 3010.699753 = -1119864.718772 nChanged 8 SP:Iteration 44Q (3015.435810 sec): 3 clusters Score: Raw -1122876.533951 + Penalty 3010.699753 = -1119865.834198 nChanged 3 SP:Iteration 45Q (3015.485819 sec): 3 clusters Score: Raw -1122877.250840 + Penalty 3010.699753 = -1119866.551087 nChanged 7 SP:Iteration 46Q (3015.555536 sec): 3 clusters Score: Raw -1122879.312993 + Penalty 3010.699753 = -1119868.613240 nChanged 13 SP:Iteration 47Q (3015.605510 sec): 3 clusters Score: Raw -1122883.594255 + Penalty 3010.699753 = -1119872.894502 nChanged 17 SP:Iteration 48Q (3015.675336 sec): 3 clusters Score: Raw -1122888.942591 + Penalty 3010.699753 = -1119878.242838 nChanged 12 SP:Iteration 49Q (3015.737502 sec): 3 clusters Score: Raw -1122890.949853 + Penalty 3010.699753 = -1119880.250100 nChanged 5 SP:Iteration 50Q (3015.789574 sec): 3 clusters Score: Raw -1122891.914585 + Penalty 3010.699753 = -1119881.214832 nChanged 6 SP:Iteration 51Q (3015.848345 sec): 3 clusters Score: Raw -1122893.852691 + Penalty 3010.699753 = -1119883.152938 nChanged 3 SP:Iteration 52Q (3015.905532 sec): 3 clusters Score: Raw -1122895.195941 + Penalty 3010.699753 = -1119884.496188 nChanged 8 SP:Iteration 53Q (3015.956318 sec): 3 clusters Score: Raw -1122897.693878 + Penalty 3010.699753 = -1119886.994125 nChanged 10 SP:Iteration 54Q (3016.029760 sec): 3 clusters Score: Raw -1122900.553846 + Penalty 3010.699753 = -1119889.854093 nChanged 10 SP:Iteration 55Q (3016.080261 sec): 3 clusters Score: Raw -1122902.872078 + Penalty 3010.699753 = -1119892.172325 nChanged 5 SP:Iteration 56Q (3016.138712 sec): 3 clusters Score: Raw -1122903.618035 + Penalty 3010.699753 = -1119892.918282 nChanged 2 SP:Iteration 57Q (3016.202412 sec): 3 clusters Score: Raw -1122903.995779 + Penalty 3010.699753 = -1119893.296026 nChanged 3 SP:Iteration 58Q (3016.271266 sec): 3 clusters Score: Raw -1122904.829333 + Penalty 3010.699753 = -1119894.129580 nChanged 5 SP:Iteration 59Q (3016.321520 sec): 3 clusters Score: Raw -1122905.473903 + Penalty 3010.699753 = -1119894.774150 nChanged 2 SP:Iteration 60F (3016.392663 sec): 3 clusters Score: Raw -1122906.066183 + Penalty 3010.699753 = -1119895.366430 nChanged 2 SP:Iteration 61Q (3016.455896 sec): 3 clusters Score: Raw -1122906.334456 + Penalty 3010.699753 = -1119895.634703 nChanged 0 SP:Iteration 62F (3016.525901 sec): 3 clusters Score: Raw -1122906.334456 + Penalty 3010.699753 = -1119895.634703 nChanged 0 Trying to split cluster 7 (10777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3016.569926 sec): 2 clusters Score: Raw -1137064.066526 + Penalty 1508.840046 = -1135555.226480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3016.628573 sec): 3 clusters Score: Raw -1130890.590028 + Penalty 3017.680092 = -1127872.909936 nChanged 4654 SP:Iteration 1F (3016.693189 sec): 3 clusters Score: Raw -1133450.846873 + Penalty 3017.680092 = -1130433.166781 nChanged 661 SP:Iteration 2F (3016.757729 sec): 3 clusters Score: Raw -1133764.735244 + Penalty 3017.680092 = -1130747.055153 nChanged 582 SP:Iteration 3F (3016.820484 sec): 3 clusters Score: Raw -1134034.879714 + Penalty 3017.680092 = -1131017.199623 nChanged 538 SP:Iteration 4Q (3016.898027 sec): 3 clusters Score: Raw -1134297.653516 + Penalty 3017.680092 = -1131279.973424 nChanged 507 SP:Iteration 5Q (3016.965086 sec): 3 clusters Score: Raw -1134575.404835 + Penalty 3017.680092 = -1131557.724743 nChanged 512 SP:Iteration 6Q (3017.016364 sec): 3 clusters Score: Raw -1134852.575947 + Penalty 3017.680092 = -1131834.895856 nChanged 456 SP:Iteration 7Q (3017.075366 sec): 3 clusters Score: Raw -1135102.408000 + Penalty 3017.680092 = -1132084.727908 nChanged 434 SP:Iteration 8Q (3017.138998 sec): 3 clusters Score: Raw -1135360.781000 + Penalty 3017.680092 = -1132343.100908 nChanged 412 SP:Iteration 9Q (3017.194163 sec): 3 clusters Score: Raw -1135603.238746 + Penalty 3017.680092 = -1132585.558655 nChanged 369 SP:Iteration 10Q (3017.255634 sec): 3 clusters Score: Raw -1135853.334124 + Penalty 3017.680092 = -1132835.654032 nChanged 373 SP:Iteration 11Q (3017.302352 sec): 3 clusters Score: Raw -1136073.088523 + Penalty 3017.680092 = -1133055.408432 nChanged 324 SP:Iteration 12Q (3017.360731 sec): 3 clusters Score: Raw -1136252.320217 + Penalty 3017.680092 = -1133234.640125 nChanged 312 SP:Iteration 13Q (3017.423130 sec): 3 clusters Score: Raw -1136422.518515 + Penalty 3017.680092 = -1133404.838423 nChanged 280 SP:Iteration 14Q (3017.486529 sec): 3 clusters Score: Raw -1136573.421190 + Penalty 3017.680092 = -1133555.741099 nChanged 266 SP:Iteration 15Q (3017.549569 sec): 3 clusters Score: Raw -1136727.850588 + Penalty 3017.680092 = -1133710.170497 nChanged 284 SP:Iteration 16Q (3017.603058 sec): 3 clusters Score: Raw -1136901.326668 + Penalty 3017.680092 = -1133883.646576 nChanged 308 SP:Iteration 17Q (3017.657200 sec): 3 clusters Score: Raw -1137123.128848 + Penalty 3017.680092 = -1134105.448757 nChanged 322 SP:Iteration 18Q (3017.710620 sec): 3 clusters Score: Raw -1137402.904530 + Penalty 3017.680092 = -1134385.224438 nChanged 360 SP:Iteration 19Q (3017.775090 sec): 3 clusters Score: Raw -1137701.648744 + Penalty 3017.680092 = -1134683.968653 nChanged 338 SP:Iteration 20F (3017.827852 sec): 3 clusters Score: Raw -1137999.807516 + Penalty 3017.680092 = -1134982.127425 nChanged 287 SP:Iteration 21Q (3017.891239 sec): 3 clusters Score: Raw -1138227.004336 + Penalty 3017.680092 = -1135209.324245 nChanged 241 SP:Iteration 22Q (3017.948662 sec): 3 clusters Score: Raw -1138383.120029 + Penalty 3017.680092 = -1135365.439937 nChanged 178 SP:Iteration 23Q (3018.013365 sec): 3 clusters Score: Raw -1138483.223512 + Penalty 3017.680092 = -1135465.543420 nChanged 124 SP:Iteration 24Q (3018.074050 sec): 3 clusters Score: Raw -1138536.804314 + Penalty 3017.680092 = -1135519.124223 nChanged 86 SP:Iteration 25Q (3018.126767 sec): 3 clusters Score: Raw -1138567.833908 + Penalty 3017.680092 = -1135550.153817 nChanged 71 SP:Iteration 26Q (3018.178457 sec): 3 clusters Score: Raw -1138586.874460 + Penalty 3017.680092 = -1135569.194368 nChanged 46 SP:Iteration 27Q (3018.233120 sec): 3 clusters Score: Raw -1138595.558771 + Penalty 3017.680092 = -1135577.878680 nChanged 21 SP:Iteration 28Q (3018.288968 sec): 3 clusters Score: Raw -1138599.259992 + Penalty 3017.680092 = -1135581.579900 nChanged 18 SP:Iteration 29Q (3018.355364 sec): 3 clusters Score: Raw -1138602.237889 + Penalty 3017.680092 = -1135584.557798 nChanged 19 SP:Iteration 30Q (3018.402893 sec): 3 clusters Score: Raw -1138604.748629 + Penalty 3017.680092 = -1135587.068538 nChanged 13 SP:Iteration 31Q (3018.446274 sec): 3 clusters Score: Raw -1138606.748746 + Penalty 3017.680092 = -1135589.068655 nChanged 9 SP:Iteration 32Q (3018.507652 sec): 3 clusters Score: Raw -1138607.596538 + Penalty 3017.680092 = -1135589.916446 nChanged 6 SP:Iteration 33Q (3018.568711 sec): 3 clusters Score: Raw -1138608.540346 + Penalty 3017.680092 = -1135590.860255 nChanged 8 SP:Iteration 34Q (3018.636398 sec): 3 clusters Score: Raw -1138609.449621 + Penalty 3017.680092 = -1135591.769530 nChanged 6 SP:Iteration 35Q (3018.694724 sec): 3 clusters Score: Raw -1138609.966378 + Penalty 3017.680092 = -1135592.286287 nChanged 1 SP:Iteration 36Q (3018.749254 sec): 3 clusters Score: Raw -1138610.108159 + Penalty 3017.680092 = -1135592.428067 nChanged 0 SP:Iteration 37F (3018.819558 sec): 3 clusters Score: Raw -1138610.108159 + Penalty 3017.680092 = -1135592.428067 nChanged 0 Score: Raw -50089191.351001 + Penalty 97976.798046 = -49991214.552955 Splitting cluster 7 changes total score from -49991795.734534 to -49991214.552955 So it's not getting split. Trying to split cluster 8 (24821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3033.655886 sec): 2 clusters Score: Raw -2568686.953714 + Penalty 1644.409869 = -2567042.543845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3033.736989 sec): 3 clusters Score: Raw -2553653.962254 + Penalty 3288.819738 = -2550365.142516 nChanged 11219 SP:Iteration 1F (3033.827587 sec): 3 clusters Score: Raw -2560048.166031 + Penalty 3288.819738 = -2556759.346293 nChanged 1424 SP:Iteration 2F (3033.911828 sec): 3 clusters Score: Raw -2560745.126318 + Penalty 3288.819738 = -2557456.306580 nChanged 1479 SP:Iteration 3F (3034.002497 sec): 3 clusters Score: Raw -2561609.537455 + Penalty 3288.819738 = -2558320.717717 nChanged 1579 SP:Iteration 4F (3034.085503 sec): 3 clusters Score: Raw -2562680.445250 + Penalty 3288.819738 = -2559391.625511 nChanged 1722 SP:Iteration 5F (3034.185069 sec): 3 clusters Score: Raw -2563949.270694 + Penalty 3288.819738 = -2560660.450956 nChanged 1688 SP:Iteration 6F (3034.258084 sec): 3 clusters Score: Raw -2565217.767536 + Penalty 3288.819738 = -2561928.947798 nChanged 1486 SP:Iteration 7F (3034.356239 sec): 3 clusters Score: Raw -2566246.016131 + Penalty 3288.819738 = -2562957.196393 nChanged 1201 SP:Iteration 8Q (3034.442691 sec): 3 clusters Score: Raw -2566897.697710 + Penalty 3288.819738 = -2563608.877972 nChanged 808 SP:Iteration 9Q (3034.530293 sec): 3 clusters Score: Raw -2567198.897193 + Penalty 3288.819738 = -2563910.077455 nChanged 526 SP:Iteration 10Q (3034.611001 sec): 3 clusters Score: Raw -2567357.289073 + Penalty 3288.819738 = -2564068.469335 nChanged 392 SP:Iteration 11Q (3034.693152 sec): 3 clusters Score: Raw -2567460.625509 + Penalty 3288.819738 = -2564171.805771 nChanged 332 SP:Iteration 12Q (3034.769856 sec): 3 clusters Score: Raw -2567546.915599 + Penalty 3288.819738 = -2564258.095861 nChanged 288 SP:Iteration 13Q (3034.858872 sec): 3 clusters Score: Raw -2567615.571099 + Penalty 3288.819738 = -2564326.751361 nChanged 269 SP:Iteration 14Q (3034.941836 sec): 3 clusters Score: Raw -2567666.578578 + Penalty 3288.819738 = -2564377.758840 nChanged 230 SP:Iteration 15Q (3035.037836 sec): 3 clusters Score: Raw -2567704.649511 + Penalty 3288.819738 = -2564415.829773 nChanged 174 SP:Iteration 16Q (3035.119763 sec): 3 clusters Score: Raw -2567732.072535 + Penalty 3288.819738 = -2564443.252797 nChanged 131 SP:Iteration 17Q (3035.203088 sec): 3 clusters Score: Raw -2567747.598212 + Penalty 3288.819738 = -2564458.778474 nChanged 92 SP:Iteration 18Q (3035.296883 sec): 3 clusters Score: Raw -2567757.243171 + Penalty 3288.819738 = -2564468.423433 nChanged 77 SP:Iteration 19Q (3035.397395 sec): 3 clusters Score: Raw -2567764.648820 + Penalty 3288.819738 = -2564475.829082 nChanged 74 SP:Iteration 20F (3035.480930 sec): 3 clusters Score: Raw -2567772.213322 + Penalty 3288.819738 = -2564483.393584 nChanged 63 SP:Iteration 21Q (3035.593893 sec): 3 clusters Score: Raw -2567778.219526 + Penalty 3288.819738 = -2564489.399787 nChanged 53 SP:Iteration 22Q (3035.695718 sec): 3 clusters Score: Raw -2567781.521490 + Penalty 3288.819738 = -2564492.701752 nChanged 43 SP:Iteration 23Q (3035.807585 sec): 3 clusters Score: Raw -2567784.616644 + Penalty 3288.819738 = -2564495.796906 nChanged 37 SP:Iteration 24Q (3035.887734 sec): 3 clusters Score: Raw -2567786.896958 + Penalty 3288.819738 = -2564498.077220 nChanged 31 SP:Iteration 25Q (3035.980076 sec): 3 clusters Score: Raw -2567788.950939 + Penalty 3288.819738 = -2564500.131201 nChanged 30 SP:Iteration 26Q (3036.054045 sec): 3 clusters Score: Raw -2567791.253960 + Penalty 3288.819738 = -2564502.434222 nChanged 29 SP:Iteration 27Q (3036.139459 sec): 3 clusters Score: Raw -2567793.295656 + Penalty 3288.819738 = -2564504.475918 nChanged 25 SP:Iteration 28Q (3036.217008 sec): 3 clusters Score: Raw -2567794.651451 + Penalty 3288.819738 = -2564505.831713 nChanged 22 SP:Iteration 29Q (3036.304485 sec): 3 clusters Score: Raw -2567796.112434 + Penalty 3288.819738 = -2564507.292696 nChanged 25 SP:Iteration 30Q (3036.384412 sec): 3 clusters Score: Raw -2567797.827391 + Penalty 3288.819738 = -2564509.007652 nChanged 20 SP:Iteration 31Q (3036.456032 sec): 3 clusters Score: Raw -2567799.032605 + Penalty 3288.819738 = -2564510.212867 nChanged 31 SP:Iteration 32Q (3036.547701 sec): 3 clusters Score: Raw -2567800.949880 + Penalty 3288.819738 = -2564512.130142 nChanged 31 SP:Iteration 33Q (3036.636417 sec): 3 clusters Score: Raw -2567803.317965 + Penalty 3288.819738 = -2564514.498227 nChanged 28 SP:Iteration 34Q (3036.723257 sec): 3 clusters Score: Raw -2567805.593740 + Penalty 3288.819738 = -2564516.774002 nChanged 30 SP:Iteration 35Q (3036.811310 sec): 3 clusters Score: Raw -2567807.556634 + Penalty 3288.819738 = -2564518.736896 nChanged 24 SP:Iteration 36Q (3036.895560 sec): 3 clusters Score: Raw -2567808.900766 + Penalty 3288.819738 = -2564520.081028 nChanged 31 SP:Iteration 37Q (3036.970941 sec): 3 clusters Score: Raw -2567810.514961 + Penalty 3288.819738 = -2564521.695222 nChanged 20 SP:Iteration 38Q (3037.055250 sec): 3 clusters Score: Raw -2567812.073801 + Penalty 3288.819738 = -2564523.254063 nChanged 26 SP:Iteration 39Q (3037.142035 sec): 3 clusters Score: Raw -2567813.603534 + Penalty 3288.819738 = -2564524.783796 nChanged 26 SP:Iteration 40F (3037.224828 sec): 3 clusters Score: Raw -2567815.194399 + Penalty 3288.819738 = -2564526.374661 nChanged 29 SP:Iteration 41Q (3037.317628 sec): 3 clusters Score: Raw -2567816.793139 + Penalty 3288.819738 = -2564527.973401 nChanged 20 SP:Iteration 42Q (3037.396116 sec): 3 clusters Score: Raw -2567817.563527 + Penalty 3288.819738 = -2564528.743789 nChanged 11 SP:Iteration 43Q (3037.481418 sec): 3 clusters Score: Raw -2567818.003933 + Penalty 3288.819738 = -2564529.184195 nChanged 7 SP:Iteration 44Q (3037.587583 sec): 3 clusters Score: Raw -2567818.220414 + Penalty 3288.819738 = -2564529.400676 nChanged 6 SP:Iteration 45Q (3037.665299 sec): 3 clusters Score: Raw -2567818.476238 + Penalty 3288.819738 = -2564529.656500 nChanged 4 SP:Iteration 46Q (3037.767495 sec): 3 clusters Score: Raw -2567818.680219 + Penalty 3288.819738 = -2564529.860481 nChanged 3 SP:Iteration 47Q (3037.866438 sec): 3 clusters Score: Raw -2567818.790139 + Penalty 3288.819738 = -2564529.970401 nChanged 3 SP:Iteration 48Q (3037.959276 sec): 3 clusters Score: Raw -2567818.899100 + Penalty 3288.819738 = -2564530.079362 nChanged 2 SP:Iteration 49Q (3038.045354 sec): 3 clusters Score: Raw -2567819.030388 + Penalty 3288.819738 = -2564530.210650 nChanged 5 SP:Iteration 50Q (3038.126016 sec): 3 clusters Score: Raw -2567819.228133 + Penalty 3288.819738 = -2564530.408395 nChanged 5 SP:Iteration 51Q (3038.219644 sec): 3 clusters Score: Raw -2567819.358139 + Penalty 3288.819738 = -2564530.538401 nChanged 3 SP:Iteration 52Q (3038.308913 sec): 3 clusters Score: Raw -2567819.488259 + Penalty 3288.819738 = -2564530.668521 nChanged 2 SP:Iteration 53Q (3038.385058 sec): 3 clusters Score: Raw -2567819.539318 + Penalty 3288.819738 = -2564530.719580 nChanged 1 SP:Iteration 54Q (3038.470035 sec): 3 clusters Score: Raw -2567819.563435 + Penalty 3288.819738 = -2564530.743697 nChanged 0 SP:Iteration 55F (3038.547184 sec): 3 clusters Score: Raw -2567819.563435 + Penalty 3288.819738 = -2564530.743697 nChanged 0 Trying to split cluster 9 (12808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3038.583899 sec): 2 clusters Score: Raw -1290293.572454 + Penalty 1536.896604 = -1288756.675850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3038.654165 sec): 3 clusters Score: Raw -1282888.494441 + Penalty 3073.793208 = -1279814.701233 nChanged 5678 SP:Iteration 1F (3038.711903 sec): 3 clusters Score: Raw -1285974.608630 + Penalty 3073.793208 = -1282900.815422 nChanged 735 SP:Iteration 2F (3038.771009 sec): 3 clusters Score: Raw -1286246.143973 + Penalty 3073.793208 = -1283172.350766 nChanged 583 SP:Iteration 3Q (3038.846874 sec): 3 clusters Score: Raw -1286475.415274 + Penalty 3073.793208 = -1283401.622067 nChanged 572 SP:Iteration 4Q (3038.910505 sec): 3 clusters Score: Raw -1286740.023308 + Penalty 3073.793208 = -1283666.230101 nChanged 608 SP:Iteration 5Q (3038.973007 sec): 3 clusters Score: Raw -1287035.006192 + Penalty 3073.793208 = -1283961.212984 nChanged 615 SP:Iteration 6Q (3039.034045 sec): 3 clusters Score: Raw -1287396.323173 + Penalty 3073.793208 = -1284322.529965 nChanged 667 SP:Iteration 7F (3039.102078 sec): 3 clusters Score: Raw -1287841.705893 + Penalty 3073.793208 = -1284767.912685 nChanged 689 SP:Iteration 8F (3039.172455 sec): 3 clusters Score: Raw -1288339.734394 + Penalty 3073.793208 = -1285265.941186 nChanged 663 SP:Iteration 9F (3039.232934 sec): 3 clusters Score: Raw -1288879.145016 + Penalty 3073.793208 = -1285805.351808 nChanged 591 SP:Iteration 10Q (3039.292036 sec): 3 clusters Score: Raw -1289383.561201 + Penalty 3073.793208 = -1286309.767993 nChanged 444 SP:Iteration 11Q (3039.349669 sec): 3 clusters Score: Raw -1289773.403401 + Penalty 3073.793208 = -1286699.610193 nChanged 300 SP:Iteration 12Q (3039.410365 sec): 3 clusters Score: Raw -1290074.011093 + Penalty 3073.793208 = -1287000.217886 nChanged 200 SP:Iteration 13Q (3039.470884 sec): 3 clusters Score: Raw -1290274.818742 + Penalty 3073.793208 = -1287201.025534 nChanged 122 SP:Iteration 14Q (3039.533962 sec): 3 clusters Score: Raw -1290379.639782 + Penalty 3073.793208 = -1287305.846574 nChanged 80 SP:Iteration 15Q (3039.599909 sec): 3 clusters Score: Raw -1290453.039907 + Penalty 3073.793208 = -1287379.246699 nChanged 58 SP:Iteration 16Q (3039.652918 sec): 3 clusters Score: Raw -1290499.161333 + Penalty 3073.793208 = -1287425.368125 nChanged 45 SP:Iteration 17Q (3039.716616 sec): 3 clusters Score: Raw -1290534.104463 + Penalty 3073.793208 = -1287460.311255 nChanged 41 SP:Iteration 18Q (3039.775546 sec): 3 clusters Score: Raw -1290578.037974 + Penalty 3073.793208 = -1287504.244766 nChanged 31 SP:Iteration 19Q (3039.850333 sec): 3 clusters Score: Raw -1290612.142369 + Penalty 3073.793208 = -1287538.349161 nChanged 29 SP:Iteration 20F (3039.897235 sec): 3 clusters Score: Raw -1290636.151541 + Penalty 3073.793208 = -1287562.358333 nChanged 21 SP:Iteration 21Q (3039.964650 sec): 3 clusters Score: Raw -1290650.448629 + Penalty 3073.793208 = -1287576.655421 nChanged 15 SP:Iteration 22Q (3040.018891 sec): 3 clusters Score: Raw -1290663.019236 + Penalty 3073.793208 = -1287589.226028 nChanged 12 SP:Iteration 23Q (3040.087758 sec): 3 clusters Score: Raw -1290673.031234 + Penalty 3073.793208 = -1287599.238026 nChanged 17 SP:Iteration 24Q (3040.156961 sec): 3 clusters Score: Raw -1290687.080226 + Penalty 3073.793208 = -1287613.287018 nChanged 21 SP:Iteration 25Q (3040.203530 sec): 3 clusters Score: Raw -1290702.769040 + Penalty 3073.793208 = -1287628.975832 nChanged 16 SP:Iteration 26Q (3040.265742 sec): 3 clusters Score: Raw -1290715.625469 + Penalty 3073.793208 = -1287641.832262 nChanged 15 SP:Iteration 27Q (3040.324934 sec): 3 clusters Score: Raw -1290728.336247 + Penalty 3073.793208 = -1287654.543039 nChanged 12 SP:Iteration 28Q (3040.387958 sec): 3 clusters Score: Raw -1290734.572473 + Penalty 3073.793208 = -1287660.779265 nChanged 6 SP:Iteration 29Q (3040.446788 sec): 3 clusters Score: Raw -1290738.188392 + Penalty 3073.793208 = -1287664.395184 nChanged 6 SP:Iteration 30Q (3040.511221 sec): 3 clusters Score: Raw -1290741.928718 + Penalty 3073.793208 = -1287668.135510 nChanged 3 SP:Iteration 31Q (3040.568468 sec): 3 clusters Score: Raw -1290743.359881 + Penalty 3073.793208 = -1287669.566673 nChanged 1 SP:Iteration 32Q (3040.629508 sec): 3 clusters Score: Raw -1290743.937438 + Penalty 3073.793208 = -1287670.144230 nChanged 0 SP:Iteration 33F (3040.692075 sec): 3 clusters Score: Raw -1290743.937438 + Penalty 3073.793208 = -1287670.144230 nChanged 0 Trying to split cluster 10 (1778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3040.726814 sec): 2 clusters Score: Raw -172668.067465 + Penalty 1216.027218 = -171452.040247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3040.762351 sec): 3 clusters Score: Raw -171953.139439 + Penalty 2432.054435 = -169521.085004 nChanged 609 SP:Iteration 1F (3040.807483 sec): 3 clusters Score: Raw -172336.732264 + Penalty 2432.054435 = -169904.677829 nChanged 117 SP:Iteration 2F (3040.850051 sec): 3 clusters Score: Raw -172415.877145 + Penalty 2432.054435 = -169983.822709 nChanged 69 SP:Iteration 3Q (3040.893950 sec): 3 clusters Score: Raw -172467.009544 + Penalty 2432.054435 = -170034.955108 nChanged 50 SP:Iteration 4Q (3040.931260 sec): 3 clusters Score: Raw -172504.047594 + Penalty 2432.054435 = -170071.993158 nChanged 44 SP:Iteration 5Q (3040.977783 sec): 3 clusters Score: Raw -172533.794209 + Penalty 2432.054435 = -170101.739774 nChanged 33 SP:Iteration 6Q (3041.024630 sec): 3 clusters Score: Raw -172550.911559 + Penalty 2432.054435 = -170118.857124 nChanged 19 SP:Iteration 7Q (3041.064027 sec): 3 clusters Score: Raw -172565.351247 + Penalty 2432.054435 = -170133.296812 nChanged 23 SP:Iteration 8Q (3041.106692 sec): 3 clusters Score: Raw -172577.559553 + Penalty 2432.054435 = -170145.505118 nChanged 11 SP:Iteration 9Q (3041.154565 sec): 3 clusters Score: Raw -172583.405467 + Penalty 2432.054435 = -170151.351032 nChanged 11 SP:Iteration 10Q (3041.187208 sec): 3 clusters Score: Raw -172587.585109 + Penalty 2432.054435 = -170155.530673 nChanged 5 SP:Iteration 11Q (3041.241512 sec): 3 clusters Score: Raw -172589.836412 + Penalty 2432.054435 = -170157.781977 nChanged 7 SP:Iteration 12Q (3041.277892 sec): 3 clusters Score: Raw -172592.518421 + Penalty 2432.054435 = -170160.463986 nChanged 6 SP:Iteration 13Q (3041.323361 sec): 3 clusters Score: Raw -172595.767790 + Penalty 2432.054435 = -170163.713354 nChanged 5 SP:Iteration 14Q (3041.374464 sec): 3 clusters Score: Raw -172598.677765 + Penalty 2432.054435 = -170166.623329 nChanged 7 SP:Iteration 15Q (3041.420844 sec): 3 clusters Score: Raw -172603.485692 + Penalty 2432.054435 = -170171.431256 nChanged 6 SP:Iteration 16Q (3041.464823 sec): 3 clusters Score: Raw -172606.298891 + Penalty 2432.054435 = -170174.244456 nChanged 5 SP:Iteration 17Q (3041.498903 sec): 3 clusters Score: Raw -172609.009832 + Penalty 2432.054435 = -170176.955397 nChanged 5 SP:Iteration 18Q (3041.535065 sec): 3 clusters Score: Raw -172611.067408 + Penalty 2432.054435 = -170179.012972 nChanged 3 SP:Iteration 19Q (3041.577742 sec): 3 clusters Score: Raw -172611.795743 + Penalty 2432.054435 = -170179.741308 nChanged 1 SP:Iteration 20F (3041.635838 sec): 3 clusters Score: Raw -172612.200795 + Penalty 2432.054435 = -170180.146360 nChanged 0 Trying to split cluster 11 (15389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3041.679009 sec): 2 clusters Score: Raw -1685806.984792 + Penalty 1566.728840 = -1684240.255951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3041.750307 sec): 3 clusters Score: Raw -1676709.257819 + Penalty 3133.457680 = -1673575.800138 nChanged 6828 SP:Iteration 1F (3041.817050 sec): 3 clusters Score: Raw -1680566.106209 + Penalty 3133.457680 = -1677432.648528 nChanged 923 SP:Iteration 2F (3041.887861 sec): 3 clusters Score: Raw -1680959.203035 + Penalty 3133.457680 = -1677825.745355 nChanged 793 SP:Iteration 3F (3041.956816 sec): 3 clusters Score: Raw -1681292.983933 + Penalty 3133.457680 = -1678159.526252 nChanged 746 SP:Iteration 4Q (3042.027611 sec): 3 clusters Score: Raw -1681670.192291 + Penalty 3133.457680 = -1678536.734611 nChanged 807 SP:Iteration 5F (3042.105974 sec): 3 clusters Score: Raw -1682140.877254 + Penalty 3133.457680 = -1679007.419574 nChanged 857 SP:Iteration 6F (3042.167361 sec): 3 clusters Score: Raw -1682736.791430 + Penalty 3133.457680 = -1679603.333749 nChanged 898 SP:Iteration 7F (3042.246371 sec): 3 clusters Score: Raw -1683404.987304 + Penalty 3133.457680 = -1680271.529623 nChanged 805 SP:Iteration 8F (3042.315296 sec): 3 clusters Score: Raw -1684064.425778 + Penalty 3133.457680 = -1680930.968098 nChanged 687 SP:Iteration 9Q (3042.374917 sec): 3 clusters Score: Raw -1684655.152739 + Penalty 3133.457680 = -1681521.695059 nChanged 540 SP:Iteration 10Q (3042.442697 sec): 3 clusters Score: Raw -1685107.016555 + Penalty 3133.457680 = -1681973.558875 nChanged 362 SP:Iteration 11Q (3042.505793 sec): 3 clusters Score: Raw -1685367.850484 + Penalty 3133.457680 = -1682234.392804 nChanged 226 SP:Iteration 12Q (3042.581230 sec): 3 clusters Score: Raw -1685530.260582 + Penalty 3133.457680 = -1682396.802901 nChanged 170 SP:Iteration 13Q (3042.658549 sec): 3 clusters Score: Raw -1685656.798510 + Penalty 3133.457680 = -1682523.340830 nChanged 127 SP:Iteration 14Q (3042.718297 sec): 3 clusters Score: Raw -1685743.534024 + Penalty 3133.457680 = -1682610.076344 nChanged 100 SP:Iteration 15Q (3042.786268 sec): 3 clusters Score: Raw -1685808.848522 + Penalty 3133.457680 = -1682675.390842 nChanged 76 SP:Iteration 16Q (3042.852607 sec): 3 clusters Score: Raw -1685860.826824 + Penalty 3133.457680 = -1682727.369143 nChanged 61 SP:Iteration 17Q (3042.917212 sec): 3 clusters Score: Raw -1685899.666358 + Penalty 3133.457680 = -1682766.208677 nChanged 47 SP:Iteration 18Q (3042.984515 sec): 3 clusters Score: Raw -1685938.782298 + Penalty 3133.457680 = -1682805.324618 nChanged 43 SP:Iteration 19Q (3043.061134 sec): 3 clusters Score: Raw -1685974.373419 + Penalty 3133.457680 = -1682840.915738 nChanged 35 SP:Iteration 20F (3043.121705 sec): 3 clusters Score: Raw -1685998.648165 + Penalty 3133.457680 = -1682865.190485 nChanged 35 SP:Iteration 21Q (3043.193763 sec): 3 clusters Score: Raw -1686020.708588 + Penalty 3133.457680 = -1682887.250907 nChanged 23 SP:Iteration 22Q (3043.249885 sec): 3 clusters Score: Raw -1686043.366316 + Penalty 3133.457680 = -1682909.908636 nChanged 21 SP:Iteration 23Q (3043.326178 sec): 3 clusters Score: Raw -1686060.316895 + Penalty 3133.457680 = -1682926.859215 nChanged 17 SP:Iteration 24Q (3043.380563 sec): 3 clusters Score: Raw -1686070.921650 + Penalty 3133.457680 = -1682937.463970 nChanged 14 SP:Iteration 25Q (3043.459440 sec): 3 clusters Score: Raw -1686080.850504 + Penalty 3133.457680 = -1682947.392824 nChanged 14 SP:Iteration 26Q (3043.525203 sec): 3 clusters Score: Raw -1686090.859374 + Penalty 3133.457680 = -1682957.401694 nChanged 9 SP:Iteration 27Q (3043.583581 sec): 3 clusters Score: Raw -1686098.809805 + Penalty 3133.457680 = -1682965.352125 nChanged 4 SP:Iteration 28Q (3043.652387 sec): 3 clusters Score: Raw -1686101.180582 + Penalty 3133.457680 = -1682967.722902 nChanged 3 SP:Iteration 29Q (3043.713162 sec): 3 clusters Score: Raw -1686102.797947 + Penalty 3133.457680 = -1682969.340267 nChanged 3 SP:Iteration 30Q (3043.779605 sec): 3 clusters Score: Raw -1686103.996307 + Penalty 3133.457680 = -1682970.538627 nChanged 2 SP:Iteration 31Q (3043.841696 sec): 3 clusters Score: Raw -1686105.309341 + Penalty 3133.457680 = -1682971.851660 nChanged 1 SP:Iteration 32Q (3043.909211 sec): 3 clusters Score: Raw -1686105.604728 + Penalty 3133.457680 = -1682972.147048 nChanged 0 SP:Iteration 33F (3043.968797 sec): 3 clusters Score: Raw -1686105.604728 + Penalty 3133.457680 = -1682972.147048 nChanged 0 Trying to split cluster 12 (404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3043.997784 sec): 2 clusters Score: Raw -31368.003422 + Penalty 975.229918 = -30392.773504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3044.034200 sec): 3 clusters Score: Raw -31426.066361 + Penalty 1950.459835 = -29475.606526 nChanged 113 SP:Iteration 1F (3044.074334 sec): 3 clusters Score: Raw -31645.684035 + Penalty 1950.459835 = -29695.224200 nChanged 34 SP:Iteration 2F (3044.130230 sec): 3 clusters Score: Raw -31726.290852 + Penalty 1950.459835 = -29775.831016 nChanged 20 SP:Iteration 3Q (3044.169795 sec): 3 clusters Score: Raw -31781.843028 + Penalty 1950.459835 = -29831.383193 nChanged 5 SP:Iteration 4Q (3044.218789 sec): 3 clusters Score: Raw -31799.828433 + Penalty 1950.459835 = -29849.368597 nChanged 8 SP:Iteration 5Q (3044.261077 sec): 3 clusters Score: Raw -31809.511004 + Penalty 1950.459835 = -29859.051169 nChanged 6 SP:Iteration 6Q (3044.306030 sec): 3 clusters Score: Raw -31815.108599 + Penalty 1950.459835 = -29864.648764 nChanged 2 SP:Iteration 7Q (3044.352931 sec): 3 clusters Score: Raw -31818.813064 + Penalty 1950.459835 = -29868.353229 nChanged 4 SP:Iteration 8Q (3044.404427 sec): 3 clusters Score: Raw -31824.826836 + Penalty 1950.459835 = -29874.367000 nChanged 2 SP:Iteration 9Q (3044.451794 sec): 3 clusters Score: Raw -31827.171782 + Penalty 1950.459835 = -29876.711947 nChanged 1 SP:Iteration 10Q (3044.487215 sec): 3 clusters Score: Raw -31827.490734 + Penalty 1950.459835 = -29877.030899 nChanged 0 SP:Iteration 11F (3044.538608 sec): 3 clusters Score: Raw -31827.490734 + Penalty 1950.459835 = -29877.030899 nChanged 0 Trying to split cluster 13 (1906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3044.568658 sec): 2 clusters Score: Raw -185688.488750 + Penalty 1227.323839 = -184461.164911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3044.611066 sec): 3 clusters Score: Raw -184880.510747 + Penalty 2454.647677 = -182425.863070 nChanged 635 SP:Iteration 1F (3044.653840 sec): 3 clusters Score: Raw -185286.708241 + Penalty 2454.647677 = -182832.060563 nChanged 125 SP:Iteration 2F (3044.690668 sec): 3 clusters Score: Raw -185375.092725 + Penalty 2454.647677 = -182920.445048 nChanged 77 SP:Iteration 3Q (3044.730893 sec): 3 clusters Score: Raw -185421.227163 + Penalty 2454.647677 = -182966.579486 nChanged 47 SP:Iteration 4Q (3044.775321 sec): 3 clusters Score: Raw -185448.204298 + Penalty 2454.647677 = -182993.556621 nChanged 36 SP:Iteration 5Q (3044.820165 sec): 3 clusters Score: Raw -185471.261262 + Penalty 2454.647677 = -183016.613585 nChanged 34 SP:Iteration 6Q (3044.865141 sec): 3 clusters Score: Raw -185495.595807 + Penalty 2454.647677 = -183040.948129 nChanged 24 SP:Iteration 7Q (3044.911827 sec): 3 clusters Score: Raw -185511.249174 + Penalty 2454.647677 = -183056.601497 nChanged 16 SP:Iteration 8Q (3044.969051 sec): 3 clusters Score: Raw -185523.612221 + Penalty 2454.647677 = -183068.964543 nChanged 17 SP:Iteration 9Q (3045.008772 sec): 3 clusters Score: Raw -185530.748908 + Penalty 2454.647677 = -183076.101231 nChanged 15 SP:Iteration 10Q (3045.047622 sec): 3 clusters Score: Raw -185539.098490 + Penalty 2454.647677 = -183084.450813 nChanged 19 SP:Iteration 11Q (3045.110082 sec): 3 clusters Score: Raw -185546.689634 + Penalty 2454.647677 = -183092.041956 nChanged 11 SP:Iteration 12Q (3045.154625 sec): 3 clusters Score: Raw -185550.489824 + Penalty 2454.647677 = -183095.842147 nChanged 7 SP:Iteration 13Q (3045.195190 sec): 3 clusters Score: Raw -185553.203989 + Penalty 2454.647677 = -183098.556312 nChanged 4 SP:Iteration 14Q (3045.234295 sec): 3 clusters Score: Raw -185554.905967 + Penalty 2454.647677 = -183100.258289 nChanged 6 SP:Iteration 15Q (3045.281581 sec): 3 clusters Score: Raw -185556.832949 + Penalty 2454.647677 = -183102.185272 nChanged 5 SP:Iteration 16Q (3045.323826 sec): 3 clusters Score: Raw -185558.266298 + Penalty 2454.647677 = -183103.618620 nChanged 5 SP:Iteration 17Q (3045.376607 sec): 3 clusters Score: Raw -185560.480463 + Penalty 2454.647677 = -183105.832786 nChanged 5 SP:Iteration 18Q (3045.410570 sec): 3 clusters Score: Raw -185562.882820 + Penalty 2454.647677 = -183108.235143 nChanged 7 SP:Iteration 19Q (3045.454969 sec): 3 clusters Score: Raw -185567.907211 + Penalty 2454.647677 = -183113.259533 nChanged 8 SP:Iteration 20F (3045.503842 sec): 3 clusters Score: Raw -185571.382408 + Penalty 2454.647677 = -183116.734731 nChanged 4 SP:Iteration 21Q (3045.561039 sec): 3 clusters Score: Raw -185573.499582 + Penalty 2454.647677 = -183118.851905 nChanged 1 SP:Iteration 22Q (3045.607888 sec): 3 clusters Score: Raw -185574.547479 + Penalty 2454.647677 = -183119.899801 nChanged 3 SP:Iteration 23Q (3045.645635 sec): 3 clusters Score: Raw -185575.741830 + Penalty 2454.647677 = -183121.094153 nChanged 2 SP:Iteration 24Q (3045.704213 sec): 3 clusters Score: Raw -185576.301565 + Penalty 2454.647677 = -183121.653888 nChanged 2 SP:Iteration 25Q (3045.756972 sec): 3 clusters Score: Raw -185576.758983 + Penalty 2454.647677 = -183122.111305 nChanged 1 SP:Iteration 26Q (3045.790657 sec): 3 clusters Score: Raw -185577.060307 + Penalty 2454.647677 = -183122.412629 nChanged 0 SP:Iteration 27F (3045.832177 sec): 3 clusters Score: Raw -185577.060307 + Penalty 2454.647677 = -183122.412629 nChanged 0 Trying to split cluster 14 (2087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3045.857669 sec): 2 clusters Score: Raw -184949.019125 + Penalty 1242.065972 = -183706.953153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3045.900370 sec): 3 clusters Score: Raw -184065.008195 + Penalty 2484.131945 = -181580.876250 nChanged 767 SP:Iteration 1F (3045.949870 sec): 3 clusters Score: Raw -184610.555683 + Penalty 2484.131945 = -182126.423739 nChanged 155 SP:Iteration 2F (3046.003197 sec): 3 clusters Score: Raw -184753.534960 + Penalty 2484.131945 = -182269.403016 nChanged 122 SP:Iteration 3F (3046.045416 sec): 3 clusters Score: Raw -184902.308983 + Penalty 2484.131945 = -182418.177039 nChanged 109 SP:Iteration 4F (3046.099692 sec): 3 clusters Score: Raw -185037.814355 + Penalty 2484.131945 = -182553.682410 nChanged 97 SP:Iteration 5Q (3046.146710 sec): 3 clusters Score: Raw -185175.147372 + Penalty 2484.131945 = -182691.015427 nChanged 109 SP:Iteration 6F (3046.191973 sec): 3 clusters Score: Raw -185314.993276 + Penalty 2484.131945 = -182830.861331 nChanged 94 SP:Iteration 7Q (3046.234997 sec): 3 clusters Score: Raw -185440.034769 + Penalty 2484.131945 = -182955.902824 nChanged 80 SP:Iteration 8Q (3046.286789 sec): 3 clusters Score: Raw -185566.973434 + Penalty 2484.131945 = -183082.841490 nChanged 77 SP:Iteration 9Q (3046.325253 sec): 3 clusters Score: Raw -185638.511482 + Penalty 2484.131945 = -183154.379537 nChanged 46 SP:Iteration 10Q (3046.367309 sec): 3 clusters Score: Raw -185680.365716 + Penalty 2484.131945 = -183196.233771 nChanged 42 SP:Iteration 11Q (3046.411897 sec): 3 clusters Score: Raw -185712.938442 + Penalty 2484.131945 = -183228.806497 nChanged 34 SP:Iteration 12Q (3046.467036 sec): 3 clusters Score: Raw -185746.981831 + Penalty 2484.131945 = -183262.849886 nChanged 42 SP:Iteration 13Q (3046.509649 sec): 3 clusters Score: Raw -185782.369552 + Penalty 2484.131945 = -183298.237607 nChanged 24 SP:Iteration 14Q (3046.558102 sec): 3 clusters Score: Raw -185796.473017 + Penalty 2484.131945 = -183312.341072 nChanged 12 SP:Iteration 15Q (3046.618120 sec): 3 clusters Score: Raw -185802.580402 + Penalty 2484.131945 = -183318.448457 nChanged 7 SP:Iteration 16Q (3046.664366 sec): 3 clusters Score: Raw -185805.976888 + Penalty 2484.131945 = -183321.844943 nChanged 5 SP:Iteration 17Q (3046.709515 sec): 3 clusters Score: Raw -185807.947097 + Penalty 2484.131945 = -183323.815152 nChanged 3 SP:Iteration 18Q (3046.743658 sec): 3 clusters Score: Raw -185809.871048 + Penalty 2484.131945 = -183325.739103 nChanged 6 SP:Iteration 19Q (3046.801166 sec): 3 clusters Score: Raw -185812.652771 + Penalty 2484.131945 = -183328.520826 nChanged 2 SP:Iteration 20F (3046.849168 sec): 3 clusters Score: Raw -185813.124111 + Penalty 2484.131945 = -183328.992167 nChanged 0 Trying to split cluster 15 (9346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3046.888871 sec): 2 clusters Score: Raw -986089.520637 + Penalty 1485.689355 = -984603.831282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3046.931721 sec): 3 clusters Score: Raw -980827.167511 + Penalty 2971.378710 = -977855.788801 nChanged 4027 SP:Iteration 1F (3046.997439 sec): 3 clusters Score: Raw -982950.965868 + Penalty 2971.378710 = -979979.587158 nChanged 604 SP:Iteration 2F (3047.051101 sec): 3 clusters Score: Raw -983242.354937 + Penalty 2971.378710 = -980270.976227 nChanged 520 SP:Iteration 3F (3047.108509 sec): 3 clusters Score: Raw -983516.359372 + Penalty 2971.378710 = -980544.980662 nChanged 519 SP:Iteration 4F (3047.177088 sec): 3 clusters Score: Raw -983831.830520 + Penalty 2971.378710 = -980860.451810 nChanged 524 SP:Iteration 5F (3047.237400 sec): 3 clusters Score: Raw -984172.200348 + Penalty 2971.378710 = -981200.821638 nChanged 530 SP:Iteration 6F (3047.284896 sec): 3 clusters Score: Raw -984567.339353 + Penalty 2971.378710 = -981595.960643 nChanged 518 SP:Iteration 7F (3047.345764 sec): 3 clusters Score: Raw -985064.862785 + Penalty 2971.378710 = -982093.484075 nChanged 518 SP:Iteration 8F (3047.409242 sec): 3 clusters Score: Raw -985593.208063 + Penalty 2971.378710 = -982621.829353 nChanged 442 SP:Iteration 9Q (3047.470332 sec): 3 clusters Score: Raw -985964.920992 + Penalty 2971.378710 = -982993.542282 nChanged 321 SP:Iteration 10Q (3047.532005 sec): 3 clusters Score: Raw -986186.636368 + Penalty 2971.378710 = -983215.257658 nChanged 223 SP:Iteration 11Q (3047.584558 sec): 3 clusters Score: Raw -986324.502325 + Penalty 2971.378710 = -983353.123614 nChanged 161 SP:Iteration 12Q (3047.647104 sec): 3 clusters Score: Raw -986426.435636 + Penalty 2971.378710 = -983455.056926 nChanged 120 SP:Iteration 13Q (3047.711014 sec): 3 clusters Score: Raw -986496.439255 + Penalty 2971.378710 = -983525.060545 nChanged 106 SP:Iteration 14Q (3047.778772 sec): 3 clusters Score: Raw -986537.822677 + Penalty 2971.378710 = -983566.443967 nChanged 61 SP:Iteration 15Q (3047.827967 sec): 3 clusters Score: Raw -986555.762527 + Penalty 2971.378710 = -983584.383817 nChanged 43 SP:Iteration 16Q (3047.888011 sec): 3 clusters Score: Raw -986566.269908 + Penalty 2971.378710 = -983594.891198 nChanged 32 SP:Iteration 17Q (3047.951550 sec): 3 clusters Score: Raw -986573.628704 + Penalty 2971.378710 = -983602.249994 nChanged 32 SP:Iteration 18Q (3048.003271 sec): 3 clusters Score: Raw -986579.950457 + Penalty 2971.378710 = -983608.571747 nChanged 18 SP:Iteration 19Q (3048.064196 sec): 3 clusters Score: Raw -986583.502533 + Penalty 2971.378710 = -983612.123823 nChanged 11 SP:Iteration 20F (3048.105103 sec): 3 clusters Score: Raw -986585.425227 + Penalty 2971.378710 = -983614.046517 nChanged 6 SP:Iteration 21Q (3048.165221 sec): 3 clusters Score: Raw -986586.101502 + Penalty 2971.378710 = -983614.722792 nChanged 5 SP:Iteration 22Q (3048.238212 sec): 3 clusters Score: Raw -986586.646556 + Penalty 2971.378710 = -983615.267846 nChanged 3 SP:Iteration 23Q (3048.284234 sec): 3 clusters Score: Raw -986586.951030 + Penalty 2971.378710 = -983615.572320 nChanged 2 SP:Iteration 24Q (3048.339221 sec): 3 clusters Score: Raw -986587.259283 + Penalty 2971.378710 = -983615.880573 nChanged 2 SP:Iteration 25Q (3048.406219 sec): 3 clusters Score: Raw -986587.466258 + Penalty 2971.378710 = -983616.087548 nChanged 0 SP:Iteration 26F (3048.471143 sec): 3 clusters Score: Raw -986587.466258 + Penalty 2971.378710 = -983616.087548 nChanged 0 Trying to split cluster 16 (5275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3048.509066 sec): 2 clusters Score: Raw -508803.190095 + Penalty 1392.744268 = -507410.445827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3048.565062 sec): 3 clusters Score: Raw -506047.089733 + Penalty 2785.488536 = -503261.601196 nChanged 2167 SP:Iteration 1F (3048.611920 sec): 3 clusters Score: Raw -507230.292177 + Penalty 2785.488536 = -504444.803640 nChanged 400 SP:Iteration 2F (3048.673169 sec): 3 clusters Score: Raw -507449.039298 + Penalty 2785.488536 = -504663.550761 nChanged 305 SP:Iteration 3F (3048.720785 sec): 3 clusters Score: Raw -507627.268745 + Penalty 2785.488536 = -504841.780209 nChanged 265 SP:Iteration 4F (3048.767859 sec): 3 clusters Score: Raw -507783.986679 + Penalty 2785.488536 = -504998.498142 nChanged 252 SP:Iteration 5Q (3048.822096 sec): 3 clusters Score: Raw -507931.179729 + Penalty 2785.488536 = -505145.691193 nChanged 227 SP:Iteration 6Q (3048.875986 sec): 3 clusters Score: Raw -508053.849649 + Penalty 2785.488536 = -505268.361113 nChanged 200 SP:Iteration 7Q (3048.933637 sec): 3 clusters Score: Raw -508172.558233 + Penalty 2785.488536 = -505387.069697 nChanged 189 SP:Iteration 8Q (3048.985562 sec): 3 clusters Score: Raw -508277.478393 + Penalty 2785.488536 = -505491.989856 nChanged 154 SP:Iteration 9Q (3049.031208 sec): 3 clusters Score: Raw -508370.105101 + Penalty 2785.488536 = -505584.616564 nChanged 167 SP:Iteration 10Q (3049.093729 sec): 3 clusters Score: Raw -508471.117841 + Penalty 2785.488536 = -505685.629304 nChanged 138 SP:Iteration 11Q (3049.152734 sec): 3 clusters Score: Raw -508559.873950 + Penalty 2785.488536 = -505774.385413 nChanged 124 SP:Iteration 12Q (3049.204847 sec): 3 clusters Score: Raw -508641.494957 + Penalty 2785.488536 = -505856.006421 nChanged 85 SP:Iteration 13Q (3049.248852 sec): 3 clusters Score: Raw -508706.835006 + Penalty 2785.488536 = -505921.346470 nChanged 86 SP:Iteration 14Q (3049.298399 sec): 3 clusters Score: Raw -508786.966945 + Penalty 2785.488536 = -506001.478408 nChanged 83 SP:Iteration 15Q (3049.355322 sec): 3 clusters Score: Raw -508853.930271 + Penalty 2785.488536 = -506068.441735 nChanged 52 SP:Iteration 16Q (3049.418746 sec): 3 clusters Score: Raw -508900.237480 + Penalty 2785.488536 = -506114.748944 nChanged 51 SP:Iteration 17Q (3049.458421 sec): 3 clusters Score: Raw -508939.773387 + Penalty 2785.488536 = -506154.284851 nChanged 46 SP:Iteration 18Q (3049.511253 sec): 3 clusters Score: Raw -508980.094147 + Penalty 2785.488536 = -506194.605611 nChanged 34 SP:Iteration 19Q (3049.556363 sec): 3 clusters Score: Raw -509002.351838 + Penalty 2785.488536 = -506216.863302 nChanged 22 SP:Iteration 20F (3049.608543 sec): 3 clusters Score: Raw -509018.619792 + Penalty 2785.488536 = -506233.131256 nChanged 19 SP:Iteration 21Q (3049.664967 sec): 3 clusters Score: Raw -509032.946381 + Penalty 2785.488536 = -506247.457845 nChanged 13 SP:Iteration 22Q (3049.712179 sec): 3 clusters Score: Raw -509044.253050 + Penalty 2785.488536 = -506258.764513 nChanged 16 SP:Iteration 23Q (3049.753497 sec): 3 clusters Score: Raw -509057.065552 + Penalty 2785.488536 = -506271.577016 nChanged 9 SP:Iteration 24Q (3049.808225 sec): 3 clusters Score: Raw -509063.920997 + Penalty 2785.488536 = -506278.432460 nChanged 9 SP:Iteration 25Q (3049.863438 sec): 3 clusters Score: Raw -509068.610666 + Penalty 2785.488536 = -506283.122129 nChanged 5 SP:Iteration 26Q (3049.913844 sec): 3 clusters Score: Raw -509072.222927 + Penalty 2785.488536 = -506286.734391 nChanged 5 SP:Iteration 27Q (3049.967966 sec): 3 clusters Score: Raw -509075.388196 + Penalty 2785.488536 = -506289.899659 nChanged 5 SP:Iteration 28Q (3050.004149 sec): 3 clusters Score: Raw -509078.006811 + Penalty 2785.488536 = -506292.518275 nChanged 8 SP:Iteration 29Q (3050.059805 sec): 3 clusters Score: Raw -509083.692479 + Penalty 2785.488536 = -506298.203942 nChanged 7 SP:Iteration 30Q (3050.111046 sec): 3 clusters Score: Raw -509086.939835 + Penalty 2785.488536 = -506301.451299 nChanged 5 SP:Iteration 31Q (3050.154814 sec): 3 clusters Score: Raw -509091.166129 + Penalty 2785.488536 = -506305.677593 nChanged 4 SP:Iteration 32Q (3050.184412 sec): 3 clusters Score: Raw -509093.873303 + Penalty 2785.488536 = -506308.384766 nChanged 4 SP:Iteration 33Q (3050.235146 sec): 3 clusters Score: Raw -509096.625817 + Penalty 2785.488536 = -506311.137281 nChanged 3 SP:Iteration 34Q (3050.289354 sec): 3 clusters Score: Raw -509099.349004 + Penalty 2785.488536 = -506313.860467 nChanged 4 SP:Iteration 35Q (3050.336334 sec): 3 clusters Score: Raw -509102.548470 + Penalty 2785.488536 = -506317.059934 nChanged 4 SP:Iteration 36Q (3050.395277 sec): 3 clusters Score: Raw -509105.768998 + Penalty 2785.488536 = -506320.280461 nChanged 6 SP:Iteration 37Q (3050.439422 sec): 3 clusters Score: Raw -509109.665893 + Penalty 2785.488536 = -506324.177357 nChanged 4 SP:Iteration 38Q (3050.503543 sec): 3 clusters Score: Raw -509113.378611 + Penalty 2785.488536 = -506327.890075 nChanged 5 SP:Iteration 39Q (3050.559320 sec): 3 clusters Score: Raw -509116.476496 + Penalty 2785.488536 = -506330.987959 nChanged 5 SP:Iteration 40F (3050.608598 sec): 3 clusters Score: Raw -509118.501657 + Penalty 2785.488536 = -506333.013121 nChanged 2 SP:Iteration 41Q (3050.648569 sec): 3 clusters Score: Raw -509119.174586 + Penalty 2785.488536 = -506333.686050 nChanged 2 SP:Iteration 42Q (3050.710519 sec): 3 clusters Score: Raw -509120.418062 + Penalty 2785.488536 = -506334.929525 nChanged 1 SP:Iteration 43Q (3050.768373 sec): 3 clusters Score: Raw -509120.823816 + Penalty 2785.488536 = -506335.335280 nChanged 1 SP:Iteration 44Q (3050.822479 sec): 3 clusters Score: Raw -509121.052393 + Penalty 2785.488536 = -506335.563856 nChanged 1 SP:Iteration 45Q (3050.866459 sec): 3 clusters Score: Raw -509121.494363 + Penalty 2785.488536 = -506336.005827 nChanged 0 SP:Iteration 46F (3050.929293 sec): 3 clusters Score: Raw -509121.494363 + Penalty 2785.488536 = -506336.005827 nChanged 0 Trying to split cluster 17 (5722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3050.954921 sec): 2 clusters Score: Raw -578858.983186 + Penalty 1405.961972 = -577453.021214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3051.010019 sec): 3 clusters Score: Raw -575813.451443 + Penalty 2811.923944 = -573001.527499 nChanged 2340 SP:Iteration 1F (3051.056204 sec): 3 clusters Score: Raw -577133.185554 + Penalty 2811.923944 = -574321.261610 nChanged 452 SP:Iteration 2F (3051.114505 sec): 3 clusters Score: Raw -577389.977360 + Penalty 2811.923944 = -574578.053416 nChanged 364 SP:Iteration 3F (3051.170483 sec): 3 clusters Score: Raw -577597.969892 + Penalty 2811.923944 = -574786.045948 nChanged 312 SP:Iteration 4F (3051.208985 sec): 3 clusters Score: Raw -577798.897154 + Penalty 2811.923944 = -574986.973210 nChanged 267 SP:Iteration 5Q (3051.261490 sec): 3 clusters Score: Raw -577947.824126 + Penalty 2811.923944 = -575135.900183 nChanged 216 SP:Iteration 6Q (3051.305939 sec): 3 clusters Score: Raw -578071.334401 + Penalty 2811.923944 = -575259.410458 nChanged 191 SP:Iteration 7Q (3051.358421 sec): 3 clusters Score: Raw -578168.751052 + Penalty 2811.923944 = -575356.827108 nChanged 162 SP:Iteration 8Q (3051.419889 sec): 3 clusters Score: Raw -578241.131016 + Penalty 2811.923944 = -575429.207072 nChanged 143 SP:Iteration 9Q (3051.466191 sec): 3 clusters Score: Raw -578314.564110 + Penalty 2811.923944 = -575502.640166 nChanged 124 SP:Iteration 10Q (3051.530536 sec): 3 clusters Score: Raw -578376.303105 + Penalty 2811.923944 = -575564.379161 nChanged 113 SP:Iteration 11Q (3051.575841 sec): 3 clusters Score: Raw -578432.126244 + Penalty 2811.923944 = -575620.202300 nChanged 101 SP:Iteration 12Q (3051.639965 sec): 3 clusters Score: Raw -578487.537605 + Penalty 2811.923944 = -575675.613661 nChanged 101 SP:Iteration 13Q (3051.679137 sec): 3 clusters Score: Raw -578542.461682 + Penalty 2811.923944 = -575730.537738 nChanged 97 SP:Iteration 14Q (3051.731084 sec): 3 clusters Score: Raw -578585.446805 + Penalty 2811.923944 = -575773.522861 nChanged 71 SP:Iteration 15Q (3051.794950 sec): 3 clusters Score: Raw -578622.810647 + Penalty 2811.923944 = -575810.886703 nChanged 65 SP:Iteration 16Q (3051.832328 sec): 3 clusters Score: Raw -578657.780077 + Penalty 2811.923944 = -575845.856133 nChanged 53 SP:Iteration 17Q (3051.881749 sec): 3 clusters Score: Raw -578682.236447 + Penalty 2811.923944 = -575870.312504 nChanged 50 SP:Iteration 18Q (3051.935694 sec): 3 clusters Score: Raw -578705.169069 + Penalty 2811.923944 = -575893.245125 nChanged 45 SP:Iteration 19Q (3051.989112 sec): 3 clusters Score: Raw -578726.338678 + Penalty 2811.923944 = -575914.414734 nChanged 46 SP:Iteration 20F (3052.040523 sec): 3 clusters Score: Raw -578744.358425 + Penalty 2811.923944 = -575932.434481 nChanged 37 SP:Iteration 21Q (3052.088570 sec): 3 clusters Score: Raw -578761.006145 + Penalty 2811.923944 = -575949.082201 nChanged 31 SP:Iteration 22Q (3052.141236 sec): 3 clusters Score: Raw -578773.988349 + Penalty 2811.923944 = -575962.064405 nChanged 33 SP:Iteration 23Q (3052.190509 sec): 3 clusters Score: Raw -578791.314221 + Penalty 2811.923944 = -575979.390277 nChanged 33 SP:Iteration 24Q (3052.238230 sec): 3 clusters Score: Raw -578804.543598 + Penalty 2811.923944 = -575992.619654 nChanged 28 SP:Iteration 25Q (3052.281577 sec): 3 clusters Score: Raw -578818.582181 + Penalty 2811.923944 = -576006.658237 nChanged 28 SP:Iteration 26Q (3052.329325 sec): 3 clusters Score: Raw -578831.577881 + Penalty 2811.923944 = -576019.653937 nChanged 25 SP:Iteration 27Q (3052.368745 sec): 3 clusters Score: Raw -578845.366497 + Penalty 2811.923944 = -576033.442553 nChanged 24 SP:Iteration 28Q (3052.411675 sec): 3 clusters Score: Raw -578854.914678 + Penalty 2811.923944 = -576042.990734 nChanged 21 SP:Iteration 29Q (3052.462551 sec): 3 clusters Score: Raw -578863.455355 + Penalty 2811.923944 = -576051.531411 nChanged 29 SP:Iteration 30Q (3052.508623 sec): 3 clusters Score: Raw -578875.244849 + Penalty 2811.923944 = -576063.320905 nChanged 21 SP:Iteration 31Q (3052.553242 sec): 3 clusters Score: Raw -578885.796980 + Penalty 2811.923944 = -576073.873036 nChanged 19 SP:Iteration 32Q (3052.594937 sec): 3 clusters Score: Raw -578894.617306 + Penalty 2811.923944 = -576082.693362 nChanged 13 SP:Iteration 33Q (3052.639947 sec): 3 clusters Score: Raw -578899.149922 + Penalty 2811.923944 = -576087.225978 nChanged 6 SP:Iteration 34Q (3052.698924 sec): 3 clusters Score: Raw -578902.466895 + Penalty 2811.923944 = -576090.542951 nChanged 9 SP:Iteration 35Q (3052.743139 sec): 3 clusters Score: Raw -578906.428718 + Penalty 2811.923944 = -576094.504774 nChanged 12 SP:Iteration 36Q (3052.790468 sec): 3 clusters Score: Raw -578911.330273 + Penalty 2811.923944 = -576099.406329 nChanged 11 SP:Iteration 37Q (3052.835106 sec): 3 clusters Score: Raw -578917.251650 + Penalty 2811.923944 = -576105.327706 nChanged 14 SP:Iteration 38Q (3052.890808 sec): 3 clusters Score: Raw -578928.852701 + Penalty 2811.923944 = -576116.928757 nChanged 19 SP:Iteration 39Q (3052.942293 sec): 3 clusters Score: Raw -578940.227529 + Penalty 2811.923944 = -576128.303585 nChanged 13 SP:Iteration 40F (3053.003650 sec): 3 clusters Score: Raw -578946.461878 + Penalty 2811.923944 = -576134.537934 nChanged 16 SP:Iteration 41Q (3053.048803 sec): 3 clusters Score: Raw -578956.012231 + Penalty 2811.923944 = -576144.088287 nChanged 15 SP:Iteration 42Q (3053.110462 sec): 3 clusters Score: Raw -578965.074682 + Penalty 2811.923944 = -576153.150738 nChanged 15 SP:Iteration 43Q (3053.159848 sec): 3 clusters Score: Raw -578973.131419 + Penalty 2811.923944 = -576161.207475 nChanged 8 SP:Iteration 44Q (3053.206565 sec): 3 clusters Score: Raw -578978.078529 + Penalty 2811.923944 = -576166.154585 nChanged 9 SP:Iteration 45Q (3053.263291 sec): 3 clusters Score: Raw -578982.847899 + Penalty 2811.923944 = -576170.923955 nChanged 7 SP:Iteration 46Q (3053.336352 sec): 3 clusters Score: Raw -578986.325330 + Penalty 2811.923944 = -576174.401386 nChanged 4 SP:Iteration 47Q (3053.381127 sec): 3 clusters Score: Raw -578987.619202 + Penalty 2811.923944 = -576175.695258 nChanged 6 SP:Iteration 48Q (3053.421252 sec): 3 clusters Score: Raw -578990.024499 + Penalty 2811.923944 = -576178.100555 nChanged 4 SP:Iteration 49Q (3053.474480 sec): 3 clusters Score: Raw -578992.515198 + Penalty 2811.923944 = -576180.591254 nChanged 5 SP:Iteration 50Q (3053.532210 sec): 3 clusters Score: Raw -578994.605748 + Penalty 2811.923944 = -576182.681804 nChanged 2 SP:Iteration 51Q (3053.583307 sec): 3 clusters Score: Raw -578995.873628 + Penalty 2811.923944 = -576183.949684 nChanged 2 SP:Iteration 52Q (3053.633237 sec): 3 clusters Score: Raw -578996.903726 + Penalty 2811.923944 = -576184.979782 nChanged 1 SP:Iteration 53Q (3053.680909 sec): 3 clusters Score: Raw -578997.320759 + Penalty 2811.923944 = -576185.396815 nChanged 0 SP:Iteration 54F (3053.729804 sec): 3 clusters Score: Raw -578997.320759 + Penalty 2811.923944 = -576185.396815 nChanged 0 Trying to split cluster 18 (32075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3053.799498 sec): 2 clusters Score: Raw -3498452.451518 + Penalty 1686.072731 = -3496766.378787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3053.906605 sec): 3 clusters Score: Raw -3478653.949155 + Penalty 3372.145462 = -3475281.803693 nChanged 14801 SP:Iteration 1F (3053.997372 sec): 3 clusters Score: Raw -3487519.030879 + Penalty 3372.145462 = -3484146.885418 nChanged 2123 SP:Iteration 2F (3054.108820 sec): 3 clusters Score: Raw -3488906.600342 + Penalty 3372.145462 = -3485534.454880 nChanged 2266 SP:Iteration 3F (3054.210403 sec): 3 clusters Score: Raw -3490669.709198 + Penalty 3372.145462 = -3487297.563736 nChanged 2347 SP:Iteration 4F (3054.303925 sec): 3 clusters Score: Raw -3492567.719665 + Penalty 3372.145462 = -3489195.574204 nChanged 2171 SP:Iteration 5F (3054.396048 sec): 3 clusters Score: Raw -3494149.225031 + Penalty 3372.145462 = -3490777.079569 nChanged 1815 SP:Iteration 6F (3054.494669 sec): 3 clusters Score: Raw -3495215.650066 + Penalty 3372.145462 = -3491843.504604 nChanged 1411 SP:Iteration 7Q (3054.585874 sec): 3 clusters Score: Raw -3495861.763163 + Penalty 3372.145462 = -3492489.617701 nChanged 975 SP:Iteration 8Q (3054.687798 sec): 3 clusters Score: Raw -3496214.786873 + Penalty 3372.145462 = -3492842.641411 nChanged 723 SP:Iteration 9Q (3054.773960 sec): 3 clusters Score: Raw -3496425.362598 + Penalty 3372.145462 = -3493053.217137 nChanged 540 SP:Iteration 10Q (3054.878339 sec): 3 clusters Score: Raw -3496556.308854 + Penalty 3372.145462 = -3493184.163392 nChanged 418 SP:Iteration 11Q (3054.978511 sec): 3 clusters Score: Raw -3496650.350473 + Penalty 3372.145462 = -3493278.205012 nChanged 353 SP:Iteration 12Q (3055.067558 sec): 3 clusters Score: Raw -3496728.442418 + Penalty 3372.145462 = -3493356.296956 nChanged 292 SP:Iteration 13Q (3055.167703 sec): 3 clusters Score: Raw -3496788.169277 + Penalty 3372.145462 = -3493416.023815 nChanged 282 SP:Iteration 14Q (3055.269172 sec): 3 clusters Score: Raw -3496845.252967 + Penalty 3372.145462 = -3493473.107505 nChanged 286 SP:Iteration 15Q (3055.371267 sec): 3 clusters Score: Raw -3496904.674620 + Penalty 3372.145462 = -3493532.529158 nChanged 280 SP:Iteration 16Q (3055.471024 sec): 3 clusters Score: Raw -3496961.280805 + Penalty 3372.145462 = -3493589.135344 nChanged 271 SP:Iteration 17Q (3055.562843 sec): 3 clusters Score: Raw -3497012.231311 + Penalty 3372.145462 = -3493640.085850 nChanged 242 SP:Iteration 18Q (3055.652227 sec): 3 clusters Score: Raw -3497056.988709 + Penalty 3372.145462 = -3493684.843247 nChanged 236 SP:Iteration 19Q (3055.745896 sec): 3 clusters Score: Raw -3497098.315117 + Penalty 3372.145462 = -3493726.169656 nChanged 235 SP:Iteration 20F (3055.851984 sec): 3 clusters Score: Raw -3497137.885918 + Penalty 3372.145462 = -3493765.740456 nChanged 212 SP:Iteration 21Q (3055.961497 sec): 3 clusters Score: Raw -3497170.502918 + Penalty 3372.145462 = -3493798.357456 nChanged 190 SP:Iteration 22Q (3056.068740 sec): 3 clusters Score: Raw -3497199.500059 + Penalty 3372.145462 = -3493827.354598 nChanged 195 SP:Iteration 23Q (3056.173311 sec): 3 clusters Score: Raw -3497231.912548 + Penalty 3372.145462 = -3493859.767086 nChanged 205 SP:Iteration 24Q (3056.284846 sec): 3 clusters Score: Raw -3497262.313341 + Penalty 3372.145462 = -3493890.167879 nChanged 171 SP:Iteration 25Q (3056.371719 sec): 3 clusters Score: Raw -3497289.569919 + Penalty 3372.145462 = -3493917.424458 nChanged 170 SP:Iteration 26Q (3056.480207 sec): 3 clusters Score: Raw -3497314.798661 + Penalty 3372.145462 = -3493942.653199 nChanged 166 SP:Iteration 27Q (3056.571082 sec): 3 clusters Score: Raw -3497341.646027 + Penalty 3372.145462 = -3493969.500566 nChanged 165 SP:Iteration 28Q (3056.667302 sec): 3 clusters Score: Raw -3497369.024827 + Penalty 3372.145462 = -3493996.879365 nChanged 192 SP:Iteration 29Q (3056.762358 sec): 3 clusters Score: Raw -3497402.844545 + Penalty 3372.145462 = -3494030.699084 nChanged 197 SP:Iteration 30Q (3056.858826 sec): 3 clusters Score: Raw -3497438.783058 + Penalty 3372.145462 = -3494066.637597 nChanged 221 SP:Iteration 31Q (3056.944921 sec): 3 clusters Score: Raw -3497481.596725 + Penalty 3372.145462 = -3494109.451263 nChanged 234 SP:Iteration 32Q (3057.041155 sec): 3 clusters Score: Raw -3497526.227455 + Penalty 3372.145462 = -3494154.081994 nChanged 234 SP:Iteration 33Q (3057.137000 sec): 3 clusters Score: Raw -3497569.130887 + Penalty 3372.145462 = -3494196.985426 nChanged 208 SP:Iteration 34Q (3057.230275 sec): 3 clusters Score: Raw -3497611.768726 + Penalty 3372.145462 = -3494239.623265 nChanged 216 SP:Iteration 35Q (3057.320784 sec): 3 clusters Score: Raw -3497657.367291 + Penalty 3372.145462 = -3494285.221829 nChanged 219 SP:Iteration 36Q (3057.417482 sec): 3 clusters Score: Raw -3497703.469292 + Penalty 3372.145462 = -3494331.323831 nChanged 238 SP:Iteration 37Q (3057.501058 sec): 3 clusters Score: Raw -3497756.034899 + Penalty 3372.145462 = -3494383.889437 nChanged 231 SP:Iteration 38Q (3057.602503 sec): 3 clusters Score: Raw -3497807.416117 + Penalty 3372.145462 = -3494435.270655 nChanged 248 SP:Iteration 39Q (3057.705725 sec): 3 clusters Score: Raw -3497869.848769 + Penalty 3372.145462 = -3494497.703307 nChanged 234 SP:Iteration 40F (3057.790513 sec): 3 clusters Score: Raw -3497926.983298 + Penalty 3372.145462 = -3494554.837837 nChanged 218 SP:Iteration 41Q (3057.892981 sec): 3 clusters Score: Raw -3497981.784421 + Penalty 3372.145462 = -3494609.638960 nChanged 199 SP:Iteration 42Q (3057.988683 sec): 3 clusters Score: Raw -3498027.485197 + Penalty 3372.145462 = -3494655.339735 nChanged 203 SP:Iteration 43Q (3058.077387 sec): 3 clusters Score: Raw -3498078.205635 + Penalty 3372.145462 = -3494706.060173 nChanged 207 SP:Iteration 44Q (3058.169685 sec): 3 clusters Score: Raw -3498135.869455 + Penalty 3372.145462 = -3494763.723993 nChanged 205 SP:Iteration 45Q (3058.255492 sec): 3 clusters Score: Raw -3498191.823993 + Penalty 3372.145462 = -3494819.678532 nChanged 204 SP:Iteration 46Q (3058.338737 sec): 3 clusters Score: Raw -3498248.547314 + Penalty 3372.145462 = -3494876.401852 nChanged 176 SP:Iteration 47Q (3058.415510 sec): 3 clusters Score: Raw -3498293.073163 + Penalty 3372.145462 = -3494920.927701 nChanged 168 SP:Iteration 48Q (3058.516544 sec): 3 clusters Score: Raw -3498332.809088 + Penalty 3372.145462 = -3494960.663626 nChanged 152 SP:Iteration 49Q (3058.608951 sec): 3 clusters Score: Raw -3498368.353591 + Penalty 3372.145462 = -3494996.208129 nChanged 154 SP:Iteration 50Q (3058.703679 sec): 3 clusters Score: Raw -3498403.881039 + Penalty 3372.145462 = -3495031.735577 nChanged 138 SP:Iteration 51Q (3058.791106 sec): 3 clusters Score: Raw -3498435.740343 + Penalty 3372.145462 = -3495063.594881 nChanged 127 SP:Iteration 52Q (3058.881282 sec): 3 clusters Score: Raw -3498466.080447 + Penalty 3372.145462 = -3495093.934986 nChanged 127 SP:Iteration 53Q (3058.971935 sec): 3 clusters Score: Raw -3498504.276742 + Penalty 3372.145462 = -3495132.131280 nChanged 141 SP:Iteration 54Q (3059.056595 sec): 3 clusters Score: Raw -3498545.150559 + Penalty 3372.145462 = -3495173.005098 nChanged 125 SP:Iteration 55Q (3059.153274 sec): 3 clusters Score: Raw -3498579.391358 + Penalty 3372.145462 = -3495207.245897 nChanged 126 SP:Iteration 56Q (3059.245436 sec): 3 clusters Score: Raw -3498613.385876 + Penalty 3372.145462 = -3495241.240414 nChanged 101 SP:Iteration 57Q (3059.320504 sec): 3 clusters Score: Raw -3498641.991023 + Penalty 3372.145462 = -3495269.845561 nChanged 94 SP:Iteration 58Q (3059.397865 sec): 3 clusters Score: Raw -3498667.008059 + Penalty 3372.145462 = -3495294.862597 nChanged 85 SP:Iteration 59Q (3059.496733 sec): 3 clusters Score: Raw -3498691.136826 + Penalty 3372.145462 = -3495318.991364 nChanged 80 SP:Iteration 60F (3059.589733 sec): 3 clusters Score: Raw -3498716.802979 + Penalty 3372.145462 = -3495344.657518 nChanged 55 SP:Iteration 61Q (3059.676067 sec): 3 clusters Score: Raw -3498732.723093 + Penalty 3372.145462 = -3495360.577631 nChanged 51 SP:Iteration 62Q (3059.774170 sec): 3 clusters Score: Raw -3498749.492442 + Penalty 3372.145462 = -3495377.346980 nChanged 48 SP:Iteration 63Q (3059.871838 sec): 3 clusters Score: Raw -3498762.691876 + Penalty 3372.145462 = -3495390.546414 nChanged 55 SP:Iteration 64Q (3059.944865 sec): 3 clusters Score: Raw -3498775.822310 + Penalty 3372.145462 = -3495403.676849 nChanged 50 SP:Iteration 65Q (3060.035720 sec): 3 clusters Score: Raw -3498788.548270 + Penalty 3372.145462 = -3495416.402808 nChanged 45 SP:Iteration 66Q (3060.123603 sec): 3 clusters Score: Raw -3498798.181229 + Penalty 3372.145462 = -3495426.035767 nChanged 33 SP:Iteration 67Q (3060.206176 sec): 3 clusters Score: Raw -3498804.755648 + Penalty 3372.145462 = -3495432.610186 nChanged 35 SP:Iteration 68Q (3060.294140 sec): 3 clusters Score: Raw -3498815.295330 + Penalty 3372.145462 = -3495443.149869 nChanged 32 SP:Iteration 69Q (3060.389058 sec): 3 clusters Score: Raw -3498821.852267 + Penalty 3372.145462 = -3495449.706805 nChanged 22 SP:Iteration 70Q (3060.480779 sec): 3 clusters Score: Raw -3498828.040192 + Penalty 3372.145462 = -3495455.894730 nChanged 30 SP:Iteration 71Q (3060.564016 sec): 3 clusters Score: Raw -3498834.584359 + Penalty 3372.145462 = -3495462.438897 nChanged 22 SP:Iteration 72Q (3060.655651 sec): 3 clusters Score: Raw -3498838.901255 + Penalty 3372.145462 = -3495466.755794 nChanged 21 SP:Iteration 73Q (3060.743508 sec): 3 clusters Score: Raw -3498843.655338 + Penalty 3372.145462 = -3495471.509877 nChanged 20 SP:Iteration 74Q (3060.835257 sec): 3 clusters Score: Raw -3498848.490199 + Penalty 3372.145462 = -3495476.344737 nChanged 21 SP:Iteration 75Q (3060.916702 sec): 3 clusters Score: Raw -3498853.920485 + Penalty 3372.145462 = -3495481.775024 nChanged 23 SP:Iteration 76Q (3061.002185 sec): 3 clusters Score: Raw -3498861.275475 + Penalty 3372.145462 = -3495489.130014 nChanged 19 SP:Iteration 77Q (3061.100749 sec): 3 clusters Score: Raw -3498867.960295 + Penalty 3372.145462 = -3495495.814833 nChanged 28 SP:Iteration 78Q (3061.176660 sec): 3 clusters Score: Raw -3498875.726583 + Penalty 3372.145462 = -3495503.581121 nChanged 29 SP:Iteration 79Q (3061.269670 sec): 3 clusters Score: Raw -3498883.166683 + Penalty 3372.145462 = -3495511.021221 nChanged 21 SP:Iteration 80F (3061.374008 sec): 3 clusters Score: Raw -3498888.486026 + Penalty 3372.145462 = -3495516.340564 nChanged 20 SP:Iteration 81Q (3061.462525 sec): 3 clusters Score: Raw -3498893.822925 + Penalty 3372.145462 = -3495521.677463 nChanged 18 SP:Iteration 82Q (3061.545594 sec): 3 clusters Score: Raw -3498898.681728 + Penalty 3372.145462 = -3495526.536267 nChanged 16 SP:Iteration 83Q (3061.640705 sec): 3 clusters Score: Raw -3498902.086632 + Penalty 3372.145462 = -3495529.941170 nChanged 15 SP:Iteration 84Q (3061.732917 sec): 3 clusters Score: Raw -3498907.494713 + Penalty 3372.145462 = -3495535.349252 nChanged 24 SP:Iteration 85Q (3061.822270 sec): 3 clusters Score: Raw -3498914.226322 + Penalty 3372.145462 = -3495542.080860 nChanged 23 SP:Iteration 86Q (3061.911587 sec): 3 clusters Score: Raw -3498918.930571 + Penalty 3372.145462 = -3495546.785109 nChanged 16 SP:Iteration 87Q (3061.997249 sec): 3 clusters Score: Raw -3498923.364735 + Penalty 3372.145462 = -3495551.219273 nChanged 19 SP:Iteration 88Q (3062.073853 sec): 3 clusters Score: Raw -3498927.152449 + Penalty 3372.145462 = -3495555.006988 nChanged 14 SP:Iteration 89Q (3062.161785 sec): 3 clusters Score: Raw -3498930.700109 + Penalty 3372.145462 = -3495558.554647 nChanged 13 SP:Iteration 90Q (3062.253760 sec): 3 clusters Score: Raw -3498934.426794 + Penalty 3372.145462 = -3495562.281333 nChanged 9 SP:Iteration 91Q (3062.333577 sec): 3 clusters Score: Raw -3498937.022880 + Penalty 3372.145462 = -3495564.877418 nChanged 13 SP:Iteration 92Q (3062.416234 sec): 3 clusters Score: Raw -3498940.426071 + Penalty 3372.145462 = -3495568.280610 nChanged 9 SP:Iteration 93Q (3062.503745 sec): 3 clusters Score: Raw -3498942.378185 + Penalty 3372.145462 = -3495570.232724 nChanged 12 SP:Iteration 94Q (3062.591714 sec): 3 clusters Score: Raw -3498945.842609 + Penalty 3372.145462 = -3495573.697147 nChanged 11 SP:Iteration 95Q (3062.682412 sec): 3 clusters Score: Raw -3498949.173235 + Penalty 3372.145462 = -3495577.027773 nChanged 12 SP:Iteration 96Q (3062.758378 sec): 3 clusters Score: Raw -3498951.435118 + Penalty 3372.145462 = -3495579.289657 nChanged 10 SP:Iteration 97Q (3062.857295 sec): 3 clusters Score: Raw -3498953.596040 + Penalty 3372.145462 = -3495581.450578 nChanged 9 SP:Iteration 98Q (3062.945411 sec): 3 clusters Score: Raw -3498955.394670 + Penalty 3372.145462 = -3495583.249209 nChanged 6 SP:Iteration 99Q (3063.029070 sec): 3 clusters Score: Raw -3498956.973442 + Penalty 3372.145462 = -3495584.827981 nChanged 5 SP:Iteration 100F (3063.105597 sec): 3 clusters Score: Raw -3498958.518749 + Penalty 3372.145462 = -3495586.373288 nChanged 8 SP:Iteration 101Q (3063.206912 sec): 3 clusters Score: Raw -3498960.751540 + Penalty 3372.145462 = -3495588.606079 nChanged 8 SP:Iteration 102Q (3063.297945 sec): 3 clusters Score: Raw -3498962.392077 + Penalty 3372.145462 = -3495590.246616 nChanged 8 SP:Iteration 103Q (3063.380691 sec): 3 clusters Score: Raw -3498963.633450 + Penalty 3372.145462 = -3495591.487988 nChanged 5 SP:Iteration 104Q (3063.464110 sec): 3 clusters Score: Raw -3498964.390002 + Penalty 3372.145462 = -3495592.244541 nChanged 4 SP:Iteration 105Q (3063.554366 sec): 3 clusters Score: Raw -3498965.079138 + Penalty 3372.145462 = -3495592.933676 nChanged 4 SP:Iteration 106Q (3063.647452 sec): 3 clusters Score: Raw -3498966.073601 + Penalty 3372.145462 = -3495593.928140 nChanged 3 SP:Iteration 107Q (3063.730859 sec): 3 clusters Score: Raw -3498966.681256 + Penalty 3372.145462 = -3495594.535795 nChanged 3 SP:Iteration 108Q (3063.807519 sec): 3 clusters Score: Raw -3498967.157866 + Penalty 3372.145462 = -3495595.012404 nChanged 2 SP:Iteration 109Q (3063.897026 sec): 3 clusters Score: Raw -3498967.528533 + Penalty 3372.145462 = -3495595.383072 nChanged 4 SP:Iteration 110Q (3063.976755 sec): 3 clusters Score: Raw -3498968.451190 + Penalty 3372.145462 = -3495596.305729 nChanged 3 SP:Iteration 111Q (3064.050408 sec): 3 clusters Score: Raw -3498968.954754 + Penalty 3372.145462 = -3495596.809293 nChanged 1 SP:Iteration 112Q (3064.156073 sec): 3 clusters Score: Raw -3498969.027565 + Penalty 3372.145462 = -3495596.882104 nChanged 1 SP:Iteration 113Q (3064.251957 sec): 3 clusters Score: Raw -3498969.172759 + Penalty 3372.145462 = -3495597.027297 nChanged 2 SP:Iteration 114Q (3064.334040 sec): 3 clusters Score: Raw -3498969.829250 + Penalty 3372.145462 = -3495597.683788 nChanged 1 SP:Iteration 115Q (3064.412810 sec): 3 clusters Score: Raw -3498970.021803 + Penalty 3372.145462 = -3495597.876342 nChanged 2 SP:Iteration 116Q (3064.484097 sec): 3 clusters Score: Raw -3498970.271023 + Penalty 3372.145462 = -3495598.125561 nChanged 2 SP:Iteration 117Q (3064.567718 sec): 3 clusters Score: Raw -3498970.617359 + Penalty 3372.145462 = -3495598.471898 nChanged 3 SP:Iteration 118Q (3064.657635 sec): 3 clusters Score: Raw -3498971.127130 + Penalty 3372.145462 = -3495598.981668 nChanged 1 SP:Iteration 119Q (3064.747781 sec): 3 clusters Score: Raw -3498971.189391 + Penalty 3372.145462 = -3495599.043929 nChanged 1 SP:Iteration 120F (3064.850709 sec): 3 clusters Score: Raw -3498971.253232 + Penalty 3372.145462 = -3495599.107771 nChanged 0 Trying to split cluster 19 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3064.873195 sec): 2 clusters Score: Raw -13882.375053 + Penalty 842.950193 = -13039.424859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3064.897058 sec): 3 clusters Score: Raw -14051.834484 + Penalty 1685.900387 = -12365.934098 nChanged 27 SP:Iteration 1F (3064.935467 sec): 3 clusters Score: Raw -14150.760469 + Penalty 1685.900387 = -12464.860082 nChanged 15 SP:Iteration 2F (3064.976706 sec): 3 clusters Score: Raw -14201.950306 + Penalty 1685.900387 = -12516.049919 nChanged 9 SP:Iteration 3F (3065.030099 sec): 3 clusters Score: Raw -14261.837368 + Penalty 1685.900387 = -12575.936982 nChanged 2 SP:Iteration 4Q (3065.079709 sec): 3 clusters Score: Raw -14272.149798 + Penalty 1685.900387 = -12586.249411 nChanged 1 SP:Iteration 5Q (3065.117634 sec): 3 clusters Score: Raw -14277.551809 + Penalty 1685.900387 = -12591.651422 nChanged 0 SP:Iteration 6F (3065.175876 sec): 3 clusters Score: Raw -14277.551809 + Penalty 1685.900387 = -12591.651422 nChanged 0 Trying to split cluster 20 (4029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3065.205318 sec): 2 clusters Score: Raw -391376.363589 + Penalty 1348.956941 = -390027.406648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3065.241891 sec): 3 clusters Score: Raw -389414.287433 + Penalty 2697.913883 = -386716.373550 nChanged 1575 SP:Iteration 1F (3065.291793 sec): 3 clusters Score: Raw -390294.690183 + Penalty 2697.913883 = -387596.776300 nChanged 282 SP:Iteration 2F (3065.337227 sec): 3 clusters Score: Raw -390442.983438 + Penalty 2697.913883 = -387745.069555 nChanged 184 SP:Iteration 3Q (3065.387869 sec): 3 clusters Score: Raw -390531.432984 + Penalty 2697.913883 = -387833.519101 nChanged 134 SP:Iteration 4Q (3065.436195 sec): 3 clusters Score: Raw -390585.813335 + Penalty 2697.913883 = -387887.899452 nChanged 102 SP:Iteration 5Q (3065.479881 sec): 3 clusters Score: Raw -390628.091129 + Penalty 2697.913883 = -387930.177246 nChanged 91 SP:Iteration 6Q (3065.539217 sec): 3 clusters Score: Raw -390658.506786 + Penalty 2697.913883 = -387960.592903 nChanged 65 SP:Iteration 7Q (3065.587689 sec): 3 clusters Score: Raw -390679.428649 + Penalty 2697.913883 = -387981.514766 nChanged 48 SP:Iteration 8Q (3065.632524 sec): 3 clusters Score: Raw -390694.738647 + Penalty 2697.913883 = -387996.824765 nChanged 39 SP:Iteration 9Q (3065.677579 sec): 3 clusters Score: Raw -390704.594729 + Penalty 2697.913883 = -388006.680847 nChanged 41 SP:Iteration 10Q (3065.728954 sec): 3 clusters Score: Raw -390716.586735 + Penalty 2697.913883 = -388018.672852 nChanged 32 SP:Iteration 11Q (3065.783370 sec): 3 clusters Score: Raw -390727.159149 + Penalty 2697.913883 = -388029.245266 nChanged 34 SP:Iteration 12Q (3065.835998 sec): 3 clusters Score: Raw -390740.428044 + Penalty 2697.913883 = -388042.514161 nChanged 42 SP:Iteration 13Q (3065.883556 sec): 3 clusters Score: Raw -390755.270502 + Penalty 2697.913883 = -388057.356619 nChanged 51 SP:Iteration 14Q (3065.940312 sec): 3 clusters Score: Raw -390773.807452 + Penalty 2697.913883 = -388075.893569 nChanged 57 SP:Iteration 15Q (3065.982460 sec): 3 clusters Score: Raw -390797.297496 + Penalty 2697.913883 = -388099.383613 nChanged 48 SP:Iteration 16Q (3066.030207 sec): 3 clusters Score: Raw -390818.762770 + Penalty 2697.913883 = -388120.848887 nChanged 55 SP:Iteration 17Q (3066.086324 sec): 3 clusters Score: Raw -390843.283881 + Penalty 2697.913883 = -388145.369999 nChanged 60 SP:Iteration 18Q (3066.136907 sec): 3 clusters Score: Raw -390869.033213 + Penalty 2697.913883 = -388171.119331 nChanged 58 SP:Iteration 19Q (3066.190144 sec): 3 clusters Score: Raw -390891.926432 + Penalty 2697.913883 = -388194.012549 nChanged 52 SP:Iteration 20F (3066.241366 sec): 3 clusters Score: Raw -390911.874644 + Penalty 2697.913883 = -388213.960761 nChanged 63 SP:Iteration 21Q (3066.283917 sec): 3 clusters Score: Raw -390938.560997 + Penalty 2697.913883 = -388240.647114 nChanged 67 SP:Iteration 22Q (3066.333501 sec): 3 clusters Score: Raw -390971.806975 + Penalty 2697.913883 = -388273.893092 nChanged 78 SP:Iteration 23Q (3066.377072 sec): 3 clusters Score: Raw -391012.880569 + Penalty 2697.913883 = -388314.966687 nChanged 53 SP:Iteration 24Q (3066.431650 sec): 3 clusters Score: Raw -391040.933666 + Penalty 2697.913883 = -388343.019783 nChanged 57 SP:Iteration 25Q (3066.473757 sec): 3 clusters Score: Raw -391065.218588 + Penalty 2697.913883 = -388367.304706 nChanged 48 SP:Iteration 26Q (3066.534238 sec): 3 clusters Score: Raw -391089.835823 + Penalty 2697.913883 = -388391.921940 nChanged 65 SP:Iteration 27Q (3066.581041 sec): 3 clusters Score: Raw -391131.786618 + Penalty 2697.913883 = -388433.872735 nChanged 70 SP:Iteration 28Q (3066.633307 sec): 3 clusters Score: Raw -391173.906059 + Penalty 2697.913883 = -388475.992177 nChanged 68 SP:Iteration 29Q (3066.686928 sec): 3 clusters Score: Raw -391210.079833 + Penalty 2697.913883 = -388512.165950 nChanged 49 SP:Iteration 30Q (3066.722224 sec): 3 clusters Score: Raw -391233.667809 + Penalty 2697.913883 = -388535.753927 nChanged 50 SP:Iteration 31Q (3066.770426 sec): 3 clusters Score: Raw -391262.231889 + Penalty 2697.913883 = -388564.318006 nChanged 46 SP:Iteration 32Q (3066.817582 sec): 3 clusters Score: Raw -391289.324444 + Penalty 2697.913883 = -388591.410561 nChanged 44 SP:Iteration 33Q (3066.878506 sec): 3 clusters Score: Raw -391313.817074 + Penalty 2697.913883 = -388615.903191 nChanged 39 SP:Iteration 34Q (3066.921837 sec): 3 clusters Score: Raw -391340.331461 + Penalty 2697.913883 = -388642.417578 nChanged 45 SP:Iteration 35Q (3066.975048 sec): 3 clusters Score: Raw -391374.405411 + Penalty 2697.913883 = -388676.491528 nChanged 36 SP:Iteration 36Q (3067.029365 sec): 3 clusters Score: Raw -391403.494525 + Penalty 2697.913883 = -388705.580642 nChanged 29 SP:Iteration 37Q (3067.076381 sec): 3 clusters Score: Raw -391426.558463 + Penalty 2697.913883 = -388728.644580 nChanged 23 SP:Iteration 38Q (3067.133102 sec): 3 clusters Score: Raw -391446.061257 + Penalty 2697.913883 = -388748.147374 nChanged 23 SP:Iteration 39Q (3067.173256 sec): 3 clusters Score: Raw -391463.779007 + Penalty 2697.913883 = -388765.865124 nChanged 27 SP:Iteration 40F (3067.220611 sec): 3 clusters Score: Raw -391484.328289 + Penalty 2697.913883 = -388786.414407 nChanged 23 SP:Iteration 41Q (3067.267102 sec): 3 clusters Score: Raw -391500.084429 + Penalty 2697.913883 = -388802.170546 nChanged 16 SP:Iteration 42Q (3067.325648 sec): 3 clusters Score: Raw -391511.472032 + Penalty 2697.913883 = -388813.558149 nChanged 14 SP:Iteration 43Q (3067.370632 sec): 3 clusters Score: Raw -391524.272482 + Penalty 2697.913883 = -388826.358600 nChanged 14 SP:Iteration 44Q (3067.423383 sec): 3 clusters Score: Raw -391538.381199 + Penalty 2697.913883 = -388840.467317 nChanged 14 SP:Iteration 45Q (3067.467623 sec): 3 clusters Score: Raw -391549.610734 + Penalty 2697.913883 = -388851.696851 nChanged 10 SP:Iteration 46Q (3067.503252 sec): 3 clusters Score: Raw -391556.648485 + Penalty 2697.913883 = -388858.734602 nChanged 10 SP:Iteration 47Q (3067.554004 sec): 3 clusters Score: Raw -391563.094436 + Penalty 2697.913883 = -388865.180554 nChanged 6 SP:Iteration 48Q (3067.593874 sec): 3 clusters Score: Raw -391568.855422 + Penalty 2697.913883 = -388870.941540 nChanged 4 SP:Iteration 49Q (3067.652323 sec): 3 clusters Score: Raw -391571.513256 + Penalty 2697.913883 = -388873.599374 nChanged 1 SP:Iteration 50Q (3067.705112 sec): 3 clusters Score: Raw -391571.847420 + Penalty 2697.913883 = -388873.933537 nChanged 0 SP:Iteration 51F (3067.756031 sec): 3 clusters Score: Raw -391571.847420 + Penalty 2697.913883 = -388873.933537 nChanged 0 Trying to split cluster 21 (13883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3067.799702 sec): 2 clusters Score: Raw -1477082.963470 + Penalty 1549.993307 = -1475532.970163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3067.858779 sec): 3 clusters Score: Raw -1468911.519112 + Penalty 3099.986613 = -1465811.532498 nChanged 6186 SP:Iteration 1F (3067.929986 sec): 3 clusters Score: Raw -1472481.526308 + Penalty 3099.986613 = -1469381.539694 nChanged 983 SP:Iteration 2F (3067.989398 sec): 3 clusters Score: Raw -1473067.780896 + Penalty 3099.986613 = -1469967.794282 nChanged 944 SP:Iteration 3F (3068.054369 sec): 3 clusters Score: Raw -1473725.537371 + Penalty 3099.986613 = -1470625.550758 nChanged 950 SP:Iteration 4F (3068.107359 sec): 3 clusters Score: Raw -1474436.780815 + Penalty 3099.986613 = -1471336.794202 nChanged 902 SP:Iteration 5F (3068.181985 sec): 3 clusters Score: Raw -1475105.123993 + Penalty 3099.986613 = -1472005.137380 nChanged 844 SP:Iteration 6F (3068.256829 sec): 3 clusters Score: Raw -1475720.830449 + Penalty 3099.986613 = -1472620.843836 nChanged 776 SP:Iteration 7F (3068.307726 sec): 3 clusters Score: Raw -1476263.557035 + Penalty 3099.986613 = -1473163.570422 nChanged 633 SP:Iteration 8Q (3068.371083 sec): 3 clusters Score: Raw -1476707.458239 + Penalty 3099.986613 = -1473607.471625 nChanged 503 SP:Iteration 9Q (3068.432019 sec): 3 clusters Score: Raw -1477077.274704 + Penalty 3099.986613 = -1473977.288091 nChanged 405 SP:Iteration 10Q (3068.501566 sec): 3 clusters Score: Raw -1477415.857251 + Penalty 3099.986613 = -1474315.870638 nChanged 319 SP:Iteration 11Q (3068.567834 sec): 3 clusters Score: Raw -1477625.940420 + Penalty 3099.986613 = -1474525.953807 nChanged 244 SP:Iteration 12Q (3068.634621 sec): 3 clusters Score: Raw -1477774.430791 + Penalty 3099.986613 = -1474674.444177 nChanged 189 SP:Iteration 13Q (3068.691520 sec): 3 clusters Score: Raw -1477853.894134 + Penalty 3099.986613 = -1474753.907520 nChanged 136 SP:Iteration 14Q (3068.747310 sec): 3 clusters Score: Raw -1477903.309031 + Penalty 3099.986613 = -1474803.322418 nChanged 105 SP:Iteration 15Q (3068.812967 sec): 3 clusters Score: Raw -1477935.707492 + Penalty 3099.986613 = -1474835.720878 nChanged 95 SP:Iteration 16Q (3068.868154 sec): 3 clusters Score: Raw -1477962.760678 + Penalty 3099.986613 = -1474862.774065 nChanged 85 SP:Iteration 17Q (3068.938124 sec): 3 clusters Score: Raw -1477982.724359 + Penalty 3099.986613 = -1474882.737746 nChanged 69 SP:Iteration 18Q (3068.981999 sec): 3 clusters Score: Raw -1477998.506331 + Penalty 3099.986613 = -1474898.519717 nChanged 55 SP:Iteration 19Q (3069.045607 sec): 3 clusters Score: Raw -1478008.146502 + Penalty 3099.986613 = -1474908.159889 nChanged 39 SP:Iteration 20F (3069.111949 sec): 3 clusters Score: Raw -1478014.794862 + Penalty 3099.986613 = -1474914.808249 nChanged 31 SP:Iteration 21Q (3069.177084 sec): 3 clusters Score: Raw -1478019.561195 + Penalty 3099.986613 = -1474919.574581 nChanged 32 SP:Iteration 22Q (3069.248366 sec): 3 clusters Score: Raw -1478023.980494 + Penalty 3099.986613 = -1474923.993881 nChanged 26 SP:Iteration 23Q (3069.311237 sec): 3 clusters Score: Raw -1478028.025721 + Penalty 3099.986613 = -1474928.039108 nChanged 25 SP:Iteration 24Q (3069.379430 sec): 3 clusters Score: Raw -1478031.977769 + Penalty 3099.986613 = -1474931.991155 nChanged 19 SP:Iteration 25Q (3069.432347 sec): 3 clusters Score: Raw -1478033.988555 + Penalty 3099.986613 = -1474934.001942 nChanged 14 SP:Iteration 26Q (3069.510920 sec): 3 clusters Score: Raw -1478035.483783 + Penalty 3099.986613 = -1474935.497170 nChanged 10 SP:Iteration 27Q (3069.573596 sec): 3 clusters Score: Raw -1478036.198638 + Penalty 3099.986613 = -1474936.212024 nChanged 6 SP:Iteration 28Q (3069.629058 sec): 3 clusters Score: Raw -1478036.653258 + Penalty 3099.986613 = -1474936.666645 nChanged 4 SP:Iteration 29Q (3069.693753 sec): 3 clusters Score: Raw -1478036.976946 + Penalty 3099.986613 = -1474936.990332 nChanged 1 SP:Iteration 30Q (3069.763975 sec): 3 clusters Score: Raw -1478037.039891 + Penalty 3099.986613 = -1474937.053278 nChanged 1 SP:Iteration 31Q (3069.830085 sec): 3 clusters Score: Raw -1478037.102716 + Penalty 3099.986613 = -1474937.116103 nChanged 1 SP:Iteration 32Q (3069.898661 sec): 3 clusters Score: Raw -1478037.215739 + Penalty 3099.986613 = -1474937.229125 nChanged 0 SP:Iteration 33F (3069.948749 sec): 3 clusters Score: Raw -1478037.215739 + Penalty 3099.986613 = -1474937.229125 nChanged 0 Trying to split cluster 22 (19851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3070.004440 sec): 2 clusters Score: Raw -2094539.374002 + Penalty 1608.101570 = -2092931.272432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3070.061584 sec): 3 clusters Score: Raw -2082679.217764 + Penalty 3216.203140 = -2079463.014624 nChanged 8945 SP:Iteration 1F (3070.132238 sec): 3 clusters Score: Raw -2088067.509795 + Penalty 3216.203140 = -2084851.306654 nChanged 1487 SP:Iteration 2F (3070.215282 sec): 3 clusters Score: Raw -2089099.868679 + Penalty 3216.203140 = -2085883.665539 nChanged 1716 SP:Iteration 3F (3070.291623 sec): 3 clusters Score: Raw -2090454.923720 + Penalty 3216.203140 = -2087238.720580 nChanged 1702 SP:Iteration 4F (3070.366804 sec): 3 clusters Score: Raw -2091829.151917 + Penalty 3216.203140 = -2088612.948777 nChanged 1439 SP:Iteration 5F (3070.434967 sec): 3 clusters Score: Raw -2092842.063428 + Penalty 3216.203140 = -2089625.860287 nChanged 1033 SP:Iteration 6F (3070.496673 sec): 3 clusters Score: Raw -2093364.640786 + Penalty 3216.203140 = -2090148.437645 nChanged 668 SP:Iteration 7Q (3070.578441 sec): 3 clusters Score: Raw -2093610.947193 + Penalty 3216.203140 = -2090394.744053 nChanged 423 SP:Iteration 8Q (3070.649016 sec): 3 clusters Score: Raw -2093726.533766 + Penalty 3216.203140 = -2090510.330626 nChanged 297 SP:Iteration 9Q (3070.740212 sec): 3 clusters Score: Raw -2093797.440256 + Penalty 3216.203140 = -2090581.237115 nChanged 240 SP:Iteration 10Q (3070.818551 sec): 3 clusters Score: Raw -2093852.296139 + Penalty 3216.203140 = -2090636.092998 nChanged 197 SP:Iteration 11Q (3070.890937 sec): 3 clusters Score: Raw -2093896.500447 + Penalty 3216.203140 = -2090680.297307 nChanged 171 SP:Iteration 12Q (3070.965442 sec): 3 clusters Score: Raw -2093932.261785 + Penalty 3216.203140 = -2090716.058645 nChanged 157 SP:Iteration 13Q (3071.031434 sec): 3 clusters Score: Raw -2093963.583944 + Penalty 3216.203140 = -2090747.380804 nChanged 129 SP:Iteration 14Q (3071.113407 sec): 3 clusters Score: Raw -2093986.011229 + Penalty 3216.203140 = -2090769.808089 nChanged 111 SP:Iteration 15Q (3071.184803 sec): 3 clusters Score: Raw -2094002.939141 + Penalty 3216.203140 = -2090786.736000 nChanged 103 SP:Iteration 16Q (3071.270470 sec): 3 clusters Score: Raw -2094018.494810 + Penalty 3216.203140 = -2090802.291670 nChanged 90 SP:Iteration 17Q (3071.345071 sec): 3 clusters Score: Raw -2094032.550739 + Penalty 3216.203140 = -2090816.347599 nChanged 88 SP:Iteration 18Q (3071.428336 sec): 3 clusters Score: Raw -2094046.158019 + Penalty 3216.203140 = -2090829.954878 nChanged 102 SP:Iteration 19Q (3071.512027 sec): 3 clusters Score: Raw -2094061.317635 + Penalty 3216.203140 = -2090845.114495 nChanged 99 SP:Iteration 20F (3071.568699 sec): 3 clusters Score: Raw -2094077.079972 + Penalty 3216.203140 = -2090860.876832 nChanged 96 SP:Iteration 21Q (3071.644523 sec): 3 clusters Score: Raw -2094092.788336 + Penalty 3216.203140 = -2090876.585195 nChanged 91 SP:Iteration 22Q (3071.731711 sec): 3 clusters Score: Raw -2094107.081378 + Penalty 3216.203140 = -2090890.878238 nChanged 92 SP:Iteration 23Q (3071.799343 sec): 3 clusters Score: Raw -2094121.830340 + Penalty 3216.203140 = -2090905.627199 nChanged 94 SP:Iteration 24Q (3071.873609 sec): 3 clusters Score: Raw -2094136.380163 + Penalty 3216.203140 = -2090920.177023 nChanged 85 SP:Iteration 25Q (3071.948944 sec): 3 clusters Score: Raw -2094149.060008 + Penalty 3216.203140 = -2090932.856868 nChanged 90 SP:Iteration 26Q (3072.031978 sec): 3 clusters Score: Raw -2094164.715776 + Penalty 3216.203140 = -2090948.512636 nChanged 99 SP:Iteration 27Q (3072.106963 sec): 3 clusters Score: Raw -2094184.425494 + Penalty 3216.203140 = -2090968.222354 nChanged 101 SP:Iteration 28Q (3072.182595 sec): 3 clusters Score: Raw -2094205.404588 + Penalty 3216.203140 = -2090989.201447 nChanged 101 SP:Iteration 29Q (3072.267050 sec): 3 clusters Score: Raw -2094224.985229 + Penalty 3216.203140 = -2091008.782089 nChanged 94 SP:Iteration 30Q (3072.339298 sec): 3 clusters Score: Raw -2094243.595610 + Penalty 3216.203140 = -2091027.392469 nChanged 89 SP:Iteration 31Q (3072.415115 sec): 3 clusters Score: Raw -2094263.133754 + Penalty 3216.203140 = -2091046.930613 nChanged 88 SP:Iteration 32Q (3072.497709 sec): 3 clusters Score: Raw -2094280.333674 + Penalty 3216.203140 = -2091064.130533 nChanged 80 SP:Iteration 33Q (3072.570201 sec): 3 clusters Score: Raw -2094297.850768 + Penalty 3216.203140 = -2091081.647628 nChanged 80 SP:Iteration 34Q (3072.646240 sec): 3 clusters Score: Raw -2094315.956897 + Penalty 3216.203140 = -2091099.753757 nChanged 87 SP:Iteration 35Q (3072.725901 sec): 3 clusters Score: Raw -2094337.465915 + Penalty 3216.203140 = -2091121.262775 nChanged 83 SP:Iteration 36Q (3072.804796 sec): 3 clusters Score: Raw -2094355.389451 + Penalty 3216.203140 = -2091139.186311 nChanged 82 SP:Iteration 37Q (3072.864781 sec): 3 clusters Score: Raw -2094373.613745 + Penalty 3216.203140 = -2091157.410605 nChanged 64 SP:Iteration 38Q (3072.959807 sec): 3 clusters Score: Raw -2094387.673924 + Penalty 3216.203140 = -2091171.470784 nChanged 65 SP:Iteration 39Q (3073.040642 sec): 3 clusters Score: Raw -2094405.063687 + Penalty 3216.203140 = -2091188.860546 nChanged 87 SP:Iteration 40F (3073.122996 sec): 3 clusters Score: Raw -2094426.271642 + Penalty 3216.203140 = -2091210.068502 nChanged 91 SP:Iteration 41Q (3073.202285 sec): 3 clusters Score: Raw -2094450.308699 + Penalty 3216.203140 = -2091234.105559 nChanged 86 SP:Iteration 42Q (3073.288947 sec): 3 clusters Score: Raw -2094474.394175 + Penalty 3216.203140 = -2091258.191034 nChanged 80 SP:Iteration 43Q (3073.357708 sec): 3 clusters Score: Raw -2094495.059018 + Penalty 3216.203140 = -2091278.855878 nChanged 69 SP:Iteration 44Q (3073.425778 sec): 3 clusters Score: Raw -2094512.495768 + Penalty 3216.203140 = -2091296.292628 nChanged 66 SP:Iteration 45Q (3073.501735 sec): 3 clusters Score: Raw -2094528.656389 + Penalty 3216.203140 = -2091312.453249 nChanged 63 SP:Iteration 46Q (3073.592225 sec): 3 clusters Score: Raw -2094544.974653 + Penalty 3216.203140 = -2091328.771512 nChanged 43 SP:Iteration 47Q (3073.679154 sec): 3 clusters Score: Raw -2094557.645175 + Penalty 3216.203140 = -2091341.442035 nChanged 60 SP:Iteration 48Q (3073.745623 sec): 3 clusters Score: Raw -2094577.330260 + Penalty 3216.203140 = -2091361.127119 nChanged 46 SP:Iteration 49Q (3073.829754 sec): 3 clusters Score: Raw -2094590.836385 + Penalty 3216.203140 = -2091374.633245 nChanged 43 SP:Iteration 50Q (3073.908508 sec): 3 clusters Score: Raw -2094604.127977 + Penalty 3216.203140 = -2091387.924837 nChanged 39 SP:Iteration 51Q (3073.984229 sec): 3 clusters Score: Raw -2094614.213177 + Penalty 3216.203140 = -2091398.010037 nChanged 32 SP:Iteration 52Q (3074.065460 sec): 3 clusters Score: Raw -2094625.012573 + Penalty 3216.203140 = -2091408.809433 nChanged 29 SP:Iteration 53Q (3074.131666 sec): 3 clusters Score: Raw -2094633.741555 + Penalty 3216.203140 = -2091417.538415 nChanged 27 SP:Iteration 54Q (3074.206367 sec): 3 clusters Score: Raw -2094642.340215 + Penalty 3216.203140 = -2091426.137074 nChanged 23 SP:Iteration 55Q (3074.290509 sec): 3 clusters Score: Raw -2094649.029939 + Penalty 3216.203140 = -2091432.826799 nChanged 20 SP:Iteration 56Q (3074.371460 sec): 3 clusters Score: Raw -2094656.308789 + Penalty 3216.203140 = -2091440.105649 nChanged 27 SP:Iteration 57Q (3074.453352 sec): 3 clusters Score: Raw -2094666.521871 + Penalty 3216.203140 = -2091450.318730 nChanged 34 SP:Iteration 58Q (3074.531630 sec): 3 clusters Score: Raw -2094681.636893 + Penalty 3216.203140 = -2091465.433753 nChanged 34 SP:Iteration 59Q (3074.591322 sec): 3 clusters Score: Raw -2094693.936291 + Penalty 3216.203140 = -2091477.733151 nChanged 25 SP:Iteration 60F (3074.667776 sec): 3 clusters Score: Raw -2094701.203832 + Penalty 3216.203140 = -2091485.000692 nChanged 16 SP:Iteration 61Q (3074.748830 sec): 3 clusters Score: Raw -2094706.029513 + Penalty 3216.203140 = -2091489.826373 nChanged 12 SP:Iteration 62Q (3074.829167 sec): 3 clusters Score: Raw -2094710.659716 + Penalty 3216.203140 = -2091494.456576 nChanged 16 SP:Iteration 63Q (3074.900184 sec): 3 clusters Score: Raw -2094718.149861 + Penalty 3216.203140 = -2091501.946720 nChanged 21 SP:Iteration 64Q (3074.974895 sec): 3 clusters Score: Raw -2094725.412344 + Penalty 3216.203140 = -2091509.209204 nChanged 17 SP:Iteration 65Q (3075.045949 sec): 3 clusters Score: Raw -2094730.669124 + Penalty 3216.203140 = -2091514.465984 nChanged 13 SP:Iteration 66Q (3075.116154 sec): 3 clusters Score: Raw -2094734.983530 + Penalty 3216.203140 = -2091518.780390 nChanged 8 SP:Iteration 67Q (3075.200435 sec): 3 clusters Score: Raw -2094737.656061 + Penalty 3216.203140 = -2091521.452921 nChanged 8 SP:Iteration 68Q (3075.276628 sec): 3 clusters Score: Raw -2094740.239238 + Penalty 3216.203140 = -2091524.036098 nChanged 14 SP:Iteration 69Q (3075.347003 sec): 3 clusters Score: Raw -2094744.780389 + Penalty 3216.203140 = -2091528.577249 nChanged 10 SP:Iteration 70Q (3075.420679 sec): 3 clusters Score: Raw -2094748.063017 + Penalty 3216.203140 = -2091531.859877 nChanged 6 SP:Iteration 71Q (3075.488952 sec): 3 clusters Score: Raw -2094750.602214 + Penalty 3216.203140 = -2091534.399074 nChanged 6 SP:Iteration 72Q (3075.561800 sec): 3 clusters Score: Raw -2094752.488387 + Penalty 3216.203140 = -2091536.285246 nChanged 6 SP:Iteration 73Q (3075.648439 sec): 3 clusters Score: Raw -2094754.403901 + Penalty 3216.203140 = -2091538.200761 nChanged 5 SP:Iteration 74Q (3075.731093 sec): 3 clusters Score: Raw -2094755.916031 + Penalty 3216.203140 = -2091539.712891 nChanged 5 SP:Iteration 75Q (3075.808695 sec): 3 clusters Score: Raw -2094757.353681 + Penalty 3216.203140 = -2091541.150541 nChanged 6 SP:Iteration 76Q (3075.889113 sec): 3 clusters Score: Raw -2094759.239511 + Penalty 3216.203140 = -2091543.036371 nChanged 6 SP:Iteration 77Q (3075.963540 sec): 3 clusters Score: Raw -2094761.143342 + Penalty 3216.203140 = -2091544.940201 nChanged 6 SP:Iteration 78Q (3076.052804 sec): 3 clusters Score: Raw -2094762.973350 + Penalty 3216.203140 = -2091546.770210 nChanged 6 SP:Iteration 79Q (3076.130157 sec): 3 clusters Score: Raw -2094765.121313 + Penalty 3216.203140 = -2091548.918173 nChanged 7 SP:Iteration 80F (3076.206794 sec): 3 clusters Score: Raw -2094769.308357 + Penalty 3216.203140 = -2091553.105217 nChanged 9 SP:Iteration 81Q (3076.288099 sec): 3 clusters Score: Raw -2094772.149842 + Penalty 3216.203140 = -2091555.946701 nChanged 9 SP:Iteration 82Q (3076.369226 sec): 3 clusters Score: Raw -2094775.551130 + Penalty 3216.203140 = -2091559.347990 nChanged 8 SP:Iteration 83Q (3076.441015 sec): 3 clusters Score: Raw -2094778.311269 + Penalty 3216.203140 = -2091562.108129 nChanged 10 SP:Iteration 84Q (3076.510709 sec): 3 clusters Score: Raw -2094783.219572 + Penalty 3216.203140 = -2091567.016432 nChanged 10 SP:Iteration 85Q (3076.599505 sec): 3 clusters Score: Raw -2094787.783081 + Penalty 3216.203140 = -2091571.579940 nChanged 11 SP:Iteration 86Q (3076.667773 sec): 3 clusters Score: Raw -2094790.907134 + Penalty 3216.203140 = -2091574.703994 nChanged 6 SP:Iteration 87Q (3076.749889 sec): 3 clusters Score: Raw -2094793.149002 + Penalty 3216.203140 = -2091576.945862 nChanged 7 SP:Iteration 88Q (3076.833435 sec): 3 clusters Score: Raw -2094796.402554 + Penalty 3216.203140 = -2091580.199413 nChanged 10 SP:Iteration 89Q (3076.915582 sec): 3 clusters Score: Raw -2094800.787399 + Penalty 3216.203140 = -2091584.584259 nChanged 10 SP:Iteration 90Q (3076.994653 sec): 3 clusters Score: Raw -2094805.833289 + Penalty 3216.203140 = -2091589.630148 nChanged 12 SP:Iteration 91Q (3077.074834 sec): 3 clusters Score: Raw -2094814.532908 + Penalty 3216.203140 = -2091598.329768 nChanged 12 SP:Iteration 92Q (3077.150698 sec): 3 clusters Score: Raw -2094818.895413 + Penalty 3216.203140 = -2091602.692272 nChanged 8 SP:Iteration 93Q (3077.226601 sec): 3 clusters Score: Raw -2094823.814152 + Penalty 3216.203140 = -2091607.611011 nChanged 15 SP:Iteration 94Q (3077.307369 sec): 3 clusters Score: Raw -2094830.915957 + Penalty 3216.203140 = -2091614.712817 nChanged 14 SP:Iteration 95Q (3077.384864 sec): 3 clusters Score: Raw -2094836.714579 + Penalty 3216.203140 = -2091620.511438 nChanged 13 SP:Iteration 96Q (3077.455522 sec): 3 clusters Score: Raw -2094841.990660 + Penalty 3216.203140 = -2091625.787519 nChanged 9 SP:Iteration 97Q (3077.525291 sec): 3 clusters Score: Raw -2094846.006243 + Penalty 3216.203140 = -2091629.803103 nChanged 7 SP:Iteration 98Q (3077.597669 sec): 3 clusters Score: Raw -2094849.194550 + Penalty 3216.203140 = -2091632.991410 nChanged 7 SP:Iteration 99Q (3077.680371 sec): 3 clusters Score: Raw -2094852.453300 + Penalty 3216.203140 = -2091636.250160 nChanged 7 SP:Iteration 100F (3077.762839 sec): 3 clusters Score: Raw -2094854.794071 + Penalty 3216.203140 = -2091638.590931 nChanged 3 SP:Iteration 101Q (3077.821354 sec): 3 clusters Score: Raw -2094855.667436 + Penalty 3216.203140 = -2091639.464296 nChanged 3 SP:Iteration 102Q (3077.892461 sec): 3 clusters Score: Raw -2094857.146563 + Penalty 3216.203140 = -2091640.943423 nChanged 3 SP:Iteration 103Q (3077.964083 sec): 3 clusters Score: Raw -2094858.267005 + Penalty 3216.203140 = -2091642.063865 nChanged 5 SP:Iteration 104Q (3078.049144 sec): 3 clusters Score: Raw -2094859.546742 + Penalty 3216.203140 = -2091643.343601 nChanged 2 SP:Iteration 105Q (3078.121558 sec): 3 clusters Score: Raw -2094860.090990 + Penalty 3216.203140 = -2091643.887850 nChanged 1 SP:Iteration 106Q (3078.210211 sec): 3 clusters Score: Raw -2094860.387247 + Penalty 3216.203140 = -2091644.184107 nChanged 1 SP:Iteration 107Q (3078.286735 sec): 3 clusters Score: Raw -2094860.620213 + Penalty 3216.203140 = -2091644.417072 nChanged 1 SP:Iteration 108Q (3078.356245 sec): 3 clusters Score: Raw -2094861.242385 + Penalty 3216.203140 = -2091645.039245 nChanged 3 SP:Iteration 109Q (3078.440225 sec): 3 clusters Score: Raw -2094862.115542 + Penalty 3216.203140 = -2091645.912402 nChanged 2 SP:Iteration 110Q (3078.524774 sec): 3 clusters Score: Raw -2094862.989380 + Penalty 3216.203140 = -2091646.786239 nChanged 3 SP:Iteration 111Q (3078.602974 sec): 3 clusters Score: Raw -2094863.982272 + Penalty 3216.203140 = -2091647.779132 nChanged 2 SP:Iteration 112Q (3078.678002 sec): 3 clusters Score: Raw -2094864.938790 + Penalty 3216.203140 = -2091648.735649 nChanged 0 SP:Iteration 113F (3078.760328 sec): 3 clusters Score: Raw -2094864.938790 + Penalty 3216.203140 = -2091648.735649 nChanged 0 Trying to split cluster 23 (29391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3078.822482 sec): 2 clusters Score: Raw -3193853.234732 + Penalty 1671.872115 = -3192181.362617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3078.919485 sec): 3 clusters Score: Raw -3175672.767707 + Penalty 3343.744230 = -3172329.023478 nChanged 13512 SP:Iteration 1F (3079.017574 sec): 3 clusters Score: Raw -3183232.793223 + Penalty 3343.744230 = -3179889.048993 nChanged 1506 SP:Iteration 2F (3079.117407 sec): 3 clusters Score: Raw -3183817.286239 + Penalty 3343.744230 = -3180473.542009 nChanged 1474 SP:Iteration 3F (3079.217736 sec): 3 clusters Score: Raw -3184490.412851 + Penalty 3343.744230 = -3181146.668621 nChanged 1657 SP:Iteration 4F (3079.306508 sec): 3 clusters Score: Raw -3185459.495259 + Penalty 3343.744230 = -3182115.751029 nChanged 1822 SP:Iteration 5F (3079.409401 sec): 3 clusters Score: Raw -3186784.610440 + Penalty 3343.744230 = -3183440.866210 nChanged 1853 SP:Iteration 6F (3079.491946 sec): 3 clusters Score: Raw -3188411.396163 + Penalty 3343.744230 = -3185067.651933 nChanged 1819 SP:Iteration 7F (3079.584192 sec): 3 clusters Score: Raw -3190130.738835 + Penalty 3343.744230 = -3186786.994605 nChanged 1507 SP:Iteration 8F (3079.685198 sec): 3 clusters Score: Raw -3191406.341523 + Penalty 3343.744230 = -3188062.597293 nChanged 1116 SP:Iteration 9Q (3079.787174 sec): 3 clusters Score: Raw -3192160.260916 + Penalty 3343.744230 = -3188816.516686 nChanged 763 SP:Iteration 10Q (3079.881776 sec): 3 clusters Score: Raw -3192603.222984 + Penalty 3343.744230 = -3189259.478754 nChanged 578 SP:Iteration 11Q (3079.975970 sec): 3 clusters Score: Raw -3192895.331677 + Penalty 3343.744230 = -3189551.587447 nChanged 455 SP:Iteration 12Q (3080.069481 sec): 3 clusters Score: Raw -3193094.419270 + Penalty 3343.744230 = -3189750.675040 nChanged 391 SP:Iteration 13Q (3080.162275 sec): 3 clusters Score: Raw -3193255.281307 + Penalty 3343.744230 = -3189911.537077 nChanged 310 SP:Iteration 14Q (3080.256241 sec): 3 clusters Score: Raw -3193377.953845 + Penalty 3343.744230 = -3190034.209615 nChanged 278 SP:Iteration 15Q (3080.336858 sec): 3 clusters Score: Raw -3193485.529626 + Penalty 3343.744230 = -3190141.785396 nChanged 228 SP:Iteration 16Q (3080.439614 sec): 3 clusters Score: Raw -3193574.984382 + Penalty 3343.744230 = -3190231.240153 nChanged 220 SP:Iteration 17Q (3080.531066 sec): 3 clusters Score: Raw -3193667.613707 + Penalty 3343.744230 = -3190323.869477 nChanged 207 SP:Iteration 18Q (3080.622032 sec): 3 clusters Score: Raw -3193748.255546 + Penalty 3343.744230 = -3190404.511316 nChanged 182 SP:Iteration 19Q (3080.713892 sec): 3 clusters Score: Raw -3193812.668422 + Penalty 3343.744230 = -3190468.924192 nChanged 149 SP:Iteration 20F (3080.805593 sec): 3 clusters Score: Raw -3193860.123866 + Penalty 3343.744230 = -3190516.379636 nChanged 119 SP:Iteration 21Q (3080.892596 sec): 3 clusters Score: Raw -3193894.016313 + Penalty 3343.744230 = -3190550.272083 nChanged 89 SP:Iteration 22Q (3080.968192 sec): 3 clusters Score: Raw -3193923.961604 + Penalty 3343.744230 = -3190580.217375 nChanged 97 SP:Iteration 23Q (3081.059701 sec): 3 clusters Score: Raw -3193955.713511 + Penalty 3343.744230 = -3190611.969281 nChanged 84 SP:Iteration 24Q (3081.153572 sec): 3 clusters Score: Raw -3193982.816851 + Penalty 3343.744230 = -3190639.072621 nChanged 72 SP:Iteration 25Q (3081.231141 sec): 3 clusters Score: Raw -3194003.913514 + Penalty 3343.744230 = -3190660.169284 nChanged 62 SP:Iteration 26Q (3081.326813 sec): 3 clusters Score: Raw -3194020.806204 + Penalty 3343.744230 = -3190677.061974 nChanged 56 SP:Iteration 27Q (3081.395815 sec): 3 clusters Score: Raw -3194035.935177 + Penalty 3343.744230 = -3190692.190947 nChanged 50 SP:Iteration 28Q (3081.488472 sec): 3 clusters Score: Raw -3194049.200012 + Penalty 3343.744230 = -3190705.455782 nChanged 38 SP:Iteration 29Q (3081.583349 sec): 3 clusters Score: Raw -3194058.828876 + Penalty 3343.744230 = -3190715.084646 nChanged 37 SP:Iteration 30Q (3081.659400 sec): 3 clusters Score: Raw -3194068.603102 + Penalty 3343.744230 = -3190724.858872 nChanged 34 SP:Iteration 31Q (3081.743269 sec): 3 clusters Score: Raw -3194078.201051 + Penalty 3343.744230 = -3190734.456821 nChanged 22 SP:Iteration 32Q (3081.833277 sec): 3 clusters Score: Raw -3194084.594305 + Penalty 3343.744230 = -3190740.850075 nChanged 27 SP:Iteration 33Q (3081.915211 sec): 3 clusters Score: Raw -3194090.955458 + Penalty 3343.744230 = -3190747.211228 nChanged 25 SP:Iteration 34Q (3082.002940 sec): 3 clusters Score: Raw -3194098.336023 + Penalty 3343.744230 = -3190754.591793 nChanged 19 SP:Iteration 35Q (3082.075465 sec): 3 clusters Score: Raw -3194103.119389 + Penalty 3343.744230 = -3190759.375159 nChanged 24 SP:Iteration 36Q (3082.159987 sec): 3 clusters Score: Raw -3194110.891177 + Penalty 3343.744230 = -3190767.146948 nChanged 30 SP:Iteration 37Q (3082.243987 sec): 3 clusters Score: Raw -3194122.803700 + Penalty 3343.744230 = -3190779.059470 nChanged 25 SP:Iteration 38Q (3082.331826 sec): 3 clusters Score: Raw -3194132.239642 + Penalty 3343.744230 = -3190788.495412 nChanged 22 SP:Iteration 39Q (3082.408894 sec): 3 clusters Score: Raw -3194138.179532 + Penalty 3343.744230 = -3190794.435302 nChanged 20 SP:Iteration 40F (3082.494924 sec): 3 clusters Score: Raw -3194144.104301 + Penalty 3343.744230 = -3190800.360071 nChanged 19 SP:Iteration 41Q (3082.581381 sec): 3 clusters Score: Raw -3194148.462328 + Penalty 3343.744230 = -3190804.718099 nChanged 14 SP:Iteration 42Q (3082.667267 sec): 3 clusters Score: Raw -3194151.746297 + Penalty 3343.744230 = -3190808.002067 nChanged 11 SP:Iteration 43Q (3082.754565 sec): 3 clusters Score: Raw -3194155.225424 + Penalty 3343.744230 = -3190811.481194 nChanged 12 SP:Iteration 44Q (3082.840374 sec): 3 clusters Score: Raw -3194158.596846 + Penalty 3343.744230 = -3190814.852616 nChanged 9 SP:Iteration 45Q (3082.921271 sec): 3 clusters Score: Raw -3194161.338346 + Penalty 3343.744230 = -3190817.594116 nChanged 9 SP:Iteration 46Q (3082.998926 sec): 3 clusters Score: Raw -3194163.507391 + Penalty 3343.744230 = -3190819.763161 nChanged 4 SP:Iteration 47Q (3083.086978 sec): 3 clusters Score: Raw -3194164.605492 + Penalty 3343.744230 = -3190820.861262 nChanged 4 SP:Iteration 48Q (3083.167289 sec): 3 clusters Score: Raw -3194165.260232 + Penalty 3343.744230 = -3190821.516002 nChanged 4 SP:Iteration 49Q (3083.266971 sec): 3 clusters Score: Raw -3194166.071882 + Penalty 3343.744230 = -3190822.327652 nChanged 2 SP:Iteration 50Q (3083.354141 sec): 3 clusters Score: Raw -3194166.446156 + Penalty 3343.744230 = -3190822.701926 nChanged 0 SP:Iteration 51F (3083.449113 sec): 3 clusters Score: Raw -3194166.446156 + Penalty 3343.744230 = -3190822.701926 nChanged 0 Trying to split cluster 24 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3083.469626 sec): 2 clusters Score: Raw -14347.064874 + Penalty 863.395972 = -13483.668903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3083.520535 sec): 3 clusters Score: Raw -14484.431470 + Penalty 1726.791943 = -12757.639527 nChanged 37 SP:Iteration 1F (3083.561232 sec): 3 clusters Score: Raw -14632.158173 + Penalty 1726.791943 = -12905.366230 nChanged 9 SP:Iteration 2Q (3083.586617 sec): 3 clusters Score: Raw -14665.749940 + Penalty 1726.791943 = -12938.957997 nChanged 5 SP:Iteration 3Q (3083.624577 sec): 3 clusters Score: Raw -14687.843457 + Penalty 1726.791943 = -12961.051514 nChanged 2 SP:Iteration 4Q (3083.672275 sec): 3 clusters Score: Raw -14694.360318 + Penalty 1726.791943 = -12967.568375 nChanged 1 SP:Iteration 5Q (3083.710767 sec): 3 clusters Score: Raw -14695.352739 + Penalty 1726.791943 = -12968.560796 nChanged 0 SP:Iteration 6F (3083.750917 sec): 3 clusters Score: Raw -14695.352739 + Penalty 1726.791943 = -12968.560796 nChanged 0 Trying to split cluster 25 (491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3083.770841 sec): 2 clusters Score: Raw -47393.320611 + Penalty 1006.922171 = -46386.398440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3083.806193 sec): 3 clusters Score: Raw -47383.185596 + Penalty 2013.844342 = -45369.341254 nChanged 118 SP:Iteration 1F (3083.858737 sec): 3 clusters Score: Raw -47549.057161 + Penalty 2013.844342 = -45535.212820 nChanged 25 SP:Iteration 2F (3083.903852 sec): 3 clusters Score: Raw -47596.213672 + Penalty 2013.844342 = -45582.369330 nChanged 13 SP:Iteration 3Q (3083.933152 sec): 3 clusters Score: Raw -47634.386869 + Penalty 2013.844342 = -45620.542527 nChanged 5 SP:Iteration 4Q (3083.977153 sec): 3 clusters Score: Raw -47648.295940 + Penalty 2013.844342 = -45634.451599 nChanged 10 SP:Iteration 5Q (3084.020845 sec): 3 clusters Score: Raw -47679.201109 + Penalty 2013.844342 = -45665.356768 nChanged 16 SP:Iteration 6Q (3084.067184 sec): 3 clusters Score: Raw -47767.518588 + Penalty 2013.844342 = -45753.674246 nChanged 20 SP:Iteration 7Q (3084.104253 sec): 3 clusters Score: Raw -47906.130129 + Penalty 2013.844342 = -45892.285787 nChanged 32 SP:Iteration 8F (3084.139922 sec): 3 clusters Score: Raw -48012.729277 + Penalty 2013.844342 = -45998.884936 nChanged 27 SP:Iteration 9F (3084.178098 sec): 3 clusters Score: Raw -48068.515153 + Penalty 2013.844342 = -46054.670811 nChanged 16 SP:Iteration 10Q (3084.210960 sec): 3 clusters Score: Raw -48097.323512 + Penalty 2013.844342 = -46083.479170 nChanged 8 SP:Iteration 11Q (3084.239557 sec): 3 clusters Score: Raw -48114.476772 + Penalty 2013.844342 = -46100.632431 nChanged 7 SP:Iteration 12Q (3084.276570 sec): 3 clusters Score: Raw -48128.224256 + Penalty 2013.844342 = -46114.379914 nChanged 6 SP:Iteration 13Q (3084.335104 sec): 3 clusters Score: Raw -48142.567846 + Penalty 2013.844342 = -46128.723504 nChanged 7 SP:Iteration 14Q (3084.382780 sec): 3 clusters Score: Raw -48157.017034 + Penalty 2013.844342 = -46143.172693 nChanged 7 SP:Iteration 15Q (3084.424487 sec): 3 clusters Score: Raw -48173.291958 + Penalty 2013.844342 = -46159.447616 nChanged 2 SP:Iteration 16Q (3084.463581 sec): 3 clusters Score: Raw -48177.360452 + Penalty 2013.844342 = -46163.516110 nChanged 4 SP:Iteration 17Q (3084.509468 sec): 3 clusters Score: Raw -48186.236671 + Penalty 2013.844342 = -46172.392330 nChanged 0 SP:Iteration 18F (3084.537054 sec): 3 clusters Score: Raw -48186.236671 + Penalty 2013.844342 = -46172.392330 nChanged 0 Trying to split cluster 26 (17945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3084.592379 sec): 2 clusters Score: Raw -1772006.028275 + Penalty 1591.698356 = -1770414.329920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3084.657346 sec): 3 clusters Score: Raw -1761320.612595 + Penalty 3183.396711 = -1758137.215884 nChanged 8121 SP:Iteration 1F (3084.727931 sec): 3 clusters Score: Raw -1765814.167609 + Penalty 3183.396711 = -1762630.770898 nChanged 1042 SP:Iteration 2F (3084.796536 sec): 3 clusters Score: Raw -1766363.707035 + Penalty 3183.396711 = -1763180.310324 nChanged 1072 SP:Iteration 3F (3084.874236 sec): 3 clusters Score: Raw -1767046.061944 + Penalty 3183.396711 = -1763862.665233 nChanged 1117 SP:Iteration 4F (3084.952650 sec): 3 clusters Score: Raw -1767760.459229 + Penalty 3183.396711 = -1764577.062518 nChanged 1162 SP:Iteration 5F (3085.014556 sec): 3 clusters Score: Raw -1768515.486537 + Penalty 3183.396711 = -1765332.089826 nChanged 1148 SP:Iteration 6F (3085.086302 sec): 3 clusters Score: Raw -1769216.425284 + Penalty 3183.396711 = -1766033.028572 nChanged 1094 SP:Iteration 7F (3085.154413 sec): 3 clusters Score: Raw -1769828.174996 + Penalty 3183.396711 = -1766644.778285 nChanged 966 SP:Iteration 8F (3085.236738 sec): 3 clusters Score: Raw -1770328.612806 + Penalty 3183.396711 = -1767145.216095 nChanged 825 SP:Iteration 9Q (3085.300638 sec): 3 clusters Score: Raw -1770720.831667 + Penalty 3183.396711 = -1767537.434955 nChanged 669 SP:Iteration 10Q (3085.372828 sec): 3 clusters Score: Raw -1771016.377435 + Penalty 3183.396711 = -1767832.980724 nChanged 554 SP:Iteration 11Q (3085.442655 sec): 3 clusters Score: Raw -1771242.545790 + Penalty 3183.396711 = -1768059.149079 nChanged 489 SP:Iteration 12Q (3085.516071 sec): 3 clusters Score: Raw -1771425.950145 + Penalty 3183.396711 = -1768242.553434 nChanged 412 SP:Iteration 13Q (3085.607625 sec): 3 clusters Score: Raw -1771576.475930 + Penalty 3183.396711 = -1768393.079219 nChanged 370 SP:Iteration 14Q (3085.687610 sec): 3 clusters Score: Raw -1771715.882248 + Penalty 3183.396711 = -1768532.485537 nChanged 338 SP:Iteration 15Q (3085.766000 sec): 3 clusters Score: Raw -1771835.357199 + Penalty 3183.396711 = -1768651.960487 nChanged 309 SP:Iteration 16Q (3085.834990 sec): 3 clusters Score: Raw -1771947.164626 + Penalty 3183.396711 = -1768763.767914 nChanged 295 SP:Iteration 17Q (3085.908110 sec): 3 clusters Score: Raw -1772057.642244 + Penalty 3183.396711 = -1768874.245533 nChanged 269 SP:Iteration 18Q (3085.973443 sec): 3 clusters Score: Raw -1772164.569619 + Penalty 3183.396711 = -1768981.172908 nChanged 283 SP:Iteration 19Q (3086.042138 sec): 3 clusters Score: Raw -1772293.573026 + Penalty 3183.396711 = -1769110.176315 nChanged 295 SP:Iteration 20F (3086.111973 sec): 3 clusters Score: Raw -1772448.857838 + Penalty 3183.396711 = -1769265.461126 nChanged 242 SP:Iteration 21Q (3086.182015 sec): 3 clusters Score: Raw -1772588.122286 + Penalty 3183.396711 = -1769404.725575 nChanged 207 SP:Iteration 22Q (3086.247918 sec): 3 clusters Score: Raw -1772702.762163 + Penalty 3183.396711 = -1769519.365451 nChanged 173 SP:Iteration 23Q (3086.326707 sec): 3 clusters Score: Raw -1772812.211487 + Penalty 3183.396711 = -1769628.814776 nChanged 159 SP:Iteration 24Q (3086.405651 sec): 3 clusters Score: Raw -1772932.817218 + Penalty 3183.396711 = -1769749.420507 nChanged 150 SP:Iteration 25Q (3086.482135 sec): 3 clusters Score: Raw -1773010.903056 + Penalty 3183.396711 = -1769827.506345 nChanged 128 SP:Iteration 26Q (3086.565778 sec): 3 clusters Score: Raw -1773067.305134 + Penalty 3183.396711 = -1769883.908423 nChanged 98 SP:Iteration 27Q (3086.624709 sec): 3 clusters Score: Raw -1773098.917069 + Penalty 3183.396711 = -1769915.520357 nChanged 87 SP:Iteration 28Q (3086.703645 sec): 3 clusters Score: Raw -1773130.049967 + Penalty 3183.396711 = -1769946.653256 nChanged 91 SP:Iteration 29Q (3086.785362 sec): 3 clusters Score: Raw -1773167.800140 + Penalty 3183.396711 = -1769984.403429 nChanged 69 SP:Iteration 30Q (3086.851294 sec): 3 clusters Score: Raw -1773198.898063 + Penalty 3183.396711 = -1770015.501352 nChanged 82 SP:Iteration 31Q (3086.931389 sec): 3 clusters Score: Raw -1773225.510153 + Penalty 3183.396711 = -1770042.113442 nChanged 72 SP:Iteration 32Q (3086.984650 sec): 3 clusters Score: Raw -1773248.698010 + Penalty 3183.396711 = -1770065.301299 nChanged 62 SP:Iteration 33Q (3087.046807 sec): 3 clusters Score: Raw -1773261.829356 + Penalty 3183.396711 = -1770078.432645 nChanged 43 SP:Iteration 34Q (3087.122830 sec): 3 clusters Score: Raw -1773272.787436 + Penalty 3183.396711 = -1770089.390725 nChanged 36 SP:Iteration 35Q (3087.201055 sec): 3 clusters Score: Raw -1773283.013177 + Penalty 3183.396711 = -1770099.616466 nChanged 33 SP:Iteration 36Q (3087.264409 sec): 3 clusters Score: Raw -1773289.502166 + Penalty 3183.396711 = -1770106.105455 nChanged 20 SP:Iteration 37Q (3087.348632 sec): 3 clusters Score: Raw -1773293.713961 + Penalty 3183.396711 = -1770110.317250 nChanged 20 SP:Iteration 38Q (3087.410917 sec): 3 clusters Score: Raw -1773296.378732 + Penalty 3183.396711 = -1770112.982021 nChanged 19 SP:Iteration 39Q (3087.489695 sec): 3 clusters Score: Raw -1773298.905215 + Penalty 3183.396711 = -1770115.508504 nChanged 11 SP:Iteration 40F (3087.556591 sec): 3 clusters Score: Raw -1773300.471431 + Penalty 3183.396711 = -1770117.074720 nChanged 14 SP:Iteration 41Q (3087.637308 sec): 3 clusters Score: Raw -1773302.700887 + Penalty 3183.396711 = -1770119.304176 nChanged 12 SP:Iteration 42Q (3087.712661 sec): 3 clusters Score: Raw -1773304.396981 + Penalty 3183.396711 = -1770121.000269 nChanged 8 SP:Iteration 43Q (3087.776233 sec): 3 clusters Score: Raw -1773305.020257 + Penalty 3183.396711 = -1770121.623546 nChanged 4 SP:Iteration 44Q (3087.847653 sec): 3 clusters Score: Raw -1773305.533570 + Penalty 3183.396711 = -1770122.136859 nChanged 2 SP:Iteration 45Q (3087.927530 sec): 3 clusters Score: Raw -1773305.697075 + Penalty 3183.396711 = -1770122.300364 nChanged 2 SP:Iteration 46Q (3088.001643 sec): 3 clusters Score: Raw -1773305.901211 + Penalty 3183.396711 = -1770122.504500 nChanged 1 SP:Iteration 47Q (3088.080186 sec): 3 clusters Score: Raw -1773305.974046 + Penalty 3183.396711 = -1770122.577335 nChanged 2 SP:Iteration 48Q (3088.143438 sec): 3 clusters Score: Raw -1773306.228818 + Penalty 3183.396711 = -1770122.832107 nChanged 1 SP:Iteration 49Q (3088.210698 sec): 3 clusters Score: Raw -1773306.291870 + Penalty 3183.396711 = -1770122.895158 nChanged 0 SP:Iteration 50F (3088.280708 sec): 3 clusters Score: Raw -1773306.291870 + Penalty 3183.396711 = -1770122.895158 nChanged 0 Trying to split cluster 27 (29362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3088.347856 sec): 2 clusters Score: Raw -3074307.448065 + Penalty 1671.711698 = -3072635.736367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3088.433678 sec): 3 clusters Score: Raw -3056251.981377 + Penalty 3343.423395 = -3052908.557982 nChanged 13399 SP:Iteration 1F (3088.523532 sec): 3 clusters Score: Raw -3063703.300620 + Penalty 3343.423395 = -3060359.877225 nChanged 1425 SP:Iteration 2Q (3088.612139 sec): 3 clusters Score: Raw -3064284.744423 + Penalty 3343.423395 = -3060941.321028 nChanged 1419 SP:Iteration 3Q (3088.707318 sec): 3 clusters Score: Raw -3064983.194177 + Penalty 3343.423395 = -3061639.770782 nChanged 1542 SP:Iteration 4F (3088.814123 sec): 3 clusters Score: Raw -3065836.331960 + Penalty 3343.423395 = -3062492.908564 nChanged 1613 SP:Iteration 5F (3088.902553 sec): 3 clusters Score: Raw -3066822.600128 + Penalty 3343.423395 = -3063479.176733 nChanged 1743 SP:Iteration 6F (3089.003267 sec): 3 clusters Score: Raw -3068004.007507 + Penalty 3343.423395 = -3064660.584112 nChanged 1746 SP:Iteration 7F (3089.089715 sec): 3 clusters Score: Raw -3069168.093024 + Penalty 3343.423395 = -3065824.669628 nChanged 1519 SP:Iteration 8F (3089.188769 sec): 3 clusters Score: Raw -3070075.414058 + Penalty 3343.423395 = -3066731.990663 nChanged 1288 SP:Iteration 9Q (3089.282697 sec): 3 clusters Score: Raw -3070679.142421 + Penalty 3343.423395 = -3067335.719026 nChanged 928 SP:Iteration 10Q (3089.377421 sec): 3 clusters Score: Raw -3071004.181133 + Penalty 3343.423395 = -3067660.757738 nChanged 653 SP:Iteration 11Q (3089.477545 sec): 3 clusters Score: Raw -3071174.645018 + Penalty 3343.423395 = -3067831.221623 nChanged 470 SP:Iteration 12Q (3089.559952 sec): 3 clusters Score: Raw -3071281.757108 + Penalty 3343.423395 = -3067938.333713 nChanged 357 SP:Iteration 13Q (3089.663893 sec): 3 clusters Score: Raw -3071347.364806 + Penalty 3343.423395 = -3068003.941411 nChanged 283 SP:Iteration 14Q (3089.753656 sec): 3 clusters Score: Raw -3071404.117884 + Penalty 3343.423395 = -3068060.694489 nChanged 259 SP:Iteration 15Q (3089.846316 sec): 3 clusters Score: Raw -3071455.005470 + Penalty 3343.423395 = -3068111.582075 nChanged 234 SP:Iteration 16Q (3089.937252 sec): 3 clusters Score: Raw -3071498.548394 + Penalty 3343.423395 = -3068155.124999 nChanged 237 SP:Iteration 17Q (3090.028506 sec): 3 clusters Score: Raw -3071544.823617 + Penalty 3343.423395 = -3068201.400222 nChanged 240 SP:Iteration 18Q (3090.113948 sec): 3 clusters Score: Raw -3071593.740922 + Penalty 3343.423395 = -3068250.317527 nChanged 258 SP:Iteration 19Q (3090.193222 sec): 3 clusters Score: Raw -3071644.806021 + Penalty 3343.423395 = -3068301.382626 nChanged 248 SP:Iteration 20F (3090.277303 sec): 3 clusters Score: Raw -3071696.589408 + Penalty 3343.423395 = -3068353.166013 nChanged 250 SP:Iteration 21Q (3090.368493 sec): 3 clusters Score: Raw -3071751.211341 + Penalty 3343.423395 = -3068407.787946 nChanged 250 SP:Iteration 22Q (3090.466597 sec): 3 clusters Score: Raw -3071807.033011 + Penalty 3343.423395 = -3068463.609615 nChanged 289 SP:Iteration 23Q (3090.547554 sec): 3 clusters Score: Raw -3071877.205319 + Penalty 3343.423395 = -3068533.781924 nChanged 274 SP:Iteration 24Q (3090.640758 sec): 3 clusters Score: Raw -3071936.906453 + Penalty 3343.423395 = -3068593.483058 nChanged 272 SP:Iteration 25Q (3090.730746 sec): 3 clusters Score: Raw -3071992.367932 + Penalty 3343.423395 = -3068648.944537 nChanged 257 SP:Iteration 26Q (3090.810838 sec): 3 clusters Score: Raw -3072048.293312 + Penalty 3343.423395 = -3068704.869916 nChanged 267 SP:Iteration 27Q (3090.898916 sec): 3 clusters Score: Raw -3072119.071799 + Penalty 3343.423395 = -3068775.648404 nChanged 302 SP:Iteration 28Q (3090.998446 sec): 3 clusters Score: Raw -3072198.827986 + Penalty 3343.423395 = -3068855.404591 nChanged 300 SP:Iteration 29Q (3091.084385 sec): 3 clusters Score: Raw -3072283.124256 + Penalty 3343.423395 = -3068939.700861 nChanged 302 SP:Iteration 30Q (3091.176131 sec): 3 clusters Score: Raw -3072361.994232 + Penalty 3343.423395 = -3069018.570837 nChanged 307 SP:Iteration 31Q (3091.263246 sec): 3 clusters Score: Raw -3072445.539133 + Penalty 3343.423395 = -3069102.115738 nChanged 315 SP:Iteration 32Q (3091.366522 sec): 3 clusters Score: Raw -3072537.994714 + Penalty 3343.423395 = -3069194.571319 nChanged 305 SP:Iteration 33Q (3091.471087 sec): 3 clusters Score: Raw -3072631.664492 + Penalty 3343.423395 = -3069288.241097 nChanged 301 SP:Iteration 34Q (3091.560074 sec): 3 clusters Score: Raw -3072729.890826 + Penalty 3343.423395 = -3069386.467431 nChanged 336 SP:Iteration 35Q (3091.631588 sec): 3 clusters Score: Raw -3072840.802444 + Penalty 3343.423395 = -3069497.379048 nChanged 322 SP:Iteration 36Q (3091.717603 sec): 3 clusters Score: Raw -3072952.485084 + Penalty 3343.423395 = -3069609.061689 nChanged 327 SP:Iteration 37Q (3091.806573 sec): 3 clusters Score: Raw -3073066.352177 + Penalty 3343.423395 = -3069722.928782 nChanged 313 SP:Iteration 38Q (3091.894227 sec): 3 clusters Score: Raw -3073170.121804 + Penalty 3343.423395 = -3069826.698409 nChanged 296 SP:Iteration 39Q (3091.973008 sec): 3 clusters Score: Raw -3073271.963827 + Penalty 3343.423395 = -3069928.540432 nChanged 283 SP:Iteration 40F (3092.061115 sec): 3 clusters Score: Raw -3073364.432374 + Penalty 3343.423395 = -3070021.008979 nChanged 272 SP:Iteration 41Q (3092.142574 sec): 3 clusters Score: Raw -3073466.966857 + Penalty 3343.423395 = -3070123.543462 nChanged 269 SP:Iteration 42Q (3092.230805 sec): 3 clusters Score: Raw -3073573.536540 + Penalty 3343.423395 = -3070230.113145 nChanged 275 SP:Iteration 43Q (3092.315690 sec): 3 clusters Score: Raw -3073680.262517 + Penalty 3343.423395 = -3070336.839122 nChanged 214 SP:Iteration 44Q (3092.390500 sec): 3 clusters Score: Raw -3073773.116654 + Penalty 3343.423395 = -3070429.693258 nChanged 211 SP:Iteration 45Q (3092.482565 sec): 3 clusters Score: Raw -3073867.055721 + Penalty 3343.423395 = -3070523.632326 nChanged 176 SP:Iteration 46Q (3092.572070 sec): 3 clusters Score: Raw -3073947.866681 + Penalty 3343.423395 = -3070604.443286 nChanged 166 SP:Iteration 47Q (3092.670957 sec): 3 clusters Score: Raw -3074026.087640 + Penalty 3343.423395 = -3070682.664245 nChanged 179 SP:Iteration 48Q (3092.758771 sec): 3 clusters Score: Raw -3074107.854745 + Penalty 3343.423395 = -3070764.431350 nChanged 173 SP:Iteration 49Q (3092.853166 sec): 3 clusters Score: Raw -3074180.574929 + Penalty 3343.423395 = -3070837.151534 nChanged 164 SP:Iteration 50Q (3092.931477 sec): 3 clusters Score: Raw -3074241.343571 + Penalty 3343.423395 = -3070897.920176 nChanged 154 SP:Iteration 51Q (3093.017797 sec): 3 clusters Score: Raw -3074314.863207 + Penalty 3343.423395 = -3070971.439811 nChanged 140 SP:Iteration 52Q (3093.112082 sec): 3 clusters Score: Raw -3074371.801603 + Penalty 3343.423395 = -3071028.378208 nChanged 112 SP:Iteration 53Q (3093.205042 sec): 3 clusters Score: Raw -3074412.356814 + Penalty 3343.423395 = -3071068.933419 nChanged 112 SP:Iteration 54Q (3093.297075 sec): 3 clusters Score: Raw -3074448.513673 + Penalty 3343.423395 = -3071105.090278 nChanged 108 SP:Iteration 55Q (3093.386070 sec): 3 clusters Score: Raw -3074478.056720 + Penalty 3343.423395 = -3071134.633325 nChanged 81 SP:Iteration 56Q (3093.471502 sec): 3 clusters Score: Raw -3074499.552587 + Penalty 3343.423395 = -3071156.129192 nChanged 58 SP:Iteration 57Q (3093.559795 sec): 3 clusters Score: Raw -3074513.487474 + Penalty 3343.423395 = -3071170.064079 nChanged 46 SP:Iteration 58Q (3093.639844 sec): 3 clusters Score: Raw -3074525.999628 + Penalty 3343.423395 = -3071182.576233 nChanged 47 SP:Iteration 59Q (3093.733167 sec): 3 clusters Score: Raw -3074535.750902 + Penalty 3343.423395 = -3071192.327507 nChanged 38 SP:Iteration 60F (3093.820245 sec): 3 clusters Score: Raw -3074542.989441 + Penalty 3343.423395 = -3071199.566046 nChanged 34 SP:Iteration 61Q (3093.908116 sec): 3 clusters Score: Raw -3074548.945744 + Penalty 3343.423395 = -3071205.522349 nChanged 36 SP:Iteration 62Q (3093.996076 sec): 3 clusters Score: Raw -3074558.041850 + Penalty 3343.423395 = -3071214.618454 nChanged 32 SP:Iteration 63Q (3094.086652 sec): 3 clusters Score: Raw -3074566.161734 + Penalty 3343.423395 = -3071222.738339 nChanged 37 SP:Iteration 64Q (3094.174930 sec): 3 clusters Score: Raw -3074575.023940 + Penalty 3343.423395 = -3071231.600545 nChanged 38 SP:Iteration 65Q (3094.263752 sec): 3 clusters Score: Raw -3074583.549250 + Penalty 3343.423395 = -3071240.125855 nChanged 26 SP:Iteration 66Q (3094.337295 sec): 3 clusters Score: Raw -3074588.876525 + Penalty 3343.423395 = -3071245.453130 nChanged 29 SP:Iteration 67Q (3094.420056 sec): 3 clusters Score: Raw -3074596.332365 + Penalty 3343.423395 = -3071252.908970 nChanged 34 SP:Iteration 68Q (3094.513195 sec): 3 clusters Score: Raw -3074604.714383 + Penalty 3343.423395 = -3071261.290988 nChanged 32 SP:Iteration 69Q (3094.606298 sec): 3 clusters Score: Raw -3074611.581803 + Penalty 3343.423395 = -3071268.158408 nChanged 26 SP:Iteration 70Q (3094.700345 sec): 3 clusters Score: Raw -3074617.820550 + Penalty 3343.423395 = -3071274.397155 nChanged 29 SP:Iteration 71Q (3094.786113 sec): 3 clusters Score: Raw -3074623.416614 + Penalty 3343.423395 = -3071279.993219 nChanged 23 SP:Iteration 72Q (3094.873357 sec): 3 clusters Score: Raw -3074628.030090 + Penalty 3343.423395 = -3071284.606695 nChanged 15 SP:Iteration 73Q (3094.958106 sec): 3 clusters Score: Raw -3074630.476130 + Penalty 3343.423395 = -3071287.052735 nChanged 14 SP:Iteration 74Q (3095.040620 sec): 3 clusters Score: Raw -3074633.148787 + Penalty 3343.423395 = -3071289.725392 nChanged 15 SP:Iteration 75Q (3095.114024 sec): 3 clusters Score: Raw -3074635.787090 + Penalty 3343.423395 = -3071292.363695 nChanged 16 SP:Iteration 76Q (3095.205966 sec): 3 clusters Score: Raw -3074638.449511 + Penalty 3343.423395 = -3071295.026116 nChanged 17 SP:Iteration 77Q (3095.302051 sec): 3 clusters Score: Raw -3074641.627668 + Penalty 3343.423395 = -3071298.204272 nChanged 13 SP:Iteration 78Q (3095.390864 sec): 3 clusters Score: Raw -3074643.502382 + Penalty 3343.423395 = -3071300.078987 nChanged 14 SP:Iteration 79Q (3095.479269 sec): 3 clusters Score: Raw -3074645.658552 + Penalty 3343.423395 = -3071302.235157 nChanged 11 SP:Iteration 80F (3095.577107 sec): 3 clusters Score: Raw -3074647.097726 + Penalty 3343.423395 = -3071303.674331 nChanged 11 SP:Iteration 81Q (3095.653717 sec): 3 clusters Score: Raw -3074648.217067 + Penalty 3343.423395 = -3071304.793672 nChanged 7 SP:Iteration 82Q (3095.745078 sec): 3 clusters Score: Raw -3074649.102757 + Penalty 3343.423395 = -3071305.679362 nChanged 3 SP:Iteration 83Q (3095.824300 sec): 3 clusters Score: Raw -3074649.750674 + Penalty 3343.423395 = -3071306.327279 nChanged 6 SP:Iteration 84Q (3095.914302 sec): 3 clusters Score: Raw -3074650.754680 + Penalty 3343.423395 = -3071307.331285 nChanged 4 SP:Iteration 85Q (3096.005741 sec): 3 clusters Score: Raw -3074651.263801 + Penalty 3343.423395 = -3071307.840406 nChanged 5 SP:Iteration 86Q (3096.085431 sec): 3 clusters Score: Raw -3074652.030502 + Penalty 3343.423395 = -3071308.607107 nChanged 4 SP:Iteration 87Q (3096.178426 sec): 3 clusters Score: Raw -3074652.653593 + Penalty 3343.423395 = -3071309.230198 nChanged 2 SP:Iteration 88Q (3096.277633 sec): 3 clusters Score: Raw -3074652.902159 + Penalty 3343.423395 = -3071309.478764 nChanged 4 SP:Iteration 89Q (3096.357494 sec): 3 clusters Score: Raw -3074653.412098 + Penalty 3343.423395 = -3071309.988703 nChanged 3 SP:Iteration 90Q (3096.449883 sec): 3 clusters Score: Raw -3074653.924342 + Penalty 3343.423395 = -3071310.500947 nChanged 4 SP:Iteration 91Q (3096.543655 sec): 3 clusters Score: Raw -3074654.466838 + Penalty 3343.423395 = -3071311.043443 nChanged 3 SP:Iteration 92Q (3096.628221 sec): 3 clusters Score: Raw -3074655.125137 + Penalty 3343.423395 = -3071311.701741 nChanged 8 SP:Iteration 93Q (3096.714444 sec): 3 clusters Score: Raw -3074656.726504 + Penalty 3343.423395 = -3071313.303109 nChanged 11 SP:Iteration 94Q (3096.798121 sec): 3 clusters Score: Raw -3074658.702313 + Penalty 3343.423395 = -3071315.278918 nChanged 10 SP:Iteration 95Q (3096.888404 sec): 3 clusters Score: Raw -3074660.292709 + Penalty 3343.423395 = -3071316.869314 nChanged 9 SP:Iteration 96Q (3096.978099 sec): 3 clusters Score: Raw -3074661.871454 + Penalty 3343.423395 = -3071318.448059 nChanged 8 SP:Iteration 97Q (3097.065667 sec): 3 clusters Score: Raw -3074663.022285 + Penalty 3343.423395 = -3071319.598890 nChanged 5 SP:Iteration 98Q (3097.136996 sec): 3 clusters Score: Raw -3074663.852170 + Penalty 3343.423395 = -3071320.428775 nChanged 5 SP:Iteration 99Q (3097.230437 sec): 3 clusters Score: Raw -3074664.440228 + Penalty 3343.423395 = -3071321.016832 nChanged 4 SP:Iteration 100F (3097.323160 sec): 3 clusters Score: Raw -3074665.169546 + Penalty 3343.423395 = -3071321.746151 nChanged 5 SP:Iteration 101Q (3097.424592 sec): 3 clusters Score: Raw -3074666.323890 + Penalty 3343.423395 = -3071322.900494 nChanged 8 SP:Iteration 102Q (3097.512110 sec): 3 clusters Score: Raw -3074668.114503 + Penalty 3343.423395 = -3071324.691108 nChanged 10 SP:Iteration 103Q (3097.598719 sec): 3 clusters Score: Raw -3074669.915069 + Penalty 3343.423395 = -3071326.491674 nChanged 6 SP:Iteration 104Q (3097.691471 sec): 3 clusters Score: Raw -3074670.645760 + Penalty 3343.423395 = -3071327.222365 nChanged 5 SP:Iteration 105Q (3097.778083 sec): 3 clusters Score: Raw -3074671.480301 + Penalty 3343.423395 = -3071328.056906 nChanged 11 SP:Iteration 106Q (3097.864344 sec): 3 clusters Score: Raw -3074673.603955 + Penalty 3343.423395 = -3071330.180560 nChanged 9 SP:Iteration 107Q (3097.941111 sec): 3 clusters Score: Raw -3074674.842877 + Penalty 3343.423395 = -3071331.419482 nChanged 8 SP:Iteration 108Q (3098.015498 sec): 3 clusters Score: Raw -3074676.169088 + Penalty 3343.423395 = -3071332.745693 nChanged 5 SP:Iteration 109Q (3098.097227 sec): 3 clusters Score: Raw -3074676.842418 + Penalty 3343.423395 = -3071333.419023 nChanged 4 SP:Iteration 110Q (3098.198302 sec): 3 clusters Score: Raw -3074677.524062 + Penalty 3343.423395 = -3071334.100667 nChanged 3 SP:Iteration 111Q (3098.296258 sec): 3 clusters Score: Raw -3074677.960966 + Penalty 3343.423395 = -3071334.537571 nChanged 3 SP:Iteration 112Q (3098.377772 sec): 3 clusters Score: Raw -3074678.332222 + Penalty 3343.423395 = -3071334.908826 nChanged 2 SP:Iteration 113Q (3098.465058 sec): 3 clusters Score: Raw -3074678.712863 + Penalty 3343.423395 = -3071335.289467 nChanged 4 SP:Iteration 114Q (3098.534007 sec): 3 clusters Score: Raw -3074679.404401 + Penalty 3343.423395 = -3071335.981006 nChanged 5 SP:Iteration 115Q (3098.608509 sec): 3 clusters Score: Raw -3074680.373032 + Penalty 3343.423395 = -3071336.949637 nChanged 3 SP:Iteration 116Q (3098.678454 sec): 3 clusters Score: Raw -3074680.824901 + Penalty 3343.423395 = -3071337.401506 nChanged 5 SP:Iteration 117Q (3098.771835 sec): 3 clusters Score: Raw -3074681.660155 + Penalty 3343.423395 = -3071338.236760 nChanged 6 SP:Iteration 118Q (3098.863880 sec): 3 clusters Score: Raw -3074682.434863 + Penalty 3343.423395 = -3071339.011468 nChanged 5 SP:Iteration 119Q (3098.938985 sec): 3 clusters Score: Raw -3074683.265429 + Penalty 3343.423395 = -3071339.842034 nChanged 4 SP:Iteration 120F (3099.035687 sec): 3 clusters Score: Raw -3074683.647786 + Penalty 3343.423395 = -3071340.224391 nChanged 1 SP:Iteration 121Q (3099.122597 sec): 3 clusters Score: Raw -3074683.791926 + Penalty 3343.423395 = -3071340.368530 nChanged 0 SP:Iteration 122F (3099.206156 sec): 3 clusters Score: Raw -3074683.791926 + Penalty 3343.423395 = -3071340.368530 nChanged 0 Trying to split cluster 28 (2137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3099.232081 sec): 2 clusters Score: Raw -197910.399193 + Penalty 1245.913216 = -196664.485976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3099.278719 sec): 3 clusters Score: Raw -196969.229935 + Penalty 2491.826433 = -194477.403502 nChanged 774 SP:Iteration 1F (3099.320996 sec): 3 clusters Score: Raw -197554.697606 + Penalty 2491.826433 = -195062.871173 nChanged 204 SP:Iteration 2F (3099.358485 sec): 3 clusters Score: Raw -197725.202650 + Penalty 2491.826433 = -195233.376217 nChanged 122 SP:Iteration 3F (3099.395991 sec): 3 clusters Score: Raw -197828.278636 + Penalty 2491.826433 = -195336.452203 nChanged 102 SP:Iteration 4Q (3099.435359 sec): 3 clusters Score: Raw -197932.663494 + Penalty 2491.826433 = -195440.837061 nChanged 100 SP:Iteration 5Q (3099.479784 sec): 3 clusters Score: Raw -198044.940816 + Penalty 2491.826433 = -195553.114383 nChanged 91 SP:Iteration 6Q (3099.516058 sec): 3 clusters Score: Raw -198139.976515 + Penalty 2491.826433 = -195648.150082 nChanged 88 SP:Iteration 7Q (3099.561078 sec): 3 clusters Score: Raw -198246.804385 + Penalty 2491.826433 = -195754.977952 nChanged 68 SP:Iteration 8Q (3099.604506 sec): 3 clusters Score: Raw -198325.227819 + Penalty 2491.826433 = -195833.401386 nChanged 52 SP:Iteration 9Q (3099.655289 sec): 3 clusters Score: Raw -198374.677852 + Penalty 2491.826433 = -195882.851419 nChanged 33 SP:Iteration 10Q (3099.716553 sec): 3 clusters Score: Raw -198396.078096 + Penalty 2491.826433 = -195904.251663 nChanged 30 SP:Iteration 11Q (3099.758650 sec): 3 clusters Score: Raw -198415.748034 + Penalty 2491.826433 = -195923.921601 nChanged 18 SP:Iteration 12Q (3099.806904 sec): 3 clusters Score: Raw -198424.196587 + Penalty 2491.826433 = -195932.370154 nChanged 8 SP:Iteration 13Q (3099.852723 sec): 3 clusters Score: Raw -198427.682808 + Penalty 2491.826433 = -195935.856375 nChanged 2 SP:Iteration 14Q (3099.893275 sec): 3 clusters Score: Raw -198428.801005 + Penalty 2491.826433 = -195936.974572 nChanged 2 SP:Iteration 15Q (3099.938191 sec): 3 clusters Score: Raw -198429.276713 + Penalty 2491.826433 = -195937.450280 nChanged 0 SP:Iteration 16F (3099.992819 sec): 3 clusters Score: Raw -198429.276713 + Penalty 2491.826433 = -195937.450280 nChanged 0 Trying to split cluster 29 (1451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3100.018643 sec): 2 clusters Score: Raw -165179.687634 + Penalty 1183.001341 = -163996.686293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3100.062174 sec): 3 clusters Score: Raw -164609.697071 + Penalty 2366.002682 = -162243.694389 nChanged 491 SP:Iteration 1F (3100.099207 sec): 3 clusters Score: Raw -165025.403194 + Penalty 2366.002682 = -162659.400511 nChanged 135 SP:Iteration 2F (3100.144074 sec): 3 clusters Score: Raw -165150.713056 + Penalty 2366.002682 = -162784.710374 nChanged 81 SP:Iteration 3F (3100.194430 sec): 3 clusters Score: Raw -165215.463799 + Penalty 2366.002682 = -162849.461117 nChanged 36 SP:Iteration 4Q (3100.239769 sec): 3 clusters Score: Raw -165240.683239 + Penalty 2366.002682 = -162874.680557 nChanged 30 SP:Iteration 5Q (3100.281131 sec): 3 clusters Score: Raw -165265.457117 + Penalty 2366.002682 = -162899.454435 nChanged 20 SP:Iteration 6Q (3100.325741 sec): 3 clusters Score: Raw -165281.923395 + Penalty 2366.002682 = -162915.920713 nChanged 25 SP:Iteration 7Q (3100.377035 sec): 3 clusters Score: Raw -165297.421969 + Penalty 2366.002682 = -162931.419286 nChanged 15 SP:Iteration 8Q (3100.407325 sec): 3 clusters Score: Raw -165304.289353 + Penalty 2366.002682 = -162938.286671 nChanged 8 SP:Iteration 9Q (3100.451714 sec): 3 clusters Score: Raw -165307.468771 + Penalty 2366.002682 = -162941.466089 nChanged 4 SP:Iteration 10Q (3100.500413 sec): 3 clusters Score: Raw -165312.087690 + Penalty 2366.002682 = -162946.085008 nChanged 9 SP:Iteration 11Q (3100.543535 sec): 3 clusters Score: Raw -165320.664879 + Penalty 2366.002682 = -162954.662196 nChanged 8 SP:Iteration 12Q (3100.607166 sec): 3 clusters Score: Raw -165326.569762 + Penalty 2366.002682 = -162960.567079 nChanged 12 SP:Iteration 13Q (3100.660095 sec): 3 clusters Score: Raw -165335.195614 + Penalty 2366.002682 = -162969.192932 nChanged 10 SP:Iteration 14Q (3100.708581 sec): 3 clusters Score: Raw -165342.250920 + Penalty 2366.002682 = -162976.248238 nChanged 11 SP:Iteration 15Q (3100.749908 sec): 3 clusters Score: Raw -165348.424679 + Penalty 2366.002682 = -162982.421997 nChanged 3 SP:Iteration 16Q (3100.805248 sec): 3 clusters Score: Raw -165350.911893 + Penalty 2366.002682 = -162984.909211 nChanged 2 SP:Iteration 17Q (3100.845048 sec): 3 clusters Score: Raw -165352.370447 + Penalty 2366.002682 = -162986.367765 nChanged 0 SP:Iteration 18F (3100.897878 sec): 3 clusters Score: Raw -165352.370447 + Penalty 2366.002682 = -162986.367765 nChanged 0 Trying to split cluster 30 (5082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3100.931650 sec): 2 clusters Score: Raw -523843.174748 + Penalty 1386.687277 = -522456.487471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3100.974211 sec): 3 clusters Score: Raw -521160.728914 + Penalty 2773.374553 = -518387.354361 nChanged 2067 SP:Iteration 1F (3101.025995 sec): 3 clusters Score: Raw -522296.794920 + Penalty 2773.374553 = -519523.420367 nChanged 376 SP:Iteration 2F (3101.093522 sec): 3 clusters Score: Raw -522513.123545 + Penalty 2773.374553 = -519739.748991 nChanged 269 SP:Iteration 3F (3101.140783 sec): 3 clusters Score: Raw -522659.142937 + Penalty 2773.374553 = -519885.768384 nChanged 221 SP:Iteration 4Q (3101.187306 sec): 3 clusters Score: Raw -522794.806400 + Penalty 2773.374553 = -520021.431847 nChanged 201 SP:Iteration 5Q (3101.231074 sec): 3 clusters Score: Raw -522906.669935 + Penalty 2773.374553 = -520133.295382 nChanged 187 SP:Iteration 6Q (3101.285367 sec): 3 clusters Score: Raw -523016.239644 + Penalty 2773.374553 = -520242.865091 nChanged 188 SP:Iteration 7Q (3101.343846 sec): 3 clusters Score: Raw -523125.840943 + Penalty 2773.374553 = -520352.466390 nChanged 161 SP:Iteration 8Q (3101.392263 sec): 3 clusters Score: Raw -523216.140760 + Penalty 2773.374553 = -520442.766207 nChanged 165 SP:Iteration 9Q (3101.447047 sec): 3 clusters Score: Raw -523306.796229 + Penalty 2773.374553 = -520533.421676 nChanged 154 SP:Iteration 10Q (3101.488168 sec): 3 clusters Score: Raw -523385.602408 + Penalty 2773.374553 = -520612.227855 nChanged 142 SP:Iteration 11Q (3101.549438 sec): 3 clusters Score: Raw -523461.311426 + Penalty 2773.374553 = -520687.936873 nChanged 139 SP:Iteration 12Q (3101.591627 sec): 3 clusters Score: Raw -523535.604769 + Penalty 2773.374553 = -520762.230215 nChanged 127 SP:Iteration 13Q (3101.642919 sec): 3 clusters Score: Raw -523602.020285 + Penalty 2773.374553 = -520828.645732 nChanged 119 SP:Iteration 14Q (3101.699096 sec): 3 clusters Score: Raw -523656.166954 + Penalty 2773.374553 = -520882.792400 nChanged 96 SP:Iteration 15Q (3101.751369 sec): 3 clusters Score: Raw -523697.314963 + Penalty 2773.374553 = -520923.940409 nChanged 70 SP:Iteration 16Q (3101.797607 sec): 3 clusters Score: Raw -523720.127801 + Penalty 2773.374553 = -520946.753247 nChanged 59 SP:Iteration 17Q (3101.839785 sec): 3 clusters Score: Raw -523744.048345 + Penalty 2773.374553 = -520970.673792 nChanged 60 SP:Iteration 18Q (3101.894981 sec): 3 clusters Score: Raw -523763.005488 + Penalty 2773.374553 = -520989.630934 nChanged 46 SP:Iteration 19Q (3101.939250 sec): 3 clusters Score: Raw -523776.444338 + Penalty 2773.374553 = -521003.069785 nChanged 29 SP:Iteration 20F (3101.978354 sec): 3 clusters Score: Raw -523784.665177 + Penalty 2773.374553 = -521011.290624 nChanged 25 SP:Iteration 21Q (3102.018037 sec): 3 clusters Score: Raw -523790.086065 + Penalty 2773.374553 = -521016.711512 nChanged 20 SP:Iteration 22Q (3102.054200 sec): 3 clusters Score: Raw -523794.945455 + Penalty 2773.374553 = -521021.570901 nChanged 17 SP:Iteration 23Q (3102.096494 sec): 3 clusters Score: Raw -523798.385472 + Penalty 2773.374553 = -521025.010918 nChanged 12 SP:Iteration 24Q (3102.138386 sec): 3 clusters Score: Raw -523801.381221 + Penalty 2773.374553 = -521028.006668 nChanged 16 SP:Iteration 25Q (3102.191826 sec): 3 clusters Score: Raw -523805.203999 + Penalty 2773.374553 = -521031.829446 nChanged 19 SP:Iteration 26Q (3102.250528 sec): 3 clusters Score: Raw -523810.009800 + Penalty 2773.374553 = -521036.635247 nChanged 15 SP:Iteration 27Q (3102.296925 sec): 3 clusters Score: Raw -523814.043095 + Penalty 2773.374553 = -521040.668542 nChanged 18 SP:Iteration 28Q (3102.351802 sec): 3 clusters Score: Raw -523819.582087 + Penalty 2773.374553 = -521046.207534 nChanged 21 SP:Iteration 29Q (3102.394249 sec): 3 clusters Score: Raw -523825.694445 + Penalty 2773.374553 = -521052.319892 nChanged 15 SP:Iteration 30Q (3102.457471 sec): 3 clusters Score: Raw -523829.604901 + Penalty 2773.374553 = -521056.230348 nChanged 14 SP:Iteration 31Q (3102.516692 sec): 3 clusters Score: Raw -523832.929286 + Penalty 2773.374553 = -521059.554733 nChanged 12 SP:Iteration 32Q (3102.569182 sec): 3 clusters Score: Raw -523835.942223 + Penalty 2773.374553 = -521062.567670 nChanged 11 SP:Iteration 33Q (3102.614914 sec): 3 clusters Score: Raw -523838.125693 + Penalty 2773.374553 = -521064.751140 nChanged 9 SP:Iteration 34Q (3102.665311 sec): 3 clusters Score: Raw -523839.379063 + Penalty 2773.374553 = -521066.004509 nChanged 5 SP:Iteration 35Q (3102.719963 sec): 3 clusters Score: Raw -523840.281769 + Penalty 2773.374553 = -521066.907215 nChanged 7 SP:Iteration 36Q (3102.781185 sec): 3 clusters Score: Raw -523841.124930 + Penalty 2773.374553 = -521067.750377 nChanged 3 SP:Iteration 37Q (3102.822613 sec): 3 clusters Score: Raw -523841.700292 + Penalty 2773.374553 = -521068.325738 nChanged 2 SP:Iteration 38Q (3102.882291 sec): 3 clusters Score: Raw -523841.961752 + Penalty 2773.374553 = -521068.587199 nChanged 1 SP:Iteration 39Q (3102.935663 sec): 3 clusters Score: Raw -523842.158917 + Penalty 2773.374553 = -521068.784364 nChanged 1 SP:Iteration 40F (3102.977327 sec): 3 clusters Score: Raw -523842.232449 + Penalty 2773.374553 = -521068.857896 nChanged 0 Trying to split cluster 31 (6704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3103.017469 sec): 2 clusters Score: Raw -661833.337056 + Penalty 1431.699692 = -660401.637364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3103.073287 sec): 3 clusters Score: Raw -658253.245292 + Penalty 2863.399384 = -655389.845909 nChanged 2758 SP:Iteration 1F (3103.118734 sec): 3 clusters Score: Raw -659798.626080 + Penalty 2863.399384 = -656935.226696 nChanged 520 SP:Iteration 2F (3103.181963 sec): 3 clusters Score: Raw -660106.088865 + Penalty 2863.399384 = -657242.689482 nChanged 416 SP:Iteration 3F (3103.228666 sec): 3 clusters Score: Raw -660330.854966 + Penalty 2863.399384 = -657467.455582 nChanged 328 SP:Iteration 4Q (3103.283334 sec): 3 clusters Score: Raw -660522.178662 + Penalty 2863.399384 = -657658.779279 nChanged 326 SP:Iteration 5Q (3103.345989 sec): 3 clusters Score: Raw -660707.138406 + Penalty 2863.399384 = -657843.739022 nChanged 266 SP:Iteration 6Q (3103.393540 sec): 3 clusters Score: Raw -660866.691863 + Penalty 2863.399384 = -658003.292479 nChanged 255 SP:Iteration 7Q (3103.452298 sec): 3 clusters Score: Raw -660998.014974 + Penalty 2863.399384 = -658134.615590 nChanged 229 SP:Iteration 8Q (3103.501222 sec): 3 clusters Score: Raw -661102.323779 + Penalty 2863.399384 = -658238.924396 nChanged 198 SP:Iteration 9Q (3103.550730 sec): 3 clusters Score: Raw -661195.979511 + Penalty 2863.399384 = -658332.580128 nChanged 160 SP:Iteration 10Q (3103.600192 sec): 3 clusters Score: Raw -661281.430781 + Penalty 2863.399384 = -658418.031397 nChanged 149 SP:Iteration 11Q (3103.665851 sec): 3 clusters Score: Raw -661358.356756 + Penalty 2863.399384 = -658494.957372 nChanged 139 SP:Iteration 12Q (3103.722082 sec): 3 clusters Score: Raw -661417.348776 + Penalty 2863.399384 = -658553.949393 nChanged 114 SP:Iteration 13Q (3103.780400 sec): 3 clusters Score: Raw -661467.601356 + Penalty 2863.399384 = -658604.201972 nChanged 100 SP:Iteration 14Q (3103.832764 sec): 3 clusters Score: Raw -661507.523001 + Penalty 2863.399384 = -658644.123617 nChanged 102 SP:Iteration 15Q (3103.882662 sec): 3 clusters Score: Raw -661556.871558 + Penalty 2863.399384 = -658693.472174 nChanged 92 SP:Iteration 16Q (3103.946388 sec): 3 clusters Score: Raw -661599.459706 + Penalty 2863.399384 = -658736.060322 nChanged 90 SP:Iteration 17Q (3104.003823 sec): 3 clusters Score: Raw -661639.358866 + Penalty 2863.399384 = -658775.959483 nChanged 77 SP:Iteration 18Q (3104.055460 sec): 3 clusters Score: Raw -661668.909010 + Penalty 2863.399384 = -658805.509626 nChanged 64 SP:Iteration 19Q (3104.107712 sec): 3 clusters Score: Raw -661686.941641 + Penalty 2863.399384 = -658823.542257 nChanged 42 SP:Iteration 20F (3104.148620 sec): 3 clusters Score: Raw -661698.576228 + Penalty 2863.399384 = -658835.176844 nChanged 29 SP:Iteration 21Q (3104.205542 sec): 3 clusters Score: Raw -661706.341807 + Penalty 2863.399384 = -658842.942423 nChanged 26 SP:Iteration 22Q (3104.268958 sec): 3 clusters Score: Raw -661714.621087 + Penalty 2863.399384 = -658851.221703 nChanged 33 SP:Iteration 23Q (3104.328163 sec): 3 clusters Score: Raw -661725.741618 + Penalty 2863.399384 = -658862.342234 nChanged 33 SP:Iteration 24Q (3104.383728 sec): 3 clusters Score: Raw -661734.957125 + Penalty 2863.399384 = -658871.557742 nChanged 30 SP:Iteration 25Q (3104.442498 sec): 3 clusters Score: Raw -661743.946230 + Penalty 2863.399384 = -658880.546846 nChanged 28 SP:Iteration 26Q (3104.484417 sec): 3 clusters Score: Raw -661754.592890 + Penalty 2863.399384 = -658891.193506 nChanged 33 SP:Iteration 27Q (3104.540682 sec): 3 clusters Score: Raw -661765.174640 + Penalty 2863.399384 = -658901.775256 nChanged 29 SP:Iteration 28Q (3104.589137 sec): 3 clusters Score: Raw -661774.668793 + Penalty 2863.399384 = -658911.269409 nChanged 28 SP:Iteration 29Q (3104.642835 sec): 3 clusters Score: Raw -661783.367047 + Penalty 2863.399384 = -658919.967663 nChanged 20 SP:Iteration 30Q (3104.684625 sec): 3 clusters Score: Raw -661790.908736 + Penalty 2863.399384 = -658927.509352 nChanged 25 SP:Iteration 31Q (3104.739254 sec): 3 clusters Score: Raw -661800.288420 + Penalty 2863.399384 = -658936.889036 nChanged 27 SP:Iteration 32Q (3104.801499 sec): 3 clusters Score: Raw -661810.079173 + Penalty 2863.399384 = -658946.679789 nChanged 35 SP:Iteration 33Q (3104.842214 sec): 3 clusters Score: Raw -661822.661555 + Penalty 2863.399384 = -658959.262171 nChanged 35 SP:Iteration 34Q (3104.899054 sec): 3 clusters Score: Raw -661836.792876 + Penalty 2863.399384 = -658973.393493 nChanged 34 SP:Iteration 35Q (3104.938678 sec): 3 clusters Score: Raw -661851.368391 + Penalty 2863.399384 = -658987.969007 nChanged 35 SP:Iteration 36Q (3104.998066 sec): 3 clusters Score: Raw -661865.007260 + Penalty 2863.399384 = -659001.607876 nChanged 26 SP:Iteration 37Q (3105.055032 sec): 3 clusters Score: Raw -661879.155139 + Penalty 2863.399384 = -659015.755755 nChanged 30 SP:Iteration 38Q (3105.112248 sec): 3 clusters Score: Raw -661890.150253 + Penalty 2863.399384 = -659026.750869 nChanged 25 SP:Iteration 39Q (3105.173261 sec): 3 clusters Score: Raw -661899.246620 + Penalty 2863.399384 = -659035.847236 nChanged 24 SP:Iteration 40F (3105.212941 sec): 3 clusters Score: Raw -661909.070012 + Penalty 2863.399384 = -659045.670629 nChanged 29 SP:Iteration 41Q (3105.280166 sec): 3 clusters Score: Raw -661919.624266 + Penalty 2863.399384 = -659056.224883 nChanged 27 SP:Iteration 42Q (3105.325781 sec): 3 clusters Score: Raw -661932.071424 + Penalty 2863.399384 = -659068.672041 nChanged 27 SP:Iteration 43Q (3105.379355 sec): 3 clusters Score: Raw -661944.346797 + Penalty 2863.399384 = -659080.947413 nChanged 19 SP:Iteration 44Q (3105.437872 sec): 3 clusters Score: Raw -661949.015771 + Penalty 2863.399384 = -659085.616387 nChanged 19 SP:Iteration 45Q (3105.486909 sec): 3 clusters Score: Raw -661956.408627 + Penalty 2863.399384 = -659093.009243 nChanged 20 SP:Iteration 46Q (3105.544684 sec): 3 clusters Score: Raw -661962.621400 + Penalty 2863.399384 = -659099.222016 nChanged 11 SP:Iteration 47Q (3105.587535 sec): 3 clusters Score: Raw -661965.845591 + Penalty 2863.399384 = -659102.446208 nChanged 9 SP:Iteration 48Q (3105.643746 sec): 3 clusters Score: Raw -661969.267835 + Penalty 2863.399384 = -659105.868452 nChanged 11 SP:Iteration 49Q (3105.686694 sec): 3 clusters Score: Raw -661972.596475 + Penalty 2863.399384 = -659109.197092 nChanged 10 SP:Iteration 50Q (3105.742353 sec): 3 clusters Score: Raw -661975.793497 + Penalty 2863.399384 = -659112.394113 nChanged 10 SP:Iteration 51Q (3105.805429 sec): 3 clusters Score: Raw -661979.312077 + Penalty 2863.399384 = -659115.912693 nChanged 10 SP:Iteration 52Q (3105.856665 sec): 3 clusters Score: Raw -661982.415018 + Penalty 2863.399384 = -659119.015634 nChanged 7 SP:Iteration 53Q (3105.899252 sec): 3 clusters Score: Raw -661985.070839 + Penalty 2863.399384 = -659121.671455 nChanged 7 SP:Iteration 54Q (3105.960937 sec): 3 clusters Score: Raw -661987.388354 + Penalty 2863.399384 = -659123.988970 nChanged 8 SP:Iteration 55Q (3106.017941 sec): 3 clusters Score: Raw -661989.944568 + Penalty 2863.399384 = -659126.545184 nChanged 10 SP:Iteration 56Q (3106.073248 sec): 3 clusters Score: Raw -661993.927740 + Penalty 2863.399384 = -659130.528356 nChanged 13 SP:Iteration 57Q (3106.130718 sec): 3 clusters Score: Raw -661998.060868 + Penalty 2863.399384 = -659134.661484 nChanged 9 SP:Iteration 58Q (3106.187797 sec): 3 clusters Score: Raw -662002.316630 + Penalty 2863.399384 = -659138.917246 nChanged 6 SP:Iteration 59Q (3106.228507 sec): 3 clusters Score: Raw -662004.950479 + Penalty 2863.399384 = -659141.551096 nChanged 8 SP:Iteration 60F (3106.281513 sec): 3 clusters Score: Raw -662007.923320 + Penalty 2863.399384 = -659144.523936 nChanged 8 SP:Iteration 61Q (3106.343583 sec): 3 clusters Score: Raw -662009.939405 + Penalty 2863.399384 = -659146.540021 nChanged 3 SP:Iteration 62Q (3106.390803 sec): 3 clusters Score: Raw -662010.619132 + Penalty 2863.399384 = -659147.219748 nChanged 1 SP:Iteration 63Q (3106.449482 sec): 3 clusters Score: Raw -662011.073496 + Penalty 2863.399384 = -659147.674113 nChanged 3 SP:Iteration 64Q (3106.506121 sec): 3 clusters Score: Raw -662012.134769 + Penalty 2863.399384 = -659148.735386 nChanged 3 SP:Iteration 65Q (3106.556353 sec): 3 clusters Score: Raw -662013.258217 + Penalty 2863.399384 = -659149.858833 nChanged 4 SP:Iteration 66Q (3106.621351 sec): 3 clusters Score: Raw -662015.121582 + Penalty 2863.399384 = -659151.722199 nChanged 5 SP:Iteration 67Q (3106.673837 sec): 3 clusters Score: Raw -662016.908527 + Penalty 2863.399384 = -659153.509143 nChanged 5 SP:Iteration 68Q (3106.727197 sec): 3 clusters Score: Raw -662019.003039 + Penalty 2863.399384 = -659155.603656 nChanged 3 SP:Iteration 69Q (3106.769877 sec): 3 clusters Score: Raw -662019.642499 + Penalty 2863.399384 = -659156.243115 nChanged 5 SP:Iteration 70Q (3106.821549 sec): 3 clusters Score: Raw -662021.276343 + Penalty 2863.399384 = -659157.876960 nChanged 4 SP:Iteration 71Q (3106.874806 sec): 3 clusters Score: Raw -662022.635663 + Penalty 2863.399384 = -659159.236279 nChanged 3 SP:Iteration 72Q (3106.931918 sec): 3 clusters Score: Raw -662023.837761 + Penalty 2863.399384 = -659160.438377 nChanged 3 SP:Iteration 73Q (3106.988725 sec): 3 clusters Score: Raw -662025.623014 + Penalty 2863.399384 = -659162.223630 nChanged 3 SP:Iteration 74Q (3107.033871 sec): 3 clusters Score: Raw -662026.535193 + Penalty 2863.399384 = -659163.135809 nChanged 3 SP:Iteration 75Q (3107.086829 sec): 3 clusters Score: Raw -662027.944888 + Penalty 2863.399384 = -659164.545505 nChanged 4 SP:Iteration 76Q (3107.137612 sec): 3 clusters Score: Raw -662028.910877 + Penalty 2863.399384 = -659165.511494 nChanged 1 SP:Iteration 77Q (3107.191261 sec): 3 clusters Score: Raw -662029.090602 + Penalty 2863.399384 = -659165.691218 nChanged 0 SP:Iteration 78F (3107.252632 sec): 3 clusters Score: Raw -662029.090602 + Penalty 2863.399384 = -659165.691218 nChanged 0 Trying to split cluster 32 (14538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3107.286035 sec): 2 clusters Score: Raw -1535847.753423 + Penalty 1557.484693 = -1534290.268730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3107.369083 sec): 3 clusters Score: Raw -1527434.238041 + Penalty 3114.969387 = -1524319.268655 nChanged 6351 SP:Iteration 1F (3107.433623 sec): 3 clusters Score: Raw -1530976.872650 + Penalty 3114.969387 = -1527861.903263 nChanged 953 SP:Iteration 2F (3107.500539 sec): 3 clusters Score: Raw -1531442.053870 + Penalty 3114.969387 = -1528327.084483 nChanged 876 SP:Iteration 3F (3107.572735 sec): 3 clusters Score: Raw -1531890.037998 + Penalty 3114.969387 = -1528775.068611 nChanged 833 SP:Iteration 4F (3107.644666 sec): 3 clusters Score: Raw -1532384.550096 + Penalty 3114.969387 = -1529269.580710 nChanged 860 SP:Iteration 5F (3107.710900 sec): 3 clusters Score: Raw -1532923.887526 + Penalty 3114.969387 = -1529808.918139 nChanged 813 SP:Iteration 6F (3107.775243 sec): 3 clusters Score: Raw -1533486.809210 + Penalty 3114.969387 = -1530371.839824 nChanged 762 SP:Iteration 7F (3107.842395 sec): 3 clusters Score: Raw -1534037.719751 + Penalty 3114.969387 = -1530922.750364 nChanged 698 SP:Iteration 8Q (3107.916618 sec): 3 clusters Score: Raw -1534541.447618 + Penalty 3114.969387 = -1531426.478232 nChanged 634 SP:Iteration 9Q (3107.991009 sec): 3 clusters Score: Raw -1535058.997953 + Penalty 3114.969387 = -1531944.028567 nChanged 520 SP:Iteration 10Q (3108.061221 sec): 3 clusters Score: Raw -1535476.087786 + Penalty 3114.969387 = -1532361.118399 nChanged 415 SP:Iteration 11Q (3108.122060 sec): 3 clusters Score: Raw -1535781.371109 + Penalty 3114.969387 = -1532666.401723 nChanged 348 SP:Iteration 12Q (3108.196795 sec): 3 clusters Score: Raw -1535973.510412 + Penalty 3114.969387 = -1532858.541025 nChanged 283 SP:Iteration 13Q (3108.270456 sec): 3 clusters Score: Raw -1536106.206232 + Penalty 3114.969387 = -1532991.236846 nChanged 206 SP:Iteration 14Q (3108.335485 sec): 3 clusters Score: Raw -1536189.588849 + Penalty 3114.969387 = -1533074.619463 nChanged 161 SP:Iteration 15Q (3108.410988 sec): 3 clusters Score: Raw -1536249.878208 + Penalty 3114.969387 = -1533134.908821 nChanged 135 SP:Iteration 16Q (3108.470413 sec): 3 clusters Score: Raw -1536298.564626 + Penalty 3114.969387 = -1533183.595239 nChanged 106 SP:Iteration 17Q (3108.537398 sec): 3 clusters Score: Raw -1536332.427346 + Penalty 3114.969387 = -1533217.457959 nChanged 106 SP:Iteration 18Q (3108.603628 sec): 3 clusters Score: Raw -1536362.978205 + Penalty 3114.969387 = -1533248.008818 nChanged 91 SP:Iteration 19Q (3108.676579 sec): 3 clusters Score: Raw -1536388.764057 + Penalty 3114.969387 = -1533273.794670 nChanged 86 SP:Iteration 20F (3108.747564 sec): 3 clusters Score: Raw -1536412.674589 + Penalty 3114.969387 = -1533297.705202 nChanged 70 SP:Iteration 21Q (3108.802914 sec): 3 clusters Score: Raw -1536429.475007 + Penalty 3114.969387 = -1533314.505620 nChanged 60 SP:Iteration 22Q (3108.873790 sec): 3 clusters Score: Raw -1536447.211139 + Penalty 3114.969387 = -1533332.241752 nChanged 61 SP:Iteration 23Q (3108.933464 sec): 3 clusters Score: Raw -1536462.944498 + Penalty 3114.969387 = -1533347.975112 nChanged 63 SP:Iteration 24Q (3108.998250 sec): 3 clusters Score: Raw -1536480.280363 + Penalty 3114.969387 = -1533365.310977 nChanged 59 SP:Iteration 25Q (3109.059183 sec): 3 clusters Score: Raw -1536498.755747 + Penalty 3114.969387 = -1533383.786360 nChanged 61 SP:Iteration 26Q (3109.131049 sec): 3 clusters Score: Raw -1536516.897753 + Penalty 3114.969387 = -1533401.928366 nChanged 60 SP:Iteration 27Q (3109.199622 sec): 3 clusters Score: Raw -1536534.473342 + Penalty 3114.969387 = -1533419.503956 nChanged 61 SP:Iteration 28Q (3109.260618 sec): 3 clusters Score: Raw -1536554.625530 + Penalty 3114.969387 = -1533439.656143 nChanged 61 SP:Iteration 29Q (3109.327461 sec): 3 clusters Score: Raw -1536573.260768 + Penalty 3114.969387 = -1533458.291381 nChanged 70 SP:Iteration 30Q (3109.383779 sec): 3 clusters Score: Raw -1536590.067695 + Penalty 3114.969387 = -1533475.098309 nChanged 52 SP:Iteration 31Q (3109.444683 sec): 3 clusters Score: Raw -1536606.974667 + Penalty 3114.969387 = -1533492.005280 nChanged 46 SP:Iteration 32Q (3109.506924 sec): 3 clusters Score: Raw -1536624.733798 + Penalty 3114.969387 = -1533509.764411 nChanged 47 SP:Iteration 33Q (3109.576285 sec): 3 clusters Score: Raw -1536643.208376 + Penalty 3114.969387 = -1533528.238989 nChanged 47 SP:Iteration 34Q (3109.645496 sec): 3 clusters Score: Raw -1536657.902067 + Penalty 3114.969387 = -1533542.932681 nChanged 36 SP:Iteration 35Q (3109.710755 sec): 3 clusters Score: Raw -1536668.692813 + Penalty 3114.969387 = -1533553.723427 nChanged 30 SP:Iteration 36Q (3109.781380 sec): 3 clusters Score: Raw -1536677.897294 + Penalty 3114.969387 = -1533562.927908 nChanged 35 SP:Iteration 37Q (3109.848209 sec): 3 clusters Score: Raw -1536686.451353 + Penalty 3114.969387 = -1533571.481966 nChanged 26 SP:Iteration 38Q (3109.920864 sec): 3 clusters Score: Raw -1536692.109946 + Penalty 3114.969387 = -1533577.140559 nChanged 27 SP:Iteration 39Q (3109.978362 sec): 3 clusters Score: Raw -1536699.663524 + Penalty 3114.969387 = -1533584.694137 nChanged 21 SP:Iteration 40F (3110.037656 sec): 3 clusters Score: Raw -1536703.855563 + Penalty 3114.969387 = -1533588.886177 nChanged 15 SP:Iteration 41Q (3110.106438 sec): 3 clusters Score: Raw -1536706.060241 + Penalty 3114.969387 = -1533591.090854 nChanged 9 SP:Iteration 42Q (3110.160278 sec): 3 clusters Score: Raw -1536707.976322 + Penalty 3114.969387 = -1533593.006935 nChanged 13 SP:Iteration 43Q (3110.235251 sec): 3 clusters Score: Raw -1536709.813307 + Penalty 3114.969387 = -1533594.843920 nChanged 8 SP:Iteration 44Q (3110.292375 sec): 3 clusters Score: Raw -1536711.504046 + Penalty 3114.969387 = -1533596.534659 nChanged 12 SP:Iteration 45Q (3110.362666 sec): 3 clusters Score: Raw -1536714.307801 + Penalty 3114.969387 = -1533599.338414 nChanged 10 SP:Iteration 46Q (3110.411799 sec): 3 clusters Score: Raw -1536715.848709 + Penalty 3114.969387 = -1533600.879322 nChanged 8 SP:Iteration 47Q (3110.480206 sec): 3 clusters Score: Raw -1536717.280195 + Penalty 3114.969387 = -1533602.310808 nChanged 6 SP:Iteration 48Q (3110.540483 sec): 3 clusters Score: Raw -1536718.083298 + Penalty 3114.969387 = -1533603.113911 nChanged 7 SP:Iteration 49Q (3110.610817 sec): 3 clusters Score: Raw -1536719.528417 + Penalty 3114.969387 = -1533604.559030 nChanged 6 SP:Iteration 50Q (3110.666353 sec): 3 clusters Score: Raw -1536720.322045 + Penalty 3114.969387 = -1533605.352658 nChanged 7 SP:Iteration 51Q (3110.732851 sec): 3 clusters Score: Raw -1536722.295760 + Penalty 3114.969387 = -1533607.326373 nChanged 13 SP:Iteration 52Q (3110.810142 sec): 3 clusters Score: Raw -1536725.245022 + Penalty 3114.969387 = -1533610.275635 nChanged 13 SP:Iteration 53Q (3110.864399 sec): 3 clusters Score: Raw -1536728.736292 + Penalty 3114.969387 = -1533613.766905 nChanged 17 SP:Iteration 54Q (3110.946711 sec): 3 clusters Score: Raw -1536733.879323 + Penalty 3114.969387 = -1533618.909936 nChanged 18 SP:Iteration 55Q (3111.013019 sec): 3 clusters Score: Raw -1536737.911398 + Penalty 3114.969387 = -1533622.942012 nChanged 17 SP:Iteration 56Q (3111.077410 sec): 3 clusters Score: Raw -1536741.623804 + Penalty 3114.969387 = -1533626.654417 nChanged 9 SP:Iteration 57Q (3111.140789 sec): 3 clusters Score: Raw -1536743.099727 + Penalty 3114.969387 = -1533628.130340 nChanged 5 SP:Iteration 58Q (3111.205406 sec): 3 clusters Score: Raw -1536743.599621 + Penalty 3114.969387 = -1533628.630234 nChanged 5 SP:Iteration 59Q (3111.280921 sec): 3 clusters Score: Raw -1536745.013562 + Penalty 3114.969387 = -1533630.044175 nChanged 7 SP:Iteration 60F (3111.339051 sec): 3 clusters Score: Raw -1536747.141448 + Penalty 3114.969387 = -1533632.172062 nChanged 11 SP:Iteration 61Q (3111.414668 sec): 3 clusters Score: Raw -1536749.206517 + Penalty 3114.969387 = -1533634.237131 nChanged 6 SP:Iteration 62Q (3111.473139 sec): 3 clusters Score: Raw -1536750.499711 + Penalty 3114.969387 = -1533635.530324 nChanged 6 SP:Iteration 63Q (3111.548248 sec): 3 clusters Score: Raw -1536751.828337 + Penalty 3114.969387 = -1533636.858950 nChanged 8 SP:Iteration 64Q (3111.608886 sec): 3 clusters Score: Raw -1536753.247052 + Penalty 3114.969387 = -1533638.277665 nChanged 8 SP:Iteration 65Q (3111.676468 sec): 3 clusters Score: Raw -1536755.254107 + Penalty 3114.969387 = -1533640.284720 nChanged 9 SP:Iteration 66Q (3111.725646 sec): 3 clusters Score: Raw -1536757.350239 + Penalty 3114.969387 = -1533642.380852 nChanged 5 SP:Iteration 67Q (3111.796729 sec): 3 clusters Score: Raw -1536758.842416 + Penalty 3114.969387 = -1533643.873029 nChanged 10 SP:Iteration 68Q (3111.861903 sec): 3 clusters Score: Raw -1536761.017635 + Penalty 3114.969387 = -1533646.048249 nChanged 9 SP:Iteration 69Q (3111.932498 sec): 3 clusters Score: Raw -1536763.123824 + Penalty 3114.969387 = -1533648.154437 nChanged 8 SP:Iteration 70Q (3111.997421 sec): 3 clusters Score: Raw -1536764.754015 + Penalty 3114.969387 = -1533649.784629 nChanged 9 SP:Iteration 71Q (3112.061120 sec): 3 clusters Score: Raw -1536766.556533 + Penalty 3114.969387 = -1533651.587146 nChanged 9 SP:Iteration 72Q (3112.117790 sec): 3 clusters Score: Raw -1536768.824121 + Penalty 3114.969387 = -1533653.854734 nChanged 14 SP:Iteration 73Q (3112.188103 sec): 3 clusters Score: Raw -1536772.500736 + Penalty 3114.969387 = -1533657.531350 nChanged 10 SP:Iteration 74Q (3112.255654 sec): 3 clusters Score: Raw -1536773.787962 + Penalty 3114.969387 = -1533658.818575 nChanged 4 SP:Iteration 75Q (3112.315699 sec): 3 clusters Score: Raw -1536774.399949 + Penalty 3114.969387 = -1533659.430562 nChanged 3 SP:Iteration 76Q (3112.379083 sec): 3 clusters Score: Raw -1536774.854397 + Penalty 3114.969387 = -1533659.885010 nChanged 1 SP:Iteration 77Q (3112.434953 sec): 3 clusters Score: Raw -1536775.063083 + Penalty 3114.969387 = -1533660.093697 nChanged 2 SP:Iteration 78Q (3112.497073 sec): 3 clusters Score: Raw -1536775.375826 + Penalty 3114.969387 = -1533660.406440 nChanged 1 SP:Iteration 79Q (3112.555945 sec): 3 clusters Score: Raw -1536775.579189 + Penalty 3114.969387 = -1533660.609802 nChanged 1 SP:Iteration 80F (3112.624103 sec): 3 clusters Score: Raw -1536776.039157 + Penalty 3114.969387 = -1533661.069770 nChanged 2 SP:Iteration 81Q (3112.694193 sec): 3 clusters Score: Raw -1536776.421779 + Penalty 3114.969387 = -1533661.452393 nChanged 1 SP:Iteration 82Q (3112.755791 sec): 3 clusters Score: Raw -1536776.876029 + Penalty 3114.969387 = -1533661.906643 nChanged 2 SP:Iteration 83Q (3112.823321 sec): 3 clusters Score: Raw -1536777.349383 + Penalty 3114.969387 = -1533662.379997 nChanged 4 SP:Iteration 84Q (3112.885674 sec): 3 clusters Score: Raw -1536778.113453 + Penalty 3114.969387 = -1533663.144066 nChanged 2 SP:Iteration 85Q (3112.954769 sec): 3 clusters Score: Raw -1536778.308294 + Penalty 3114.969387 = -1533663.338907 nChanged 1 SP:Iteration 86Q (3113.029043 sec): 3 clusters Score: Raw -1536778.375150 + Penalty 3114.969387 = -1533663.405763 nChanged 0 SP:Iteration 87F (3113.090818 sec): 3 clusters Score: Raw -1536778.375150 + Penalty 3114.969387 = -1533663.405763 nChanged 0 Trying to split cluster 33 (2683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3113.123333 sec): 2 clusters Score: Raw -259582.772154 + Penalty 1282.887263 = -258299.884890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3113.167304 sec): 3 clusters Score: Raw -258339.529033 + Penalty 2565.774526 = -255773.754507 nChanged 1036 SP:Iteration 1F (3113.222386 sec): 3 clusters Score: Raw -258966.786498 + Penalty 2565.774526 = -256401.011972 nChanged 231 SP:Iteration 2F (3113.270082 sec): 3 clusters Score: Raw -259125.117344 + Penalty 2565.774526 = -256559.342818 nChanged 144 SP:Iteration 3F (3113.314021 sec): 3 clusters Score: Raw -259211.583822 + Penalty 2565.774526 = -256645.809295 nChanged 107 SP:Iteration 4Q (3113.366206 sec): 3 clusters Score: Raw -259293.985007 + Penalty 2565.774526 = -256728.210481 nChanged 101 SP:Iteration 5Q (3113.413317 sec): 3 clusters Score: Raw -259370.748550 + Penalty 2565.774526 = -256804.974024 nChanged 89 SP:Iteration 6Q (3113.467070 sec): 3 clusters Score: Raw -259428.612842 + Penalty 2565.774526 = -256862.838316 nChanged 75 SP:Iteration 7Q (3113.530058 sec): 3 clusters Score: Raw -259472.564222 + Penalty 2565.774526 = -256906.789695 nChanged 68 SP:Iteration 8Q (3113.560672 sec): 3 clusters Score: Raw -259513.560684 + Penalty 2565.774526 = -256947.786158 nChanged 64 SP:Iteration 9Q (3113.606676 sec): 3 clusters Score: Raw -259544.708664 + Penalty 2565.774526 = -256978.934138 nChanged 54 SP:Iteration 10Q (3113.658428 sec): 3 clusters Score: Raw -259587.202041 + Penalty 2565.774526 = -257021.427515 nChanged 56 SP:Iteration 11Q (3113.701550 sec): 3 clusters Score: Raw -259625.239420 + Penalty 2565.774526 = -257059.464893 nChanged 73 SP:Iteration 12Q (3113.742696 sec): 3 clusters Score: Raw -259669.489223 + Penalty 2565.774526 = -257103.714696 nChanged 63 SP:Iteration 13Q (3113.797540 sec): 3 clusters Score: Raw -259710.859104 + Penalty 2565.774526 = -257145.084578 nChanged 51 SP:Iteration 14Q (3113.825850 sec): 3 clusters Score: Raw -259743.119705 + Penalty 2565.774526 = -257177.345179 nChanged 46 SP:Iteration 15Q (3113.878512 sec): 3 clusters Score: Raw -259764.831321 + Penalty 2565.774526 = -257199.056795 nChanged 35 SP:Iteration 16Q (3113.920946 sec): 3 clusters Score: Raw -259779.664178 + Penalty 2565.774526 = -257213.889651 nChanged 24 SP:Iteration 17Q (3113.957611 sec): 3 clusters Score: Raw -259792.760656 + Penalty 2565.774526 = -257226.986130 nChanged 26 SP:Iteration 18Q (3114.008059 sec): 3 clusters Score: Raw -259807.090908 + Penalty 2565.774526 = -257241.316381 nChanged 23 SP:Iteration 19Q (3114.054945 sec): 3 clusters Score: Raw -259817.184656 + Penalty 2565.774526 = -257251.410130 nChanged 17 SP:Iteration 20F (3114.102642 sec): 3 clusters Score: Raw -259824.766970 + Penalty 2565.774526 = -257258.992444 nChanged 13 SP:Iteration 21Q (3114.140037 sec): 3 clusters Score: Raw -259834.234271 + Penalty 2565.774526 = -257268.459745 nChanged 15 SP:Iteration 22Q (3114.185321 sec): 3 clusters Score: Raw -259842.161997 + Penalty 2565.774526 = -257276.387470 nChanged 18 SP:Iteration 23Q (3114.232009 sec): 3 clusters Score: Raw -259852.100072 + Penalty 2565.774526 = -257286.325546 nChanged 17 SP:Iteration 24Q (3114.285324 sec): 3 clusters Score: Raw -259862.365252 + Penalty 2565.774526 = -257296.590726 nChanged 15 SP:Iteration 25Q (3114.335741 sec): 3 clusters Score: Raw -259871.941477 + Penalty 2565.774526 = -257306.166950 nChanged 12 SP:Iteration 26Q (3114.379910 sec): 3 clusters Score: Raw -259879.255315 + Penalty 2565.774526 = -257313.480788 nChanged 9 SP:Iteration 27Q (3114.440705 sec): 3 clusters Score: Raw -259883.284123 + Penalty 2565.774526 = -257317.509596 nChanged 6 SP:Iteration 28Q (3114.483114 sec): 3 clusters Score: Raw -259885.429384 + Penalty 2565.774526 = -257319.654858 nChanged 5 SP:Iteration 29Q (3114.526287 sec): 3 clusters Score: Raw -259887.113223 + Penalty 2565.774526 = -257321.338697 nChanged 6 SP:Iteration 30Q (3114.574459 sec): 3 clusters Score: Raw -259889.577287 + Penalty 2565.774526 = -257323.802761 nChanged 6 SP:Iteration 31Q (3114.622579 sec): 3 clusters Score: Raw -259892.872429 + Penalty 2565.774526 = -257327.097903 nChanged 8 SP:Iteration 32Q (3114.677870 sec): 3 clusters Score: Raw -259899.123865 + Penalty 2565.774526 = -257333.349339 nChanged 10 SP:Iteration 33Q (3114.715803 sec): 3 clusters Score: Raw -259903.630506 + Penalty 2565.774526 = -257337.855980 nChanged 11 SP:Iteration 34Q (3114.762268 sec): 3 clusters Score: Raw -259909.360859 + Penalty 2565.774526 = -257343.586333 nChanged 11 SP:Iteration 35Q (3114.823079 sec): 3 clusters Score: Raw -259915.024479 + Penalty 2565.774526 = -257349.249952 nChanged 6 SP:Iteration 36Q (3114.861136 sec): 3 clusters Score: Raw -259917.143850 + Penalty 2565.774526 = -257351.369323 nChanged 3 SP:Iteration 37Q (3114.906034 sec): 3 clusters Score: Raw -259919.251519 + Penalty 2565.774526 = -257353.476993 nChanged 2 SP:Iteration 38Q (3114.953624 sec): 3 clusters Score: Raw -259920.111933 + Penalty 2565.774526 = -257354.337407 nChanged 5 SP:Iteration 39Q (3115.002627 sec): 3 clusters Score: Raw -259922.294466 + Penalty 2565.774526 = -257356.519940 nChanged 5 SP:Iteration 40F (3115.062374 sec): 3 clusters Score: Raw -259924.182034 + Penalty 2565.774526 = -257358.407507 nChanged 8 SP:Iteration 41Q (3115.112398 sec): 3 clusters Score: Raw -259927.575908 + Penalty 2565.774526 = -257361.801382 nChanged 8 SP:Iteration 42Q (3115.159168 sec): 3 clusters Score: Raw -259931.187115 + Penalty 2565.774526 = -257365.412588 nChanged 9 SP:Iteration 43Q (3115.190866 sec): 3 clusters Score: Raw -259935.992583 + Penalty 2565.774526 = -257370.218056 nChanged 7 SP:Iteration 44Q (3115.235569 sec): 3 clusters Score: Raw -259939.049757 + Penalty 2565.774526 = -257373.275230 nChanged 8 SP:Iteration 45Q (3115.281731 sec): 3 clusters Score: Raw -259942.322893 + Penalty 2565.774526 = -257376.548367 nChanged 2 SP:Iteration 46Q (3115.337844 sec): 3 clusters Score: Raw -259944.193915 + Penalty 2565.774526 = -257378.419389 nChanged 1 SP:Iteration 47Q (3115.387019 sec): 3 clusters Score: Raw -259944.942491 + Penalty 2565.774526 = -257379.167965 nChanged 3 SP:Iteration 48Q (3115.435098 sec): 3 clusters Score: Raw -259945.998857 + Penalty 2565.774526 = -257380.224331 nChanged 2 SP:Iteration 49Q (3115.479356 sec): 3 clusters Score: Raw -259947.265968 + Penalty 2565.774526 = -257381.491442 nChanged 3 SP:Iteration 50Q (3115.514719 sec): 3 clusters Score: Raw -259948.630316 + Penalty 2565.774526 = -257382.855790 nChanged 5 SP:Iteration 51Q (3115.567457 sec): 3 clusters Score: Raw -259950.918356 + Penalty 2565.774526 = -257385.143830 nChanged 6 SP:Iteration 52Q (3115.607264 sec): 3 clusters Score: Raw -259953.096365 + Penalty 2565.774526 = -257387.321839 nChanged 5 SP:Iteration 53Q (3115.665331 sec): 3 clusters Score: Raw -259954.701333 + Penalty 2565.774526 = -257388.926807 nChanged 1 SP:Iteration 54Q (3115.706631 sec): 3 clusters Score: Raw -259955.415781 + Penalty 2565.774526 = -257389.641255 nChanged 0 SP:Iteration 55F (3115.749748 sec): 3 clusters Score: Raw -259955.415781 + Penalty 2565.774526 = -257389.641255 nChanged 0 Trying to split cluster 34 (30786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3115.808809 sec): 2 clusters Score: Raw -3240832.454420 + Penalty 1679.407490 = -3239153.046931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3115.898866 sec): 3 clusters Score: Raw -3221817.969265 + Penalty 3358.814979 = -3218459.154286 nChanged 14130 SP:Iteration 1F (3115.993581 sec): 3 clusters Score: Raw -3230074.085482 + Penalty 3358.814979 = -3226715.270502 nChanged 1663 SP:Iteration 2F (3116.071995 sec): 3 clusters Score: Raw -3230956.940635 + Penalty 3358.814979 = -3227598.125656 nChanged 1795 SP:Iteration 3F (3116.151732 sec): 3 clusters Score: Raw -3232002.880641 + Penalty 3358.814979 = -3228644.065662 nChanged 1863 SP:Iteration 4F (3116.242461 sec): 3 clusters Score: Raw -3233104.769028 + Penalty 3358.814979 = -3229745.954049 nChanged 1746 SP:Iteration 5F (3116.339000 sec): 3 clusters Score: Raw -3234095.160117 + Penalty 3358.814979 = -3230736.345138 nChanged 1612 SP:Iteration 6F (3116.441727 sec): 3 clusters Score: Raw -3234985.592853 + Penalty 3358.814979 = -3231626.777874 nChanged 1484 SP:Iteration 7Q (3116.532238 sec): 3 clusters Score: Raw -3235813.718306 + Penalty 3358.814979 = -3232454.903327 nChanged 1433 SP:Iteration 8Q (3116.618571 sec): 3 clusters Score: Raw -3236574.072894 + Penalty 3358.814979 = -3233215.257915 nChanged 1278 SP:Iteration 9Q (3116.711128 sec): 3 clusters Score: Raw -3237243.104243 + Penalty 3358.814979 = -3233884.289264 nChanged 1149 SP:Iteration 10Q (3116.808093 sec): 3 clusters Score: Raw -3237746.415652 + Penalty 3358.814979 = -3234387.600673 nChanged 935 SP:Iteration 11Q (3116.890254 sec): 3 clusters Score: Raw -3238132.885350 + Penalty 3358.814979 = -3234774.070371 nChanged 800 SP:Iteration 12Q (3116.989573 sec): 3 clusters Score: Raw -3238431.040019 + Penalty 3358.814979 = -3235072.225040 nChanged 668 SP:Iteration 13Q (3117.089992 sec): 3 clusters Score: Raw -3238632.273516 + Penalty 3358.814979 = -3235273.458537 nChanged 542 SP:Iteration 14Q (3117.176054 sec): 3 clusters Score: Raw -3238771.145186 + Penalty 3358.814979 = -3235412.330207 nChanged 384 SP:Iteration 15Q (3117.264022 sec): 3 clusters Score: Raw -3238850.937757 + Penalty 3358.814979 = -3235492.122778 nChanged 303 SP:Iteration 16Q (3117.362154 sec): 3 clusters Score: Raw -3238898.399055 + Penalty 3358.814979 = -3235539.584076 nChanged 222 SP:Iteration 17Q (3117.457099 sec): 3 clusters Score: Raw -3238926.635606 + Penalty 3358.814979 = -3235567.820627 nChanged 180 SP:Iteration 18Q (3117.551458 sec): 3 clusters Score: Raw -3238945.088809 + Penalty 3358.814979 = -3235586.273830 nChanged 114 SP:Iteration 19Q (3117.640986 sec): 3 clusters Score: Raw -3238954.898745 + Penalty 3358.814979 = -3235596.083766 nChanged 82 SP:Iteration 20F (3117.740015 sec): 3 clusters Score: Raw -3238960.243457 + Penalty 3358.814979 = -3235601.428478 nChanged 55 SP:Iteration 21Q (3117.834760 sec): 3 clusters Score: Raw -3238964.375312 + Penalty 3358.814979 = -3235605.560333 nChanged 47 SP:Iteration 22Q (3117.924838 sec): 3 clusters Score: Raw -3238968.016252 + Penalty 3358.814979 = -3235609.201273 nChanged 40 SP:Iteration 23Q (3118.019393 sec): 3 clusters Score: Raw -3238970.567002 + Penalty 3358.814979 = -3235611.752023 nChanged 38 SP:Iteration 24Q (3118.120206 sec): 3 clusters Score: Raw -3238973.083044 + Penalty 3358.814979 = -3235614.268065 nChanged 46 SP:Iteration 25Q (3118.220744 sec): 3 clusters Score: Raw -3238975.655119 + Penalty 3358.814979 = -3235616.840140 nChanged 49 SP:Iteration 26Q (3118.306181 sec): 3 clusters Score: Raw -3238978.509361 + Penalty 3358.814979 = -3235619.694382 nChanged 42 SP:Iteration 27Q (3118.403452 sec): 3 clusters Score: Raw -3238980.678542 + Penalty 3358.814979 = -3235621.863563 nChanged 31 SP:Iteration 28Q (3118.485406 sec): 3 clusters Score: Raw -3238982.035306 + Penalty 3358.814979 = -3235623.220327 nChanged 23 SP:Iteration 29Q (3118.570738 sec): 3 clusters Score: Raw -3238983.542906 + Penalty 3358.814979 = -3235624.727927 nChanged 26 SP:Iteration 30Q (3118.665921 sec): 3 clusters Score: Raw -3238984.797763 + Penalty 3358.814979 = -3235625.982784 nChanged 23 SP:Iteration 31Q (3118.749869 sec): 3 clusters Score: Raw -3238986.007481 + Penalty 3358.814979 = -3235627.192502 nChanged 24 SP:Iteration 32Q (3118.833159 sec): 3 clusters Score: Raw -3238987.407034 + Penalty 3358.814979 = -3235628.592055 nChanged 24 SP:Iteration 33Q (3118.935365 sec): 3 clusters Score: Raw -3238988.696110 + Penalty 3358.814979 = -3235629.881131 nChanged 28 SP:Iteration 34Q (3119.025675 sec): 3 clusters Score: Raw -3238990.336675 + Penalty 3358.814979 = -3235631.521696 nChanged 24 SP:Iteration 35Q (3119.118082 sec): 3 clusters Score: Raw -3238991.985950 + Penalty 3358.814979 = -3235633.170971 nChanged 24 SP:Iteration 36Q (3119.208890 sec): 3 clusters Score: Raw -3238992.840783 + Penalty 3358.814979 = -3235634.025804 nChanged 13 SP:Iteration 37Q (3119.300533 sec): 3 clusters Score: Raw -3238993.274147 + Penalty 3358.814979 = -3235634.459168 nChanged 10 SP:Iteration 38Q (3119.402969 sec): 3 clusters Score: Raw -3238993.680908 + Penalty 3358.814979 = -3235634.865929 nChanged 9 SP:Iteration 39Q (3119.489579 sec): 3 clusters Score: Raw -3238993.991123 + Penalty 3358.814979 = -3235635.176144 nChanged 10 SP:Iteration 40F (3119.587959 sec): 3 clusters Score: Raw -3238994.316071 + Penalty 3358.814979 = -3235635.501092 nChanged 11 SP:Iteration 41Q (3119.669545 sec): 3 clusters Score: Raw -3238994.746439 + Penalty 3358.814979 = -3235635.931460 nChanged 15 SP:Iteration 42Q (3119.761027 sec): 3 clusters Score: Raw -3238995.209220 + Penalty 3358.814979 = -3235636.394241 nChanged 12 SP:Iteration 43Q (3119.859396 sec): 3 clusters Score: Raw -3238995.561888 + Penalty 3358.814979 = -3235636.746909 nChanged 10 SP:Iteration 44Q (3119.931700 sec): 3 clusters Score: Raw -3238995.884008 + Penalty 3358.814979 = -3235637.069029 nChanged 10 SP:Iteration 45Q (3120.024430 sec): 3 clusters Score: Raw -3238996.307797 + Penalty 3358.814979 = -3235637.492818 nChanged 18 SP:Iteration 46Q (3120.118278 sec): 3 clusters Score: Raw -3238997.027967 + Penalty 3358.814979 = -3235638.212988 nChanged 18 SP:Iteration 47Q (3120.202502 sec): 3 clusters Score: Raw -3238997.735732 + Penalty 3358.814979 = -3235638.920753 nChanged 15 SP:Iteration 48Q (3120.300766 sec): 3 clusters Score: Raw -3238998.412977 + Penalty 3358.814979 = -3235639.597998 nChanged 13 SP:Iteration 49Q (3120.387108 sec): 3 clusters Score: Raw -3238998.888369 + Penalty 3358.814979 = -3235640.073390 nChanged 8 SP:Iteration 50Q (3120.476323 sec): 3 clusters Score: Raw -3238999.204600 + Penalty 3358.814979 = -3235640.389621 nChanged 11 SP:Iteration 51Q (3120.562074 sec): 3 clusters Score: Raw -3238999.700734 + Penalty 3358.814979 = -3235640.885755 nChanged 13 SP:Iteration 52Q (3120.655386 sec): 3 clusters Score: Raw -3239000.301556 + Penalty 3358.814979 = -3235641.486577 nChanged 16 SP:Iteration 53Q (3120.733406 sec): 3 clusters Score: Raw -3239001.200601 + Penalty 3358.814979 = -3235642.385622 nChanged 24 SP:Iteration 54Q (3120.827030 sec): 3 clusters Score: Raw -3239002.433977 + Penalty 3358.814979 = -3235643.618998 nChanged 20 SP:Iteration 55Q (3120.914582 sec): 3 clusters Score: Raw -3239003.363211 + Penalty 3358.814979 = -3235644.548232 nChanged 17 SP:Iteration 56Q (3121.003081 sec): 3 clusters Score: Raw -3239004.187607 + Penalty 3358.814979 = -3235645.372628 nChanged 20 SP:Iteration 57Q (3121.092434 sec): 3 clusters Score: Raw -3239005.056151 + Penalty 3358.814979 = -3235646.241172 nChanged 13 SP:Iteration 58Q (3121.181652 sec): 3 clusters Score: Raw -3239005.598485 + Penalty 3358.814979 = -3235646.783506 nChanged 12 SP:Iteration 59Q (3121.285819 sec): 3 clusters Score: Raw -3239006.141719 + Penalty 3358.814979 = -3235647.326740 nChanged 16 SP:Iteration 60F (3121.378532 sec): 3 clusters Score: Raw -3239006.855490 + Penalty 3358.814979 = -3235648.040511 nChanged 21 SP:Iteration 61Q (3121.467609 sec): 3 clusters Score: Raw -3239008.051504 + Penalty 3358.814979 = -3235649.236525 nChanged 24 SP:Iteration 62Q (3121.573553 sec): 3 clusters Score: Raw -3239009.275507 + Penalty 3358.814979 = -3235650.460528 nChanged 24 SP:Iteration 63Q (3121.675097 sec): 3 clusters Score: Raw -3239010.492681 + Penalty 3358.814979 = -3235651.677702 nChanged 21 SP:Iteration 64Q (3121.776636 sec): 3 clusters Score: Raw -3239011.626758 + Penalty 3358.814979 = -3235652.811779 nChanged 21 SP:Iteration 65Q (3121.860611 sec): 3 clusters Score: Raw -3239012.742456 + Penalty 3358.814979 = -3235653.927477 nChanged 23 SP:Iteration 66Q (3121.963458 sec): 3 clusters Score: Raw -3239014.058351 + Penalty 3358.814979 = -3235655.243372 nChanged 28 SP:Iteration 67Q (3122.064291 sec): 3 clusters Score: Raw -3239015.591844 + Penalty 3358.814979 = -3235656.776865 nChanged 36 SP:Iteration 68Q (3122.160778 sec): 3 clusters Score: Raw -3239018.027648 + Penalty 3358.814979 = -3235659.212669 nChanged 42 SP:Iteration 69Q (3122.251653 sec): 3 clusters Score: Raw -3239020.789549 + Penalty 3358.814979 = -3235661.974570 nChanged 31 SP:Iteration 70Q (3122.338878 sec): 3 clusters Score: Raw -3239022.742176 + Penalty 3358.814979 = -3235663.927197 nChanged 33 SP:Iteration 71Q (3122.439572 sec): 3 clusters Score: Raw -3239024.451985 + Penalty 3358.814979 = -3235665.637006 nChanged 23 SP:Iteration 72Q (3122.536426 sec): 3 clusters Score: Raw -3239025.356866 + Penalty 3358.814979 = -3235666.541887 nChanged 12 SP:Iteration 73Q (3122.631013 sec): 3 clusters Score: Raw -3239025.738495 + Penalty 3358.814979 = -3235666.923516 nChanged 12 SP:Iteration 74Q (3122.721855 sec): 3 clusters Score: Raw -3239026.199595 + Penalty 3358.814979 = -3235667.384616 nChanged 8 SP:Iteration 75Q (3122.820426 sec): 3 clusters Score: Raw -3239026.563401 + Penalty 3358.814979 = -3235667.748422 nChanged 10 SP:Iteration 76Q (3122.917301 sec): 3 clusters Score: Raw -3239027.088378 + Penalty 3358.814979 = -3235668.273399 nChanged 10 SP:Iteration 77Q (3123.009669 sec): 3 clusters Score: Raw -3239027.542408 + Penalty 3358.814979 = -3235668.727428 nChanged 8 SP:Iteration 78Q (3123.104631 sec): 3 clusters Score: Raw -3239027.883813 + Penalty 3358.814979 = -3235669.068834 nChanged 9 SP:Iteration 79Q (3123.190752 sec): 3 clusters Score: Raw -3239028.329972 + Penalty 3358.814979 = -3235669.514993 nChanged 13 SP:Iteration 80F (3123.294900 sec): 3 clusters Score: Raw -3239028.865577 + Penalty 3358.814979 = -3235670.050598 nChanged 16 SP:Iteration 81Q (3123.384151 sec): 3 clusters Score: Raw -3239029.461857 + Penalty 3358.814979 = -3235670.646878 nChanged 11 SP:Iteration 82Q (3123.485512 sec): 3 clusters Score: Raw -3239029.935528 + Penalty 3358.814979 = -3235671.120549 nChanged 12 SP:Iteration 83Q (3123.577169 sec): 3 clusters Score: Raw -3239030.317701 + Penalty 3358.814979 = -3235671.502721 nChanged 10 SP:Iteration 84Q (3123.670138 sec): 3 clusters Score: Raw -3239030.680525 + Penalty 3358.814979 = -3235671.865546 nChanged 16 SP:Iteration 85Q (3123.772202 sec): 3 clusters Score: Raw -3239031.713575 + Penalty 3358.814979 = -3235672.898596 nChanged 19 SP:Iteration 86Q (3123.867477 sec): 3 clusters Score: Raw -3239032.601914 + Penalty 3358.814979 = -3235673.786935 nChanged 25 SP:Iteration 87Q (3123.960020 sec): 3 clusters Score: Raw -3239033.721771 + Penalty 3358.814979 = -3235674.906791 nChanged 19 SP:Iteration 88Q (3124.047869 sec): 3 clusters Score: Raw -3239034.388539 + Penalty 3358.814979 = -3235675.573560 nChanged 12 SP:Iteration 89Q (3124.134886 sec): 3 clusters Score: Raw -3239034.933308 + Penalty 3358.814979 = -3235676.118329 nChanged 11 SP:Iteration 90Q (3124.230473 sec): 3 clusters Score: Raw -3239035.416254 + Penalty 3358.814979 = -3235676.601274 nChanged 12 SP:Iteration 91Q (3124.320080 sec): 3 clusters Score: Raw -3239035.813993 + Penalty 3358.814979 = -3235676.999014 nChanged 11 SP:Iteration 92Q (3124.425992 sec): 3 clusters Score: Raw -3239036.213076 + Penalty 3358.814979 = -3235677.398097 nChanged 14 SP:Iteration 93Q (3124.516668 sec): 3 clusters Score: Raw -3239037.099851 + Penalty 3358.814979 = -3235678.284872 nChanged 22 SP:Iteration 94Q (3124.604822 sec): 3 clusters Score: Raw -3239038.014127 + Penalty 3358.814979 = -3235679.199148 nChanged 19 SP:Iteration 95Q (3124.698040 sec): 3 clusters Score: Raw -3239039.193480 + Penalty 3358.814979 = -3235680.378501 nChanged 24 SP:Iteration 96Q (3124.780037 sec): 3 clusters Score: Raw -3239040.566777 + Penalty 3358.814979 = -3235681.751798 nChanged 17 SP:Iteration 97Q (3124.865137 sec): 3 clusters Score: Raw -3239041.410181 + Penalty 3358.814979 = -3235682.595202 nChanged 17 SP:Iteration 98Q (3124.951235 sec): 3 clusters Score: Raw -3239042.056071 + Penalty 3358.814979 = -3235683.241092 nChanged 13 SP:Iteration 99Q (3125.037447 sec): 3 clusters Score: Raw -3239042.540362 + Penalty 3358.814979 = -3235683.725383 nChanged 5 SP:Iteration 100F (3125.134763 sec): 3 clusters Score: Raw -3239042.787855 + Penalty 3358.814979 = -3235683.972876 nChanged 3 SP:Iteration 101Q (3125.218602 sec): 3 clusters Score: Raw -3239042.892997 + Penalty 3358.814979 = -3235684.078018 nChanged 2 SP:Iteration 102Q (3125.305838 sec): 3 clusters Score: Raw -3239042.949405 + Penalty 3358.814979 = -3235684.134426 nChanged 2 SP:Iteration 103Q (3125.396700 sec): 3 clusters Score: Raw -3239042.974854 + Penalty 3358.814979 = -3235684.159875 nChanged 2 SP:Iteration 104Q (3125.502387 sec): 3 clusters Score: Raw -3239043.030052 + Penalty 3358.814979 = -3235684.215073 nChanged 0 SP:Iteration 105F (3125.596446 sec): 3 clusters Score: Raw -3239043.030052 + Penalty 3358.814979 = -3235684.215073 nChanged 0 Trying to split cluster 35 (3223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3125.627081 sec): 2 clusters Score: Raw -336008.276243 + Penalty 1312.686031 = -334695.590212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3125.670778 sec): 3 clusters Score: Raw -334444.989703 + Penalty 2625.372062 = -331819.617642 nChanged 1246 SP:Iteration 1F (3125.723962 sec): 3 clusters Score: Raw -335189.704328 + Penalty 2625.372062 = -332564.332266 nChanged 247 SP:Iteration 2F (3125.779309 sec): 3 clusters Score: Raw -335353.685091 + Penalty 2625.372062 = -332728.313029 nChanged 169 SP:Iteration 3F (3125.835155 sec): 3 clusters Score: Raw -335460.466633 + Penalty 2625.372062 = -332835.094571 nChanged 138 SP:Iteration 4Q (3125.896597 sec): 3 clusters Score: Raw -335557.150931 + Penalty 2625.372062 = -332931.778870 nChanged 126 SP:Iteration 5Q (3125.937603 sec): 3 clusters Score: Raw -335649.713426 + Penalty 2625.372062 = -333024.341365 nChanged 110 SP:Iteration 6Q (3126.003852 sec): 3 clusters Score: Raw -335722.056817 + Penalty 2625.372062 = -333096.684755 nChanged 87 SP:Iteration 7Q (3126.058316 sec): 3 clusters Score: Raw -335778.108708 + Penalty 2625.372062 = -333152.736647 nChanged 94 SP:Iteration 8Q (3126.113087 sec): 3 clusters Score: Raw -335844.776071 + Penalty 2625.372062 = -333219.404009 nChanged 78 SP:Iteration 9Q (3126.165307 sec): 3 clusters Score: Raw -335898.051030 + Penalty 2625.372062 = -333272.678968 nChanged 79 SP:Iteration 10Q (3126.212060 sec): 3 clusters Score: Raw -335951.509273 + Penalty 2625.372062 = -333326.137211 nChanged 55 SP:Iteration 11Q (3126.268641 sec): 3 clusters Score: Raw -335987.901561 + Penalty 2625.372062 = -333362.529499 nChanged 55 SP:Iteration 12Q (3126.324478 sec): 3 clusters Score: Raw -336029.065481 + Penalty 2625.372062 = -333403.693420 nChanged 50 SP:Iteration 13Q (3126.364757 sec): 3 clusters Score: Raw -336064.020628 + Penalty 2625.372062 = -333438.648566 nChanged 34 SP:Iteration 14Q (3126.427301 sec): 3 clusters Score: Raw -336088.730079 + Penalty 2625.372062 = -333463.358018 nChanged 26 SP:Iteration 15Q (3126.477674 sec): 3 clusters Score: Raw -336108.745849 + Penalty 2625.372062 = -333483.373787 nChanged 27 SP:Iteration 16Q (3126.529235 sec): 3 clusters Score: Raw -336126.932966 + Penalty 2625.372062 = -333501.560904 nChanged 21 SP:Iteration 17Q (3126.580463 sec): 3 clusters Score: Raw -336141.746320 + Penalty 2625.372062 = -333516.374259 nChanged 14 SP:Iteration 18Q (3126.628208 sec): 3 clusters Score: Raw -336148.926175 + Penalty 2625.372062 = -333523.554113 nChanged 6 SP:Iteration 19Q (3126.677470 sec): 3 clusters Score: Raw -336152.060337 + Penalty 2625.372062 = -333526.688276 nChanged 7 SP:Iteration 20F (3126.724634 sec): 3 clusters Score: Raw -336156.409534 + Penalty 2625.372062 = -333531.037472 nChanged 6 SP:Iteration 21Q (3126.787387 sec): 3 clusters Score: Raw -336161.100717 + Penalty 2625.372062 = -333535.728655 nChanged 4 SP:Iteration 22Q (3126.835464 sec): 3 clusters Score: Raw -336165.437087 + Penalty 2625.372062 = -333540.065025 nChanged 5 SP:Iteration 23Q (3126.887518 sec): 3 clusters Score: Raw -336169.015251 + Penalty 2625.372062 = -333543.643189 nChanged 3 SP:Iteration 24Q (3126.937645 sec): 3 clusters Score: Raw -336170.625803 + Penalty 2625.372062 = -333545.253742 nChanged 1 SP:Iteration 25Q (3126.991823 sec): 3 clusters Score: Raw -336170.824002 + Penalty 2625.372062 = -333545.451940 nChanged 0 SP:Iteration 26F (3127.050775 sec): 3 clusters Score: Raw -336170.824002 + Penalty 2625.372062 = -333545.451940 nChanged 0 Trying to split cluster 36 (37536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3127.125680 sec): 2 clusters Score: Raw -4073145.039687 + Penalty 1711.621560 = -4071433.418128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3127.234854 sec): 3 clusters Score: Raw -4049707.068086 + Penalty 3423.243119 = -4046283.824967 nChanged 17388 SP:Iteration 1F (3127.345959 sec): 3 clusters Score: Raw -4059553.876906 + Penalty 3423.243119 = -4056130.633786 nChanged 1793 SP:Iteration 2Q (3127.457322 sec): 3 clusters Score: Raw -4060239.386138 + Penalty 3423.243119 = -4056816.143019 nChanged 1850 SP:Iteration 3Q (3127.559384 sec): 3 clusters Score: Raw -4061041.156981 + Penalty 3423.243119 = -4057617.913862 nChanged 1997 SP:Iteration 4F (3127.660411 sec): 3 clusters Score: Raw -4062047.534730 + Penalty 3423.243119 = -4058624.291611 nChanged 2240 SP:Iteration 5F (3127.771341 sec): 3 clusters Score: Raw -4063477.815933 + Penalty 3423.243119 = -4060054.572813 nChanged 2478 SP:Iteration 6F (3127.870108 sec): 3 clusters Score: Raw -4065347.056935 + Penalty 3423.243119 = -4061923.813816 nChanged 2467 SP:Iteration 7F (3127.984677 sec): 3 clusters Score: Raw -4067452.115896 + Penalty 3423.243119 = -4064028.872776 nChanged 2183 SP:Iteration 8F (3128.098797 sec): 3 clusters Score: Raw -4069412.591344 + Penalty 3423.243119 = -4065989.348224 nChanged 1590 SP:Iteration 9Q (3128.200614 sec): 3 clusters Score: Raw -4070714.785864 + Penalty 3423.243119 = -4067291.542745 nChanged 1053 SP:Iteration 10Q (3128.314934 sec): 3 clusters Score: Raw -4071431.018704 + Penalty 3423.243119 = -4068007.775584 nChanged 695 SP:Iteration 11Q (3128.422377 sec): 3 clusters Score: Raw -4071860.203975 + Penalty 3423.243119 = -4068436.960856 nChanged 561 SP:Iteration 12Q (3128.521641 sec): 3 clusters Score: Raw -4072170.828787 + Penalty 3423.243119 = -4068747.585668 nChanged 418 SP:Iteration 13Q (3128.633869 sec): 3 clusters Score: Raw -4072399.659745 + Penalty 3423.243119 = -4068976.416625 nChanged 368 SP:Iteration 14Q (3128.728071 sec): 3 clusters Score: Raw -4072607.108286 + Penalty 3423.243119 = -4069183.865167 nChanged 285 SP:Iteration 15Q (3128.826302 sec): 3 clusters Score: Raw -4072761.954351 + Penalty 3423.243119 = -4069338.711232 nChanged 232 SP:Iteration 16Q (3128.931117 sec): 3 clusters Score: Raw -4072895.532524 + Penalty 3423.243119 = -4069472.289405 nChanged 215 SP:Iteration 17Q (3129.030033 sec): 3 clusters Score: Raw -4073014.736731 + Penalty 3423.243119 = -4069591.493612 nChanged 184 SP:Iteration 18Q (3129.114377 sec): 3 clusters Score: Raw -4073114.257751 + Penalty 3423.243119 = -4069691.014632 nChanged 160 SP:Iteration 19Q (3129.210352 sec): 3 clusters Score: Raw -4073197.476994 + Penalty 3423.243119 = -4069774.233874 nChanged 129 SP:Iteration 20F (3129.306089 sec): 3 clusters Score: Raw -4073260.042891 + Penalty 3423.243119 = -4069836.799772 nChanged 125 SP:Iteration 21Q (3129.402575 sec): 3 clusters Score: Raw -4073321.610688 + Penalty 3423.243119 = -4069898.367569 nChanged 98 SP:Iteration 22Q (3129.502975 sec): 3 clusters Score: Raw -4073379.964869 + Penalty 3423.243119 = -4069956.721750 nChanged 95 SP:Iteration 23Q (3129.601029 sec): 3 clusters Score: Raw -4073430.818048 + Penalty 3423.243119 = -4070007.574929 nChanged 67 SP:Iteration 24Q (3129.687350 sec): 3 clusters Score: Raw -4073457.882978 + Penalty 3423.243119 = -4070034.639859 nChanged 45 SP:Iteration 25Q (3129.775827 sec): 3 clusters Score: Raw -4073474.907323 + Penalty 3423.243119 = -4070051.664204 nChanged 41 SP:Iteration 26Q (3129.863081 sec): 3 clusters Score: Raw -4073493.874435 + Penalty 3423.243119 = -4070070.631316 nChanged 35 SP:Iteration 27Q (3129.949050 sec): 3 clusters Score: Raw -4073507.359204 + Penalty 3423.243119 = -4070084.116085 nChanged 32 SP:Iteration 28Q (3130.048692 sec): 3 clusters Score: Raw -4073521.688350 + Penalty 3423.243119 = -4070098.445231 nChanged 32 SP:Iteration 29Q (3130.131781 sec): 3 clusters Score: Raw -4073534.016954 + Penalty 3423.243119 = -4070110.773834 nChanged 25 SP:Iteration 30Q (3130.222791 sec): 3 clusters Score: Raw -4073546.244957 + Penalty 3423.243119 = -4070123.001837 nChanged 18 SP:Iteration 31Q (3130.314451 sec): 3 clusters Score: Raw -4073553.849355 + Penalty 3423.243119 = -4070130.606236 nChanged 15 SP:Iteration 32Q (3130.411363 sec): 3 clusters Score: Raw -4073560.704154 + Penalty 3423.243119 = -4070137.461035 nChanged 14 SP:Iteration 33Q (3130.509468 sec): 3 clusters Score: Raw -4073565.469201 + Penalty 3423.243119 = -4070142.226082 nChanged 14 SP:Iteration 34Q (3130.604536 sec): 3 clusters Score: Raw -4073570.750424 + Penalty 3423.243119 = -4070147.507305 nChanged 12 SP:Iteration 35Q (3130.692071 sec): 3 clusters Score: Raw -4073574.240884 + Penalty 3423.243119 = -4070150.997765 nChanged 13 SP:Iteration 36Q (3130.793663 sec): 3 clusters Score: Raw -4073577.783030 + Penalty 3423.243119 = -4070154.539911 nChanged 9 SP:Iteration 37Q (3130.879510 sec): 3 clusters Score: Raw -4073581.519937 + Penalty 3423.243119 = -4070158.276818 nChanged 10 SP:Iteration 38Q (3130.979270 sec): 3 clusters Score: Raw -4073585.927876 + Penalty 3423.243119 = -4070162.684757 nChanged 7 SP:Iteration 39Q (3131.082933 sec): 3 clusters Score: Raw -4073588.906383 + Penalty 3423.243119 = -4070165.663264 nChanged 8 SP:Iteration 40F (3131.190748 sec): 3 clusters Score: Raw -4073591.555462 + Penalty 3423.243119 = -4070168.312343 nChanged 7 SP:Iteration 41Q (3131.288669 sec): 3 clusters Score: Raw -4073594.592298 + Penalty 3423.243119 = -4070171.349178 nChanged 9 SP:Iteration 42Q (3131.381183 sec): 3 clusters Score: Raw -4073597.837609 + Penalty 3423.243119 = -4070174.594490 nChanged 8 SP:Iteration 43Q (3131.475430 sec): 3 clusters Score: Raw -4073600.664534 + Penalty 3423.243119 = -4070177.421414 nChanged 12 SP:Iteration 44Q (3131.574303 sec): 3 clusters Score: Raw -4073604.980520 + Penalty 3423.243119 = -4070181.737401 nChanged 10 SP:Iteration 45Q (3131.662614 sec): 3 clusters Score: Raw -4073608.987808 + Penalty 3423.243119 = -4070185.744689 nChanged 14 SP:Iteration 46Q (3131.752556 sec): 3 clusters Score: Raw -4073615.155058 + Penalty 3423.243119 = -4070191.911939 nChanged 9 SP:Iteration 47Q (3131.846200 sec): 3 clusters Score: Raw -4073617.043766 + Penalty 3423.243119 = -4070193.800647 nChanged 2 SP:Iteration 48Q (3131.939925 sec): 3 clusters Score: Raw -4073617.201025 + Penalty 3423.243119 = -4070193.957906 nChanged 2 SP:Iteration 49Q (3132.044783 sec): 3 clusters Score: Raw -4073617.646241 + Penalty 3423.243119 = -4070194.403122 nChanged 4 SP:Iteration 50Q (3132.139079 sec): 3 clusters Score: Raw -4073618.525908 + Penalty 3423.243119 = -4070195.282788 nChanged 4 SP:Iteration 51Q (3132.229326 sec): 3 clusters Score: Raw -4073619.932537 + Penalty 3423.243119 = -4070196.689418 nChanged 5 SP:Iteration 52Q (3132.320927 sec): 3 clusters Score: Raw -4073621.891848 + Penalty 3423.243119 = -4070198.648729 nChanged 6 SP:Iteration 53Q (3132.423601 sec): 3 clusters Score: Raw -4073623.837976 + Penalty 3423.243119 = -4070200.594856 nChanged 10 SP:Iteration 54Q (3132.522787 sec): 3 clusters Score: Raw -4073627.800635 + Penalty 3423.243119 = -4070204.557515 nChanged 11 SP:Iteration 55Q (3132.616262 sec): 3 clusters Score: Raw -4073631.283905 + Penalty 3423.243119 = -4070208.040785 nChanged 7 SP:Iteration 56Q (3132.708684 sec): 3 clusters Score: Raw -4073632.708013 + Penalty 3423.243119 = -4070209.464894 nChanged 4 SP:Iteration 57Q (3132.805717 sec): 3 clusters Score: Raw -4073633.872302 + Penalty 3423.243119 = -4070210.629183 nChanged 0 SP:Iteration 58F (3132.900055 sec): 3 clusters Score: Raw -4073633.872302 + Penalty 3423.243119 = -4070210.629183 nChanged 0 Trying to split cluster 37 (3878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3132.924402 sec): 2 clusters Score: Raw -392729.174629 + Penalty 1342.749661 = -391386.424968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3132.973946 sec): 3 clusters Score: Raw -390804.196254 + Penalty 2685.499322 = -388118.696932 nChanged 1517 SP:Iteration 1F (3133.022410 sec): 3 clusters Score: Raw -391641.523895 + Penalty 2685.499322 = -388956.024573 nChanged 276 SP:Iteration 2F (3133.075682 sec): 3 clusters Score: Raw -391829.116396 + Penalty 2685.499322 = -389143.617074 nChanged 226 SP:Iteration 3F (3133.119951 sec): 3 clusters Score: Raw -392032.691177 + Penalty 2685.499322 = -389347.191855 nChanged 211 SP:Iteration 4F (3133.167620 sec): 3 clusters Score: Raw -392219.866867 + Penalty 2685.499322 = -389534.367545 nChanged 208 SP:Iteration 5F (3133.214077 sec): 3 clusters Score: Raw -392391.455896 + Penalty 2685.499322 = -389705.956575 nChanged 189 SP:Iteration 6Q (3133.257642 sec): 3 clusters Score: Raw -392537.729452 + Penalty 2685.499322 = -389852.230130 nChanged 173 SP:Iteration 7Q (3133.298979 sec): 3 clusters Score: Raw -392657.632968 + Penalty 2685.499322 = -389972.133646 nChanged 152 SP:Iteration 8Q (3133.340939 sec): 3 clusters Score: Raw -392752.564341 + Penalty 2685.499322 = -390067.065020 nChanged 146 SP:Iteration 9Q (3133.394183 sec): 3 clusters Score: Raw -392844.205203 + Penalty 2685.499322 = -390158.705881 nChanged 120 SP:Iteration 10Q (3133.444035 sec): 3 clusters Score: Raw -392910.504438 + Penalty 2685.499322 = -390225.005116 nChanged 113 SP:Iteration 11Q (3133.497778 sec): 3 clusters Score: Raw -392978.269549 + Penalty 2685.499322 = -390292.770227 nChanged 108 SP:Iteration 12Q (3133.534369 sec): 3 clusters Score: Raw -393039.390724 + Penalty 2685.499322 = -390353.891402 nChanged 87 SP:Iteration 13Q (3133.582114 sec): 3 clusters Score: Raw -393086.777345 + Penalty 2685.499322 = -390401.278024 nChanged 77 SP:Iteration 14Q (3133.630926 sec): 3 clusters Score: Raw -393123.555351 + Penalty 2685.499322 = -390438.056029 nChanged 63 SP:Iteration 15Q (3133.670054 sec): 3 clusters Score: Raw -393155.965546 + Penalty 2685.499322 = -390470.466224 nChanged 60 SP:Iteration 16Q (3133.716425 sec): 3 clusters Score: Raw -393189.595101 + Penalty 2685.499322 = -390504.095779 nChanged 50 SP:Iteration 17Q (3133.762883 sec): 3 clusters Score: Raw -393216.894484 + Penalty 2685.499322 = -390531.395162 nChanged 40 SP:Iteration 18Q (3133.814870 sec): 3 clusters Score: Raw -393237.895456 + Penalty 2685.499322 = -390552.396134 nChanged 33 SP:Iteration 19Q (3133.862456 sec): 3 clusters Score: Raw -393255.528348 + Penalty 2685.499322 = -390570.029026 nChanged 30 SP:Iteration 20F (3133.906715 sec): 3 clusters Score: Raw -393272.387073 + Penalty 2685.499322 = -390586.887752 nChanged 26 SP:Iteration 21Q (3133.957282 sec): 3 clusters Score: Raw -393289.766050 + Penalty 2685.499322 = -390604.266728 nChanged 29 SP:Iteration 22Q (3134.007242 sec): 3 clusters Score: Raw -393306.151994 + Penalty 2685.499322 = -390620.652672 nChanged 24 SP:Iteration 23Q (3134.053976 sec): 3 clusters Score: Raw -393319.267090 + Penalty 2685.499322 = -390633.767769 nChanged 20 SP:Iteration 24Q (3134.091830 sec): 3 clusters Score: Raw -393329.462468 + Penalty 2685.499322 = -390643.963146 nChanged 16 SP:Iteration 25Q (3134.134599 sec): 3 clusters Score: Raw -393337.699127 + Penalty 2685.499322 = -390652.199805 nChanged 17 SP:Iteration 26Q (3134.180128 sec): 3 clusters Score: Raw -393345.920603 + Penalty 2685.499322 = -390660.421281 nChanged 10 SP:Iteration 27Q (3134.233639 sec): 3 clusters Score: Raw -393350.503509 + Penalty 2685.499322 = -390665.004188 nChanged 10 SP:Iteration 28Q (3134.274986 sec): 3 clusters Score: Raw -393354.818223 + Penalty 2685.499322 = -390669.318901 nChanged 7 SP:Iteration 29Q (3134.326122 sec): 3 clusters Score: Raw -393357.964426 + Penalty 2685.499322 = -390672.465105 nChanged 5 SP:Iteration 30Q (3134.381711 sec): 3 clusters Score: Raw -393362.300536 + Penalty 2685.499322 = -390676.801215 nChanged 11 SP:Iteration 31Q (3134.429219 sec): 3 clusters Score: Raw -393367.703985 + Penalty 2685.499322 = -390682.204663 nChanged 11 SP:Iteration 32Q (3134.475041 sec): 3 clusters Score: Raw -393375.195898 + Penalty 2685.499322 = -390689.696576 nChanged 14 SP:Iteration 33Q (3134.523730 sec): 3 clusters Score: Raw -393383.565089 + Penalty 2685.499322 = -390698.065767 nChanged 14 SP:Iteration 34Q (3134.571842 sec): 3 clusters Score: Raw -393393.384213 + Penalty 2685.499322 = -390707.884892 nChanged 21 SP:Iteration 35Q (3134.621663 sec): 3 clusters Score: Raw -393405.915673 + Penalty 2685.499322 = -390720.416352 nChanged 12 SP:Iteration 36Q (3134.669993 sec): 3 clusters Score: Raw -393412.572414 + Penalty 2685.499322 = -390727.073093 nChanged 12 SP:Iteration 37Q (3134.715390 sec): 3 clusters Score: Raw -393417.803344 + Penalty 2685.499322 = -390732.304023 nChanged 7 SP:Iteration 38Q (3134.767072 sec): 3 clusters Score: Raw -393420.806135 + Penalty 2685.499322 = -390735.306813 nChanged 8 SP:Iteration 39Q (3134.824210 sec): 3 clusters Score: Raw -393424.709386 + Penalty 2685.499322 = -390739.210064 nChanged 4 SP:Iteration 40F (3134.868740 sec): 3 clusters Score: Raw -393425.921026 + Penalty 2685.499322 = -390740.421704 nChanged 3 SP:Iteration 41Q (3134.921001 sec): 3 clusters Score: Raw -393427.604699 + Penalty 2685.499322 = -390742.105378 nChanged 2 SP:Iteration 42Q (3134.963575 sec): 3 clusters Score: Raw -393428.454583 + Penalty 2685.499322 = -390742.955261 nChanged 1 SP:Iteration 43Q (3135.018811 sec): 3 clusters Score: Raw -393428.738157 + Penalty 2685.499322 = -390743.238835 nChanged 0 SP:Iteration 44F (3135.065184 sec): 3 clusters Score: Raw -393428.738157 + Penalty 2685.499322 = -390743.238835 nChanged 0 Trying to split cluster 38 (1564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3135.089704 sec): 2 clusters Score: Raw -171010.722961 + Penalty 1195.187812 = -169815.535149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3135.138682 sec): 3 clusters Score: Raw -170400.186539 + Penalty 2390.375624 = -168009.810915 nChanged 532 SP:Iteration 1F (3135.188977 sec): 3 clusters Score: Raw -170872.333435 + Penalty 2390.375624 = -168481.957811 nChanged 137 SP:Iteration 2F (3135.232207 sec): 3 clusters Score: Raw -171011.239486 + Penalty 2390.375624 = -168620.863862 nChanged 80 SP:Iteration 3F (3135.284149 sec): 3 clusters Score: Raw -171081.995184 + Penalty 2390.375624 = -168691.619560 nChanged 46 SP:Iteration 4Q (3135.337928 sec): 3 clusters Score: Raw -171120.271520 + Penalty 2390.375624 = -168729.895896 nChanged 44 SP:Iteration 5Q (3135.380266 sec): 3 clusters Score: Raw -171155.413764 + Penalty 2390.375624 = -168765.038140 nChanged 28 SP:Iteration 6Q (3135.417992 sec): 3 clusters Score: Raw -171171.388906 + Penalty 2390.375624 = -168781.013281 nChanged 13 SP:Iteration 7Q (3135.458725 sec): 3 clusters Score: Raw -171179.672026 + Penalty 2390.375624 = -168789.296402 nChanged 11 SP:Iteration 8Q (3135.514102 sec): 3 clusters Score: Raw -171187.706580 + Penalty 2390.375624 = -168797.330956 nChanged 9 SP:Iteration 9Q (3135.554698 sec): 3 clusters Score: Raw -171192.744373 + Penalty 2390.375624 = -168802.368748 nChanged 14 SP:Iteration 10Q (3135.602837 sec): 3 clusters Score: Raw -171200.962326 + Penalty 2390.375624 = -168810.586702 nChanged 13 SP:Iteration 11Q (3135.654614 sec): 3 clusters Score: Raw -171207.566932 + Penalty 2390.375624 = -168817.191308 nChanged 10 SP:Iteration 12Q (3135.711253 sec): 3 clusters Score: Raw -171212.385977 + Penalty 2390.375624 = -168822.010353 nChanged 6 SP:Iteration 13Q (3135.760165 sec): 3 clusters Score: Raw -171215.011975 + Penalty 2390.375624 = -168824.636350 nChanged 2 SP:Iteration 14Q (3135.809490 sec): 3 clusters Score: Raw -171215.856150 + Penalty 2390.375624 = -168825.480526 nChanged 1 SP:Iteration 15Q (3135.843614 sec): 3 clusters Score: Raw -171216.626388 + Penalty 2390.375624 = -168826.250764 nChanged 1 SP:Iteration 16Q (3135.898046 sec): 3 clusters Score: Raw -171217.151825 + Penalty 2390.375624 = -168826.776200 nChanged 1 SP:Iteration 17Q (3135.939009 sec): 3 clusters Score: Raw -171217.708864 + Penalty 2390.375624 = -168827.333240 nChanged 0 SP:Iteration 18F (3135.994447 sec): 3 clusters Score: Raw -171217.708864 + Penalty 2390.375624 = -168827.333240 nChanged 0 Trying to split cluster 39 (1709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3136.009767 sec): 2 clusters Score: Raw -175462.864632 + Penalty 1209.595349 = -174253.269284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3136.058633 sec): 3 clusters Score: Raw -174789.732891 + Penalty 2419.190697 = -172370.542194 nChanged 587 SP:Iteration 1F (3136.093944 sec): 3 clusters Score: Raw -175208.264916 + Penalty 2419.190697 = -172789.074219 nChanged 131 SP:Iteration 2F (3136.139399 sec): 3 clusters Score: Raw -175327.164044 + Penalty 2419.190697 = -172907.973346 nChanged 91 SP:Iteration 3F (3136.197782 sec): 3 clusters Score: Raw -175412.773394 + Penalty 2419.190697 = -172993.582697 nChanged 69 SP:Iteration 4Q (3136.234997 sec): 3 clusters Score: Raw -175474.117853 + Penalty 2419.190697 = -173054.927156 nChanged 57 SP:Iteration 5Q (3136.291243 sec): 3 clusters Score: Raw -175520.390286 + Penalty 2419.190697 = -173101.199589 nChanged 46 SP:Iteration 6Q (3136.338619 sec): 3 clusters Score: Raw -175564.657088 + Penalty 2419.190697 = -173145.466391 nChanged 34 SP:Iteration 7Q (3136.391897 sec): 3 clusters Score: Raw -175597.072578 + Penalty 2419.190697 = -173177.881881 nChanged 30 SP:Iteration 8Q (3136.437600 sec): 3 clusters Score: Raw -175622.710328 + Penalty 2419.190697 = -173203.519631 nChanged 18 SP:Iteration 9Q (3136.474877 sec): 3 clusters Score: Raw -175638.042928 + Penalty 2419.190697 = -173218.852231 nChanged 10 SP:Iteration 10Q (3136.529921 sec): 3 clusters Score: Raw -175646.304780 + Penalty 2419.190697 = -173227.114083 nChanged 9 SP:Iteration 11Q (3136.568515 sec): 3 clusters Score: Raw -175651.352429 + Penalty 2419.190697 = -173232.161732 nChanged 9 SP:Iteration 12Q (3136.617925 sec): 3 clusters Score: Raw -175655.875754 + Penalty 2419.190697 = -173236.685057 nChanged 2 SP:Iteration 13Q (3136.668628 sec): 3 clusters Score: Raw -175656.680403 + Penalty 2419.190697 = -173237.489706 nChanged 0 SP:Iteration 14F (3136.709088 sec): 3 clusters Score: Raw -175656.680403 + Penalty 2419.190697 = -173237.489706 nChanged 0 Trying to split cluster 40 (8604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3136.741701 sec): 2 clusters Score: Raw -917138.003158 + Penalty 1472.247155 = -915665.756004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3136.799035 sec): 3 clusters Score: Raw -912392.456579 + Penalty 2944.494309 = -909447.962269 nChanged 3604 SP:Iteration 1F (3136.856650 sec): 3 clusters Score: Raw -914310.824203 + Penalty 2944.494309 = -911366.329894 nChanged 482 SP:Iteration 2F (3136.918944 sec): 3 clusters Score: Raw -914509.772557 + Penalty 2944.494309 = -911565.278248 nChanged 404 SP:Iteration 3Q (3136.973731 sec): 3 clusters Score: Raw -914676.333924 + Penalty 2944.494309 = -911731.839615 nChanged 357 SP:Iteration 4Q (3137.033315 sec): 3 clusters Score: Raw -914823.770413 + Penalty 2944.494309 = -911879.276104 nChanged 351 SP:Iteration 5Q (3137.086046 sec): 3 clusters Score: Raw -914984.752552 + Penalty 2944.494309 = -912040.258243 nChanged 349 SP:Iteration 6Q (3137.136884 sec): 3 clusters Score: Raw -915151.466800 + Penalty 2944.494309 = -912206.972490 nChanged 345 SP:Iteration 7Q (3137.195202 sec): 3 clusters Score: Raw -915330.044392 + Penalty 2944.494309 = -912385.550083 nChanged 374 SP:Iteration 8Q (3137.251591 sec): 3 clusters Score: Raw -915560.744775 + Penalty 2944.494309 = -912616.250465 nChanged 398 SP:Iteration 9Q (3137.318904 sec): 3 clusters Score: Raw -915826.104794 + Penalty 2944.494309 = -912881.610485 nChanged 414 SP:Iteration 10Q (3137.364521 sec): 3 clusters Score: Raw -916138.244873 + Penalty 2944.494309 = -913193.750563 nChanged 377 SP:Iteration 11Q (3137.420199 sec): 3 clusters Score: Raw -916455.749763 + Penalty 2944.494309 = -913511.255454 nChanged 337 SP:Iteration 12Q (3137.475937 sec): 3 clusters Score: Raw -916771.303955 + Penalty 2944.494309 = -913826.809645 nChanged 214 SP:Iteration 13Q (3137.524695 sec): 3 clusters Score: Raw -916980.811442 + Penalty 2944.494309 = -914036.317132 nChanged 135 SP:Iteration 14Q (3137.578427 sec): 3 clusters Score: Raw -917106.149804 + Penalty 2944.494309 = -914161.655495 nChanged 79 SP:Iteration 15Q (3137.645982 sec): 3 clusters Score: Raw -917188.189931 + Penalty 2944.494309 = -914243.695622 nChanged 55 SP:Iteration 16Q (3137.693100 sec): 3 clusters Score: Raw -917250.808226 + Penalty 2944.494309 = -914306.313917 nChanged 43 SP:Iteration 17Q (3137.754860 sec): 3 clusters Score: Raw -917292.397420 + Penalty 2944.494309 = -914347.903110 nChanged 30 SP:Iteration 18Q (3137.813433 sec): 3 clusters Score: Raw -917322.508451 + Penalty 2944.494309 = -914378.014141 nChanged 20 SP:Iteration 19Q (3137.860598 sec): 3 clusters Score: Raw -917338.136592 + Penalty 2944.494309 = -914393.642283 nChanged 13 SP:Iteration 20F (3137.925925 sec): 3 clusters Score: Raw -917352.346944 + Penalty 2944.494309 = -914407.852634 nChanged 12 SP:Iteration 21Q (3137.970583 sec): 3 clusters Score: Raw -917361.016641 + Penalty 2944.494309 = -914416.522331 nChanged 10 SP:Iteration 22Q (3138.031548 sec): 3 clusters Score: Raw -917370.626075 + Penalty 2944.494309 = -914426.131766 nChanged 7 SP:Iteration 23Q (3138.083599 sec): 3 clusters Score: Raw -917376.031311 + Penalty 2944.494309 = -914431.537001 nChanged 5 SP:Iteration 24Q (3138.132863 sec): 3 clusters Score: Raw -917380.657233 + Penalty 2944.494309 = -914436.162924 nChanged 2 SP:Iteration 25Q (3138.183926 sec): 3 clusters Score: Raw -917382.889795 + Penalty 2944.494309 = -914438.395486 nChanged 1 SP:Iteration 26Q (3138.228528 sec): 3 clusters Score: Raw -917383.119034 + Penalty 2944.494309 = -914438.624724 nChanged 1 SP:Iteration 27Q (3138.283730 sec): 3 clusters Score: Raw -917383.514452 + Penalty 2944.494309 = -914439.020142 nChanged 1 SP:Iteration 28Q (3138.339514 sec): 3 clusters Score: Raw -917386.011685 + Penalty 2944.494309 = -914441.517375 nChanged 2 SP:Iteration 29Q (3138.401070 sec): 3 clusters Score: Raw -917387.372788 + Penalty 2944.494309 = -914442.878479 nChanged 0 SP:Iteration 30F (3138.451817 sec): 3 clusters Score: Raw -917387.372788 + Penalty 2944.494309 = -914442.878479 nChanged 0 Trying to split cluster 41 (12544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3138.493037 sec): 2 clusters Score: Raw -1373402.449010 + Penalty 1533.512133 = -1371868.936877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3138.564604 sec): 3 clusters Score: Raw -1366040.479221 + Penalty 3067.024266 = -1362973.454954 nChanged 5602 SP:Iteration 1F (3138.628372 sec): 3 clusters Score: Raw -1369229.344895 + Penalty 3067.024266 = -1366162.320628 nChanged 801 SP:Iteration 2F (3138.698297 sec): 3 clusters Score: Raw -1369596.191223 + Penalty 3067.024266 = -1366529.166956 nChanged 645 SP:Iteration 3F (3138.753303 sec): 3 clusters Score: Raw -1369906.803926 + Penalty 3067.024266 = -1366839.779660 nChanged 649 SP:Iteration 4F (3138.824729 sec): 3 clusters Score: Raw -1370239.374076 + Penalty 3067.024266 = -1367172.349810 nChanged 625 SP:Iteration 5Q (3138.888169 sec): 3 clusters Score: Raw -1370601.832379 + Penalty 3067.024266 = -1367534.808113 nChanged 653 SP:Iteration 6F (3138.965020 sec): 3 clusters Score: Raw -1370978.022470 + Penalty 3067.024266 = -1367910.998204 nChanged 627 SP:Iteration 7Q (3139.019861 sec): 3 clusters Score: Raw -1371350.304325 + Penalty 3067.024266 = -1368283.280058 nChanged 591 SP:Iteration 8Q (3139.092969 sec): 3 clusters Score: Raw -1371714.064712 + Penalty 3067.024266 = -1368647.040446 nChanged 512 SP:Iteration 9Q (3139.161233 sec): 3 clusters Score: Raw -1372020.419550 + Penalty 3067.024266 = -1368953.395284 nChanged 470 SP:Iteration 10Q (3139.218583 sec): 3 clusters Score: Raw -1372318.199196 + Penalty 3067.024266 = -1369251.174929 nChanged 391 SP:Iteration 11Q (3139.284407 sec): 3 clusters Score: Raw -1372547.165310 + Penalty 3067.024266 = -1369480.141044 nChanged 324 SP:Iteration 12Q (3139.358798 sec): 3 clusters Score: Raw -1372729.335961 + Penalty 3067.024266 = -1369662.311695 nChanged 265 SP:Iteration 13Q (3139.416568 sec): 3 clusters Score: Raw -1372867.118824 + Penalty 3067.024266 = -1369800.094558 nChanged 203 SP:Iteration 14Q (3139.489758 sec): 3 clusters Score: Raw -1372961.054292 + Penalty 3067.024266 = -1369894.030025 nChanged 161 SP:Iteration 15Q (3139.557424 sec): 3 clusters Score: Raw -1373032.422020 + Penalty 3067.024266 = -1369965.397754 nChanged 145 SP:Iteration 16Q (3139.620119 sec): 3 clusters Score: Raw -1373095.067278 + Penalty 3067.024266 = -1370028.043012 nChanged 141 SP:Iteration 17Q (3139.678475 sec): 3 clusters Score: Raw -1373153.840500 + Penalty 3067.024266 = -1370086.816233 nChanged 107 SP:Iteration 18Q (3139.748797 sec): 3 clusters Score: Raw -1373195.878148 + Penalty 3067.024266 = -1370128.853882 nChanged 84 SP:Iteration 19Q (3139.808802 sec): 3 clusters Score: Raw -1373229.620503 + Penalty 3067.024266 = -1370162.596236 nChanged 78 SP:Iteration 20F (3139.873227 sec): 3 clusters Score: Raw -1373259.233757 + Penalty 3067.024266 = -1370192.209491 nChanged 76 SP:Iteration 21Q (3139.944184 sec): 3 clusters Score: Raw -1373285.910519 + Penalty 3067.024266 = -1370218.886252 nChanged 65 SP:Iteration 22Q (3140.010911 sec): 3 clusters Score: Raw -1373307.381446 + Penalty 3067.024266 = -1370240.357179 nChanged 61 SP:Iteration 23Q (3140.062178 sec): 3 clusters Score: Raw -1373328.456935 + Penalty 3067.024266 = -1370261.432669 nChanged 59 SP:Iteration 24Q (3140.130590 sec): 3 clusters Score: Raw -1373355.787684 + Penalty 3067.024266 = -1370288.763418 nChanged 54 SP:Iteration 25Q (3140.184847 sec): 3 clusters Score: Raw -1373377.919947 + Penalty 3067.024266 = -1370310.895681 nChanged 45 SP:Iteration 26Q (3140.251194 sec): 3 clusters Score: Raw -1373392.534267 + Penalty 3067.024266 = -1370325.510001 nChanged 36 SP:Iteration 27Q (3140.315361 sec): 3 clusters Score: Raw -1373403.073055 + Penalty 3067.024266 = -1370336.048789 nChanged 30 SP:Iteration 28Q (3140.381621 sec): 3 clusters Score: Raw -1373410.970589 + Penalty 3067.024266 = -1370343.946323 nChanged 29 SP:Iteration 29Q (3140.443913 sec): 3 clusters Score: Raw -1373420.241539 + Penalty 3067.024266 = -1370353.217272 nChanged 33 SP:Iteration 30Q (3140.492897 sec): 3 clusters Score: Raw -1373429.864013 + Penalty 3067.024266 = -1370362.839747 nChanged 31 SP:Iteration 31Q (3140.562122 sec): 3 clusters Score: Raw -1373441.709257 + Penalty 3067.024266 = -1370374.684990 nChanged 29 SP:Iteration 32Q (3140.616432 sec): 3 clusters Score: Raw -1373453.628100 + Penalty 3067.024266 = -1370386.603833 nChanged 33 SP:Iteration 33Q (3140.691467 sec): 3 clusters Score: Raw -1373466.494641 + Penalty 3067.024266 = -1370399.470374 nChanged 26 SP:Iteration 34Q (3140.753580 sec): 3 clusters Score: Raw -1373478.133292 + Penalty 3067.024266 = -1370411.109025 nChanged 28 SP:Iteration 35Q (3140.815765 sec): 3 clusters Score: Raw -1373489.075472 + Penalty 3067.024266 = -1370422.051206 nChanged 23 SP:Iteration 36Q (3140.867697 sec): 3 clusters Score: Raw -1373496.845191 + Penalty 3067.024266 = -1370429.820924 nChanged 18 SP:Iteration 37Q (3140.931645 sec): 3 clusters Score: Raw -1373504.385850 + Penalty 3067.024266 = -1370437.361583 nChanged 23 SP:Iteration 38Q (3140.998397 sec): 3 clusters Score: Raw -1373512.689299 + Penalty 3067.024266 = -1370445.665033 nChanged 16 SP:Iteration 39Q (3141.064057 sec): 3 clusters Score: Raw -1373517.906372 + Penalty 3067.024266 = -1370450.882106 nChanged 20 SP:Iteration 40F (3141.123623 sec): 3 clusters Score: Raw -1373525.568927 + Penalty 3067.024266 = -1370458.544660 nChanged 19 SP:Iteration 41Q (3141.175022 sec): 3 clusters Score: Raw -1373532.533747 + Penalty 3067.024266 = -1370465.509481 nChanged 16 SP:Iteration 42Q (3141.245370 sec): 3 clusters Score: Raw -1373539.810127 + Penalty 3067.024266 = -1370472.785861 nChanged 18 SP:Iteration 43Q (3141.313967 sec): 3 clusters Score: Raw -1373546.536662 + Penalty 3067.024266 = -1370479.512396 nChanged 16 SP:Iteration 44Q (3141.363831 sec): 3 clusters Score: Raw -1373555.876437 + Penalty 3067.024266 = -1370488.852171 nChanged 18 SP:Iteration 45Q (3141.419579 sec): 3 clusters Score: Raw -1373565.665217 + Penalty 3067.024266 = -1370498.640951 nChanged 21 SP:Iteration 46Q (3141.483142 sec): 3 clusters Score: Raw -1373576.928768 + Penalty 3067.024266 = -1370509.904502 nChanged 20 SP:Iteration 47Q (3141.553874 sec): 3 clusters Score: Raw -1373588.323167 + Penalty 3067.024266 = -1370521.298901 nChanged 22 SP:Iteration 48Q (3141.613706 sec): 3 clusters Score: Raw -1373600.234461 + Penalty 3067.024266 = -1370533.210195 nChanged 22 SP:Iteration 49Q (3141.661752 sec): 3 clusters Score: Raw -1373609.324148 + Penalty 3067.024266 = -1370542.299881 nChanged 6 SP:Iteration 50Q (3141.722879 sec): 3 clusters Score: Raw -1373613.079067 + Penalty 3067.024266 = -1370546.054801 nChanged 9 SP:Iteration 51Q (3141.778762 sec): 3 clusters Score: Raw -1373617.031652 + Penalty 3067.024266 = -1370550.007386 nChanged 3 SP:Iteration 52Q (3141.817746 sec): 3 clusters Score: Raw -1373618.148814 + Penalty 3067.024266 = -1370551.124547 nChanged 2 SP:Iteration 53Q (3141.879227 sec): 3 clusters Score: Raw -1373619.102490 + Penalty 3067.024266 = -1370552.078224 nChanged 2 SP:Iteration 54Q (3141.934640 sec): 3 clusters Score: Raw -1373619.963175 + Penalty 3067.024266 = -1370552.938908 nChanged 4 SP:Iteration 55Q (3141.990239 sec): 3 clusters Score: Raw -1373622.709854 + Penalty 3067.024266 = -1370555.685588 nChanged 6 SP:Iteration 56Q (3142.058203 sec): 3 clusters Score: Raw -1373625.885197 + Penalty 3067.024266 = -1370558.860930 nChanged 5 SP:Iteration 57Q (3142.109949 sec): 3 clusters Score: Raw -1373628.948517 + Penalty 3067.024266 = -1370561.924250 nChanged 3 SP:Iteration 58Q (3142.183430 sec): 3 clusters Score: Raw -1373630.465538 + Penalty 3067.024266 = -1370563.441272 nChanged 4 SP:Iteration 59Q (3142.244381 sec): 3 clusters Score: Raw -1373632.655423 + Penalty 3067.024266 = -1370565.631157 nChanged 5 SP:Iteration 60F (3142.300545 sec): 3 clusters Score: Raw -1373634.495715 + Penalty 3067.024266 = -1370567.471449 nChanged 5 SP:Iteration 61Q (3142.367711 sec): 3 clusters Score: Raw -1373635.961291 + Penalty 3067.024266 = -1370568.937024 nChanged 5 SP:Iteration 62Q (3142.420358 sec): 3 clusters Score: Raw -1373638.318401 + Penalty 3067.024266 = -1370571.294135 nChanged 2 SP:Iteration 63Q (3142.476806 sec): 3 clusters Score: Raw -1373638.875729 + Penalty 3067.024266 = -1370571.851463 nChanged 2 SP:Iteration 64Q (3142.541586 sec): 3 clusters Score: Raw -1373639.222340 + Penalty 3067.024266 = -1370572.198073 nChanged 0 SP:Iteration 65F (3142.617323 sec): 3 clusters Score: Raw -1373639.222340 + Penalty 3067.024266 = -1370572.198073 nChanged 0 Trying to split cluster 42 (9616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3142.656864 sec): 2 clusters Score: Raw -995843.240542 + Penalty 1490.317344 = -994352.923198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3142.722640 sec): 3 clusters Score: Raw -990440.761146 + Penalty 2980.634688 = -987460.126458 nChanged 4100 SP:Iteration 1F (3142.787721 sec): 3 clusters Score: Raw -992590.826653 + Penalty 2980.634688 = -989610.191965 nChanged 554 SP:Iteration 2F (3142.841101 sec): 3 clusters Score: Raw -992804.171977 + Penalty 2980.634688 = -989823.537289 nChanged 435 SP:Iteration 3Q (3142.911974 sec): 3 clusters Score: Raw -992961.827144 + Penalty 2980.634688 = -989981.192455 nChanged 355 SP:Iteration 4Q (3142.968497 sec): 3 clusters Score: Raw -993074.444720 + Penalty 2980.634688 = -990093.810032 nChanged 285 SP:Iteration 5Q (3143.043069 sec): 3 clusters Score: Raw -993168.090789 + Penalty 2980.634688 = -990187.456101 nChanged 262 SP:Iteration 6Q (3143.106348 sec): 3 clusters Score: Raw -993261.345440 + Penalty 2980.634688 = -990280.710752 nChanged 250 SP:Iteration 7Q (3143.169858 sec): 3 clusters Score: Raw -993347.020211 + Penalty 2980.634688 = -990366.385522 nChanged 229 SP:Iteration 8Q (3143.223574 sec): 3 clusters Score: Raw -993418.966210 + Penalty 2980.634688 = -990438.331521 nChanged 224 SP:Iteration 9Q (3143.284732 sec): 3 clusters Score: Raw -993501.838287 + Penalty 2980.634688 = -990521.203598 nChanged 225 SP:Iteration 10Q (3143.345352 sec): 3 clusters Score: Raw -993582.846860 + Penalty 2980.634688 = -990602.212171 nChanged 249 SP:Iteration 11Q (3143.406894 sec): 3 clusters Score: Raw -993672.792526 + Penalty 2980.634688 = -990692.157838 nChanged 242 SP:Iteration 12Q (3143.463464 sec): 3 clusters Score: Raw -993770.499785 + Penalty 2980.634688 = -990789.865097 nChanged 226 SP:Iteration 13Q (3143.526729 sec): 3 clusters Score: Raw -993878.559319 + Penalty 2980.634688 = -990897.924630 nChanged 267 SP:Iteration 14Q (3143.589922 sec): 3 clusters Score: Raw -994016.515285 + Penalty 2980.634688 = -991035.880596 nChanged 299 SP:Iteration 15Q (3143.651239 sec): 3 clusters Score: Raw -994199.941132 + Penalty 2980.634688 = -991219.306444 nChanged 325 SP:Iteration 16Q (3143.709157 sec): 3 clusters Score: Raw -994416.217275 + Penalty 2980.634688 = -991435.582586 nChanged 339 SP:Iteration 17Q (3143.782808 sec): 3 clusters Score: Raw -994649.049503 + Penalty 2980.634688 = -991668.414815 nChanged 318 SP:Iteration 18Q (3143.839389 sec): 3 clusters Score: Raw -994885.033807 + Penalty 2980.634688 = -991904.399119 nChanged 331 SP:Iteration 19Q (3143.906670 sec): 3 clusters Score: Raw -995118.615305 + Penalty 2980.634688 = -992137.980617 nChanged 304 SP:Iteration 20F (3143.963206 sec): 3 clusters Score: Raw -995349.691106 + Penalty 2980.634688 = -992369.056418 nChanged 276 SP:Iteration 21Q (3144.026126 sec): 3 clusters Score: Raw -995564.267106 + Penalty 2980.634688 = -992583.632417 nChanged 255 SP:Iteration 22Q (3144.091293 sec): 3 clusters Score: Raw -995731.616187 + Penalty 2980.634688 = -992750.981499 nChanged 194 SP:Iteration 23Q (3144.150247 sec): 3 clusters Score: Raw -995844.985318 + Penalty 2980.634688 = -992864.350630 nChanged 149 SP:Iteration 24Q (3144.210168 sec): 3 clusters Score: Raw -995922.576334 + Penalty 2980.634688 = -992941.941646 nChanged 114 SP:Iteration 25Q (3144.264497 sec): 3 clusters Score: Raw -995982.551179 + Penalty 2980.634688 = -993001.916490 nChanged 107 SP:Iteration 26Q (3144.334189 sec): 3 clusters Score: Raw -996032.944377 + Penalty 2980.634688 = -993052.309689 nChanged 85 SP:Iteration 27Q (3144.396542 sec): 3 clusters Score: Raw -996070.407517 + Penalty 2980.634688 = -993089.772829 nChanged 74 SP:Iteration 28Q (3144.453233 sec): 3 clusters Score: Raw -996098.959463 + Penalty 2980.634688 = -993118.324775 nChanged 49 SP:Iteration 29Q (3144.507407 sec): 3 clusters Score: Raw -996118.116206 + Penalty 2980.634688 = -993137.481518 nChanged 46 SP:Iteration 30Q (3144.572758 sec): 3 clusters Score: Raw -996139.114792 + Penalty 2980.634688 = -993158.480103 nChanged 30 SP:Iteration 31Q (3144.626230 sec): 3 clusters Score: Raw -996152.775855 + Penalty 2980.634688 = -993172.141166 nChanged 30 SP:Iteration 32Q (3144.691977 sec): 3 clusters Score: Raw -996165.500592 + Penalty 2980.634688 = -993184.865904 nChanged 32 SP:Iteration 33Q (3144.750988 sec): 3 clusters Score: Raw -996177.832351 + Penalty 2980.634688 = -993197.197663 nChanged 27 SP:Iteration 34Q (3144.810189 sec): 3 clusters Score: Raw -996188.640612 + Penalty 2980.634688 = -993208.005924 nChanged 26 SP:Iteration 35Q (3144.849444 sec): 3 clusters Score: Raw -996198.632870 + Penalty 2980.634688 = -993217.998181 nChanged 20 SP:Iteration 36Q (3144.912617 sec): 3 clusters Score: Raw -996207.373569 + Penalty 2980.634688 = -993226.738880 nChanged 13 SP:Iteration 37Q (3144.973406 sec): 3 clusters Score: Raw -996213.140041 + Penalty 2980.634688 = -993232.505353 nChanged 12 SP:Iteration 38Q (3145.023962 sec): 3 clusters Score: Raw -996218.029775 + Penalty 2980.634688 = -993237.395086 nChanged 12 SP:Iteration 39Q (3145.082117 sec): 3 clusters Score: Raw -996223.055475 + Penalty 2980.634688 = -993242.420786 nChanged 10 SP:Iteration 40F (3145.145031 sec): 3 clusters Score: Raw -996226.768814 + Penalty 2980.634688 = -993246.134126 nChanged 10 SP:Iteration 41Q (3145.211660 sec): 3 clusters Score: Raw -996230.923582 + Penalty 2980.634688 = -993250.288894 nChanged 8 SP:Iteration 42Q (3145.270619 sec): 3 clusters Score: Raw -996232.968014 + Penalty 2980.634688 = -993252.333325 nChanged 3 SP:Iteration 43Q (3145.319051 sec): 3 clusters Score: Raw -996233.821071 + Penalty 2980.634688 = -993253.186382 nChanged 2 SP:Iteration 44Q (3145.385851 sec): 3 clusters Score: Raw -996234.232119 + Penalty 2980.634688 = -993253.597431 nChanged 1 SP:Iteration 45Q (3145.433476 sec): 3 clusters Score: Raw -996234.408005 + Penalty 2980.634688 = -993253.773316 nChanged 1 SP:Iteration 46Q (3145.488856 sec): 3 clusters Score: Raw -996234.688267 + Penalty 2980.634688 = -993254.053578 nChanged 2 SP:Iteration 47Q (3145.544093 sec): 3 clusters Score: Raw -996235.508030 + Penalty 2980.634688 = -993254.873342 nChanged 5 SP:Iteration 48Q (3145.591087 sec): 3 clusters Score: Raw -996236.878747 + Penalty 2980.634688 = -993256.244058 nChanged 2 SP:Iteration 49Q (3145.652799 sec): 3 clusters Score: Raw -996237.728989 + Penalty 2980.634688 = -993257.094300 nChanged 2 SP:Iteration 50Q (3145.698540 sec): 3 clusters Score: Raw -996238.256002 + Penalty 2980.634688 = -993257.621313 nChanged 2 SP:Iteration 51Q (3145.757555 sec): 3 clusters Score: Raw -996238.868610 + Penalty 2980.634688 = -993258.233922 nChanged 4 SP:Iteration 52Q (3145.804249 sec): 3 clusters Score: Raw -996239.953903 + Penalty 2980.634688 = -993259.319214 nChanged 4 SP:Iteration 53Q (3145.855272 sec): 3 clusters Score: Raw -996240.747517 + Penalty 2980.634688 = -993260.112828 nChanged 1 SP:Iteration 54Q (3145.913296 sec): 3 clusters Score: Raw -996241.021374 + Penalty 2980.634688 = -993260.386686 nChanged 2 SP:Iteration 55Q (3145.951715 sec): 3 clusters Score: Raw -996241.734734 + Penalty 2980.634688 = -993261.100046 nChanged 3 SP:Iteration 56Q (3146.019179 sec): 3 clusters Score: Raw -996242.333578 + Penalty 2980.634688 = -993261.698890 nChanged 1 SP:Iteration 57Q (3146.070439 sec): 3 clusters Score: Raw -996242.643732 + Penalty 2980.634688 = -993262.009043 nChanged 1 SP:Iteration 58Q (3146.122192 sec): 3 clusters Score: Raw -996242.848543 + Penalty 2980.634688 = -993262.213855 nChanged 0 SP:Iteration 59F (3146.175903 sec): 3 clusters Score: Raw -996242.848543 + Penalty 2980.634688 = -993262.213855 nChanged 0 Trying to split cluster 43 (6492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3146.205586 sec): 2 clusters Score: Raw -693546.507514 + Penalty 1426.477963 = -692120.029551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3146.254583 sec): 3 clusters Score: Raw -690019.294594 + Penalty 2852.955927 = -687166.338667 nChanged 2674 SP:Iteration 1F (3146.308616 sec): 3 clusters Score: Raw -691469.127995 + Penalty 2852.955927 = -688616.172068 nChanged 441 SP:Iteration 2F (3146.366795 sec): 3 clusters Score: Raw -691683.369069 + Penalty 2852.955927 = -688830.413142 nChanged 334 SP:Iteration 3F (3146.424298 sec): 3 clusters Score: Raw -691826.810866 + Penalty 2852.955927 = -688973.854939 nChanged 261 SP:Iteration 4Q (3146.475962 sec): 3 clusters Score: Raw -691933.332625 + Penalty 2852.955927 = -689080.376698 nChanged 227 SP:Iteration 5Q (3146.528074 sec): 3 clusters Score: Raw -692023.050151 + Penalty 2852.955927 = -689170.094225 nChanged 197 SP:Iteration 6Q (3146.596014 sec): 3 clusters Score: Raw -692110.530761 + Penalty 2852.955927 = -689257.574835 nChanged 189 SP:Iteration 7Q (3146.645049 sec): 3 clusters Score: Raw -692193.822895 + Penalty 2852.955927 = -689340.866968 nChanged 186 SP:Iteration 8Q (3146.691346 sec): 3 clusters Score: Raw -692274.328014 + Penalty 2852.955927 = -689421.372087 nChanged 166 SP:Iteration 9Q (3146.757776 sec): 3 clusters Score: Raw -692350.999252 + Penalty 2852.955927 = -689498.043325 nChanged 163 SP:Iteration 10Q (3146.819295 sec): 3 clusters Score: Raw -692425.722959 + Penalty 2852.955927 = -689572.767032 nChanged 170 SP:Iteration 11Q (3146.873756 sec): 3 clusters Score: Raw -692519.245170 + Penalty 2852.955927 = -689666.289243 nChanged 175 SP:Iteration 12Q (3146.929105 sec): 3 clusters Score: Raw -692613.785506 + Penalty 2852.955927 = -689760.829579 nChanged 177 SP:Iteration 13Q (3146.987474 sec): 3 clusters Score: Raw -692717.674342 + Penalty 2852.955927 = -689864.718415 nChanged 190 SP:Iteration 14Q (3147.040180 sec): 3 clusters Score: Raw -692836.091497 + Penalty 2852.955927 = -689983.135570 nChanged 178 SP:Iteration 15Q (3147.095674 sec): 3 clusters Score: Raw -692955.808842 + Penalty 2852.955927 = -690102.852915 nChanged 167 SP:Iteration 16Q (3147.154863 sec): 3 clusters Score: Raw -693051.626775 + Penalty 2852.955927 = -690198.670848 nChanged 140 SP:Iteration 17Q (3147.217691 sec): 3 clusters Score: Raw -693128.482526 + Penalty 2852.955927 = -690275.526599 nChanged 134 SP:Iteration 18Q (3147.265895 sec): 3 clusters Score: Raw -693198.035895 + Penalty 2852.955927 = -690345.079968 nChanged 114 SP:Iteration 19Q (3147.330629 sec): 3 clusters Score: Raw -693257.789112 + Penalty 2852.955927 = -690404.833186 nChanged 89 SP:Iteration 20F (3147.389233 sec): 3 clusters Score: Raw -693295.274674 + Penalty 2852.955927 = -690442.318747 nChanged 73 SP:Iteration 21Q (3147.437950 sec): 3 clusters Score: Raw -693329.418155 + Penalty 2852.955927 = -690476.462229 nChanged 79 SP:Iteration 22Q (3147.491584 sec): 3 clusters Score: Raw -693373.643927 + Penalty 2852.955927 = -690520.688000 nChanged 70 SP:Iteration 23Q (3147.544749 sec): 3 clusters Score: Raw -693406.273117 + Penalty 2852.955927 = -690553.317190 nChanged 47 SP:Iteration 24Q (3147.610660 sec): 3 clusters Score: Raw -693422.783835 + Penalty 2852.955927 = -690569.827908 nChanged 38 SP:Iteration 25Q (3147.664782 sec): 3 clusters Score: Raw -693440.031778 + Penalty 2852.955927 = -690587.075851 nChanged 46 SP:Iteration 26Q (3147.707136 sec): 3 clusters Score: Raw -693461.442852 + Penalty 2852.955927 = -690608.486925 nChanged 41 SP:Iteration 27Q (3147.771443 sec): 3 clusters Score: Raw -693483.221653 + Penalty 2852.955927 = -690630.265726 nChanged 53 SP:Iteration 28Q (3147.815291 sec): 3 clusters Score: Raw -693508.372320 + Penalty 2852.955927 = -690655.416394 nChanged 33 SP:Iteration 29Q (3147.877121 sec): 3 clusters Score: Raw -693520.807196 + Penalty 2852.955927 = -690667.851269 nChanged 36 SP:Iteration 30Q (3147.930556 sec): 3 clusters Score: Raw -693532.997059 + Penalty 2852.955927 = -690680.041133 nChanged 33 SP:Iteration 31Q (3147.986587 sec): 3 clusters Score: Raw -693547.260043 + Penalty 2852.955927 = -690694.304116 nChanged 33 SP:Iteration 32Q (3148.043970 sec): 3 clusters Score: Raw -693566.605293 + Penalty 2852.955927 = -690713.649366 nChanged 41 SP:Iteration 33Q (3148.093912 sec): 3 clusters Score: Raw -693590.976079 + Penalty 2852.955927 = -690738.020152 nChanged 28 SP:Iteration 34Q (3148.146256 sec): 3 clusters Score: Raw -693605.245480 + Penalty 2852.955927 = -690752.289553 nChanged 27 SP:Iteration 35Q (3148.200984 sec): 3 clusters Score: Raw -693614.991064 + Penalty 2852.955927 = -690762.035137 nChanged 23 SP:Iteration 36Q (3148.261706 sec): 3 clusters Score: Raw -693625.934284 + Penalty 2852.955927 = -690772.978358 nChanged 23 SP:Iteration 37Q (3148.315695 sec): 3 clusters Score: Raw -693637.055323 + Penalty 2852.955927 = -690784.099396 nChanged 18 SP:Iteration 38Q (3148.374780 sec): 3 clusters Score: Raw -693642.715835 + Penalty 2852.955927 = -690789.759908 nChanged 14 SP:Iteration 39Q (3148.419827 sec): 3 clusters Score: Raw -693648.424883 + Penalty 2852.955927 = -690795.468957 nChanged 11 SP:Iteration 40F (3148.480316 sec): 3 clusters Score: Raw -693653.253621 + Penalty 2852.955927 = -690800.297694 nChanged 14 SP:Iteration 41Q (3148.531600 sec): 3 clusters Score: Raw -693659.498367 + Penalty 2852.955927 = -690806.542440 nChanged 7 SP:Iteration 42Q (3148.589125 sec): 3 clusters Score: Raw -693662.059338 + Penalty 2852.955927 = -690809.103411 nChanged 6 SP:Iteration 43Q (3148.652696 sec): 3 clusters Score: Raw -693663.951635 + Penalty 2852.955927 = -690810.995709 nChanged 7 SP:Iteration 44Q (3148.699316 sec): 3 clusters Score: Raw -693668.220786 + Penalty 2852.955927 = -690815.264859 nChanged 5 SP:Iteration 45Q (3148.759370 sec): 3 clusters Score: Raw -693671.331825 + Penalty 2852.955927 = -690818.375898 nChanged 5 SP:Iteration 46Q (3148.804173 sec): 3 clusters Score: Raw -693674.961552 + Penalty 2852.955927 = -690822.005625 nChanged 7 SP:Iteration 47Q (3148.857198 sec): 3 clusters Score: Raw -693678.583700 + Penalty 2852.955927 = -690825.627774 nChanged 10 SP:Iteration 48Q (3148.913508 sec): 3 clusters Score: Raw -693683.481583 + Penalty 2852.955927 = -690830.525656 nChanged 13 SP:Iteration 49Q (3148.969645 sec): 3 clusters Score: Raw -693689.331075 + Penalty 2852.955927 = -690836.375148 nChanged 12 SP:Iteration 50Q (3149.018037 sec): 3 clusters Score: Raw -693694.160237 + Penalty 2852.955927 = -690841.204310 nChanged 6 SP:Iteration 51Q (3149.078934 sec): 3 clusters Score: Raw -693696.087457 + Penalty 2852.955927 = -690843.131530 nChanged 5 SP:Iteration 52Q (3149.132312 sec): 3 clusters Score: Raw -693697.985547 + Penalty 2852.955927 = -690845.029620 nChanged 4 SP:Iteration 53Q (3149.179903 sec): 3 clusters Score: Raw -693699.379518 + Penalty 2852.955927 = -690846.423591 nChanged 3 SP:Iteration 54Q (3149.232946 sec): 3 clusters Score: Raw -693700.417950 + Penalty 2852.955927 = -690847.462023 nChanged 1 SP:Iteration 55Q (3149.277760 sec): 3 clusters Score: Raw -693701.111072 + Penalty 2852.955927 = -690848.155145 nChanged 2 SP:Iteration 56Q (3149.335424 sec): 3 clusters Score: Raw -693701.861519 + Penalty 2852.955927 = -690848.905592 nChanged 1 SP:Iteration 57Q (3149.387765 sec): 3 clusters Score: Raw -693702.332629 + Penalty 2852.955927 = -690849.376702 nChanged 1 SP:Iteration 58Q (3149.452509 sec): 3 clusters Score: Raw -693702.601797 + Penalty 2852.955927 = -690849.645870 nChanged 1 SP:Iteration 59Q (3149.493918 sec): 3 clusters Score: Raw -693703.116842 + Penalty 2852.955927 = -690850.160916 nChanged 0 SP:Iteration 60F (3149.543812 sec): 3 clusters Score: Raw -693703.116842 + Penalty 2852.955927 = -690850.160916 nChanged 0 Trying to split cluster 44 (5880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3149.574730 sec): 2 clusters Score: Raw -629056.225902 + Penalty 1410.388207 = -627645.837695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3149.635066 sec): 3 clusters Score: Raw -625908.783440 + Penalty 2820.776413 = -623088.007026 nChanged 2408 SP:Iteration 1F (3149.689285 sec): 3 clusters Score: Raw -627178.014841 + Penalty 2820.776413 = -624357.238428 nChanged 400 SP:Iteration 2F (3149.733957 sec): 3 clusters Score: Raw -627364.462682 + Penalty 2820.776413 = -624543.686268 nChanged 300 SP:Iteration 3F (3149.782333 sec): 3 clusters Score: Raw -627487.781225 + Penalty 2820.776413 = -624667.004811 nChanged 234 SP:Iteration 4Q (3149.835807 sec): 3 clusters Score: Raw -627580.860833 + Penalty 2820.776413 = -624760.084420 nChanged 195 SP:Iteration 5Q (3149.883993 sec): 3 clusters Score: Raw -627653.572410 + Penalty 2820.776413 = -624832.795997 nChanged 157 SP:Iteration 6Q (3149.941861 sec): 3 clusters Score: Raw -627713.305650 + Penalty 2820.776413 = -624892.529237 nChanged 126 SP:Iteration 7Q (3149.980913 sec): 3 clusters Score: Raw -627756.015352 + Penalty 2820.776413 = -624935.238939 nChanged 124 SP:Iteration 8Q (3150.032812 sec): 3 clusters Score: Raw -627802.607122 + Penalty 2820.776413 = -624981.830708 nChanged 131 SP:Iteration 9Q (3150.071298 sec): 3 clusters Score: Raw -627848.874613 + Penalty 2820.776413 = -625028.098200 nChanged 132 SP:Iteration 10Q (3150.122306 sec): 3 clusters Score: Raw -627907.409123 + Penalty 2820.776413 = -625086.632710 nChanged 154 SP:Iteration 11Q (3150.165509 sec): 3 clusters Score: Raw -627970.908789 + Penalty 2820.776413 = -625150.132375 nChanged 159 SP:Iteration 12Q (3150.212775 sec): 3 clusters Score: Raw -628040.317621 + Penalty 2820.776413 = -625219.541208 nChanged 133 SP:Iteration 13Q (3150.263255 sec): 3 clusters Score: Raw -628093.227738 + Penalty 2820.776413 = -625272.451325 nChanged 139 SP:Iteration 14Q (3150.315970 sec): 3 clusters Score: Raw -628159.749602 + Penalty 2820.776413 = -625338.973188 nChanged 173 SP:Iteration 15Q (3150.366647 sec): 3 clusters Score: Raw -628252.033172 + Penalty 2820.776413 = -625431.256759 nChanged 171 SP:Iteration 16Q (3150.418871 sec): 3 clusters Score: Raw -628333.941110 + Penalty 2820.776413 = -625513.164697 nChanged 139 SP:Iteration 17Q (3150.479024 sec): 3 clusters Score: Raw -628407.948380 + Penalty 2820.776413 = -625587.171967 nChanged 151 SP:Iteration 18Q (3150.535538 sec): 3 clusters Score: Raw -628501.263490 + Penalty 2820.776413 = -625680.487077 nChanged 166 SP:Iteration 19Q (3150.588015 sec): 3 clusters Score: Raw -628600.597472 + Penalty 2820.776413 = -625779.821059 nChanged 149 SP:Iteration 20F (3150.629993 sec): 3 clusters Score: Raw -628696.647255 + Penalty 2820.776413 = -625875.870841 nChanged 126 SP:Iteration 21Q (3150.691674 sec): 3 clusters Score: Raw -628775.735163 + Penalty 2820.776413 = -625954.958750 nChanged 100 SP:Iteration 22Q (3150.734035 sec): 3 clusters Score: Raw -628844.872448 + Penalty 2820.776413 = -626024.096035 nChanged 85 SP:Iteration 23Q (3150.794083 sec): 3 clusters Score: Raw -628902.386694 + Penalty 2820.776413 = -626081.610281 nChanged 75 SP:Iteration 24Q (3150.845462 sec): 3 clusters Score: Raw -628947.664395 + Penalty 2820.776413 = -626126.887982 nChanged 58 SP:Iteration 25Q (3150.892789 sec): 3 clusters Score: Raw -628980.256929 + Penalty 2820.776413 = -626159.480515 nChanged 51 SP:Iteration 26Q (3150.947836 sec): 3 clusters Score: Raw -629011.234859 + Penalty 2820.776413 = -626190.458446 nChanged 44 SP:Iteration 27Q (3151.008653 sec): 3 clusters Score: Raw -629035.277805 + Penalty 2820.776413 = -626214.501392 nChanged 36 SP:Iteration 28Q (3151.063757 sec): 3 clusters Score: Raw -629054.317230 + Penalty 2820.776413 = -626233.540816 nChanged 28 SP:Iteration 29Q (3151.117877 sec): 3 clusters Score: Raw -629067.075830 + Penalty 2820.776413 = -626246.299417 nChanged 28 SP:Iteration 30Q (3151.163669 sec): 3 clusters Score: Raw -629081.341401 + Penalty 2820.776413 = -626260.564988 nChanged 27 SP:Iteration 31Q (3151.225570 sec): 3 clusters Score: Raw -629096.425921 + Penalty 2820.776413 = -626275.649507 nChanged 28 SP:Iteration 32Q (3151.268001 sec): 3 clusters Score: Raw -629113.762701 + Penalty 2820.776413 = -626292.986288 nChanged 36 SP:Iteration 33Q (3151.321736 sec): 3 clusters Score: Raw -629131.436153 + Penalty 2820.776413 = -626310.659739 nChanged 23 SP:Iteration 34Q (3151.379047 sec): 3 clusters Score: Raw -629141.062506 + Penalty 2820.776413 = -626320.286092 nChanged 22 SP:Iteration 35Q (3151.436569 sec): 3 clusters Score: Raw -629150.723738 + Penalty 2820.776413 = -626329.947324 nChanged 17 SP:Iteration 36Q (3151.495713 sec): 3 clusters Score: Raw -629158.971773 + Penalty 2820.776413 = -626338.195360 nChanged 13 SP:Iteration 37Q (3151.544349 sec): 3 clusters Score: Raw -629162.650417 + Penalty 2820.776413 = -626341.874003 nChanged 5 SP:Iteration 38Q (3151.600694 sec): 3 clusters Score: Raw -629163.275995 + Penalty 2820.776413 = -626342.499582 nChanged 1 SP:Iteration 39Q (3151.653411 sec): 3 clusters Score: Raw -629163.751179 + Penalty 2820.776413 = -626342.974766 nChanged 1 SP:Iteration 40F (3151.703500 sec): 3 clusters Score: Raw -629164.040121 + Penalty 2820.776413 = -626343.263708 nChanged 1 SP:Iteration 41Q (3151.759649 sec): 3 clusters Score: Raw -629164.197665 + Penalty 2820.776413 = -626343.421251 nChanged 0 SP:Iteration 42F (3151.815664 sec): 3 clusters Score: Raw -629164.197665 + Penalty 2820.776413 = -626343.421251 nChanged 0 Trying to split cluster 45 (14269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3151.860500 sec): 2 clusters Score: Raw -1551846.705574 + Penalty 1554.449753 = -1550292.255822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3151.932088 sec): 3 clusters Score: Raw -1543478.981796 + Penalty 3108.899505 = -1540370.082291 nChanged 6307 SP:Iteration 1F (3151.992042 sec): 3 clusters Score: Raw -1546930.633574 + Penalty 3108.899505 = -1543821.734069 nChanged 873 SP:Iteration 2F (3152.069804 sec): 3 clusters Score: Raw -1547309.837858 + Penalty 3108.899505 = -1544200.938353 nChanged 791 SP:Iteration 3F (3152.127606 sec): 3 clusters Score: Raw -1547686.801104 + Penalty 3108.899505 = -1544577.901599 nChanged 746 SP:Iteration 4F (3152.205512 sec): 3 clusters Score: Raw -1548064.730344 + Penalty 3108.899505 = -1544955.830839 nChanged 709 SP:Iteration 5Q (3152.273793 sec): 3 clusters Score: Raw -1548427.757468 + Penalty 3108.899505 = -1545318.857963 nChanged 715 SP:Iteration 6F (3152.346036 sec): 3 clusters Score: Raw -1548804.221542 + Penalty 3108.899505 = -1545695.322037 nChanged 664 SP:Iteration 7Q (3152.420091 sec): 3 clusters Score: Raw -1549183.435088 + Penalty 3108.899505 = -1546074.535583 nChanged 634 SP:Iteration 8Q (3152.489516 sec): 3 clusters Score: Raw -1549598.786863 + Penalty 3108.899505 = -1546489.887358 nChanged 584 SP:Iteration 9Q (3152.557589 sec): 3 clusters Score: Raw -1549960.914197 + Penalty 3108.899505 = -1546852.014692 nChanged 522 SP:Iteration 10Q (3152.632794 sec): 3 clusters Score: Raw -1550255.152331 + Penalty 3108.899505 = -1547146.252826 nChanged 466 SP:Iteration 11Q (3152.696050 sec): 3 clusters Score: Raw -1550496.678334 + Penalty 3108.899505 = -1547387.778829 nChanged 362 SP:Iteration 12Q (3152.778732 sec): 3 clusters Score: Raw -1550665.383838 + Penalty 3108.899505 = -1547556.484333 nChanged 310 SP:Iteration 13Q (3152.843196 sec): 3 clusters Score: Raw -1550795.650991 + Penalty 3108.899505 = -1547686.751486 nChanged 267 SP:Iteration 14Q (3152.917958 sec): 3 clusters Score: Raw -1550905.047493 + Penalty 3108.899505 = -1547796.147988 nChanged 276 SP:Iteration 15Q (3152.973874 sec): 3 clusters Score: Raw -1551019.920444 + Penalty 3108.899505 = -1547911.020939 nChanged 267 SP:Iteration 16Q (3153.052706 sec): 3 clusters Score: Raw -1551118.190222 + Penalty 3108.899505 = -1548009.290717 nChanged 207 SP:Iteration 17Q (3153.124442 sec): 3 clusters Score: Raw -1551190.436469 + Penalty 3108.899505 = -1548081.536964 nChanged 176 SP:Iteration 18Q (3153.184705 sec): 3 clusters Score: Raw -1551248.860075 + Penalty 3108.899505 = -1548139.960570 nChanged 183 SP:Iteration 19Q (3153.263568 sec): 3 clusters Score: Raw -1551310.460096 + Penalty 3108.899505 = -1548201.560591 nChanged 162 SP:Iteration 20F (3153.333061 sec): 3 clusters Score: Raw -1551364.008692 + Penalty 3108.899505 = -1548255.109187 nChanged 159 SP:Iteration 21Q (3153.402382 sec): 3 clusters Score: Raw -1551418.706474 + Penalty 3108.899505 = -1548309.806968 nChanged 152 SP:Iteration 22Q (3153.471657 sec): 3 clusters Score: Raw -1551464.233524 + Penalty 3108.899505 = -1548355.334019 nChanged 128 SP:Iteration 23Q (3153.534978 sec): 3 clusters Score: Raw -1551497.585134 + Penalty 3108.899505 = -1548388.685629 nChanged 122 SP:Iteration 24Q (3153.594509 sec): 3 clusters Score: Raw -1551529.997883 + Penalty 3108.899505 = -1548421.098378 nChanged 111 SP:Iteration 25Q (3153.667034 sec): 3 clusters Score: Raw -1551564.131298 + Penalty 3108.899505 = -1548455.231793 nChanged 119 SP:Iteration 26Q (3153.732079 sec): 3 clusters Score: Raw -1551598.590783 + Penalty 3108.899505 = -1548489.691278 nChanged 119 SP:Iteration 27Q (3153.794661 sec): 3 clusters Score: Raw -1551640.002380 + Penalty 3108.899505 = -1548531.102875 nChanged 113 SP:Iteration 28Q (3153.865800 sec): 3 clusters Score: Raw -1551688.415697 + Penalty 3108.899505 = -1548579.516192 nChanged 120 SP:Iteration 29Q (3153.919636 sec): 3 clusters Score: Raw -1551737.953917 + Penalty 3108.899505 = -1548629.054412 nChanged 111 SP:Iteration 30Q (3153.988496 sec): 3 clusters Score: Raw -1551783.269241 + Penalty 3108.899505 = -1548674.369736 nChanged 96 SP:Iteration 31Q (3154.051198 sec): 3 clusters Score: Raw -1551816.607612 + Penalty 3108.899505 = -1548707.708107 nChanged 99 SP:Iteration 32Q (3154.105283 sec): 3 clusters Score: Raw -1551855.446847 + Penalty 3108.899505 = -1548746.547342 nChanged 80 SP:Iteration 33Q (3154.174545 sec): 3 clusters Score: Raw -1551882.757676 + Penalty 3108.899505 = -1548773.858171 nChanged 70 SP:Iteration 34Q (3154.227988 sec): 3 clusters Score: Raw -1551904.307689 + Penalty 3108.899505 = -1548795.408184 nChanged 56 SP:Iteration 35Q (3154.301367 sec): 3 clusters Score: Raw -1551921.177656 + Penalty 3108.899505 = -1548812.278151 nChanged 44 SP:Iteration 36Q (3154.360737 sec): 3 clusters Score: Raw -1551934.672705 + Penalty 3108.899505 = -1548825.773200 nChanged 42 SP:Iteration 37Q (3154.428884 sec): 3 clusters Score: Raw -1551946.621860 + Penalty 3108.899505 = -1548837.722355 nChanged 35 SP:Iteration 38Q (3154.492274 sec): 3 clusters Score: Raw -1551959.133969 + Penalty 3108.899505 = -1548850.234464 nChanged 38 SP:Iteration 39Q (3154.542687 sec): 3 clusters Score: Raw -1551970.180869 + Penalty 3108.899505 = -1548861.281364 nChanged 30 SP:Iteration 40F (3154.600992 sec): 3 clusters Score: Raw -1551979.439164 + Penalty 3108.899505 = -1548870.539659 nChanged 32 SP:Iteration 41Q (3154.672183 sec): 3 clusters Score: Raw -1551987.837726 + Penalty 3108.899505 = -1548878.938221 nChanged 29 SP:Iteration 42Q (3154.721291 sec): 3 clusters Score: Raw -1551995.115176 + Penalty 3108.899505 = -1548886.215671 nChanged 22 SP:Iteration 43Q (3154.784642 sec): 3 clusters Score: Raw -1552000.544742 + Penalty 3108.899505 = -1548891.645237 nChanged 21 SP:Iteration 44Q (3154.857187 sec): 3 clusters Score: Raw -1552006.374254 + Penalty 3108.899505 = -1548897.474749 nChanged 23 SP:Iteration 45Q (3154.909729 sec): 3 clusters Score: Raw -1552011.951998 + Penalty 3108.899505 = -1548903.052493 nChanged 26 SP:Iteration 46Q (3154.978940 sec): 3 clusters Score: Raw -1552019.117648 + Penalty 3108.899505 = -1548910.218143 nChanged 17 SP:Iteration 47Q (3155.041027 sec): 3 clusters Score: Raw -1552024.461383 + Penalty 3108.899505 = -1548915.561878 nChanged 17 SP:Iteration 48Q (3155.092429 sec): 3 clusters Score: Raw -1552029.693506 + Penalty 3108.899505 = -1548920.794001 nChanged 16 SP:Iteration 49Q (3155.163152 sec): 3 clusters Score: Raw -1552035.078703 + Penalty 3108.899505 = -1548926.179198 nChanged 17 SP:Iteration 50Q (3155.230151 sec): 3 clusters Score: Raw -1552039.409445 + Penalty 3108.899505 = -1548930.509940 nChanged 16 SP:Iteration 51Q (3155.294329 sec): 3 clusters Score: Raw -1552043.368796 + Penalty 3108.899505 = -1548934.469291 nChanged 10 SP:Iteration 52Q (3155.350572 sec): 3 clusters Score: Raw -1552046.285480 + Penalty 3108.899505 = -1548937.385975 nChanged 10 SP:Iteration 53Q (3155.417490 sec): 3 clusters Score: Raw -1552048.555492 + Penalty 3108.899505 = -1548939.655987 nChanged 6 SP:Iteration 54Q (3155.482843 sec): 3 clusters Score: Raw -1552050.584919 + Penalty 3108.899505 = -1548941.685414 nChanged 7 SP:Iteration 55Q (3155.551717 sec): 3 clusters Score: Raw -1552053.431361 + Penalty 3108.899505 = -1548944.531856 nChanged 11 SP:Iteration 56Q (3155.614320 sec): 3 clusters Score: Raw -1552056.376635 + Penalty 3108.899505 = -1548947.477130 nChanged 7 SP:Iteration 57Q (3155.683679 sec): 3 clusters Score: Raw -1552057.803366 + Penalty 3108.899505 = -1548948.903861 nChanged 5 SP:Iteration 58Q (3155.754271 sec): 3 clusters Score: Raw -1552058.815503 + Penalty 3108.899505 = -1548949.915998 nChanged 8 SP:Iteration 59Q (3155.819577 sec): 3 clusters Score: Raw -1552060.795530 + Penalty 3108.899505 = -1548951.896025 nChanged 3 SP:Iteration 60F (3155.885223 sec): 3 clusters Score: Raw -1552061.475066 + Penalty 3108.899505 = -1548952.575561 nChanged 4 SP:Iteration 61Q (3155.958083 sec): 3 clusters Score: Raw -1552062.162403 + Penalty 3108.899505 = -1548953.262898 nChanged 2 SP:Iteration 62Q (3156.020751 sec): 3 clusters Score: Raw -1552062.489750 + Penalty 3108.899505 = -1548953.590245 nChanged 2 SP:Iteration 63Q (3156.085721 sec): 3 clusters Score: Raw -1552062.995247 + Penalty 3108.899505 = -1548954.095742 nChanged 3 SP:Iteration 64Q (3156.155154 sec): 3 clusters Score: Raw -1552063.511721 + Penalty 3108.899505 = -1548954.612216 nChanged 3 SP:Iteration 65Q (3156.225550 sec): 3 clusters Score: Raw -1552064.248138 + Penalty 3108.899505 = -1548955.348633 nChanged 3 SP:Iteration 66Q (3156.294710 sec): 3 clusters Score: Raw -1552064.766073 + Penalty 3108.899505 = -1548955.866568 nChanged 5 SP:Iteration 67Q (3156.363625 sec): 3 clusters Score: Raw -1552065.673451 + Penalty 3108.899505 = -1548956.773946 nChanged 2 SP:Iteration 68Q (3156.427114 sec): 3 clusters Score: Raw -1552066.116567 + Penalty 3108.899505 = -1548957.217062 nChanged 1 SP:Iteration 69Q (3156.496510 sec): 3 clusters Score: Raw -1552066.319313 + Penalty 3108.899505 = -1548957.419808 nChanged 2 SP:Iteration 70Q (3156.561821 sec): 3 clusters Score: Raw -1552066.717549 + Penalty 3108.899505 = -1548957.818044 nChanged 1 SP:Iteration 71Q (3156.634071 sec): 3 clusters Score: Raw -1552066.906512 + Penalty 3108.899505 = -1548958.007007 nChanged 1 SP:Iteration 72Q (3156.685975 sec): 3 clusters Score: Raw -1552066.993655 + Penalty 3108.899505 = -1548958.094150 nChanged 1 SP:Iteration 73Q (3156.740268 sec): 3 clusters Score: Raw -1552067.058106 + Penalty 3108.899505 = -1548958.158601 nChanged 0 SP:Iteration 74F (3156.805218 sec): 3 clusters Score: Raw -1552067.058106 + Penalty 3108.899505 = -1548958.158601 nChanged 0 Iteration 299Q (3163.343217 sec): 46 clusters Score: Raw -50087646.310004 + Penalty 95846.867654 = -49991799.442350 nChanged 112 Iteration 300F (3177.302974 sec): 46 clusters Score: Raw -50087650.002597 + Penalty 95846.867654 = -49991803.134943 nChanged 134 Iteration 301Q (3183.349420 sec): 46 clusters Score: Raw -50087654.446019 + Penalty 95846.867654 = -49991807.578365 nChanged 142 Iteration 302Q (3189.380977 sec): 46 clusters Score: Raw -50087658.703689 + Penalty 95846.867654 = -49991811.836035 nChanged 128 Iteration 303Q (3195.375709 sec): 46 clusters Score: Raw -50087662.539344 + Penalty 95846.867654 = -49991815.671690 nChanged 123 Iteration 304Q (3201.344366 sec): 46 clusters Score: Raw -50087666.259884 + Penalty 95846.867654 = -49991819.392230 nChanged 126 Iteration 305Q (3207.382655 sec): 46 clusters Score: Raw -50087669.717289 + Penalty 95846.867654 = -49991822.849635 nChanged 128 Iteration 306Q (3213.295630 sec): 46 clusters Score: Raw -50087673.399734 + Penalty 95846.867654 = -49991826.532080 nChanged 123 Iteration 307Q (3219.200817 sec): 46 clusters Score: Raw -50087676.956825 + Penalty 95846.867654 = -49991830.089171 nChanged 117 Iteration 308Q (3225.183327 sec): 46 clusters Score: Raw -50087680.167174 + Penalty 95846.867654 = -49991833.299520 nChanged 112 Iteration 309Q (3231.133563 sec): 46 clusters Score: Raw -50087683.132458 + Penalty 95846.867654 = -49991836.264804 nChanged 104 Iteration 310Q (3237.034489 sec): 46 clusters Score: Raw -50087685.835765 + Penalty 95846.867654 = -49991838.968111 nChanged 86 Iteration 311Q (3242.421672 sec): 46 clusters Score: Raw -50087688.441031 + Penalty 95846.867654 = -49991841.573377 nChanged 105 Iteration 312Q (3248.170642 sec): 46 clusters Score: Raw -50087691.994367 + Penalty 95846.867654 = -49991845.126713 nChanged 125 Iteration 313Q (3254.007997 sec): 46 clusters Score: Raw -50087695.892601 + Penalty 95846.867654 = -49991849.024946 nChanged 122 Iteration 314Q (3259.917746 sec): 46 clusters Score: Raw -50087699.694726 + Penalty 95846.867654 = -49991852.827072 nChanged 107 Iteration 315Q (3265.809949 sec): 46 clusters Score: Raw -50087703.248798 + Penalty 95846.867654 = -49991856.381144 nChanged 128 Iteration 316Q (3271.668536 sec): 46 clusters Score: Raw -50087707.331335 + Penalty 95846.867654 = -49991860.463681 nChanged 114 Iteration 317Q (3277.523919 sec): 46 clusters Score: Raw -50087710.602751 + Penalty 95846.867654 = -49991863.735097 nChanged 102 Iteration 318Q (3283.378661 sec): 46 clusters Score: Raw -50087713.407474 + Penalty 95846.867654 = -49991866.539820 nChanged 90 Iteration 319Q (3289.262350 sec): 46 clusters Score: Raw -50087715.827059 + Penalty 95846.867654 = -49991868.959405 nChanged 85 Iteration 320F (3303.006899 sec): 46 clusters Score: Raw -50087718.265380 + Penalty 95846.867654 = -49991871.397726 nChanged 82 Iteration 321Q (3308.821802 sec): 46 clusters Score: Raw -50087720.356746 + Penalty 95846.867654 = -49991873.489092 nChanged 78 Iteration 322Q (3314.590755 sec): 46 clusters Score: Raw -50087722.218179 + Penalty 95846.867654 = -49991875.350525 nChanged 72 Iteration 323Q (3320.449728 sec): 46 clusters Score: Raw -50087724.037204 + Penalty 95846.867654 = -49991877.169550 nChanged 74 Iteration 324Q (3326.421997 sec): 46 clusters Score: Raw -50087726.259394 + Penalty 95846.867654 = -49991879.391740 nChanged 80 Iteration 325Q (3332.394269 sec): 46 clusters Score: Raw -50087728.661189 + Penalty 95846.867654 = -49991881.793535 nChanged 82 Iteration 326Q (3338.302642 sec): 46 clusters Score: Raw -50087730.805325 + Penalty 95846.867654 = -49991883.937671 nChanged 68 Iteration 327Q (3344.236169 sec): 46 clusters Score: Raw -50087732.404770 + Penalty 95846.867654 = -49991885.537116 nChanged 72 Iteration 328Q (3350.233050 sec): 46 clusters Score: Raw -50087734.093215 + Penalty 95846.867654 = -49991887.225561 nChanged 71 Iteration 329Q (3356.127854 sec): 46 clusters Score: Raw -50087736.181369 + Penalty 95846.867654 = -49991889.313715 nChanged 79 Iteration 330Q (3361.951291 sec): 46 clusters Score: Raw -50087738.592799 + Penalty 95846.867654 = -49991891.725145 nChanged 59 Iteration 331Q (3367.849321 sec): 46 clusters Score: Raw -50087740.364106 + Penalty 95846.867654 = -49991893.496452 nChanged 68 Iteration 332Q (3373.634134 sec): 46 clusters Score: Raw -50087742.011475 + Penalty 95846.867654 = -49991895.143821 nChanged 64 Iteration 333Q (3379.494829 sec): 46 clusters Score: Raw -50087743.769579 + Penalty 95846.867654 = -49991896.901925 nChanged 66 Iteration 334Q (3385.331295 sec): 46 clusters Score: Raw -50087745.603498 + Penalty 95846.867654 = -49991898.735844 nChanged 60 Iteration 335Q (3391.184075 sec): 46 clusters Score: Raw -50087747.238715 + Penalty 95846.867654 = -49991900.371061 nChanged 59 Iteration 336Q (3397.078184 sec): 46 clusters Score: Raw -50087748.756046 + Penalty 95846.867654 = -49991901.888392 nChanged 61 Iteration 337Q (3402.998160 sec): 46 clusters Score: Raw -50087750.452951 + Penalty 95846.867654 = -49991903.585297 nChanged 56 Iteration 338Q (3408.866983 sec): 46 clusters Score: Raw -50087751.963029 + Penalty 95846.867654 = -49991905.095375 nChanged 48 Writing temp clu file Because OldScore, -49991903.585297, is greater than current (better) Score,-49991905.095375 Compute initial score before splitting: Score: Raw -50087751.963029 + Penalty 95846.867654 = -49991905.095375 Trying to split cluster 1 (14008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3409.062357 sec): 2 clusters Score: Raw -1490493.916483 + Penalty 1551.449880 = -1488942.466603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3409.140377 sec): 3 clusters Score: Raw -1482323.663425 + Penalty 3102.899759 = -1479220.763666 nChanged 6188 SP:Iteration 1F (3409.200701 sec): 3 clusters Score: Raw -1485881.507527 + Penalty 3102.899759 = -1482778.607768 nChanged 863 SP:Iteration 2F (3409.263133 sec): 3 clusters Score: Raw -1486314.882452 + Penalty 3102.899759 = -1483211.982693 nChanged 808 SP:Iteration 3F (3409.331678 sec): 3 clusters Score: Raw -1486746.735589 + Penalty 3102.899759 = -1483643.835830 nChanged 763 SP:Iteration 4F (3409.402165 sec): 3 clusters Score: Raw -1487202.998643 + Penalty 3102.899759 = -1484100.098884 nChanged 728 SP:Iteration 5F (3409.465897 sec): 3 clusters Score: Raw -1487645.109520 + Penalty 3102.899759 = -1484542.209761 nChanged 655 SP:Iteration 6Q (3409.533816 sec): 3 clusters Score: Raw -1488042.936586 + Penalty 3102.899759 = -1484940.036827 nChanged 633 SP:Iteration 7Q (3409.601190 sec): 3 clusters Score: Raw -1488417.102372 + Penalty 3102.899759 = -1485314.202613 nChanged 589 SP:Iteration 8Q (3409.669090 sec): 3 clusters Score: Raw -1488741.496263 + Penalty 3102.899759 = -1485638.596504 nChanged 491 SP:Iteration 9Q (3409.737048 sec): 3 clusters Score: Raw -1488970.491470 + Penalty 3102.899759 = -1485867.591711 nChanged 393 SP:Iteration 10Q (3409.801728 sec): 3 clusters Score: Raw -1489130.865790 + Penalty 3102.899759 = -1486027.966031 nChanged 328 SP:Iteration 11Q (3409.876171 sec): 3 clusters Score: Raw -1489234.803111 + Penalty 3102.899759 = -1486131.903352 nChanged 235 SP:Iteration 12Q (3409.936815 sec): 3 clusters Score: Raw -1489310.034318 + Penalty 3102.899759 = -1486207.134559 nChanged 210 SP:Iteration 13Q (3410.015189 sec): 3 clusters Score: Raw -1489374.409721 + Penalty 3102.899759 = -1486271.509962 nChanged 189 SP:Iteration 14Q (3410.085227 sec): 3 clusters Score: Raw -1489423.388843 + Penalty 3102.899759 = -1486320.489084 nChanged 159 SP:Iteration 15Q (3410.141665 sec): 3 clusters Score: Raw -1489456.289022 + Penalty 3102.899759 = -1486353.389263 nChanged 121 SP:Iteration 16Q (3410.206892 sec): 3 clusters Score: Raw -1489482.000100 + Penalty 3102.899759 = -1486379.100341 nChanged 111 SP:Iteration 17Q (3410.274647 sec): 3 clusters Score: Raw -1489506.032652 + Penalty 3102.899759 = -1486403.132893 nChanged 108 SP:Iteration 18Q (3410.355323 sec): 3 clusters Score: Raw -1489527.478195 + Penalty 3102.899759 = -1486424.578436 nChanged 107 SP:Iteration 19Q (3410.413966 sec): 3 clusters Score: Raw -1489549.829386 + Penalty 3102.899759 = -1486446.929627 nChanged 103 SP:Iteration 20F (3410.480399 sec): 3 clusters Score: Raw -1489570.557153 + Penalty 3102.899759 = -1486467.657394 nChanged 97 SP:Iteration 21Q (3410.550660 sec): 3 clusters Score: Raw -1489593.457092 + Penalty 3102.899759 = -1486490.557333 nChanged 122 SP:Iteration 22Q (3410.628641 sec): 3 clusters Score: Raw -1489622.086560 + Penalty 3102.899759 = -1486519.186801 nChanged 112 SP:Iteration 23Q (3410.688908 sec): 3 clusters Score: Raw -1489646.939905 + Penalty 3102.899759 = -1486544.040146 nChanged 94 SP:Iteration 24Q (3410.752224 sec): 3 clusters Score: Raw -1489666.425568 + Penalty 3102.899759 = -1486563.525809 nChanged 90 SP:Iteration 25Q (3410.824481 sec): 3 clusters Score: Raw -1489686.690439 + Penalty 3102.899759 = -1486583.790680 nChanged 106 SP:Iteration 26Q (3410.878755 sec): 3 clusters Score: Raw -1489712.001147 + Penalty 3102.899759 = -1486609.101388 nChanged 99 SP:Iteration 27Q (3410.935340 sec): 3 clusters Score: Raw -1489735.441686 + Penalty 3102.899759 = -1486632.541927 nChanged 111 SP:Iteration 28Q (3411.010158 sec): 3 clusters Score: Raw -1489770.422292 + Penalty 3102.899759 = -1486667.522533 nChanged 119 SP:Iteration 29Q (3411.073284 sec): 3 clusters Score: Raw -1489809.878551 + Penalty 3102.899759 = -1486706.978792 nChanged 120 SP:Iteration 30Q (3411.133677 sec): 3 clusters Score: Raw -1489844.219515 + Penalty 3102.899759 = -1486741.319756 nChanged 121 SP:Iteration 31Q (3411.201901 sec): 3 clusters Score: Raw -1489877.028242 + Penalty 3102.899759 = -1486774.128483 nChanged 117 SP:Iteration 32Q (3411.254457 sec): 3 clusters Score: Raw -1489907.075550 + Penalty 3102.899759 = -1486804.175790 nChanged 106 SP:Iteration 33Q (3411.319805 sec): 3 clusters Score: Raw -1489933.089529 + Penalty 3102.899759 = -1486830.189770 nChanged 110 SP:Iteration 34Q (3411.392181 sec): 3 clusters Score: Raw -1489962.684163 + Penalty 3102.899759 = -1486859.784404 nChanged 124 SP:Iteration 35Q (3411.460537 sec): 3 clusters Score: Raw -1489998.972195 + Penalty 3102.899759 = -1486896.072436 nChanged 122 SP:Iteration 36Q (3411.525355 sec): 3 clusters Score: Raw -1490036.404740 + Penalty 3102.899759 = -1486933.504981 nChanged 112 SP:Iteration 37Q (3411.583909 sec): 3 clusters Score: Raw -1490070.842612 + Penalty 3102.899759 = -1486967.942853 nChanged 106 SP:Iteration 38Q (3411.655818 sec): 3 clusters Score: Raw -1490103.059073 + Penalty 3102.899759 = -1487000.159314 nChanged 107 SP:Iteration 39Q (3411.717770 sec): 3 clusters Score: Raw -1490138.910500 + Penalty 3102.899759 = -1487036.010741 nChanged 102 SP:Iteration 40F (3411.777647 sec): 3 clusters Score: Raw -1490174.063463 + Penalty 3102.899759 = -1487071.163704 nChanged 90 SP:Iteration 41Q (3411.835397 sec): 3 clusters Score: Raw -1490205.849930 + Penalty 3102.899759 = -1487102.950171 nChanged 107 SP:Iteration 42Q (3411.905922 sec): 3 clusters Score: Raw -1490243.775572 + Penalty 3102.899759 = -1487140.875813 nChanged 82 SP:Iteration 43Q (3411.959568 sec): 3 clusters Score: Raw -1490274.294597 + Penalty 3102.899759 = -1487171.394838 nChanged 78 SP:Iteration 44Q (3412.018058 sec): 3 clusters Score: Raw -1490302.271098 + Penalty 3102.899759 = -1487199.371339 nChanged 77 SP:Iteration 45Q (3412.081313 sec): 3 clusters Score: Raw -1490329.233660 + Penalty 3102.899759 = -1487226.333901 nChanged 81 SP:Iteration 46Q (3412.147830 sec): 3 clusters Score: Raw -1490358.191893 + Penalty 3102.899759 = -1487255.292134 nChanged 80 SP:Iteration 47Q (3412.203731 sec): 3 clusters Score: Raw -1490385.478464 + Penalty 3102.899759 = -1487282.578705 nChanged 61 SP:Iteration 48Q (3412.265661 sec): 3 clusters Score: Raw -1490410.132867 + Penalty 3102.899759 = -1487307.233108 nChanged 69 SP:Iteration 49Q (3412.337551 sec): 3 clusters Score: Raw -1490439.024967 + Penalty 3102.899759 = -1487336.125208 nChanged 65 SP:Iteration 50Q (3412.389241 sec): 3 clusters Score: Raw -1490466.626871 + Penalty 3102.899759 = -1487363.727112 nChanged 61 SP:Iteration 51Q (3412.452354 sec): 3 clusters Score: Raw -1490495.822582 + Penalty 3102.899759 = -1487392.922823 nChanged 70 SP:Iteration 52Q (3412.512578 sec): 3 clusters Score: Raw -1490526.926769 + Penalty 3102.899759 = -1487424.027010 nChanged 61 SP:Iteration 53Q (3412.589808 sec): 3 clusters Score: Raw -1490556.279582 + Penalty 3102.899759 = -1487453.379823 nChanged 53 SP:Iteration 54Q (3412.655663 sec): 3 clusters Score: Raw -1490578.937604 + Penalty 3102.899759 = -1487476.037845 nChanged 50 SP:Iteration 55Q (3412.716640 sec): 3 clusters Score: Raw -1490599.970251 + Penalty 3102.899759 = -1487497.070492 nChanged 35 SP:Iteration 56Q (3412.781660 sec): 3 clusters Score: Raw -1490614.634726 + Penalty 3102.899759 = -1487511.734967 nChanged 40 SP:Iteration 57Q (3412.840553 sec): 3 clusters Score: Raw -1490629.739867 + Penalty 3102.899759 = -1487526.840108 nChanged 36 SP:Iteration 58Q (3412.912662 sec): 3 clusters Score: Raw -1490642.042238 + Penalty 3102.899759 = -1487539.142479 nChanged 29 SP:Iteration 59Q (3412.956506 sec): 3 clusters Score: Raw -1490651.787492 + Penalty 3102.899759 = -1487548.887733 nChanged 23 SP:Iteration 60F (3413.034050 sec): 3 clusters Score: Raw -1490660.799706 + Penalty 3102.899759 = -1487557.899947 nChanged 18 SP:Iteration 61Q (3413.089051 sec): 3 clusters Score: Raw -1490668.385860 + Penalty 3102.899759 = -1487565.486101 nChanged 17 SP:Iteration 62Q (3413.156800 sec): 3 clusters Score: Raw -1490676.580409 + Penalty 3102.899759 = -1487573.680650 nChanged 16 SP:Iteration 63Q (3413.216450 sec): 3 clusters Score: Raw -1490683.006659 + Penalty 3102.899759 = -1487580.106900 nChanged 13 SP:Iteration 64Q (3413.269071 sec): 3 clusters Score: Raw -1490688.006852 + Penalty 3102.899759 = -1487585.107093 nChanged 14 SP:Iteration 65Q (3413.337552 sec): 3 clusters Score: Raw -1490694.058778 + Penalty 3102.899759 = -1487591.159019 nChanged 13 SP:Iteration 66Q (3413.400075 sec): 3 clusters Score: Raw -1490698.555200 + Penalty 3102.899759 = -1487595.655441 nChanged 10 SP:Iteration 67Q (3413.451219 sec): 3 clusters Score: Raw -1490702.102396 + Penalty 3102.899759 = -1487599.202637 nChanged 10 SP:Iteration 68Q (3413.513523 sec): 3 clusters Score: Raw -1490707.327864 + Penalty 3102.899759 = -1487604.428105 nChanged 10 SP:Iteration 69Q (3413.575151 sec): 3 clusters Score: Raw -1490712.708310 + Penalty 3102.899759 = -1487609.808551 nChanged 13 SP:Iteration 70Q (3413.648638 sec): 3 clusters Score: Raw -1490719.070344 + Penalty 3102.899759 = -1487616.170585 nChanged 17 SP:Iteration 71Q (3413.699105 sec): 3 clusters Score: Raw -1490726.046061 + Penalty 3102.899759 = -1487623.146302 nChanged 8 SP:Iteration 72Q (3413.772917 sec): 3 clusters Score: Raw -1490728.878105 + Penalty 3102.899759 = -1487625.978346 nChanged 8 SP:Iteration 73Q (3413.840807 sec): 3 clusters Score: Raw -1490731.513889 + Penalty 3102.899759 = -1487628.614130 nChanged 5 SP:Iteration 74Q (3413.893472 sec): 3 clusters Score: Raw -1490733.933517 + Penalty 3102.899759 = -1487631.033758 nChanged 4 SP:Iteration 75Q (3413.962466 sec): 3 clusters Score: Raw -1490735.979788 + Penalty 3102.899759 = -1487633.080029 nChanged 6 SP:Iteration 76Q (3414.007034 sec): 3 clusters Score: Raw -1490738.359513 + Penalty 3102.899759 = -1487635.459754 nChanged 3 SP:Iteration 77Q (3414.067858 sec): 3 clusters Score: Raw -1490740.064611 + Penalty 3102.899759 = -1487637.164852 nChanged 3 SP:Iteration 78Q (3414.137174 sec): 3 clusters Score: Raw -1490741.166636 + Penalty 3102.899759 = -1487638.266877 nChanged 2 SP:Iteration 79Q (3414.194111 sec): 3 clusters Score: Raw -1490743.025594 + Penalty 3102.899759 = -1487640.125835 nChanged 3 SP:Iteration 80F (3414.260812 sec): 3 clusters Score: Raw -1490744.112839 + Penalty 3102.899759 = -1487641.213080 nChanged 3 SP:Iteration 81Q (3414.329991 sec): 3 clusters Score: Raw -1490746.413338 + Penalty 3102.899759 = -1487643.513579 nChanged 8 SP:Iteration 82Q (3414.390190 sec): 3 clusters Score: Raw -1490750.354813 + Penalty 3102.899759 = -1487647.455054 nChanged 6 SP:Iteration 83Q (3414.449127 sec): 3 clusters Score: Raw -1490752.997982 + Penalty 3102.899759 = -1487650.098223 nChanged 7 SP:Iteration 84Q (3414.507834 sec): 3 clusters Score: Raw -1490756.055385 + Penalty 3102.899759 = -1487653.155626 nChanged 3 SP:Iteration 85Q (3414.576246 sec): 3 clusters Score: Raw -1490757.591866 + Penalty 3102.899759 = -1487654.692107 nChanged 4 SP:Iteration 86Q (3414.639286 sec): 3 clusters Score: Raw -1490760.862907 + Penalty 3102.899759 = -1487657.963148 nChanged 6 SP:Iteration 87Q (3414.696844 sec): 3 clusters Score: Raw -1490762.921391 + Penalty 3102.899759 = -1487660.021632 nChanged 4 SP:Iteration 88Q (3414.761540 sec): 3 clusters Score: Raw -1490765.390137 + Penalty 3102.899759 = -1487662.490378 nChanged 3 SP:Iteration 89Q (3414.823621 sec): 3 clusters Score: Raw -1490767.359156 + Penalty 3102.899759 = -1487664.459397 nChanged 6 SP:Iteration 90Q (3414.882767 sec): 3 clusters Score: Raw -1490770.233315 + Penalty 3102.899759 = -1487667.333556 nChanged 4 SP:Iteration 91Q (3414.936721 sec): 3 clusters Score: Raw -1490771.564536 + Penalty 3102.899759 = -1487668.664777 nChanged 2 SP:Iteration 92Q (3415.005179 sec): 3 clusters Score: Raw -1490772.968100 + Penalty 3102.899759 = -1487670.068341 nChanged 2 SP:Iteration 93Q (3415.061689 sec): 3 clusters Score: Raw -1490773.935352 + Penalty 3102.899759 = -1487671.035593 nChanged 3 SP:Iteration 94Q (3415.124470 sec): 3 clusters Score: Raw -1490774.939526 + Penalty 3102.899759 = -1487672.039767 nChanged 2 SP:Iteration 95Q (3415.183650 sec): 3 clusters Score: Raw -1490775.448978 + Penalty 3102.899759 = -1487672.549219 nChanged 0 SP:Iteration 96F (3415.246506 sec): 3 clusters Score: Raw -1490775.448978 + Penalty 3102.899759 = -1487672.549219 nChanged 0 Trying to split cluster 2 (16456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3415.290308 sec): 2 clusters Score: Raw -1664144.914999 + Penalty 1577.622383 = -1662567.292617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3415.368494 sec): 3 clusters Score: Raw -1654322.827780 + Penalty 3155.244765 = -1651167.583015 nChanged 7347 SP:Iteration 1F (3415.443427 sec): 3 clusters Score: Raw -1658449.566913 + Penalty 3155.244765 = -1655294.322148 nChanged 1040 SP:Iteration 2F (3415.505521 sec): 3 clusters Score: Raw -1658945.711418 + Penalty 3155.244765 = -1655790.466653 nChanged 976 SP:Iteration 3F (3415.580681 sec): 3 clusters Score: Raw -1659499.353261 + Penalty 3155.244765 = -1656344.108496 nChanged 981 SP:Iteration 4F (3415.654644 sec): 3 clusters Score: Raw -1660126.846832 + Penalty 3155.244765 = -1656971.602067 nChanged 1043 SP:Iteration 5F (3415.718407 sec): 3 clusters Score: Raw -1660890.682371 + Penalty 3155.244765 = -1657735.437606 nChanged 1015 SP:Iteration 6F (3415.787722 sec): 3 clusters Score: Raw -1661662.026648 + Penalty 3155.244765 = -1658506.781882 nChanged 901 SP:Iteration 7F (3415.851613 sec): 3 clusters Score: Raw -1662274.989276 + Penalty 3155.244765 = -1659119.744511 nChanged 702 SP:Iteration 8Q (3415.924536 sec): 3 clusters Score: Raw -1662676.802780 + Penalty 3155.244765 = -1659521.558014 nChanged 527 SP:Iteration 9Q (3415.985442 sec): 3 clusters Score: Raw -1662909.119741 + Penalty 3155.244765 = -1659753.874976 nChanged 395 SP:Iteration 10Q (3416.058336 sec): 3 clusters Score: Raw -1663068.232944 + Penalty 3155.244765 = -1659912.988179 nChanged 322 SP:Iteration 11Q (3416.130082 sec): 3 clusters Score: Raw -1663179.107483 + Penalty 3155.244765 = -1660023.862718 nChanged 260 SP:Iteration 12Q (3416.204618 sec): 3 clusters Score: Raw -1663255.165718 + Penalty 3155.244765 = -1660099.920953 nChanged 218 SP:Iteration 13Q (3416.266907 sec): 3 clusters Score: Raw -1663316.384899 + Penalty 3155.244765 = -1660161.140134 nChanged 188 SP:Iteration 14Q (3416.340879 sec): 3 clusters Score: Raw -1663366.975209 + Penalty 3155.244765 = -1660211.730444 nChanged 182 SP:Iteration 15Q (3416.401405 sec): 3 clusters Score: Raw -1663417.636364 + Penalty 3155.244765 = -1660262.391599 nChanged 170 SP:Iteration 16Q (3416.481139 sec): 3 clusters Score: Raw -1663464.187626 + Penalty 3155.244765 = -1660308.942861 nChanged 175 SP:Iteration 17Q (3416.540442 sec): 3 clusters Score: Raw -1663516.902080 + Penalty 3155.244765 = -1660361.657315 nChanged 190 SP:Iteration 18Q (3416.611197 sec): 3 clusters Score: Raw -1663576.705132 + Penalty 3155.244765 = -1660421.460367 nChanged 203 SP:Iteration 19Q (3416.679316 sec): 3 clusters Score: Raw -1663634.155454 + Penalty 3155.244765 = -1660478.910689 nChanged 174 SP:Iteration 20F (3416.746132 sec): 3 clusters Score: Raw -1663684.618704 + Penalty 3155.244765 = -1660529.373938 nChanged 161 SP:Iteration 21Q (3416.824674 sec): 3 clusters Score: Raw -1663733.273744 + Penalty 3155.244765 = -1660578.028978 nChanged 164 SP:Iteration 22Q (3416.885367 sec): 3 clusters Score: Raw -1663776.964878 + Penalty 3155.244765 = -1660621.720112 nChanged 144 SP:Iteration 23Q (3416.956762 sec): 3 clusters Score: Raw -1663816.614199 + Penalty 3155.244765 = -1660661.369434 nChanged 133 SP:Iteration 24Q (3417.027536 sec): 3 clusters Score: Raw -1663852.593081 + Penalty 3155.244765 = -1660697.348315 nChanged 112 SP:Iteration 25Q (3417.090738 sec): 3 clusters Score: Raw -1663886.447251 + Penalty 3155.244765 = -1660731.202485 nChanged 124 SP:Iteration 26Q (3417.167417 sec): 3 clusters Score: Raw -1663919.826064 + Penalty 3155.244765 = -1660764.581299 nChanged 107 SP:Iteration 27Q (3417.226253 sec): 3 clusters Score: Raw -1663949.864109 + Penalty 3155.244765 = -1660794.619344 nChanged 98 SP:Iteration 28Q (3417.296513 sec): 3 clusters Score: Raw -1663977.770208 + Penalty 3155.244765 = -1660822.525442 nChanged 92 SP:Iteration 29Q (3417.366566 sec): 3 clusters Score: Raw -1664001.553579 + Penalty 3155.244765 = -1660846.308814 nChanged 92 SP:Iteration 30Q (3417.443603 sec): 3 clusters Score: Raw -1664025.028265 + Penalty 3155.244765 = -1660869.783500 nChanged 85 SP:Iteration 31Q (3417.504547 sec): 3 clusters Score: Raw -1664045.767593 + Penalty 3155.244765 = -1660890.522827 nChanged 71 SP:Iteration 32Q (3417.583392 sec): 3 clusters Score: Raw -1664064.448859 + Penalty 3155.244765 = -1660909.204094 nChanged 73 SP:Iteration 33Q (3417.656184 sec): 3 clusters Score: Raw -1664085.204745 + Penalty 3155.244765 = -1660929.959980 nChanged 75 SP:Iteration 34Q (3417.718768 sec): 3 clusters Score: Raw -1664111.700191 + Penalty 3155.244765 = -1660956.455426 nChanged 79 SP:Iteration 35Q (3417.792940 sec): 3 clusters Score: Raw -1664139.325232 + Penalty 3155.244765 = -1660984.080466 nChanged 83 SP:Iteration 36Q (3417.868088 sec): 3 clusters Score: Raw -1664172.110015 + Penalty 3155.244765 = -1661016.865250 nChanged 97 SP:Iteration 37Q (3417.939139 sec): 3 clusters Score: Raw -1664218.603584 + Penalty 3155.244765 = -1661063.358819 nChanged 91 SP:Iteration 38Q (3417.997407 sec): 3 clusters Score: Raw -1664265.219601 + Penalty 3155.244765 = -1661109.974836 nChanged 89 SP:Iteration 39Q (3418.065786 sec): 3 clusters Score: Raw -1664323.985620 + Penalty 3155.244765 = -1661168.740855 nChanged 98 SP:Iteration 40F (3418.136850 sec): 3 clusters Score: Raw -1664384.784988 + Penalty 3155.244765 = -1661229.540223 nChanged 88 SP:Iteration 41Q (3418.200977 sec): 3 clusters Score: Raw -1664428.375437 + Penalty 3155.244765 = -1661273.130672 nChanged 82 SP:Iteration 42Q (3418.276760 sec): 3 clusters Score: Raw -1664460.270279 + Penalty 3155.244765 = -1661305.025514 nChanged 67 SP:Iteration 43Q (3418.335064 sec): 3 clusters Score: Raw -1664484.358381 + Penalty 3155.244765 = -1661329.113616 nChanged 53 SP:Iteration 44Q (3418.403265 sec): 3 clusters Score: Raw -1664500.971616 + Penalty 3155.244765 = -1661345.726851 nChanged 48 SP:Iteration 45Q (3418.472118 sec): 3 clusters Score: Raw -1664517.048475 + Penalty 3155.244765 = -1661361.803710 nChanged 46 SP:Iteration 46Q (3418.544504 sec): 3 clusters Score: Raw -1664532.452112 + Penalty 3155.244765 = -1661377.207347 nChanged 36 SP:Iteration 47Q (3418.615046 sec): 3 clusters Score: Raw -1664542.291112 + Penalty 3155.244765 = -1661387.046347 nChanged 33 SP:Iteration 48Q (3418.672968 sec): 3 clusters Score: Raw -1664552.412210 + Penalty 3155.244765 = -1661397.167445 nChanged 37 SP:Iteration 49Q (3418.737515 sec): 3 clusters Score: Raw -1664563.346945 + Penalty 3155.244765 = -1661408.102180 nChanged 24 SP:Iteration 50Q (3418.808109 sec): 3 clusters Score: Raw -1664569.102401 + Penalty 3155.244765 = -1661413.857636 nChanged 19 SP:Iteration 51Q (3418.873362 sec): 3 clusters Score: Raw -1664575.207563 + Penalty 3155.244765 = -1661419.962798 nChanged 24 SP:Iteration 52Q (3418.937280 sec): 3 clusters Score: Raw -1664583.929803 + Penalty 3155.244765 = -1661428.685038 nChanged 25 SP:Iteration 53Q (3419.006086 sec): 3 clusters Score: Raw -1664591.632060 + Penalty 3155.244765 = -1661436.387295 nChanged 15 SP:Iteration 54Q (3419.076685 sec): 3 clusters Score: Raw -1664595.379027 + Penalty 3155.244765 = -1661440.134262 nChanged 15 SP:Iteration 55Q (3419.147834 sec): 3 clusters Score: Raw -1664599.762600 + Penalty 3155.244765 = -1661444.517835 nChanged 14 SP:Iteration 56Q (3419.201785 sec): 3 clusters Score: Raw -1664603.927540 + Penalty 3155.244765 = -1661448.682775 nChanged 11 SP:Iteration 57Q (3419.272509 sec): 3 clusters Score: Raw -1664606.999628 + Penalty 3155.244765 = -1661451.754863 nChanged 12 SP:Iteration 58Q (3419.345639 sec): 3 clusters Score: Raw -1664609.764124 + Penalty 3155.244765 = -1661454.519359 nChanged 6 SP:Iteration 59Q (3419.406761 sec): 3 clusters Score: Raw -1664610.859459 + Penalty 3155.244765 = -1661455.614694 nChanged 5 SP:Iteration 60F (3419.471756 sec): 3 clusters Score: Raw -1664612.704392 + Penalty 3155.244765 = -1661457.459626 nChanged 7 SP:Iteration 61Q (3419.538500 sec): 3 clusters Score: Raw -1664614.405238 + Penalty 3155.244765 = -1661459.160473 nChanged 9 SP:Iteration 62Q (3419.613290 sec): 3 clusters Score: Raw -1664616.398659 + Penalty 3155.244765 = -1661461.153894 nChanged 6 SP:Iteration 63Q (3419.673910 sec): 3 clusters Score: Raw -1664617.637430 + Penalty 3155.244765 = -1661462.392665 nChanged 1 SP:Iteration 64Q (3419.737824 sec): 3 clusters Score: Raw -1664617.732304 + Penalty 3155.244765 = -1661462.487539 nChanged 1 SP:Iteration 65Q (3419.806172 sec): 3 clusters Score: Raw -1664617.918920 + Penalty 3155.244765 = -1661462.674155 nChanged 1 SP:Iteration 66Q (3419.876033 sec): 3 clusters Score: Raw -1664618.041348 + Penalty 3155.244765 = -1661462.796583 nChanged 0 SP:Iteration 67F (3419.938580 sec): 3 clusters Score: Raw -1664618.041348 + Penalty 3155.244765 = -1661462.796583 nChanged 0 Trying to split cluster 3 (8510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3419.977415 sec): 2 clusters Score: Raw -853988.177913 + Penalty 1470.462049 = -852517.715865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3420.029182 sec): 3 clusters Score: Raw -849250.836256 + Penalty 2940.924097 = -846309.912159 nChanged 3707 SP:Iteration 1F (3420.087083 sec): 3 clusters Score: Raw -851360.295011 + Penalty 2940.924097 = -848419.370914 nChanged 617 SP:Iteration 2F (3420.143140 sec): 3 clusters Score: Raw -851679.878979 + Penalty 2940.924097 = -848738.954882 nChanged 515 SP:Iteration 3F (3420.200520 sec): 3 clusters Score: Raw -851949.194465 + Penalty 2940.924097 = -849008.270368 nChanged 435 SP:Iteration 4F (3420.267610 sec): 3 clusters Score: Raw -852170.702721 + Penalty 2940.924097 = -849229.778624 nChanged 387 SP:Iteration 5Q (3420.325609 sec): 3 clusters Score: Raw -852378.246148 + Penalty 2940.924097 = -849437.322051 nChanged 366 SP:Iteration 6Q (3420.378836 sec): 3 clusters Score: Raw -852573.889419 + Penalty 2940.924097 = -849632.965322 nChanged 344 SP:Iteration 7Q (3420.443332 sec): 3 clusters Score: Raw -852748.224342 + Penalty 2940.924097 = -849807.300245 nChanged 288 SP:Iteration 8Q (3420.502229 sec): 3 clusters Score: Raw -852885.365805 + Penalty 2940.924097 = -849944.441708 nChanged 252 SP:Iteration 9Q (3420.566942 sec): 3 clusters Score: Raw -852992.862024 + Penalty 2940.924097 = -850051.937927 nChanged 211 SP:Iteration 10Q (3420.617226 sec): 3 clusters Score: Raw -853076.414158 + Penalty 2940.924097 = -850135.490061 nChanged 196 SP:Iteration 11Q (3420.671887 sec): 3 clusters Score: Raw -853153.560504 + Penalty 2940.924097 = -850212.636407 nChanged 186 SP:Iteration 12Q (3420.732844 sec): 3 clusters Score: Raw -853228.859720 + Penalty 2940.924097 = -850287.935623 nChanged 169 SP:Iteration 13Q (3420.781912 sec): 3 clusters Score: Raw -853300.614380 + Penalty 2940.924097 = -850359.690283 nChanged 184 SP:Iteration 14Q (3420.840976 sec): 3 clusters Score: Raw -853373.635097 + Penalty 2940.924097 = -850432.711000 nChanged 166 SP:Iteration 15Q (3420.900203 sec): 3 clusters Score: Raw -853439.242138 + Penalty 2940.924097 = -850498.318041 nChanged 155 SP:Iteration 16Q (3420.958457 sec): 3 clusters Score: Raw -853499.619722 + Penalty 2940.924097 = -850558.695625 nChanged 158 SP:Iteration 17Q (3421.018809 sec): 3 clusters Score: Raw -853568.873317 + Penalty 2940.924097 = -850627.949220 nChanged 173 SP:Iteration 18Q (3421.066129 sec): 3 clusters Score: Raw -853650.058820 + Penalty 2940.924097 = -850709.134723 nChanged 183 SP:Iteration 19Q (3421.125818 sec): 3 clusters Score: Raw -853739.925761 + Penalty 2940.924097 = -850799.001664 nChanged 182 SP:Iteration 20F (3421.190018 sec): 3 clusters Score: Raw -853837.219154 + Penalty 2940.924097 = -850896.295057 nChanged 173 SP:Iteration 21Q (3421.249977 sec): 3 clusters Score: Raw -853922.554485 + Penalty 2940.924097 = -850981.630388 nChanged 163 SP:Iteration 22Q (3421.314832 sec): 3 clusters Score: Raw -854008.060763 + Penalty 2940.924097 = -851067.136666 nChanged 166 SP:Iteration 23Q (3421.360242 sec): 3 clusters Score: Raw -854102.677872 + Penalty 2940.924097 = -851161.753775 nChanged 204 SP:Iteration 24Q (3421.421088 sec): 3 clusters Score: Raw -854228.935750 + Penalty 2940.924097 = -851288.011653 nChanged 194 SP:Iteration 25Q (3421.478100 sec): 3 clusters Score: Raw -854350.906633 + Penalty 2940.924097 = -851409.982536 nChanged 175 SP:Iteration 26Q (3421.539342 sec): 3 clusters Score: Raw -854462.269585 + Penalty 2940.924097 = -851521.345488 nChanged 148 SP:Iteration 27Q (3421.597397 sec): 3 clusters Score: Raw -854548.713899 + Penalty 2940.924097 = -851607.789802 nChanged 97 SP:Iteration 28Q (3421.648964 sec): 3 clusters Score: Raw -854585.499179 + Penalty 2940.924097 = -851644.575082 nChanged 67 SP:Iteration 29Q (3421.701221 sec): 3 clusters Score: Raw -854609.839397 + Penalty 2940.924097 = -851668.915300 nChanged 51 SP:Iteration 30Q (3421.762403 sec): 3 clusters Score: Raw -854626.191095 + Penalty 2940.924097 = -851685.266998 nChanged 46 SP:Iteration 31Q (3421.820359 sec): 3 clusters Score: Raw -854640.307078 + Penalty 2940.924097 = -851699.382981 nChanged 44 SP:Iteration 32Q (3421.873113 sec): 3 clusters Score: Raw -854653.120203 + Penalty 2940.924097 = -851712.196106 nChanged 33 SP:Iteration 33Q (3421.928718 sec): 3 clusters Score: Raw -854662.989642 + Penalty 2940.924097 = -851722.065545 nChanged 33 SP:Iteration 34Q (3421.977256 sec): 3 clusters Score: Raw -854670.827336 + Penalty 2940.924097 = -851729.903239 nChanged 18 SP:Iteration 35Q (3422.033494 sec): 3 clusters Score: Raw -854673.961761 + Penalty 2940.924097 = -851733.037664 nChanged 13 SP:Iteration 36Q (3422.094963 sec): 3 clusters Score: Raw -854677.043889 + Penalty 2940.924097 = -851736.119792 nChanged 11 SP:Iteration 37Q (3422.145619 sec): 3 clusters Score: Raw -854679.285732 + Penalty 2940.924097 = -851738.361635 nChanged 10 SP:Iteration 38Q (3422.195843 sec): 3 clusters Score: Raw -854680.847698 + Penalty 2940.924097 = -851739.923601 nChanged 10 SP:Iteration 39Q (3422.263636 sec): 3 clusters Score: Raw -854682.206724 + Penalty 2940.924097 = -851741.282627 nChanged 5 SP:Iteration 40F (3422.310279 sec): 3 clusters Score: Raw -854682.999903 + Penalty 2940.924097 = -851742.075806 nChanged 4 SP:Iteration 41Q (3422.377877 sec): 3 clusters Score: Raw -854683.498682 + Penalty 2940.924097 = -851742.574585 nChanged 7 SP:Iteration 42Q (3422.426991 sec): 3 clusters Score: Raw -854684.214208 + Penalty 2940.924097 = -851743.290111 nChanged 6 SP:Iteration 43Q (3422.475683 sec): 3 clusters Score: Raw -854685.095400 + Penalty 2940.924097 = -851744.171303 nChanged 3 SP:Iteration 44Q (3422.540713 sec): 3 clusters Score: Raw -854685.375911 + Penalty 2940.924097 = -851744.451814 nChanged 2 SP:Iteration 45Q (3422.601420 sec): 3 clusters Score: Raw -854685.686594 + Penalty 2940.924097 = -851744.762497 nChanged 4 SP:Iteration 46Q (3422.648845 sec): 3 clusters Score: Raw -854686.410963 + Penalty 2940.924097 = -851745.486866 nChanged 1 SP:Iteration 47Q (3422.713715 sec): 3 clusters Score: Raw -854686.654990 + Penalty 2940.924097 = -851745.730893 nChanged 1 SP:Iteration 48Q (3422.762108 sec): 3 clusters Score: Raw -854686.786228 + Penalty 2940.924097 = -851745.862131 nChanged 0 SP:Iteration 49F (3422.817988 sec): 3 clusters Score: Raw -854686.786228 + Penalty 2940.924097 = -851745.862131 nChanged 0 Trying to split cluster 4 (1157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3422.844113 sec): 2 clusters Score: Raw -125211.812384 + Penalty 1146.207681 = -124065.604703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3422.890101 sec): 3 clusters Score: Raw -124789.765253 + Penalty 2292.415361 = -122497.349891 nChanged 353 SP:Iteration 1F (3422.933225 sec): 3 clusters Score: Raw -125096.479418 + Penalty 2292.415361 = -122804.064057 nChanged 90 SP:Iteration 2F (3422.983326 sec): 3 clusters Score: Raw -125195.101433 + Penalty 2292.415361 = -122902.686071 nChanged 48 SP:Iteration 3Q (3423.027971 sec): 3 clusters Score: Raw -125248.031385 + Penalty 2292.415361 = -122955.616024 nChanged 36 SP:Iteration 4Q (3423.068047 sec): 3 clusters Score: Raw -125288.455797 + Penalty 2292.415361 = -122996.040435 nChanged 33 SP:Iteration 5Q (3423.104586 sec): 3 clusters Score: Raw -125323.527068 + Penalty 2292.415361 = -123031.111707 nChanged 23 SP:Iteration 6Q (3423.158438 sec): 3 clusters Score: Raw -125344.220251 + Penalty 2292.415361 = -123051.804890 nChanged 20 SP:Iteration 7Q (3423.193295 sec): 3 clusters Score: Raw -125361.522005 + Penalty 2292.415361 = -123069.106643 nChanged 12 SP:Iteration 8Q (3423.231444 sec): 3 clusters Score: Raw -125373.308132 + Penalty 2292.415361 = -123080.892771 nChanged 11 SP:Iteration 9Q (3423.280153 sec): 3 clusters Score: Raw -125386.126503 + Penalty 2292.415361 = -123093.711141 nChanged 13 SP:Iteration 10Q (3423.318835 sec): 3 clusters Score: Raw -125394.180729 + Penalty 2292.415361 = -123101.765368 nChanged 7 SP:Iteration 11Q (3423.361616 sec): 3 clusters Score: Raw -125402.192803 + Penalty 2292.415361 = -123109.777442 nChanged 4 SP:Iteration 12Q (3423.399760 sec): 3 clusters Score: Raw -125404.729552 + Penalty 2292.415361 = -123112.314191 nChanged 5 SP:Iteration 13Q (3423.441291 sec): 3 clusters Score: Raw -125410.502522 + Penalty 2292.415361 = -123118.087161 nChanged 7 SP:Iteration 14Q (3423.474142 sec): 3 clusters Score: Raw -125417.293396 + Penalty 2292.415361 = -123124.878034 nChanged 5 SP:Iteration 15Q (3423.522789 sec): 3 clusters Score: Raw -125424.329365 + Penalty 2292.415361 = -123131.914004 nChanged 3 SP:Iteration 16Q (3423.560747 sec): 3 clusters Score: Raw -125426.495070 + Penalty 2292.415361 = -123134.079709 nChanged 1 SP:Iteration 17Q (3423.602124 sec): 3 clusters Score: Raw -125427.210209 + Penalty 2292.415361 = -123134.794848 nChanged 2 SP:Iteration 18Q (3423.644434 sec): 3 clusters Score: Raw -125428.275987 + Penalty 2292.415361 = -123135.860625 nChanged 1 SP:Iteration 19Q (3423.686140 sec): 3 clusters Score: Raw -125428.838970 + Penalty 2292.415361 = -123136.423609 nChanged 1 SP:Iteration 20F (3423.739938 sec): 3 clusters Score: Raw -125429.232259 + Penalty 2292.415361 = -123136.816898 nChanged 0 Trying to split cluster 5 (35063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3423.809294 sec): 2 clusters Score: Raw -3662099.810973 + Penalty 1700.546530 = -3660399.264443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3423.902472 sec): 3 clusters Score: Raw -3640193.815899 + Penalty 3401.093060 = -3636792.722839 nChanged 16254 SP:Iteration 1F (3424.017686 sec): 3 clusters Score: Raw -3649180.265269 + Penalty 3401.093060 = -3645779.172209 nChanged 1548 SP:Iteration 2Q (3424.117316 sec): 3 clusters Score: Raw -3649683.510024 + Penalty 3401.093060 = -3646282.416964 nChanged 1497 SP:Iteration 3Q (3424.218035 sec): 3 clusters Score: Raw -3650215.903838 + Penalty 3401.093060 = -3646814.810778 nChanged 1560 SP:Iteration 4Q (3424.331230 sec): 3 clusters Score: Raw -3650862.916331 + Penalty 3401.093060 = -3647461.823272 nChanged 1677 SP:Iteration 5Q (3424.435283 sec): 3 clusters Score: Raw -3651748.315544 + Penalty 3401.093060 = -3648347.222484 nChanged 1961 SP:Iteration 6F (3424.533885 sec): 3 clusters Score: Raw -3653061.093117 + Penalty 3401.093060 = -3649660.000057 nChanged 2129 SP:Iteration 7F (3424.635369 sec): 3 clusters Score: Raw -3654711.332685 + Penalty 3401.093060 = -3651310.239625 nChanged 2164 SP:Iteration 8F (3424.736617 sec): 3 clusters Score: Raw -3656512.672367 + Penalty 3401.093060 = -3653111.579307 nChanged 1939 SP:Iteration 9F (3424.834576 sec): 3 clusters Score: Raw -3658013.217333 + Penalty 3401.093060 = -3654612.124274 nChanged 1593 SP:Iteration 10Q (3424.925591 sec): 3 clusters Score: Raw -3659181.970111 + Penalty 3401.093060 = -3655780.877051 nChanged 1230 SP:Iteration 11Q (3425.024806 sec): 3 clusters Score: Raw -3660016.816698 + Penalty 3401.093060 = -3656615.723638 nChanged 965 SP:Iteration 12Q (3425.114901 sec): 3 clusters Score: Raw -3660625.062320 + Penalty 3401.093060 = -3657223.969261 nChanged 735 SP:Iteration 13Q (3425.211045 sec): 3 clusters Score: Raw -3661060.093580 + Penalty 3401.093060 = -3657659.000520 nChanged 588 SP:Iteration 14Q (3425.307942 sec): 3 clusters Score: Raw -3661389.807993 + Penalty 3401.093060 = -3657988.714933 nChanged 464 SP:Iteration 15Q (3425.402457 sec): 3 clusters Score: Raw -3661631.259240 + Penalty 3401.093060 = -3658230.166180 nChanged 331 SP:Iteration 16Q (3425.492296 sec): 3 clusters Score: Raw -3661799.840453 + Penalty 3401.093060 = -3658398.747393 nChanged 272 SP:Iteration 17Q (3425.580551 sec): 3 clusters Score: Raw -3661934.967054 + Penalty 3401.093060 = -3658533.873995 nChanged 211 SP:Iteration 18Q (3425.669538 sec): 3 clusters Score: Raw -3662035.017473 + Penalty 3401.093060 = -3658633.924413 nChanged 160 SP:Iteration 19Q (3425.766874 sec): 3 clusters Score: Raw -3662115.539562 + Penalty 3401.093060 = -3658714.446502 nChanged 128 SP:Iteration 20F (3425.871988 sec): 3 clusters Score: Raw -3662171.968181 + Penalty 3401.093060 = -3658770.875121 nChanged 97 SP:Iteration 21Q (3425.964893 sec): 3 clusters Score: Raw -3662218.219245 + Penalty 3401.093060 = -3658817.126186 nChanged 83 SP:Iteration 22Q (3426.044248 sec): 3 clusters Score: Raw -3662252.440212 + Penalty 3401.093060 = -3658851.347152 nChanged 62 SP:Iteration 23Q (3426.145226 sec): 3 clusters Score: Raw -3662276.793413 + Penalty 3401.093060 = -3658875.700354 nChanged 53 SP:Iteration 24Q (3426.230384 sec): 3 clusters Score: Raw -3662303.621159 + Penalty 3401.093060 = -3658902.528099 nChanged 53 SP:Iteration 25Q (3426.318276 sec): 3 clusters Score: Raw -3662330.755050 + Penalty 3401.093060 = -3658929.661990 nChanged 40 SP:Iteration 26Q (3426.413622 sec): 3 clusters Score: Raw -3662348.029983 + Penalty 3401.093060 = -3658946.936923 nChanged 43 SP:Iteration 27Q (3426.498804 sec): 3 clusters Score: Raw -3662368.960381 + Penalty 3401.093060 = -3658967.867322 nChanged 37 SP:Iteration 28Q (3426.599327 sec): 3 clusters Score: Raw -3662384.064235 + Penalty 3401.093060 = -3658982.971175 nChanged 17 SP:Iteration 29Q (3426.696904 sec): 3 clusters Score: Raw -3662390.043236 + Penalty 3401.093060 = -3658988.950176 nChanged 12 SP:Iteration 30Q (3426.773419 sec): 3 clusters Score: Raw -3662394.811676 + Penalty 3401.093060 = -3658993.718616 nChanged 8 SP:Iteration 31Q (3426.873531 sec): 3 clusters Score: Raw -3662397.786309 + Penalty 3401.093060 = -3658996.693249 nChanged 7 SP:Iteration 32Q (3426.956424 sec): 3 clusters Score: Raw -3662399.667026 + Penalty 3401.093060 = -3658998.573966 nChanged 5 SP:Iteration 33Q (3427.044303 sec): 3 clusters Score: Raw -3662401.998261 + Penalty 3401.093060 = -3659000.905201 nChanged 5 SP:Iteration 34Q (3427.140832 sec): 3 clusters Score: Raw -3662403.759073 + Penalty 3401.093060 = -3659002.666013 nChanged 7 SP:Iteration 35Q (3427.231516 sec): 3 clusters Score: Raw -3662407.229028 + Penalty 3401.093060 = -3659006.135968 nChanged 8 SP:Iteration 36Q (3427.307376 sec): 3 clusters Score: Raw -3662410.555302 + Penalty 3401.093060 = -3659009.462243 nChanged 7 SP:Iteration 37Q (3427.409170 sec): 3 clusters Score: Raw -3662414.075632 + Penalty 3401.093060 = -3659012.982572 nChanged 6 SP:Iteration 38Q (3427.485558 sec): 3 clusters Score: Raw -3662416.676492 + Penalty 3401.093060 = -3659015.583432 nChanged 2 SP:Iteration 39Q (3427.578628 sec): 3 clusters Score: Raw -3662417.802081 + Penalty 3401.093060 = -3659016.709021 nChanged 2 SP:Iteration 40F (3427.681600 sec): 3 clusters Score: Raw -3662418.198560 + Penalty 3401.093060 = -3659017.105500 nChanged 1 SP:Iteration 41Q (3427.781188 sec): 3 clusters Score: Raw -3662418.712558 + Penalty 3401.093060 = -3659017.619498 nChanged 1 SP:Iteration 42Q (3427.879175 sec): 3 clusters Score: Raw -3662418.941694 + Penalty 3401.093060 = -3659017.848634 nChanged 1 SP:Iteration 43Q (3427.970905 sec): 3 clusters Score: Raw -3662419.118121 + Penalty 3401.093060 = -3659018.025061 nChanged 0 SP:Iteration 44F (3428.066499 sec): 3 clusters Score: Raw -3662419.118121 + Penalty 3401.093060 = -3659018.025061 nChanged 0 Trying to split cluster 6 (10558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3428.116458 sec): 2 clusters Score: Raw -1123567.971909 + Penalty 1505.503861 = -1122062.468048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3428.180661 sec): 3 clusters Score: Raw -1117612.863176 + Penalty 3011.007722 = -1114601.855454 nChanged 4532 SP:Iteration 1F (3428.241457 sec): 3 clusters Score: Raw -1120120.538959 + Penalty 3011.007722 = -1117109.531236 nChanged 628 SP:Iteration 2F (3428.301224 sec): 3 clusters Score: Raw -1120394.714922 + Penalty 3011.007722 = -1117383.707200 nChanged 520 SP:Iteration 3Q (3428.357374 sec): 3 clusters Score: Raw -1120620.053816 + Penalty 3011.007722 = -1117609.046093 nChanged 474 SP:Iteration 4Q (3428.423263 sec): 3 clusters Score: Raw -1120837.177242 + Penalty 3011.007722 = -1117826.169520 nChanged 448 SP:Iteration 5Q (3428.484280 sec): 3 clusters Score: Raw -1121052.223867 + Penalty 3011.007722 = -1118041.216144 nChanged 428 SP:Iteration 6Q (3428.541730 sec): 3 clusters Score: Raw -1121253.945049 + Penalty 3011.007722 = -1118242.937327 nChanged 387 SP:Iteration 7Q (3428.616170 sec): 3 clusters Score: Raw -1121413.031486 + Penalty 3011.007722 = -1118402.023764 nChanged 375 SP:Iteration 8Q (3428.674850 sec): 3 clusters Score: Raw -1121566.112018 + Penalty 3011.007722 = -1118555.104296 nChanged 351 SP:Iteration 9Q (3428.746787 sec): 3 clusters Score: Raw -1121728.058315 + Penalty 3011.007722 = -1118717.050592 nChanged 364 SP:Iteration 10Q (3428.801171 sec): 3 clusters Score: Raw -1121896.063125 + Penalty 3011.007722 = -1118885.055403 nChanged 336 SP:Iteration 11Q (3428.864858 sec): 3 clusters Score: Raw -1122046.705667 + Penalty 3011.007722 = -1119035.697945 nChanged 311 SP:Iteration 12Q (3428.927774 sec): 3 clusters Score: Raw -1122189.312731 + Penalty 3011.007722 = -1119178.305009 nChanged 302 SP:Iteration 13Q (3428.977253 sec): 3 clusters Score: Raw -1122324.715995 + Penalty 3011.007722 = -1119313.708272 nChanged 268 SP:Iteration 14Q (3429.040204 sec): 3 clusters Score: Raw -1122439.697625 + Penalty 3011.007722 = -1119428.689902 nChanged 243 SP:Iteration 15Q (3429.106460 sec): 3 clusters Score: Raw -1122534.580567 + Penalty 3011.007722 = -1119523.572845 nChanged 217 SP:Iteration 16Q (3429.159202 sec): 3 clusters Score: Raw -1122614.810496 + Penalty 3011.007722 = -1119603.802774 nChanged 201 SP:Iteration 17Q (3429.224764 sec): 3 clusters Score: Raw -1122691.224938 + Penalty 3011.007722 = -1119680.217216 nChanged 167 SP:Iteration 18Q (3429.280536 sec): 3 clusters Score: Raw -1122758.149642 + Penalty 3011.007722 = -1119747.141920 nChanged 166 SP:Iteration 19Q (3429.338090 sec): 3 clusters Score: Raw -1122817.317278 + Penalty 3011.007722 = -1119806.309556 nChanged 159 SP:Iteration 20F (3429.400733 sec): 3 clusters Score: Raw -1122867.326900 + Penalty 3011.007722 = -1119856.319178 nChanged 134 SP:Iteration 21Q (3429.463351 sec): 3 clusters Score: Raw -1122913.351508 + Penalty 3011.007722 = -1119902.343786 nChanged 128 SP:Iteration 22Q (3429.536837 sec): 3 clusters Score: Raw -1122963.963137 + Penalty 3011.007722 = -1119952.955415 nChanged 119 SP:Iteration 23Q (3429.584434 sec): 3 clusters Score: Raw -1123006.655232 + Penalty 3011.007722 = -1119995.647510 nChanged 103 SP:Iteration 24Q (3429.654569 sec): 3 clusters Score: Raw -1123037.640885 + Penalty 3011.007722 = -1120026.633163 nChanged 96 SP:Iteration 25Q (3429.715637 sec): 3 clusters Score: Raw -1123065.090951 + Penalty 3011.007722 = -1120054.083228 nChanged 82 SP:Iteration 26Q (3429.772441 sec): 3 clusters Score: Raw -1123087.519417 + Penalty 3011.007722 = -1120076.511695 nChanged 70 SP:Iteration 27Q (3429.836950 sec): 3 clusters Score: Raw -1123106.803838 + Penalty 3011.007722 = -1120095.796115 nChanged 66 SP:Iteration 28Q (3429.904214 sec): 3 clusters Score: Raw -1123120.105231 + Penalty 3011.007722 = -1120109.097509 nChanged 55 SP:Iteration 29Q (3429.968862 sec): 3 clusters Score: Raw -1123131.553945 + Penalty 3011.007722 = -1120120.546223 nChanged 51 SP:Iteration 30Q (3430.022317 sec): 3 clusters Score: Raw -1123145.251625 + Penalty 3011.007722 = -1120134.243903 nChanged 64 SP:Iteration 31Q (3430.086366 sec): 3 clusters Score: Raw -1123157.726092 + Penalty 3011.007722 = -1120146.718370 nChanged 52 SP:Iteration 32Q (3430.149686 sec): 3 clusters Score: Raw -1123168.316721 + Penalty 3011.007722 = -1120157.308999 nChanged 44 SP:Iteration 33Q (3430.210554 sec): 3 clusters Score: Raw -1123176.041404 + Penalty 3011.007722 = -1120165.033681 nChanged 33 SP:Iteration 34Q (3430.270941 sec): 3 clusters Score: Raw -1123181.733686 + Penalty 3011.007722 = -1120170.725963 nChanged 27 SP:Iteration 35Q (3430.325978 sec): 3 clusters Score: Raw -1123185.504250 + Penalty 3011.007722 = -1120174.496528 nChanged 16 SP:Iteration 36Q (3430.389862 sec): 3 clusters Score: Raw -1123187.877173 + Penalty 3011.007722 = -1120176.869451 nChanged 22 SP:Iteration 37Q (3430.445863 sec): 3 clusters Score: Raw -1123190.706537 + Penalty 3011.007722 = -1120179.698814 nChanged 22 SP:Iteration 38Q (3430.513126 sec): 3 clusters Score: Raw -1123194.163594 + Penalty 3011.007722 = -1120183.155872 nChanged 19 SP:Iteration 39Q (3430.573493 sec): 3 clusters Score: Raw -1123196.073334 + Penalty 3011.007722 = -1120185.065611 nChanged 10 SP:Iteration 40F (3430.631904 sec): 3 clusters Score: Raw -1123196.729612 + Penalty 3011.007722 = -1120185.721889 nChanged 4 SP:Iteration 41Q (3430.696821 sec): 3 clusters Score: Raw -1123196.951570 + Penalty 3011.007722 = -1120185.943848 nChanged 2 SP:Iteration 42Q (3430.759285 sec): 3 clusters Score: Raw -1123197.067211 + Penalty 3011.007722 = -1120186.059488 nChanged 3 SP:Iteration 43Q (3430.820617 sec): 3 clusters Score: Raw -1123197.260644 + Penalty 3011.007722 = -1120186.252922 nChanged 1 SP:Iteration 44Q (3430.890353 sec): 3 clusters Score: Raw -1123197.339919 + Penalty 3011.007722 = -1120186.332196 nChanged 0 SP:Iteration 45F (3430.948234 sec): 3 clusters Score: Raw -1123197.339919 + Penalty 3011.007722 = -1120186.332196 nChanged 0 Trying to split cluster 7 (10777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3430.985440 sec): 2 clusters Score: Raw -1137064.066526 + Penalty 1508.840046 = -1135555.226480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3431.048012 sec): 3 clusters Score: Raw -1130899.740665 + Penalty 3017.680092 = -1127882.060574 nChanged 4669 SP:Iteration 1F (3431.111465 sec): 3 clusters Score: Raw -1133527.305464 + Penalty 3017.680092 = -1130509.625372 nChanged 699 SP:Iteration 2F (3431.168967 sec): 3 clusters Score: Raw -1133897.516454 + Penalty 3017.680092 = -1130879.836363 nChanged 650 SP:Iteration 3F (3431.234452 sec): 3 clusters Score: Raw -1134284.193858 + Penalty 3017.680092 = -1131266.513767 nChanged 653 SP:Iteration 4F (3431.295879 sec): 3 clusters Score: Raw -1134744.634962 + Penalty 3017.680092 = -1131726.954871 nChanged 673 SP:Iteration 5F (3431.350818 sec): 3 clusters Score: Raw -1135360.479064 + Penalty 3017.680092 = -1132342.798973 nChanged 735 SP:Iteration 6F (3431.416180 sec): 3 clusters Score: Raw -1136139.735226 + Penalty 3017.680092 = -1133122.055135 nChanged 755 SP:Iteration 7F (3431.473957 sec): 3 clusters Score: Raw -1136959.761753 + Penalty 3017.680092 = -1133942.081662 nChanged 594 SP:Iteration 8F (3431.535193 sec): 3 clusters Score: Raw -1137460.871572 + Penalty 3017.680092 = -1134443.191480 nChanged 424 SP:Iteration 9Q (3431.597643 sec): 3 clusters Score: Raw -1137747.135064 + Penalty 3017.680092 = -1134729.454973 nChanged 298 SP:Iteration 10Q (3431.658536 sec): 3 clusters Score: Raw -1137927.519281 + Penalty 3017.680092 = -1134909.839190 nChanged 232 SP:Iteration 11Q (3431.713469 sec): 3 clusters Score: Raw -1138061.615522 + Penalty 3017.680092 = -1135043.935430 nChanged 202 SP:Iteration 12Q (3431.781325 sec): 3 clusters Score: Raw -1138197.522888 + Penalty 3017.680092 = -1135179.842797 nChanged 210 SP:Iteration 13Q (3431.829588 sec): 3 clusters Score: Raw -1138320.551635 + Penalty 3017.680092 = -1135302.871543 nChanged 160 SP:Iteration 14Q (3431.893280 sec): 3 clusters Score: Raw -1138403.073325 + Penalty 3017.680092 = -1135385.393233 nChanged 126 SP:Iteration 15Q (3431.952513 sec): 3 clusters Score: Raw -1138463.011231 + Penalty 3017.680092 = -1135445.331139 nChanged 101 SP:Iteration 16Q (3432.014136 sec): 3 clusters Score: Raw -1138502.282309 + Penalty 3017.680092 = -1135484.602217 nChanged 91 SP:Iteration 17Q (3432.063570 sec): 3 clusters Score: Raw -1138532.275257 + Penalty 3017.680092 = -1135514.595165 nChanged 64 SP:Iteration 18Q (3432.124791 sec): 3 clusters Score: Raw -1138550.289732 + Penalty 3017.680092 = -1135532.609640 nChanged 46 SP:Iteration 19Q (3432.181726 sec): 3 clusters Score: Raw -1138560.207323 + Penalty 3017.680092 = -1135542.527231 nChanged 28 SP:Iteration 20F (3432.239563 sec): 3 clusters Score: Raw -1138565.317411 + Penalty 3017.680092 = -1135547.637319 nChanged 23 SP:Iteration 21Q (3432.304603 sec): 3 clusters Score: Raw -1138568.405888 + Penalty 3017.680092 = -1135550.725796 nChanged 17 SP:Iteration 22Q (3432.358456 sec): 3 clusters Score: Raw -1138571.394763 + Penalty 3017.680092 = -1135553.714671 nChanged 15 SP:Iteration 23Q (3432.413198 sec): 3 clusters Score: Raw -1138573.918585 + Penalty 3017.680092 = -1135556.238493 nChanged 11 SP:Iteration 24Q (3432.479993 sec): 3 clusters Score: Raw -1138575.672345 + Penalty 3017.680092 = -1135557.992253 nChanged 10 SP:Iteration 25Q (3432.527114 sec): 3 clusters Score: Raw -1138577.291156 + Penalty 3017.680092 = -1135559.611065 nChanged 14 SP:Iteration 26Q (3432.586424 sec): 3 clusters Score: Raw -1138579.077373 + Penalty 3017.680092 = -1135561.397282 nChanged 9 SP:Iteration 27Q (3432.646815 sec): 3 clusters Score: Raw -1138580.144924 + Penalty 3017.680092 = -1135562.464833 nChanged 9 SP:Iteration 28Q (3432.709405 sec): 3 clusters Score: Raw -1138580.970277 + Penalty 3017.680092 = -1135563.290186 nChanged 5 SP:Iteration 29Q (3432.776931 sec): 3 clusters Score: Raw -1138581.248730 + Penalty 3017.680092 = -1135563.568638 nChanged 2 SP:Iteration 30Q (3432.820657 sec): 3 clusters Score: Raw -1138581.378289 + Penalty 3017.680092 = -1135563.698198 nChanged 1 SP:Iteration 31Q (3432.879144 sec): 3 clusters Score: Raw -1138581.449870 + Penalty 3017.680092 = -1135563.769778 nChanged 0 SP:Iteration 32F (3432.942240 sec): 3 clusters Score: Raw -1138581.449870 + Penalty 3017.680092 = -1135563.769778 nChanged 0 Score: Raw -50089270.252478 + Penalty 97976.798046 = -49991293.454432 Splitting cluster 7 changes total score from -49991905.095375 to -49991293.454432 So it's not getting split. Trying to split cluster 8 (24910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3447.454602 sec): 2 clusters Score: Raw -2579293.153901 + Penalty 1644.991499 = -2577648.162402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3447.541096 sec): 3 clusters Score: Raw -2563950.870070 + Penalty 3289.982998 = -2560660.887073 nChanged 11477 SP:Iteration 1F (3447.614446 sec): 3 clusters Score: Raw -2570535.918721 + Penalty 3289.982998 = -2567245.935723 nChanged 1410 SP:Iteration 2F (3447.696750 sec): 3 clusters Score: Raw -2571197.150164 + Penalty 3289.982998 = -2567907.167166 nChanged 1514 SP:Iteration 3F (3447.777012 sec): 3 clusters Score: Raw -2572052.583129 + Penalty 3289.982998 = -2568762.600131 nChanged 1669 SP:Iteration 4F (3447.867079 sec): 3 clusters Score: Raw -2573077.853997 + Penalty 3289.982998 = -2569787.870999 nChanged 1708 SP:Iteration 5F (3447.945624 sec): 3 clusters Score: Raw -2574216.871024 + Penalty 3289.982998 = -2570926.888026 nChanged 1602 SP:Iteration 6F (3448.036032 sec): 3 clusters Score: Raw -2575295.730856 + Penalty 3289.982998 = -2572005.747858 nChanged 1428 SP:Iteration 7F (3448.115926 sec): 3 clusters Score: Raw -2576218.893873 + Penalty 3289.982998 = -2572928.910875 nChanged 1139 SP:Iteration 8Q (3448.208918 sec): 3 clusters Score: Raw -2576929.322908 + Penalty 3289.982998 = -2573639.339911 nChanged 913 SP:Iteration 9Q (3448.293350 sec): 3 clusters Score: Raw -2577519.979121 + Penalty 3289.982998 = -2574229.996123 nChanged 728 SP:Iteration 10Q (3448.366927 sec): 3 clusters Score: Raw -2578023.198546 + Penalty 3289.982998 = -2574733.215548 nChanged 546 SP:Iteration 11Q (3448.454455 sec): 3 clusters Score: Raw -2578367.401618 + Penalty 3289.982998 = -2575077.418620 nChanged 426 SP:Iteration 12Q (3448.537448 sec): 3 clusters Score: Raw -2578617.644567 + Penalty 3289.982998 = -2575327.661569 nChanged 362 SP:Iteration 13Q (3448.613903 sec): 3 clusters Score: Raw -2578817.872645 + Penalty 3289.982998 = -2575527.889647 nChanged 302 SP:Iteration 14Q (3448.706896 sec): 3 clusters Score: Raw -2578975.282269 + Penalty 3289.982998 = -2575685.299271 nChanged 289 SP:Iteration 15Q (3448.786904 sec): 3 clusters Score: Raw -2579161.944912 + Penalty 3289.982998 = -2575871.961914 nChanged 275 SP:Iteration 16Q (3448.874627 sec): 3 clusters Score: Raw -2579359.395284 + Penalty 3289.982998 = -2576069.412287 nChanged 250 SP:Iteration 17Q (3448.955565 sec): 3 clusters Score: Raw -2579504.253772 + Penalty 3289.982998 = -2576214.270774 nChanged 183 SP:Iteration 18Q (3449.035308 sec): 3 clusters Score: Raw -2579591.591898 + Penalty 3289.982998 = -2576301.608901 nChanged 147 SP:Iteration 19Q (3449.125301 sec): 3 clusters Score: Raw -2579651.660219 + Penalty 3289.982998 = -2576361.677221 nChanged 128 SP:Iteration 20F (3449.208971 sec): 3 clusters Score: Raw -2579698.267833 + Penalty 3289.982998 = -2576408.284836 nChanged 115 SP:Iteration 21Q (3449.282504 sec): 3 clusters Score: Raw -2579736.385858 + Penalty 3289.982998 = -2576446.402860 nChanged 82 SP:Iteration 22Q (3449.366008 sec): 3 clusters Score: Raw -2579758.505686 + Penalty 3289.982998 = -2576468.522688 nChanged 76 SP:Iteration 23Q (3449.450245 sec): 3 clusters Score: Raw -2579777.629542 + Penalty 3289.982998 = -2576487.646544 nChanged 61 SP:Iteration 24Q (3449.526525 sec): 3 clusters Score: Raw -2579790.352076 + Penalty 3289.982998 = -2576500.369078 nChanged 45 SP:Iteration 25Q (3449.595816 sec): 3 clusters Score: Raw -2579799.587431 + Penalty 3289.982998 = -2576509.604434 nChanged 38 SP:Iteration 26Q (3449.688710 sec): 3 clusters Score: Raw -2579807.737443 + Penalty 3289.982998 = -2576517.754446 nChanged 35 SP:Iteration 27Q (3449.761494 sec): 3 clusters Score: Raw -2579814.159032 + Penalty 3289.982998 = -2576524.176034 nChanged 30 SP:Iteration 28Q (3449.833863 sec): 3 clusters Score: Raw -2579820.137965 + Penalty 3289.982998 = -2576530.154967 nChanged 29 SP:Iteration 29Q (3449.923157 sec): 3 clusters Score: Raw -2579824.833648 + Penalty 3289.982998 = -2576534.850650 nChanged 23 SP:Iteration 30Q (3449.988624 sec): 3 clusters Score: Raw -2579829.232113 + Penalty 3289.982998 = -2576539.249115 nChanged 22 SP:Iteration 31Q (3450.068499 sec): 3 clusters Score: Raw -2579834.055822 + Penalty 3289.982998 = -2576544.072824 nChanged 20 SP:Iteration 32Q (3450.145321 sec): 3 clusters Score: Raw -2579837.423335 + Penalty 3289.982998 = -2576547.440337 nChanged 20 SP:Iteration 33Q (3450.226061 sec): 3 clusters Score: Raw -2579841.032672 + Penalty 3289.982998 = -2576551.049675 nChanged 18 SP:Iteration 34Q (3450.297570 sec): 3 clusters Score: Raw -2579844.358885 + Penalty 3289.982998 = -2576554.375887 nChanged 23 SP:Iteration 35Q (3450.376836 sec): 3 clusters Score: Raw -2579848.195315 + Penalty 3289.982998 = -2576558.212317 nChanged 14 SP:Iteration 36Q (3450.468068 sec): 3 clusters Score: Raw -2579849.980833 + Penalty 3289.982998 = -2576559.997835 nChanged 6 SP:Iteration 37Q (3450.540908 sec): 3 clusters Score: Raw -2579850.882747 + Penalty 3289.982998 = -2576560.899749 nChanged 5 SP:Iteration 38Q (3450.619767 sec): 3 clusters Score: Raw -2579851.649278 + Penalty 3289.982998 = -2576561.666280 nChanged 8 SP:Iteration 39Q (3450.696639 sec): 3 clusters Score: Raw -2579852.623240 + Penalty 3289.982998 = -2576562.640242 nChanged 7 SP:Iteration 40F (3450.779581 sec): 3 clusters Score: Raw -2579853.423245 + Penalty 3289.982998 = -2576563.440247 nChanged 5 SP:Iteration 41Q (3450.863788 sec): 3 clusters Score: Raw -2579854.052299 + Penalty 3289.982998 = -2576564.069301 nChanged 10 SP:Iteration 42Q (3450.945368 sec): 3 clusters Score: Raw -2579855.591592 + Penalty 3289.982998 = -2576565.608595 nChanged 6 SP:Iteration 43Q (3451.023038 sec): 3 clusters Score: Raw -2579856.771836 + Penalty 3289.982998 = -2576566.788839 nChanged 6 SP:Iteration 44Q (3451.099360 sec): 3 clusters Score: Raw -2579857.481073 + Penalty 3289.982998 = -2576567.498075 nChanged 8 SP:Iteration 45Q (3451.179734 sec): 3 clusters Score: Raw -2579858.405888 + Penalty 3289.982998 = -2576568.422890 nChanged 4 SP:Iteration 46Q (3451.257960 sec): 3 clusters Score: Raw -2579858.907855 + Penalty 3289.982998 = -2576568.924857 nChanged 1 SP:Iteration 47Q (3451.346048 sec): 3 clusters Score: Raw -2579859.139172 + Penalty 3289.982998 = -2576569.156174 nChanged 1 SP:Iteration 48Q (3451.425047 sec): 3 clusters Score: Raw -2579859.236448 + Penalty 3289.982998 = -2576569.253450 nChanged 1 SP:Iteration 49Q (3451.493988 sec): 3 clusters Score: Raw -2579859.295427 + Penalty 3289.982998 = -2576569.312429 nChanged 1 SP:Iteration 50Q (3451.576357 sec): 3 clusters Score: Raw -2579859.403628 + Penalty 3289.982998 = -2576569.420630 nChanged 1 SP:Iteration 51Q (3451.649001 sec): 3 clusters Score: Raw -2579859.500763 + Penalty 3289.982998 = -2576569.517765 nChanged 3 SP:Iteration 52Q (3451.728881 sec): 3 clusters Score: Raw -2579860.134608 + Penalty 3289.982998 = -2576570.151610 nChanged 6 SP:Iteration 53Q (3451.809019 sec): 3 clusters Score: Raw -2579862.142114 + Penalty 3289.982998 = -2576572.159117 nChanged 11 SP:Iteration 54Q (3451.882431 sec): 3 clusters Score: Raw -2579865.124002 + Penalty 3289.982998 = -2576575.141005 nChanged 16 SP:Iteration 55Q (3451.969334 sec): 3 clusters Score: Raw -2579868.275292 + Penalty 3289.982998 = -2576578.292294 nChanged 16 SP:Iteration 56Q (3452.041826 sec): 3 clusters Score: Raw -2579870.761375 + Penalty 3289.982998 = -2576580.778378 nChanged 12 SP:Iteration 57Q (3452.119699 sec): 3 clusters Score: Raw -2579873.086442 + Penalty 3289.982998 = -2576583.103445 nChanged 15 SP:Iteration 58Q (3452.208803 sec): 3 clusters Score: Raw -2579876.129070 + Penalty 3289.982998 = -2576586.146072 nChanged 20 SP:Iteration 59Q (3452.272730 sec): 3 clusters Score: Raw -2579882.224415 + Penalty 3289.982998 = -2576592.241417 nChanged 22 SP:Iteration 60F (3452.359657 sec): 3 clusters Score: Raw -2579885.877036 + Penalty 3289.982998 = -2576595.894038 nChanged 17 SP:Iteration 61Q (3452.433214 sec): 3 clusters Score: Raw -2579888.664141 + Penalty 3289.982998 = -2576598.681143 nChanged 19 SP:Iteration 62Q (3452.515219 sec): 3 clusters Score: Raw -2579891.898958 + Penalty 3289.982998 = -2576601.915960 nChanged 16 SP:Iteration 63Q (3452.595373 sec): 3 clusters Score: Raw -2579894.683085 + Penalty 3289.982998 = -2576604.700087 nChanged 19 SP:Iteration 64Q (3452.662454 sec): 3 clusters Score: Raw -2579898.539609 + Penalty 3289.982998 = -2576608.556612 nChanged 18 SP:Iteration 65Q (3452.739952 sec): 3 clusters Score: Raw -2579901.871772 + Penalty 3289.982998 = -2576611.888774 nChanged 6 SP:Iteration 66Q (3452.826986 sec): 3 clusters Score: Raw -2579903.286265 + Penalty 3289.982998 = -2576613.303267 nChanged 7 SP:Iteration 67Q (3452.909730 sec): 3 clusters Score: Raw -2579905.079450 + Penalty 3289.982998 = -2576615.096452 nChanged 8 SP:Iteration 68Q (3452.971174 sec): 3 clusters Score: Raw -2579906.294903 + Penalty 3289.982998 = -2576616.311905 nChanged 8 SP:Iteration 69Q (3453.056504 sec): 3 clusters Score: Raw -2579907.354400 + Penalty 3289.982998 = -2576617.371402 nChanged 9 SP:Iteration 70Q (3453.124311 sec): 3 clusters Score: Raw -2579908.772589 + Penalty 3289.982998 = -2576618.789591 nChanged 7 SP:Iteration 71Q (3453.208804 sec): 3 clusters Score: Raw -2579909.585287 + Penalty 3289.982998 = -2576619.602290 nChanged 2 SP:Iteration 72Q (3453.280815 sec): 3 clusters Score: Raw -2579909.786009 + Penalty 3289.982998 = -2576619.803011 nChanged 4 SP:Iteration 73Q (3453.362920 sec): 3 clusters Score: Raw -2579910.234137 + Penalty 3289.982998 = -2576620.251139 nChanged 3 SP:Iteration 74Q (3453.429425 sec): 3 clusters Score: Raw -2579910.545762 + Penalty 3289.982998 = -2576620.562765 nChanged 2 SP:Iteration 75Q (3453.504840 sec): 3 clusters Score: Raw -2579910.745556 + Penalty 3289.982998 = -2576620.762558 nChanged 2 SP:Iteration 76Q (3453.582270 sec): 3 clusters Score: Raw -2579911.370833 + Penalty 3289.982998 = -2576621.387835 nChanged 7 SP:Iteration 77Q (3453.663182 sec): 3 clusters Score: Raw -2579912.389769 + Penalty 3289.982998 = -2576622.406772 nChanged 2 SP:Iteration 78Q (3453.742547 sec): 3 clusters Score: Raw -2579912.766495 + Penalty 3289.982998 = -2576622.783498 nChanged 2 SP:Iteration 79Q (3453.820374 sec): 3 clusters Score: Raw -2579912.966635 + Penalty 3289.982998 = -2576622.983638 nChanged 0 SP:Iteration 80F (3453.905173 sec): 3 clusters Score: Raw -2579912.966635 + Penalty 3289.982998 = -2576622.983638 nChanged 0 Trying to split cluster 9 (12808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3453.934731 sec): 2 clusters Score: Raw -1290334.075053 + Penalty 1536.896604 = -1288797.178449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3453.999137 sec): 3 clusters Score: Raw -1282792.261556 + Penalty 3073.793208 = -1279718.468348 nChanged 5676 SP:Iteration 1F (3454.066133 sec): 3 clusters Score: Raw -1285970.629640 + Penalty 3073.793208 = -1282896.836433 nChanged 803 SP:Iteration 2F (3454.139731 sec): 3 clusters Score: Raw -1286345.329431 + Penalty 3073.793208 = -1283271.536223 nChanged 725 SP:Iteration 3F (3454.206423 sec): 3 clusters Score: Raw -1286708.223035 + Penalty 3073.793208 = -1283634.429827 nChanged 676 SP:Iteration 4F (3454.261678 sec): 3 clusters Score: Raw -1287073.167494 + Penalty 3073.793208 = -1283999.374286 nChanged 674 SP:Iteration 5F (3454.330370 sec): 3 clusters Score: Raw -1287424.970496 + Penalty 3073.793208 = -1284351.177288 nChanged 624 SP:Iteration 6Q (3454.389960 sec): 3 clusters Score: Raw -1287796.543676 + Penalty 3073.793208 = -1284722.750468 nChanged 637 SP:Iteration 7Q (3454.458943 sec): 3 clusters Score: Raw -1288213.946924 + Penalty 3073.793208 = -1285140.153716 nChanged 618 SP:Iteration 8Q (3454.526103 sec): 3 clusters Score: Raw -1288616.643119 + Penalty 3073.793208 = -1285542.849911 nChanged 563 SP:Iteration 9Q (3454.583350 sec): 3 clusters Score: Raw -1288986.168708 + Penalty 3073.793208 = -1285912.375500 nChanged 527 SP:Iteration 10Q (3454.649090 sec): 3 clusters Score: Raw -1289363.834975 + Penalty 3073.793208 = -1286290.041768 nChanged 493 SP:Iteration 11Q (3454.714007 sec): 3 clusters Score: Raw -1289643.172753 + Penalty 3073.793208 = -1286569.379545 nChanged 363 SP:Iteration 12Q (3454.782096 sec): 3 clusters Score: Raw -1289804.394703 + Penalty 3073.793208 = -1286730.601495 nChanged 263 SP:Iteration 13Q (3454.850532 sec): 3 clusters Score: Raw -1289891.651329 + Penalty 3073.793208 = -1286817.858121 nChanged 159 SP:Iteration 14Q (3454.901721 sec): 3 clusters Score: Raw -1289935.494995 + Penalty 3073.793208 = -1286861.701788 nChanged 133 SP:Iteration 15Q (3454.975899 sec): 3 clusters Score: Raw -1289969.543769 + Penalty 3073.793208 = -1286895.750561 nChanged 114 SP:Iteration 16Q (3455.029907 sec): 3 clusters Score: Raw -1290000.523842 + Penalty 3073.793208 = -1286926.730634 nChanged 120 SP:Iteration 17Q (3455.097175 sec): 3 clusters Score: Raw -1290027.859506 + Penalty 3073.793208 = -1286954.066298 nChanged 89 SP:Iteration 18Q (3455.158562 sec): 3 clusters Score: Raw -1290044.061810 + Penalty 3073.793208 = -1286970.268602 nChanged 70 SP:Iteration 19Q (3455.211453 sec): 3 clusters Score: Raw -1290056.970864 + Penalty 3073.793208 = -1286983.177656 nChanged 63 SP:Iteration 20F (3455.274933 sec): 3 clusters Score: Raw -1290066.297816 + Penalty 3073.793208 = -1286992.504609 nChanged 60 SP:Iteration 21Q (3455.349810 sec): 3 clusters Score: Raw -1290077.393933 + Penalty 3073.793208 = -1287003.600725 nChanged 47 SP:Iteration 22Q (3455.417318 sec): 3 clusters Score: Raw -1290085.397924 + Penalty 3073.793208 = -1287011.604716 nChanged 50 SP:Iteration 23Q (3455.468699 sec): 3 clusters Score: Raw -1290093.613109 + Penalty 3073.793208 = -1287019.819901 nChanged 45 SP:Iteration 24Q (3455.539265 sec): 3 clusters Score: Raw -1290099.721035 + Penalty 3073.793208 = -1287025.927827 nChanged 40 SP:Iteration 25Q (3455.604759 sec): 3 clusters Score: Raw -1290105.514223 + Penalty 3073.793208 = -1287031.721016 nChanged 36 SP:Iteration 26Q (3455.659684 sec): 3 clusters Score: Raw -1290109.830329 + Penalty 3073.793208 = -1287036.037121 nChanged 26 SP:Iteration 27Q (3455.728016 sec): 3 clusters Score: Raw -1290113.228934 + Penalty 3073.793208 = -1287039.435726 nChanged 26 SP:Iteration 28Q (3455.789282 sec): 3 clusters Score: Raw -1290116.404196 + Penalty 3073.793208 = -1287042.610988 nChanged 20 SP:Iteration 29Q (3455.851221 sec): 3 clusters Score: Raw -1290118.754216 + Penalty 3073.793208 = -1287044.961008 nChanged 25 SP:Iteration 30Q (3455.924568 sec): 3 clusters Score: Raw -1290121.684079 + Penalty 3073.793208 = -1287047.890871 nChanged 23 SP:Iteration 31Q (3455.983049 sec): 3 clusters Score: Raw -1290125.158882 + Penalty 3073.793208 = -1287051.365675 nChanged 32 SP:Iteration 32Q (3456.058985 sec): 3 clusters Score: Raw -1290129.646644 + Penalty 3073.793208 = -1287055.853437 nChanged 25 SP:Iteration 33Q (3456.122166 sec): 3 clusters Score: Raw -1290134.106064 + Penalty 3073.793208 = -1287060.312856 nChanged 25 SP:Iteration 34Q (3456.191129 sec): 3 clusters Score: Raw -1290137.079102 + Penalty 3073.793208 = -1287063.285894 nChanged 16 SP:Iteration 35Q (3456.250862 sec): 3 clusters Score: Raw -1290139.188721 + Penalty 3073.793208 = -1287065.395513 nChanged 22 SP:Iteration 36Q (3456.308964 sec): 3 clusters Score: Raw -1290142.127476 + Penalty 3073.793208 = -1287068.334268 nChanged 24 SP:Iteration 37Q (3456.379930 sec): 3 clusters Score: Raw -1290145.511668 + Penalty 3073.793208 = -1287071.718460 nChanged 24 SP:Iteration 38Q (3456.441468 sec): 3 clusters Score: Raw -1290148.411891 + Penalty 3073.793208 = -1287074.618684 nChanged 25 SP:Iteration 39Q (3456.510366 sec): 3 clusters Score: Raw -1290152.485975 + Penalty 3073.793208 = -1287078.692767 nChanged 28 SP:Iteration 40F (3456.567757 sec): 3 clusters Score: Raw -1290156.452355 + Penalty 3073.793208 = -1287082.659147 nChanged 19 SP:Iteration 41Q (3456.623152 sec): 3 clusters Score: Raw -1290159.060695 + Penalty 3073.793208 = -1287085.267487 nChanged 23 SP:Iteration 42Q (3456.688495 sec): 3 clusters Score: Raw -1290162.321598 + Penalty 3073.793208 = -1287088.528390 nChanged 27 SP:Iteration 43Q (3456.753822 sec): 3 clusters Score: Raw -1290166.531143 + Penalty 3073.793208 = -1287092.737936 nChanged 31 SP:Iteration 44Q (3456.817390 sec): 3 clusters Score: Raw -1290171.317005 + Penalty 3073.793208 = -1287097.523798 nChanged 33 SP:Iteration 45Q (3456.883865 sec): 3 clusters Score: Raw -1290177.048640 + Penalty 3073.793208 = -1287103.255433 nChanged 41 SP:Iteration 46Q (3456.949911 sec): 3 clusters Score: Raw -1290183.132503 + Penalty 3073.793208 = -1287109.339296 nChanged 34 SP:Iteration 47Q (3457.005289 sec): 3 clusters Score: Raw -1290187.400532 + Penalty 3073.793208 = -1287113.607324 nChanged 36 SP:Iteration 48Q (3457.072189 sec): 3 clusters Score: Raw -1290191.795201 + Penalty 3073.793208 = -1287118.001993 nChanged 20 SP:Iteration 49Q (3457.136339 sec): 3 clusters Score: Raw -1290194.564633 + Penalty 3073.793208 = -1287120.771425 nChanged 28 SP:Iteration 50Q (3457.195142 sec): 3 clusters Score: Raw -1290199.138874 + Penalty 3073.793208 = -1287125.345667 nChanged 41 SP:Iteration 51Q (3457.260366 sec): 3 clusters Score: Raw -1290205.792260 + Penalty 3073.793208 = -1287131.999052 nChanged 28 SP:Iteration 52Q (3457.321497 sec): 3 clusters Score: Raw -1290211.343295 + Penalty 3073.793208 = -1287137.550087 nChanged 23 SP:Iteration 53Q (3457.390077 sec): 3 clusters Score: Raw -1290215.250679 + Penalty 3073.793208 = -1287141.457471 nChanged 24 SP:Iteration 54Q (3457.447475 sec): 3 clusters Score: Raw -1290218.647738 + Penalty 3073.793208 = -1287144.854530 nChanged 23 SP:Iteration 55Q (3457.516122 sec): 3 clusters Score: Raw -1290221.936633 + Penalty 3073.793208 = -1287148.143425 nChanged 26 SP:Iteration 56Q (3457.580160 sec): 3 clusters Score: Raw -1290225.997473 + Penalty 3073.793208 = -1287152.204266 nChanged 24 SP:Iteration 57Q (3457.637286 sec): 3 clusters Score: Raw -1290228.910144 + Penalty 3073.793208 = -1287155.116937 nChanged 16 SP:Iteration 58Q (3457.706826 sec): 3 clusters Score: Raw -1290230.790442 + Penalty 3073.793208 = -1287156.997234 nChanged 16 SP:Iteration 59Q (3457.774776 sec): 3 clusters Score: Raw -1290232.986090 + Penalty 3073.793208 = -1287159.192882 nChanged 21 SP:Iteration 60F (3457.829518 sec): 3 clusters Score: Raw -1290236.597714 + Penalty 3073.793208 = -1287162.804506 nChanged 19 SP:Iteration 61Q (3457.889173 sec): 3 clusters Score: Raw -1290239.179459 + Penalty 3073.793208 = -1287165.386251 nChanged 15 SP:Iteration 62Q (3457.943812 sec): 3 clusters Score: Raw -1290242.277235 + Penalty 3073.793208 = -1287168.484028 nChanged 19 SP:Iteration 63Q (3458.003658 sec): 3 clusters Score: Raw -1290246.167035 + Penalty 3073.793208 = -1287172.373827 nChanged 22 SP:Iteration 64Q (3458.073938 sec): 3 clusters Score: Raw -1290249.392951 + Penalty 3073.793208 = -1287175.599743 nChanged 16 SP:Iteration 65Q (3458.132515 sec): 3 clusters Score: Raw -1290252.104255 + Penalty 3073.793208 = -1287178.311047 nChanged 23 SP:Iteration 66Q (3458.196683 sec): 3 clusters Score: Raw -1290256.510385 + Penalty 3073.793208 = -1287182.717178 nChanged 24 SP:Iteration 67Q (3458.254853 sec): 3 clusters Score: Raw -1290261.848214 + Penalty 3073.793208 = -1287188.055006 nChanged 27 SP:Iteration 68Q (3458.325057 sec): 3 clusters Score: Raw -1290267.618237 + Penalty 3073.793208 = -1287193.825029 nChanged 38 SP:Iteration 69Q (3458.393516 sec): 3 clusters Score: Raw -1290276.437593 + Penalty 3073.793208 = -1287202.644385 nChanged 45 SP:Iteration 70Q (3458.448017 sec): 3 clusters Score: Raw -1290286.353977 + Penalty 3073.793208 = -1287212.560770 nChanged 42 SP:Iteration 71Q (3458.518338 sec): 3 clusters Score: Raw -1290295.854837 + Penalty 3073.793208 = -1287222.061629 nChanged 42 SP:Iteration 72Q (3458.581222 sec): 3 clusters Score: Raw -1290303.280781 + Penalty 3073.793208 = -1287229.487573 nChanged 32 SP:Iteration 73Q (3458.650262 sec): 3 clusters Score: Raw -1290307.855171 + Penalty 3073.793208 = -1287234.061964 nChanged 27 SP:Iteration 74Q (3458.702653 sec): 3 clusters Score: Raw -1290311.212482 + Penalty 3073.793208 = -1287237.419274 nChanged 28 SP:Iteration 75Q (3458.764041 sec): 3 clusters Score: Raw -1290315.708339 + Penalty 3073.793208 = -1287241.915131 nChanged 28 SP:Iteration 76Q (3458.821305 sec): 3 clusters Score: Raw -1290320.887570 + Penalty 3073.793208 = -1287247.094362 nChanged 36 SP:Iteration 77Q (3458.886007 sec): 3 clusters Score: Raw -1290330.014630 + Penalty 3073.793208 = -1287256.221422 nChanged 33 SP:Iteration 78Q (3458.955832 sec): 3 clusters Score: Raw -1290338.097160 + Penalty 3073.793208 = -1287264.303952 nChanged 31 SP:Iteration 79Q (3459.018609 sec): 3 clusters Score: Raw -1290342.292536 + Penalty 3073.793208 = -1287268.499329 nChanged 20 SP:Iteration 80F (3459.074239 sec): 3 clusters Score: Raw -1290344.700009 + Penalty 3073.793208 = -1287270.906801 nChanged 14 SP:Iteration 81Q (3459.144145 sec): 3 clusters Score: Raw -1290346.097595 + Penalty 3073.793208 = -1287272.304387 nChanged 6 SP:Iteration 82Q (3459.201463 sec): 3 clusters Score: Raw -1290346.949331 + Penalty 3073.793208 = -1287273.156123 nChanged 10 SP:Iteration 83Q (3459.272926 sec): 3 clusters Score: Raw -1290348.738855 + Penalty 3073.793208 = -1287274.945647 nChanged 19 SP:Iteration 84Q (3459.334785 sec): 3 clusters Score: Raw -1290351.513619 + Penalty 3073.793208 = -1287277.720412 nChanged 17 SP:Iteration 85Q (3459.403829 sec): 3 clusters Score: Raw -1290354.104707 + Penalty 3073.793208 = -1287280.311499 nChanged 19 SP:Iteration 86Q (3459.455423 sec): 3 clusters Score: Raw -1290357.413146 + Penalty 3073.793208 = -1287283.619938 nChanged 23 SP:Iteration 87Q (3459.515199 sec): 3 clusters Score: Raw -1290361.306000 + Penalty 3073.793208 = -1287287.512792 nChanged 22 SP:Iteration 88Q (3459.579930 sec): 3 clusters Score: Raw -1290365.129884 + Penalty 3073.793208 = -1287291.336676 nChanged 33 SP:Iteration 89Q (3459.643931 sec): 3 clusters Score: Raw -1290370.787568 + Penalty 3073.793208 = -1287296.994361 nChanged 35 SP:Iteration 90Q (3459.713470 sec): 3 clusters Score: Raw -1290377.052325 + Penalty 3073.793208 = -1287303.259117 nChanged 39 SP:Iteration 91Q (3459.780534 sec): 3 clusters Score: Raw -1290384.704993 + Penalty 3073.793208 = -1287310.911786 nChanged 30 SP:Iteration 92Q (3459.847340 sec): 3 clusters Score: Raw -1290390.685660 + Penalty 3073.793208 = -1287316.892452 nChanged 28 SP:Iteration 93Q (3459.906540 sec): 3 clusters Score: Raw -1290396.022852 + Penalty 3073.793208 = -1287322.229644 nChanged 28 SP:Iteration 94Q (3459.964501 sec): 3 clusters Score: Raw -1290400.452842 + Penalty 3073.793208 = -1287326.659635 nChanged 19 SP:Iteration 95Q (3460.026961 sec): 3 clusters Score: Raw -1290404.695192 + Penalty 3073.793208 = -1287330.901984 nChanged 17 SP:Iteration 96Q (3460.098550 sec): 3 clusters Score: Raw -1290408.359679 + Penalty 3073.793208 = -1287334.566471 nChanged 22 SP:Iteration 97Q (3460.162241 sec): 3 clusters Score: Raw -1290411.952816 + Penalty 3073.793208 = -1287338.159609 nChanged 21 SP:Iteration 98Q (3460.225231 sec): 3 clusters Score: Raw -1290415.319474 + Penalty 3073.793208 = -1287341.526266 nChanged 23 SP:Iteration 99Q (3460.278648 sec): 3 clusters Score: Raw -1290418.466883 + Penalty 3073.793208 = -1287344.673676 nChanged 21 SP:Iteration 100F (3460.333980 sec): 3 clusters Score: Raw -1290421.634408 + Penalty 3073.793208 = -1287347.841200 nChanged 23 SP:Iteration 101Q (3460.408931 sec): 3 clusters Score: Raw -1290425.186877 + Penalty 3073.793208 = -1287351.393669 nChanged 19 SP:Iteration 102Q (3460.467754 sec): 3 clusters Score: Raw -1290427.300211 + Penalty 3073.793208 = -1287353.507003 nChanged 13 SP:Iteration 103Q (3460.536299 sec): 3 clusters Score: Raw -1290428.856041 + Penalty 3073.793208 = -1287355.062833 nChanged 10 SP:Iteration 104Q (3460.597726 sec): 3 clusters Score: Raw -1290430.464202 + Penalty 3073.793208 = -1287356.670994 nChanged 12 SP:Iteration 105Q (3460.667176 sec): 3 clusters Score: Raw -1290432.136437 + Penalty 3073.793208 = -1287358.343229 nChanged 15 SP:Iteration 106Q (3460.732316 sec): 3 clusters Score: Raw -1290434.475054 + Penalty 3073.793208 = -1287360.681846 nChanged 11 SP:Iteration 107Q (3460.786731 sec): 3 clusters Score: Raw -1290435.799134 + Penalty 3073.793208 = -1287362.005926 nChanged 11 SP:Iteration 108Q (3460.861013 sec): 3 clusters Score: Raw -1290437.288514 + Penalty 3073.793208 = -1287363.495306 nChanged 16 SP:Iteration 109Q (3460.912505 sec): 3 clusters Score: Raw -1290439.592020 + Penalty 3073.793208 = -1287365.798812 nChanged 18 SP:Iteration 110Q (3460.981378 sec): 3 clusters Score: Raw -1290442.072305 + Penalty 3073.793208 = -1287368.279097 nChanged 16 SP:Iteration 111Q (3461.046369 sec): 3 clusters Score: Raw -1290444.711304 + Penalty 3073.793208 = -1287370.918096 nChanged 9 SP:Iteration 112Q (3461.103633 sec): 3 clusters Score: Raw -1290446.153841 + Penalty 3073.793208 = -1287372.360634 nChanged 14 SP:Iteration 113Q (3461.162031 sec): 3 clusters Score: Raw -1290448.637841 + Penalty 3073.793208 = -1287374.844633 nChanged 17 SP:Iteration 114Q (3461.223379 sec): 3 clusters Score: Raw -1290451.599973 + Penalty 3073.793208 = -1287377.806765 nChanged 19 SP:Iteration 115Q (3461.288155 sec): 3 clusters Score: Raw -1290454.673123 + Penalty 3073.793208 = -1287380.879915 nChanged 23 SP:Iteration 116Q (3461.348919 sec): 3 clusters Score: Raw -1290459.131029 + Penalty 3073.793208 = -1287385.337821 nChanged 24 SP:Iteration 117Q (3461.407795 sec): 3 clusters Score: Raw -1290463.887007 + Penalty 3073.793208 = -1287390.093799 nChanged 23 SP:Iteration 118Q (3461.474633 sec): 3 clusters Score: Raw -1290468.108461 + Penalty 3073.793208 = -1287394.315253 nChanged 20 SP:Iteration 119Q (3461.533962 sec): 3 clusters Score: Raw -1290471.497666 + Penalty 3073.793208 = -1287397.704459 nChanged 7 SP:Iteration 120F (3461.598604 sec): 3 clusters Score: Raw -1290472.872870 + Penalty 3073.793208 = -1287399.079662 nChanged 7 SP:Iteration 121Q (3461.658922 sec): 3 clusters Score: Raw -1290474.378092 + Penalty 3073.793208 = -1287400.584884 nChanged 11 SP:Iteration 122Q (3461.722000 sec): 3 clusters Score: Raw -1290476.975537 + Penalty 3073.793208 = -1287403.182329 nChanged 15 SP:Iteration 123Q (3461.790872 sec): 3 clusters Score: Raw -1290480.641118 + Penalty 3073.793208 = -1287406.847910 nChanged 19 SP:Iteration 124Q (3461.850410 sec): 3 clusters Score: Raw -1290484.014549 + Penalty 3073.793208 = -1287410.221341 nChanged 22 SP:Iteration 125Q (3461.918205 sec): 3 clusters Score: Raw -1290489.261134 + Penalty 3073.793208 = -1287415.467927 nChanged 23 SP:Iteration 126Q (3461.980799 sec): 3 clusters Score: Raw -1290494.625620 + Penalty 3073.793208 = -1287420.832412 nChanged 19 SP:Iteration 127Q (3462.045458 sec): 3 clusters Score: Raw -1290500.444400 + Penalty 3073.793208 = -1287426.651192 nChanged 29 SP:Iteration 128Q (3462.106049 sec): 3 clusters Score: Raw -1290508.888859 + Penalty 3073.793208 = -1287435.095652 nChanged 25 SP:Iteration 129Q (3462.180156 sec): 3 clusters Score: Raw -1290514.808633 + Penalty 3073.793208 = -1287441.015426 nChanged 27 SP:Iteration 130Q (3462.245021 sec): 3 clusters Score: Raw -1290521.178754 + Penalty 3073.793208 = -1287447.385546 nChanged 25 SP:Iteration 131Q (3462.294312 sec): 3 clusters Score: Raw -1290525.727059 + Penalty 3073.793208 = -1287451.933851 nChanged 25 SP:Iteration 132Q (3462.363393 sec): 3 clusters Score: Raw -1290531.171144 + Penalty 3073.793208 = -1287457.377936 nChanged 24 SP:Iteration 133Q (3462.426024 sec): 3 clusters Score: Raw -1290537.548808 + Penalty 3073.793208 = -1287463.755600 nChanged 25 SP:Iteration 134Q (3462.482478 sec): 3 clusters Score: Raw -1290543.575561 + Penalty 3073.793208 = -1287469.782354 nChanged 15 SP:Iteration 135Q (3462.539743 sec): 3 clusters Score: Raw -1290547.571559 + Penalty 3073.793208 = -1287473.778352 nChanged 15 SP:Iteration 136Q (3462.605954 sec): 3 clusters Score: Raw -1290551.507128 + Penalty 3073.793208 = -1287477.713920 nChanged 21 SP:Iteration 137Q (3462.667906 sec): 3 clusters Score: Raw -1290555.362140 + Penalty 3073.793208 = -1287481.568933 nChanged 24 SP:Iteration 138Q (3462.733386 sec): 3 clusters Score: Raw -1290562.136766 + Penalty 3073.793208 = -1287488.343559 nChanged 22 SP:Iteration 139Q (3462.786156 sec): 3 clusters Score: Raw -1290567.355687 + Penalty 3073.793208 = -1287493.562480 nChanged 19 SP:Iteration 140F (3462.855404 sec): 3 clusters Score: Raw -1290570.841787 + Penalty 3073.793208 = -1287497.048579 nChanged 11 SP:Iteration 141Q (3462.913000 sec): 3 clusters Score: Raw -1290573.154350 + Penalty 3073.793208 = -1287499.361142 nChanged 8 SP:Iteration 142Q (3462.983568 sec): 3 clusters Score: Raw -1290574.584093 + Penalty 3073.793208 = -1287500.790885 nChanged 10 SP:Iteration 143Q (3463.045691 sec): 3 clusters Score: Raw -1290577.029713 + Penalty 3073.793208 = -1287503.236505 nChanged 9 SP:Iteration 144Q (3463.112115 sec): 3 clusters Score: Raw -1290579.000656 + Penalty 3073.793208 = -1287505.207448 nChanged 11 SP:Iteration 145Q (3463.160818 sec): 3 clusters Score: Raw -1290581.092513 + Penalty 3073.793208 = -1287507.299305 nChanged 12 SP:Iteration 146Q (3463.225398 sec): 3 clusters Score: Raw -1290584.144267 + Penalty 3073.793208 = -1287510.351059 nChanged 11 SP:Iteration 147Q (3463.287040 sec): 3 clusters Score: Raw -1290586.092866 + Penalty 3073.793208 = -1287512.299659 nChanged 4 SP:Iteration 148Q (3463.347271 sec): 3 clusters Score: Raw -1290587.081139 + Penalty 3073.793208 = -1287513.287932 nChanged 9 SP:Iteration 149Q (3463.417589 sec): 3 clusters Score: Raw -1290588.602130 + Penalty 3073.793208 = -1287514.808922 nChanged 8 SP:Iteration 150Q (3463.487753 sec): 3 clusters Score: Raw -1290590.163875 + Penalty 3073.793208 = -1287516.370667 nChanged 8 SP:Iteration 151Q (3463.540186 sec): 3 clusters Score: Raw -1290591.559526 + Penalty 3073.793208 = -1287517.766318 nChanged 10 SP:Iteration 152Q (3463.604339 sec): 3 clusters Score: Raw -1290594.155723 + Penalty 3073.793208 = -1287520.362515 nChanged 13 SP:Iteration 153Q (3463.668575 sec): 3 clusters Score: Raw -1290596.172954 + Penalty 3073.793208 = -1287522.379746 nChanged 12 SP:Iteration 154Q (3463.732851 sec): 3 clusters Score: Raw -1290599.085949 + Penalty 3073.793208 = -1287525.292741 nChanged 12 SP:Iteration 155Q (3463.783288 sec): 3 clusters Score: Raw -1290601.380609 + Penalty 3073.793208 = -1287527.587402 nChanged 10 SP:Iteration 156Q (3463.848696 sec): 3 clusters Score: Raw -1290603.957063 + Penalty 3073.793208 = -1287530.163855 nChanged 10 SP:Iteration 157Q (3463.909015 sec): 3 clusters Score: Raw -1290605.758891 + Penalty 3073.793208 = -1287531.965684 nChanged 8 SP:Iteration 158Q (3463.971653 sec): 3 clusters Score: Raw -1290607.134752 + Penalty 3073.793208 = -1287533.341544 nChanged 8 SP:Iteration 159Q (3464.032880 sec): 3 clusters Score: Raw -1290608.504629 + Penalty 3073.793208 = -1287534.711421 nChanged 7 SP:Iteration 160F (3464.106571 sec): 3 clusters Score: Raw -1290609.816549 + Penalty 3073.793208 = -1287536.023341 nChanged 5 SP:Iteration 161Q (3464.162313 sec): 3 clusters Score: Raw -1290611.551552 + Penalty 3073.793208 = -1287537.758345 nChanged 9 SP:Iteration 162Q (3464.225730 sec): 3 clusters Score: Raw -1290613.729407 + Penalty 3073.793208 = -1287539.936199 nChanged 5 SP:Iteration 163Q (3464.283884 sec): 3 clusters Score: Raw -1290614.939983 + Penalty 3073.793208 = -1287541.146776 nChanged 4 SP:Iteration 164Q (3464.350597 sec): 3 clusters Score: Raw -1290615.641414 + Penalty 3073.793208 = -1287541.848206 nChanged 1 SP:Iteration 165Q (3464.410443 sec): 3 clusters Score: Raw -1290615.987899 + Penalty 3073.793208 = -1287542.194692 nChanged 2 SP:Iteration 166Q (3464.473373 sec): 3 clusters Score: Raw -1290616.255900 + Penalty 3073.793208 = -1287542.462692 nChanged 1 SP:Iteration 167Q (3464.536655 sec): 3 clusters Score: Raw -1290616.390734 + Penalty 3073.793208 = -1287542.597526 nChanged 0 SP:Iteration 168F (3464.597040 sec): 3 clusters Score: Raw -1290616.390734 + Penalty 3073.793208 = -1287542.597526 nChanged 0 Trying to split cluster 10 (1778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3464.633431 sec): 2 clusters Score: Raw -172668.067465 + Penalty 1216.027218 = -171452.040247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3464.679382 sec): 3 clusters Score: Raw -171885.748555 + Penalty 2432.054435 = -169453.694120 nChanged 604 SP:Iteration 1F (3464.716665 sec): 3 clusters Score: Raw -172243.442361 + Penalty 2432.054435 = -169811.387926 nChanged 140 SP:Iteration 2F (3464.772178 sec): 3 clusters Score: Raw -172346.777800 + Penalty 2432.054435 = -169914.723365 nChanged 95 SP:Iteration 3F (3464.822598 sec): 3 clusters Score: Raw -172416.947568 + Penalty 2432.054435 = -169984.893133 nChanged 68 SP:Iteration 4Q (3464.868638 sec): 3 clusters Score: Raw -172459.822050 + Penalty 2432.054435 = -170027.767614 nChanged 44 SP:Iteration 5Q (3464.912342 sec): 3 clusters Score: Raw -172490.202914 + Penalty 2432.054435 = -170058.148478 nChanged 35 SP:Iteration 6Q (3464.960069 sec): 3 clusters Score: Raw -172512.287900 + Penalty 2432.054435 = -170080.233465 nChanged 23 SP:Iteration 7Q (3465.008716 sec): 3 clusters Score: Raw -172523.738411 + Penalty 2432.054435 = -170091.683975 nChanged 19 SP:Iteration 8Q (3465.053541 sec): 3 clusters Score: Raw -172533.666010 + Penalty 2432.054435 = -170101.611575 nChanged 13 SP:Iteration 9Q (3465.094387 sec): 3 clusters Score: Raw -172541.860656 + Penalty 2432.054435 = -170109.806221 nChanged 9 SP:Iteration 10Q (3465.138705 sec): 3 clusters Score: Raw -172548.323125 + Penalty 2432.054435 = -170116.268690 nChanged 8 SP:Iteration 11Q (3465.189490 sec): 3 clusters Score: Raw -172553.102357 + Penalty 2432.054435 = -170121.047922 nChanged 10 SP:Iteration 12Q (3465.243512 sec): 3 clusters Score: Raw -172558.740913 + Penalty 2432.054435 = -170126.686478 nChanged 10 SP:Iteration 13Q (3465.278671 sec): 3 clusters Score: Raw -172563.385228 + Penalty 2432.054435 = -170131.330793 nChanged 11 SP:Iteration 14Q (3465.332591 sec): 3 clusters Score: Raw -172568.480383 + Penalty 2432.054435 = -170136.425947 nChanged 10 SP:Iteration 15Q (3465.377316 sec): 3 clusters Score: Raw -172574.709091 + Penalty 2432.054435 = -170142.654656 nChanged 13 SP:Iteration 16Q (3465.423919 sec): 3 clusters Score: Raw -172581.787571 + Penalty 2432.054435 = -170149.733136 nChanged 13 SP:Iteration 17Q (3465.465861 sec): 3 clusters Score: Raw -172589.471423 + Penalty 2432.054435 = -170157.416988 nChanged 17 SP:Iteration 18Q (3465.508210 sec): 3 clusters Score: Raw -172597.749949 + Penalty 2432.054435 = -170165.695514 nChanged 18 SP:Iteration 19Q (3465.540063 sec): 3 clusters Score: Raw -172607.506357 + Penalty 2432.054435 = -170175.451921 nChanged 14 SP:Iteration 20F (3465.583289 sec): 3 clusters Score: Raw -172617.284900 + Penalty 2432.054435 = -170185.230465 nChanged 11 SP:Iteration 21Q (3465.621929 sec): 3 clusters Score: Raw -172621.828574 + Penalty 2432.054435 = -170189.774139 nChanged 5 SP:Iteration 22Q (3465.676545 sec): 3 clusters Score: Raw -172623.464072 + Penalty 2432.054435 = -170191.409637 nChanged 6 SP:Iteration 23Q (3465.721372 sec): 3 clusters Score: Raw -172626.947968 + Penalty 2432.054435 = -170194.893533 nChanged 6 SP:Iteration 24Q (3465.766566 sec): 3 clusters Score: Raw -172632.477352 + Penalty 2432.054435 = -170200.422917 nChanged 8 SP:Iteration 25Q (3465.810546 sec): 3 clusters Score: Raw -172637.143705 + Penalty 2432.054435 = -170205.089270 nChanged 4 SP:Iteration 26Q (3465.853298 sec): 3 clusters Score: Raw -172638.794487 + Penalty 2432.054435 = -170206.740051 nChanged 3 SP:Iteration 27Q (3465.892853 sec): 3 clusters Score: Raw -172640.171911 + Penalty 2432.054435 = -170208.117476 nChanged 3 SP:Iteration 28Q (3465.938064 sec): 3 clusters Score: Raw -172641.472596 + Penalty 2432.054435 = -170209.418161 nChanged 3 SP:Iteration 29Q (3465.984016 sec): 3 clusters Score: Raw -172642.212884 + Penalty 2432.054435 = -170210.158449 nChanged 4 SP:Iteration 30Q (3466.040468 sec): 3 clusters Score: Raw -172644.171635 + Penalty 2432.054435 = -170212.117200 nChanged 2 SP:Iteration 31Q (3466.079856 sec): 3 clusters Score: Raw -172645.094301 + Penalty 2432.054435 = -170213.039866 nChanged 2 SP:Iteration 32Q (3466.134611 sec): 3 clusters Score: Raw -172645.899013 + Penalty 2432.054435 = -170213.844577 nChanged 3 SP:Iteration 33Q (3466.183791 sec): 3 clusters Score: Raw -172647.108543 + Penalty 2432.054435 = -170215.054108 nChanged 1 SP:Iteration 34Q (3466.225692 sec): 3 clusters Score: Raw -172648.703979 + Penalty 2432.054435 = -170216.649543 nChanged 1 SP:Iteration 35Q (3466.265955 sec): 3 clusters Score: Raw -172649.545461 + Penalty 2432.054435 = -170217.491026 nChanged 2 SP:Iteration 36Q (3466.316495 sec): 3 clusters Score: Raw -172650.530289 + Penalty 2432.054435 = -170218.475854 nChanged 0 SP:Iteration 37F (3466.366224 sec): 3 clusters Score: Raw -172650.530289 + Penalty 2432.054435 = -170218.475854 nChanged 0 Trying to split cluster 11 (15389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3466.412263 sec): 2 clusters Score: Raw -1685806.984792 + Penalty 1566.728840 = -1684240.255951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3466.468057 sec): 3 clusters Score: Raw -1676679.823638 + Penalty 3133.457680 = -1673546.365957 nChanged 6854 SP:Iteration 1F (3466.538788 sec): 3 clusters Score: Raw -1680371.128348 + Penalty 3133.457680 = -1677237.670667 nChanged 788 SP:Iteration 2F (3466.612409 sec): 3 clusters Score: Raw -1680668.546034 + Penalty 3133.457680 = -1677535.088354 nChanged 698 SP:Iteration 3Q (3466.681506 sec): 3 clusters Score: Raw -1680945.102424 + Penalty 3133.457680 = -1677811.644744 nChanged 654 SP:Iteration 4Q (3466.759939 sec): 3 clusters Score: Raw -1681206.331514 + Penalty 3133.457680 = -1678072.873834 nChanged 656 SP:Iteration 5Q (3466.822663 sec): 3 clusters Score: Raw -1681520.711092 + Penalty 3133.457680 = -1678387.253411 nChanged 693 SP:Iteration 6Q (3466.894132 sec): 3 clusters Score: Raw -1681890.427598 + Penalty 3133.457680 = -1678756.969918 nChanged 725 SP:Iteration 7Q (3466.971144 sec): 3 clusters Score: Raw -1682357.930687 + Penalty 3133.457680 = -1679224.473007 nChanged 783 SP:Iteration 8F (3467.034694 sec): 3 clusters Score: Raw -1682908.501955 + Penalty 3133.457680 = -1679775.044274 nChanged 813 SP:Iteration 9F (3467.108710 sec): 3 clusters Score: Raw -1683481.232003 + Penalty 3133.457680 = -1680347.774323 nChanged 719 SP:Iteration 10Q (3467.187601 sec): 3 clusters Score: Raw -1684012.215993 + Penalty 3133.457680 = -1680878.758313 nChanged 596 SP:Iteration 11Q (3467.251483 sec): 3 clusters Score: Raw -1684403.590389 + Penalty 3133.457680 = -1681270.132708 nChanged 512 SP:Iteration 12Q (3467.320417 sec): 3 clusters Score: Raw -1684724.239117 + Penalty 3133.457680 = -1681590.781436 nChanged 403 SP:Iteration 13Q (3467.389510 sec): 3 clusters Score: Raw -1684944.620634 + Penalty 3133.457680 = -1681811.162954 nChanged 332 SP:Iteration 14Q (3467.467077 sec): 3 clusters Score: Raw -1685139.108541 + Penalty 3133.457680 = -1682005.650861 nChanged 271 SP:Iteration 15Q (3467.533030 sec): 3 clusters Score: Raw -1685287.675186 + Penalty 3133.457680 = -1682154.217506 nChanged 225 SP:Iteration 16Q (3467.594249 sec): 3 clusters Score: Raw -1685393.823931 + Penalty 3133.457680 = -1682260.366250 nChanged 188 SP:Iteration 17Q (3467.671308 sec): 3 clusters Score: Raw -1685471.285304 + Penalty 3133.457680 = -1682337.827624 nChanged 144 SP:Iteration 18Q (3467.739094 sec): 3 clusters Score: Raw -1685536.820316 + Penalty 3133.457680 = -1682403.362635 nChanged 132 SP:Iteration 19Q (3467.794668 sec): 3 clusters Score: Raw -1685600.457217 + Penalty 3133.457680 = -1682466.999536 nChanged 134 SP:Iteration 20F (3467.865921 sec): 3 clusters Score: Raw -1685673.070937 + Penalty 3133.457680 = -1682539.613256 nChanged 139 SP:Iteration 21Q (3467.935411 sec): 3 clusters Score: Raw -1685741.973141 + Penalty 3133.457680 = -1682608.515461 nChanged 99 SP:Iteration 22Q (3468.001081 sec): 3 clusters Score: Raw -1685791.557007 + Penalty 3133.457680 = -1682658.099326 nChanged 87 SP:Iteration 23Q (3468.064429 sec): 3 clusters Score: Raw -1685843.647384 + Penalty 3133.457680 = -1682710.189704 nChanged 83 SP:Iteration 24Q (3468.137176 sec): 3 clusters Score: Raw -1685890.415743 + Penalty 3133.457680 = -1682756.958062 nChanged 59 SP:Iteration 25Q (3468.206961 sec): 3 clusters Score: Raw -1685921.370033 + Penalty 3133.457680 = -1682787.912353 nChanged 52 SP:Iteration 26Q (3468.262173 sec): 3 clusters Score: Raw -1685951.873459 + Penalty 3133.457680 = -1682818.415779 nChanged 41 SP:Iteration 27Q (3468.331499 sec): 3 clusters Score: Raw -1685977.632783 + Penalty 3133.457680 = -1682844.175102 nChanged 41 SP:Iteration 28Q (3468.398878 sec): 3 clusters Score: Raw -1685998.726320 + Penalty 3133.457680 = -1682865.268640 nChanged 31 SP:Iteration 29Q (3468.457005 sec): 3 clusters Score: Raw -1686014.237702 + Penalty 3133.457680 = -1682880.780021 nChanged 25 SP:Iteration 30Q (3468.516177 sec): 3 clusters Score: Raw -1686027.891125 + Penalty 3133.457680 = -1682894.433445 nChanged 22 SP:Iteration 31Q (3468.583681 sec): 3 clusters Score: Raw -1686038.009312 + Penalty 3133.457680 = -1682904.551631 nChanged 12 SP:Iteration 32Q (3468.644316 sec): 3 clusters Score: Raw -1686043.238081 + Penalty 3133.457680 = -1682909.780400 nChanged 5 SP:Iteration 33Q (3468.717326 sec): 3 clusters Score: Raw -1686044.513670 + Penalty 3133.457680 = -1682911.055989 nChanged 5 SP:Iteration 34Q (3468.771483 sec): 3 clusters Score: Raw -1686046.202554 + Penalty 3133.457680 = -1682912.744874 nChanged 4 SP:Iteration 35Q (3468.840685 sec): 3 clusters Score: Raw -1686048.180663 + Penalty 3133.457680 = -1682914.722983 nChanged 3 SP:Iteration 36Q (3468.897989 sec): 3 clusters Score: Raw -1686049.973746 + Penalty 3133.457680 = -1682916.516065 nChanged 3 SP:Iteration 37Q (3468.968360 sec): 3 clusters Score: Raw -1686051.198095 + Penalty 3133.457680 = -1682917.740415 nChanged 7 SP:Iteration 38Q (3469.019148 sec): 3 clusters Score: Raw -1686054.932050 + Penalty 3133.457680 = -1682921.474370 nChanged 5 SP:Iteration 39Q (3469.083540 sec): 3 clusters Score: Raw -1686058.161007 + Penalty 3133.457680 = -1682924.703327 nChanged 7 SP:Iteration 40F (3469.152426 sec): 3 clusters Score: Raw -1686062.346827 + Penalty 3133.457680 = -1682928.889146 nChanged 8 SP:Iteration 41Q (3469.219865 sec): 3 clusters Score: Raw -1686064.947446 + Penalty 3133.457680 = -1682931.489766 nChanged 4 SP:Iteration 42Q (3469.283337 sec): 3 clusters Score: Raw -1686066.264442 + Penalty 3133.457680 = -1682932.806761 nChanged 1 SP:Iteration 43Q (3469.343089 sec): 3 clusters Score: Raw -1686067.095506 + Penalty 3133.457680 = -1682933.637825 nChanged 0 SP:Iteration 44F (3469.414470 sec): 3 clusters Score: Raw -1686067.095506 + Penalty 3133.457680 = -1682933.637825 nChanged 0 Trying to split cluster 12 (404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3469.439221 sec): 2 clusters Score: Raw -31368.003422 + Penalty 975.229918 = -30392.773504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3469.482771 sec): 3 clusters Score: Raw -31460.658018 + Penalty 1950.459835 = -29510.198183 nChanged 124 SP:Iteration 1F (3469.519756 sec): 3 clusters Score: Raw -31803.769822 + Penalty 1950.459835 = -29853.309987 nChanged 57 SP:Iteration 2F (3469.569949 sec): 3 clusters Score: Raw -31979.643961 + Penalty 1950.459835 = -30029.184126 nChanged 13 SP:Iteration 3Q (3469.609435 sec): 3 clusters Score: Raw -32055.101066 + Penalty 1950.459835 = -30104.641230 nChanged 7 SP:Iteration 4Q (3469.655059 sec): 3 clusters Score: Raw -32075.607105 + Penalty 1950.459835 = -30125.147270 nChanged 3 SP:Iteration 5Q (3469.689837 sec): 3 clusters Score: Raw -32083.760810 + Penalty 1950.459835 = -30133.300974 nChanged 2 SP:Iteration 6Q (3469.733604 sec): 3 clusters Score: Raw -32088.958593 + Penalty 1950.459835 = -30138.498758 nChanged 2 SP:Iteration 7Q (3469.785712 sec): 3 clusters Score: Raw -32097.003736 + Penalty 1950.459835 = -30146.543901 nChanged 4 SP:Iteration 8Q (3469.826265 sec): 3 clusters Score: Raw -32110.511088 + Penalty 1950.459835 = -30160.051252 nChanged 0 SP:Iteration 9F (3469.859542 sec): 3 clusters Score: Raw -32110.511088 + Penalty 1950.459835 = -30160.051252 nChanged 0 Trying to split cluster 13 (1907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3469.880544 sec): 2 clusters Score: Raw -185784.689830 + Penalty 1227.409073 = -184557.280757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3469.923516 sec): 3 clusters Score: Raw -184969.200273 + Penalty 2454.818147 = -182514.382126 nChanged 643 SP:Iteration 1F (3469.971494 sec): 3 clusters Score: Raw -185369.854269 + Penalty 2454.818147 = -182915.036122 nChanged 133 SP:Iteration 2F (3470.015033 sec): 3 clusters Score: Raw -185449.362620 + Penalty 2454.818147 = -182994.544473 nChanged 82 SP:Iteration 3Q (3470.052191 sec): 3 clusters Score: Raw -185511.810529 + Penalty 2454.818147 = -183056.992382 nChanged 60 SP:Iteration 4Q (3470.100176 sec): 3 clusters Score: Raw -185552.873573 + Penalty 2454.818147 = -183098.055426 nChanged 49 SP:Iteration 5Q (3470.142746 sec): 3 clusters Score: Raw -185580.649845 + Penalty 2454.818147 = -183125.831699 nChanged 36 SP:Iteration 6Q (3470.200250 sec): 3 clusters Score: Raw -185602.955823 + Penalty 2454.818147 = -183148.137676 nChanged 34 SP:Iteration 7Q (3470.236865 sec): 3 clusters Score: Raw -185622.085135 + Penalty 2454.818147 = -183167.266988 nChanged 35 SP:Iteration 8Q (3470.295464 sec): 3 clusters Score: Raw -185646.990574 + Penalty 2454.818147 = -183192.172427 nChanged 30 SP:Iteration 9Q (3470.333584 sec): 3 clusters Score: Raw -185661.889857 + Penalty 2454.818147 = -183207.071710 nChanged 23 SP:Iteration 10Q (3470.390070 sec): 3 clusters Score: Raw -185673.805247 + Penalty 2454.818147 = -183218.987100 nChanged 23 SP:Iteration 11Q (3470.424702 sec): 3 clusters Score: Raw -185690.831501 + Penalty 2454.818147 = -183236.013354 nChanged 20 SP:Iteration 12Q (3470.466636 sec): 3 clusters Score: Raw -185702.024404 + Penalty 2454.818147 = -183247.206257 nChanged 22 SP:Iteration 13Q (3470.519306 sec): 3 clusters Score: Raw -185715.278483 + Penalty 2454.818147 = -183260.460336 nChanged 18 SP:Iteration 14Q (3470.565375 sec): 3 clusters Score: Raw -185725.602432 + Penalty 2454.818147 = -183270.784285 nChanged 22 SP:Iteration 15Q (3470.601320 sec): 3 clusters Score: Raw -185738.409683 + Penalty 2454.818147 = -183283.591536 nChanged 17 SP:Iteration 16Q (3470.646128 sec): 3 clusters Score: Raw -185748.070743 + Penalty 2454.818147 = -183293.252596 nChanged 15 SP:Iteration 17Q (3470.692247 sec): 3 clusters Score: Raw -185755.928642 + Penalty 2454.818147 = -183301.110495 nChanged 15 SP:Iteration 18Q (3470.752093 sec): 3 clusters Score: Raw -185763.754201 + Penalty 2454.818147 = -183308.936055 nChanged 9 SP:Iteration 19Q (3470.793315 sec): 3 clusters Score: Raw -185767.623099 + Penalty 2454.818147 = -183312.804952 nChanged 7 SP:Iteration 20F (3470.837606 sec): 3 clusters Score: Raw -185770.959597 + Penalty 2454.818147 = -183316.141450 nChanged 4 SP:Iteration 21Q (3470.876332 sec): 3 clusters Score: Raw -185773.049893 + Penalty 2454.818147 = -183318.231746 nChanged 7 SP:Iteration 22Q (3470.915611 sec): 3 clusters Score: Raw -185778.096589 + Penalty 2454.818147 = -183323.278443 nChanged 7 SP:Iteration 23Q (3470.964016 sec): 3 clusters Score: Raw -185781.880490 + Penalty 2454.818147 = -183327.062343 nChanged 9 SP:Iteration 24Q (3471.013952 sec): 3 clusters Score: Raw -185786.135524 + Penalty 2454.818147 = -183331.317377 nChanged 7 SP:Iteration 25Q (3471.057581 sec): 3 clusters Score: Raw -185788.458673 + Penalty 2454.818147 = -183333.640526 nChanged 4 SP:Iteration 26Q (3471.115674 sec): 3 clusters Score: Raw -185790.316137 + Penalty 2454.818147 = -183335.497990 nChanged 0 SP:Iteration 27F (3471.153844 sec): 3 clusters Score: Raw -185790.316137 + Penalty 2454.818147 = -183335.497990 nChanged 0 Trying to split cluster 14 (2091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3471.187869 sec): 2 clusters Score: Raw -185308.016075 + Penalty 1242.377126 = -184065.638949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3471.223079 sec): 3 clusters Score: Raw -184444.954867 + Penalty 2484.754252 = -181960.200615 nChanged 760 SP:Iteration 1F (3471.267606 sec): 3 clusters Score: Raw -184951.373403 + Penalty 2484.754252 = -182466.619151 nChanged 188 SP:Iteration 2F (3471.313944 sec): 3 clusters Score: Raw -185099.269701 + Penalty 2484.754252 = -182614.515448 nChanged 132 SP:Iteration 3F (3471.367937 sec): 3 clusters Score: Raw -185199.582713 + Penalty 2484.754252 = -182714.828460 nChanged 88 SP:Iteration 4Q (3471.410609 sec): 3 clusters Score: Raw -185261.154583 + Penalty 2484.754252 = -182776.400330 nChanged 56 SP:Iteration 5Q (3471.463563 sec): 3 clusters Score: Raw -185298.764170 + Penalty 2484.754252 = -182814.009918 nChanged 43 SP:Iteration 6Q (3471.510131 sec): 3 clusters Score: Raw -185326.976273 + Penalty 2484.754252 = -182842.222021 nChanged 36 SP:Iteration 7Q (3471.561071 sec): 3 clusters Score: Raw -185354.370758 + Penalty 2484.754252 = -182869.616506 nChanged 40 SP:Iteration 8Q (3471.604616 sec): 3 clusters Score: Raw -185383.000934 + Penalty 2484.754252 = -182898.246682 nChanged 31 SP:Iteration 9Q (3471.656167 sec): 3 clusters Score: Raw -185404.360091 + Penalty 2484.754252 = -182919.605839 nChanged 29 SP:Iteration 10Q (3471.700955 sec): 3 clusters Score: Raw -185420.822924 + Penalty 2484.754252 = -182936.068672 nChanged 23 SP:Iteration 11Q (3471.743767 sec): 3 clusters Score: Raw -185436.009196 + Penalty 2484.754252 = -182951.254944 nChanged 30 SP:Iteration 12Q (3471.779979 sec): 3 clusters Score: Raw -185456.761026 + Penalty 2484.754252 = -182972.006773 nChanged 30 SP:Iteration 13Q (3471.840846 sec): 3 clusters Score: Raw -185476.860988 + Penalty 2484.754252 = -182992.106736 nChanged 19 SP:Iteration 14Q (3471.889381 sec): 3 clusters Score: Raw -185490.025991 + Penalty 2484.754252 = -183005.271739 nChanged 21 SP:Iteration 15Q (3471.931194 sec): 3 clusters Score: Raw -185509.350944 + Penalty 2484.754252 = -183024.596691 nChanged 25 SP:Iteration 16Q (3471.964291 sec): 3 clusters Score: Raw -185527.968380 + Penalty 2484.754252 = -183043.214128 nChanged 25 SP:Iteration 17Q (3472.004600 sec): 3 clusters Score: Raw -185546.445969 + Penalty 2484.754252 = -183061.691716 nChanged 20 SP:Iteration 18Q (3472.043984 sec): 3 clusters Score: Raw -185568.093944 + Penalty 2484.754252 = -183083.339691 nChanged 30 SP:Iteration 19Q (3472.102973 sec): 3 clusters Score: Raw -185599.807516 + Penalty 2484.754252 = -183115.053264 nChanged 27 SP:Iteration 20F (3472.145792 sec): 3 clusters Score: Raw -185635.370618 + Penalty 2484.754252 = -183150.616365 nChanged 40 SP:Iteration 21Q (3472.185776 sec): 3 clusters Score: Raw -185681.151771 + Penalty 2484.754252 = -183196.397519 nChanged 44 SP:Iteration 22Q (3472.227213 sec): 3 clusters Score: Raw -185722.723791 + Penalty 2484.754252 = -183237.969538 nChanged 41 SP:Iteration 23Q (3472.280975 sec): 3 clusters Score: Raw -185758.969711 + Penalty 2484.754252 = -183274.215458 nChanged 37 SP:Iteration 24Q (3472.328271 sec): 3 clusters Score: Raw -185799.081628 + Penalty 2484.754252 = -183314.327376 nChanged 36 SP:Iteration 25Q (3472.363162 sec): 3 clusters Score: Raw -185839.459095 + Penalty 2484.754252 = -183354.704843 nChanged 36 SP:Iteration 26Q (3472.411526 sec): 3 clusters Score: Raw -185885.041294 + Penalty 2484.754252 = -183400.287042 nChanged 44 SP:Iteration 27Q (3472.450318 sec): 3 clusters Score: Raw -185926.187996 + Penalty 2484.754252 = -183441.433744 nChanged 41 SP:Iteration 28Q (3472.496075 sec): 3 clusters Score: Raw -185966.708096 + Penalty 2484.754252 = -183481.953843 nChanged 36 SP:Iteration 29Q (3472.542489 sec): 3 clusters Score: Raw -185993.132519 + Penalty 2484.754252 = -183508.378267 nChanged 36 SP:Iteration 30Q (3472.588823 sec): 3 clusters Score: Raw -186024.061747 + Penalty 2484.754252 = -183539.307494 nChanged 34 SP:Iteration 31Q (3472.632862 sec): 3 clusters Score: Raw -186055.584388 + Penalty 2484.754252 = -183570.830135 nChanged 26 SP:Iteration 32Q (3472.681038 sec): 3 clusters Score: Raw -186079.812593 + Penalty 2484.754252 = -183595.058340 nChanged 32 SP:Iteration 33Q (3472.724259 sec): 3 clusters Score: Raw -186106.597132 + Penalty 2484.754252 = -183621.842880 nChanged 26 SP:Iteration 34Q (3472.775347 sec): 3 clusters Score: Raw -186120.170647 + Penalty 2484.754252 = -183635.416395 nChanged 12 SP:Iteration 35Q (3472.817109 sec): 3 clusters Score: Raw -186126.989831 + Penalty 2484.754252 = -183642.235578 nChanged 9 SP:Iteration 36Q (3472.869607 sec): 3 clusters Score: Raw -186131.142399 + Penalty 2484.754252 = -183646.388147 nChanged 6 SP:Iteration 37Q (3472.915062 sec): 3 clusters Score: Raw -186132.900246 + Penalty 2484.754252 = -183648.145993 nChanged 2 SP:Iteration 38Q (3472.956620 sec): 3 clusters Score: Raw -186133.967079 + Penalty 2484.754252 = -183649.212827 nChanged 1 SP:Iteration 39Q (3473.011863 sec): 3 clusters Score: Raw -186134.387275 + Penalty 2484.754252 = -183649.633023 nChanged 1 SP:Iteration 40F (3473.055821 sec): 3 clusters Score: Raw -186134.985645 + Penalty 2484.754252 = -183650.231393 nChanged 1 SP:Iteration 41Q (3473.098020 sec): 3 clusters Score: Raw -186135.159603 + Penalty 2484.754252 = -183650.405350 nChanged 0 SP:Iteration 42F (3473.144492 sec): 3 clusters Score: Raw -186135.159603 + Penalty 2484.754252 = -183650.405350 nChanged 0 Trying to split cluster 15 (9346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3473.190141 sec): 2 clusters Score: Raw -986089.520637 + Penalty 1485.689355 = -984603.831282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3473.237844 sec): 3 clusters Score: Raw -980789.912924 + Penalty 2971.378710 = -977818.534214 nChanged 4043 SP:Iteration 1F (3473.297067 sec): 3 clusters Score: Raw -982892.677366 + Penalty 2971.378710 = -979921.298656 nChanged 516 SP:Iteration 2F (3473.351821 sec): 3 clusters Score: Raw -983096.616277 + Penalty 2971.378710 = -980125.237567 nChanged 417 SP:Iteration 3Q (3473.411237 sec): 3 clusters Score: Raw -983239.247153 + Penalty 2971.378710 = -980267.868443 nChanged 347 SP:Iteration 4Q (3473.480263 sec): 3 clusters Score: Raw -983369.298933 + Penalty 2971.378710 = -980397.920223 nChanged 341 SP:Iteration 5Q (3473.530037 sec): 3 clusters Score: Raw -983495.120497 + Penalty 2971.378710 = -980523.741787 nChanged 328 SP:Iteration 6Q (3473.586772 sec): 3 clusters Score: Raw -983620.923272 + Penalty 2971.378710 = -980649.544562 nChanged 306 SP:Iteration 7Q (3473.652964 sec): 3 clusters Score: Raw -983745.447992 + Penalty 2971.378710 = -980774.069282 nChanged 301 SP:Iteration 8Q (3473.718062 sec): 3 clusters Score: Raw -983869.976545 + Penalty 2971.378710 = -980898.597834 nChanged 300 SP:Iteration 9Q (3473.765640 sec): 3 clusters Score: Raw -984014.524130 + Penalty 2971.378710 = -981043.145420 nChanged 317 SP:Iteration 10Q (3473.835406 sec): 3 clusters Score: Raw -984176.800711 + Penalty 2971.378710 = -981205.422001 nChanged 308 SP:Iteration 11Q (3473.883660 sec): 3 clusters Score: Raw -984344.441678 + Penalty 2971.378710 = -981373.062968 nChanged 288 SP:Iteration 12Q (3473.948786 sec): 3 clusters Score: Raw -984500.760164 + Penalty 2971.378710 = -981529.381454 nChanged 292 SP:Iteration 13Q (3473.999851 sec): 3 clusters Score: Raw -984646.420394 + Penalty 2971.378710 = -981675.041684 nChanged 279 SP:Iteration 14Q (3474.058972 sec): 3 clusters Score: Raw -984796.917039 + Penalty 2971.378710 = -981825.538329 nChanged 280 SP:Iteration 15Q (3474.120224 sec): 3 clusters Score: Raw -984951.125808 + Penalty 2971.378710 = -981979.747098 nChanged 263 SP:Iteration 16Q (3474.177730 sec): 3 clusters Score: Raw -985098.520395 + Penalty 2971.378710 = -982127.141685 nChanged 254 SP:Iteration 17Q (3474.246484 sec): 3 clusters Score: Raw -985245.525930 + Penalty 2971.378710 = -982274.147219 nChanged 249 SP:Iteration 18Q (3474.300672 sec): 3 clusters Score: Raw -985395.019687 + Penalty 2971.378710 = -982423.640977 nChanged 243 SP:Iteration 19Q (3474.355127 sec): 3 clusters Score: Raw -985540.567804 + Penalty 2971.378710 = -982569.189094 nChanged 221 SP:Iteration 20F (3474.407702 sec): 3 clusters Score: Raw -985654.317931 + Penalty 2971.378710 = -982682.939221 nChanged 181 SP:Iteration 21Q (3474.466896 sec): 3 clusters Score: Raw -985752.365720 + Penalty 2971.378710 = -982780.987010 nChanged 158 SP:Iteration 22Q (3474.532571 sec): 3 clusters Score: Raw -985829.138914 + Penalty 2971.378710 = -982857.760204 nChanged 158 SP:Iteration 23Q (3474.588909 sec): 3 clusters Score: Raw -985900.078756 + Penalty 2971.378710 = -982928.700046 nChanged 148 SP:Iteration 24Q (3474.646162 sec): 3 clusters Score: Raw -985959.995892 + Penalty 2971.378710 = -982988.617182 nChanged 135 SP:Iteration 25Q (3474.693637 sec): 3 clusters Score: Raw -986006.602266 + Penalty 2971.378710 = -983035.223556 nChanged 116 SP:Iteration 26Q (3474.753244 sec): 3 clusters Score: Raw -986043.594631 + Penalty 2971.378710 = -983072.215920 nChanged 98 SP:Iteration 27Q (3474.812087 sec): 3 clusters Score: Raw -986072.153076 + Penalty 2971.378710 = -983100.774366 nChanged 78 SP:Iteration 28Q (3474.862481 sec): 3 clusters Score: Raw -986094.245071 + Penalty 2971.378710 = -983122.866361 nChanged 75 SP:Iteration 29Q (3474.920649 sec): 3 clusters Score: Raw -986116.448897 + Penalty 2971.378710 = -983145.070187 nChanged 72 SP:Iteration 30Q (3474.979084 sec): 3 clusters Score: Raw -986139.750152 + Penalty 2971.378710 = -983168.371442 nChanged 64 SP:Iteration 31Q (3475.046117 sec): 3 clusters Score: Raw -986157.181287 + Penalty 2971.378710 = -983185.802577 nChanged 50 SP:Iteration 32Q (3475.089831 sec): 3 clusters Score: Raw -986170.667778 + Penalty 2971.378710 = -983199.289068 nChanged 49 SP:Iteration 33Q (3475.159473 sec): 3 clusters Score: Raw -986182.641720 + Penalty 2971.378710 = -983211.263010 nChanged 35 SP:Iteration 34Q (3475.211609 sec): 3 clusters Score: Raw -986190.882499 + Penalty 2971.378710 = -983219.503789 nChanged 24 SP:Iteration 35Q (3475.264019 sec): 3 clusters Score: Raw -986195.924803 + Penalty 2971.378710 = -983224.546093 nChanged 27 SP:Iteration 36Q (3475.327333 sec): 3 clusters Score: Raw -986202.351965 + Penalty 2971.378710 = -983230.973255 nChanged 35 SP:Iteration 37Q (3475.387576 sec): 3 clusters Score: Raw -986210.111402 + Penalty 2971.378710 = -983238.732692 nChanged 30 SP:Iteration 38Q (3475.435297 sec): 3 clusters Score: Raw -986216.500309 + Penalty 2971.378710 = -983245.121599 nChanged 29 SP:Iteration 39Q (3475.491979 sec): 3 clusters Score: Raw -986225.059792 + Penalty 2971.378710 = -983253.681082 nChanged 27 SP:Iteration 40F (3475.549080 sec): 3 clusters Score: Raw -986231.993720 + Penalty 2971.378710 = -983260.615010 nChanged 33 SP:Iteration 41Q (3475.611804 sec): 3 clusters Score: Raw -986240.505583 + Penalty 2971.378710 = -983269.126873 nChanged 23 SP:Iteration 42Q (3475.672273 sec): 3 clusters Score: Raw -986246.354370 + Penalty 2971.378710 = -983274.975660 nChanged 27 SP:Iteration 43Q (3475.724685 sec): 3 clusters Score: Raw -986251.685360 + Penalty 2971.378710 = -983280.306650 nChanged 22 SP:Iteration 44Q (3475.789887 sec): 3 clusters Score: Raw -986256.628904 + Penalty 2971.378710 = -983285.250194 nChanged 23 SP:Iteration 45Q (3475.845961 sec): 3 clusters Score: Raw -986262.200442 + Penalty 2971.378710 = -983290.821731 nChanged 13 SP:Iteration 46Q (3475.891476 sec): 3 clusters Score: Raw -986264.902519 + Penalty 2971.378710 = -983293.523809 nChanged 9 SP:Iteration 47Q (3475.949169 sec): 3 clusters Score: Raw -986266.955002 + Penalty 2971.378710 = -983295.576292 nChanged 8 SP:Iteration 48Q (3476.005309 sec): 3 clusters Score: Raw -986269.143796 + Penalty 2971.378710 = -983297.765086 nChanged 10 SP:Iteration 49Q (3476.077588 sec): 3 clusters Score: Raw -986271.557716 + Penalty 2971.378710 = -983300.179006 nChanged 10 SP:Iteration 50Q (3476.123706 sec): 3 clusters Score: Raw -986273.248320 + Penalty 2971.378710 = -983301.869610 nChanged 11 SP:Iteration 51Q (3476.189591 sec): 3 clusters Score: Raw -986275.116251 + Penalty 2971.378710 = -983303.737541 nChanged 13 SP:Iteration 52Q (3476.237137 sec): 3 clusters Score: Raw -986277.733216 + Penalty 2971.378710 = -983306.354506 nChanged 11 SP:Iteration 53Q (3476.296267 sec): 3 clusters Score: Raw -986280.052373 + Penalty 2971.378710 = -983308.673663 nChanged 11 SP:Iteration 54Q (3476.347298 sec): 3 clusters Score: Raw -986282.028876 + Penalty 2971.378710 = -983310.650166 nChanged 4 SP:Iteration 55Q (3476.407542 sec): 3 clusters Score: Raw -986282.979888 + Penalty 2971.378710 = -983311.601178 nChanged 9 SP:Iteration 56Q (3476.461350 sec): 3 clusters Score: Raw -986284.963876 + Penalty 2971.378710 = -983313.585166 nChanged 11 SP:Iteration 57Q (3476.526384 sec): 3 clusters Score: Raw -986287.306092 + Penalty 2971.378710 = -983315.927382 nChanged 13 SP:Iteration 58Q (3476.572886 sec): 3 clusters Score: Raw -986290.022774 + Penalty 2971.378710 = -983318.644064 nChanged 13 SP:Iteration 59Q (3476.638128 sec): 3 clusters Score: Raw -986292.581569 + Penalty 2971.378710 = -983321.202859 nChanged 11 SP:Iteration 60F (3476.693864 sec): 3 clusters Score: Raw -986295.057528 + Penalty 2971.378710 = -983323.678818 nChanged 9 SP:Iteration 61Q (3476.746928 sec): 3 clusters Score: Raw -986296.773880 + Penalty 2971.378710 = -983325.395170 nChanged 10 SP:Iteration 62Q (3476.814708 sec): 3 clusters Score: Raw -986298.656477 + Penalty 2971.378710 = -983327.277767 nChanged 4 SP:Iteration 63Q (3476.870417 sec): 3 clusters Score: Raw -986299.593782 + Penalty 2971.378710 = -983328.215072 nChanged 9 SP:Iteration 64Q (3476.920288 sec): 3 clusters Score: Raw -986300.991107 + Penalty 2971.378710 = -983329.612397 nChanged 7 SP:Iteration 65Q (3476.979682 sec): 3 clusters Score: Raw -986302.262164 + Penalty 2971.378710 = -983330.883453 nChanged 7 SP:Iteration 66Q (3477.033924 sec): 3 clusters Score: Raw -986303.525862 + Penalty 2971.378710 = -983332.147152 nChanged 6 SP:Iteration 67Q (3477.091226 sec): 3 clusters Score: Raw -986304.631367 + Penalty 2971.378710 = -983333.252657 nChanged 6 SP:Iteration 68Q (3477.153012 sec): 3 clusters Score: Raw -986306.240317 + Penalty 2971.378710 = -983334.861607 nChanged 6 SP:Iteration 69Q (3477.200578 sec): 3 clusters Score: Raw -986307.724373 + Penalty 2971.378710 = -983336.345663 nChanged 9 SP:Iteration 70Q (3477.264429 sec): 3 clusters Score: Raw -986309.846745 + Penalty 2971.378710 = -983338.468035 nChanged 9 SP:Iteration 71Q (3477.314218 sec): 3 clusters Score: Raw -986311.862787 + Penalty 2971.378710 = -983340.484077 nChanged 8 SP:Iteration 72Q (3477.376285 sec): 3 clusters Score: Raw -986313.586918 + Penalty 2971.378710 = -983342.208208 nChanged 6 SP:Iteration 73Q (3477.432102 sec): 3 clusters Score: Raw -986314.445372 + Penalty 2971.378710 = -983343.066662 nChanged 7 SP:Iteration 74Q (3477.478282 sec): 3 clusters Score: Raw -986315.887680 + Penalty 2971.378710 = -983344.508970 nChanged 4 SP:Iteration 75Q (3477.546503 sec): 3 clusters Score: Raw -986316.496372 + Penalty 2971.378710 = -983345.117662 nChanged 3 SP:Iteration 76Q (3477.591815 sec): 3 clusters Score: Raw -986317.227621 + Penalty 2971.378710 = -983345.848911 nChanged 3 SP:Iteration 77Q (3477.649506 sec): 3 clusters Score: Raw -986317.735389 + Penalty 2971.378710 = -983346.356679 nChanged 5 SP:Iteration 78Q (3477.706324 sec): 3 clusters Score: Raw -986318.990987 + Penalty 2971.378710 = -983347.612277 nChanged 3 SP:Iteration 79Q (3477.769051 sec): 3 clusters Score: Raw -986319.479153 + Penalty 2971.378710 = -983348.100443 nChanged 2 SP:Iteration 80F (3477.822508 sec): 3 clusters Score: Raw -986319.626447 + Penalty 2971.378710 = -983348.247737 nChanged 1 SP:Iteration 81Q (3477.882126 sec): 3 clusters Score: Raw -986319.702867 + Penalty 2971.378710 = -983348.324157 nChanged 1 SP:Iteration 82Q (3477.933783 sec): 3 clusters Score: Raw -986319.931872 + Penalty 2971.378710 = -983348.553161 nChanged 1 SP:Iteration 83Q (3477.987764 sec): 3 clusters Score: Raw -986320.070468 + Penalty 2971.378710 = -983348.691758 nChanged 1 SP:Iteration 84Q (3478.049078 sec): 3 clusters Score: Raw -986320.169000 + Penalty 2971.378710 = -983348.790290 nChanged 2 SP:Iteration 85Q (3478.106958 sec): 3 clusters Score: Raw -986320.335431 + Penalty 2971.378710 = -983348.956721 nChanged 2 SP:Iteration 86Q (3478.164207 sec): 3 clusters Score: Raw -986320.681460 + Penalty 2971.378710 = -983349.302750 nChanged 2 SP:Iteration 87Q (3478.226689 sec): 3 clusters Score: Raw -986320.969478 + Penalty 2971.378710 = -983349.590768 nChanged 0 SP:Iteration 88F (3478.278915 sec): 3 clusters Score: Raw -986320.969478 + Penalty 2971.378710 = -983349.590768 nChanged 0 Trying to split cluster 16 (5298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3478.321982 sec): 2 clusters Score: Raw -511047.770604 + Penalty 1393.451259 = -509654.319345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3478.368883 sec): 3 clusters Score: Raw -508225.656909 + Penalty 2786.902518 = -505438.754391 nChanged 2234 SP:Iteration 1F (3478.422017 sec): 3 clusters Score: Raw -509412.830394 + Penalty 2786.902518 = -506625.927876 nChanged 368 SP:Iteration 2F (3478.473613 sec): 3 clusters Score: Raw -509603.853329 + Penalty 2786.902518 = -506816.950811 nChanged 279 SP:Iteration 3F (3478.531183 sec): 3 clusters Score: Raw -509744.210871 + Penalty 2786.902518 = -506957.308354 nChanged 216 SP:Iteration 4Q (3478.581230 sec): 3 clusters Score: Raw -509844.843245 + Penalty 2786.902518 = -507057.940727 nChanged 174 SP:Iteration 5Q (3478.639502 sec): 3 clusters Score: Raw -509933.853428 + Penalty 2786.902518 = -507146.950910 nChanged 190 SP:Iteration 6Q (3478.680251 sec): 3 clusters Score: Raw -510027.822782 + Penalty 2786.902518 = -507240.920265 nChanged 164 SP:Iteration 7Q (3478.746657 sec): 3 clusters Score: Raw -510121.226659 + Penalty 2786.902518 = -507334.324141 nChanged 147 SP:Iteration 8Q (3478.798009 sec): 3 clusters Score: Raw -510215.482699 + Penalty 2786.902518 = -507428.580182 nChanged 168 SP:Iteration 9Q (3478.848765 sec): 3 clusters Score: Raw -510311.710886 + Penalty 2786.902518 = -507524.808368 nChanged 138 SP:Iteration 10Q (3478.891175 sec): 3 clusters Score: Raw -510394.089690 + Penalty 2786.902518 = -507607.187172 nChanged 155 SP:Iteration 11Q (3478.948166 sec): 3 clusters Score: Raw -510500.828776 + Penalty 2786.902518 = -507713.926258 nChanged 142 SP:Iteration 12Q (3479.005806 sec): 3 clusters Score: Raw -510592.089093 + Penalty 2786.902518 = -507805.186576 nChanged 132 SP:Iteration 13Q (3479.057592 sec): 3 clusters Score: Raw -510662.969008 + Penalty 2786.902518 = -507876.066491 nChanged 111 SP:Iteration 14Q (3479.112120 sec): 3 clusters Score: Raw -510724.874307 + Penalty 2786.902518 = -507937.971790 nChanged 114 SP:Iteration 15Q (3479.154405 sec): 3 clusters Score: Raw -510790.538820 + Penalty 2786.902518 = -508003.636302 nChanged 96 SP:Iteration 16Q (3479.202167 sec): 3 clusters Score: Raw -510848.486958 + Penalty 2786.902518 = -508061.584440 nChanged 102 SP:Iteration 17Q (3479.257165 sec): 3 clusters Score: Raw -510906.544411 + Penalty 2786.902518 = -508119.641893 nChanged 79 SP:Iteration 18Q (3479.300310 sec): 3 clusters Score: Raw -510952.803380 + Penalty 2786.902518 = -508165.900862 nChanged 62 SP:Iteration 19Q (3479.358049 sec): 3 clusters Score: Raw -510994.268607 + Penalty 2786.902518 = -508207.366089 nChanged 70 SP:Iteration 20F (3479.399972 sec): 3 clusters Score: Raw -511035.770405 + Penalty 2786.902518 = -508248.867887 nChanged 46 SP:Iteration 21Q (3479.449191 sec): 3 clusters Score: Raw -511065.466181 + Penalty 2786.902518 = -508278.563664 nChanged 44 SP:Iteration 22Q (3479.506226 sec): 3 clusters Score: Raw -511090.723377 + Penalty 2786.902518 = -508303.820860 nChanged 49 SP:Iteration 23Q (3479.556397 sec): 3 clusters Score: Raw -511119.070184 + Penalty 2786.902518 = -508332.167666 nChanged 43 SP:Iteration 24Q (3479.610233 sec): 3 clusters Score: Raw -511147.759825 + Penalty 2786.902518 = -508360.857307 nChanged 43 SP:Iteration 25Q (3479.652895 sec): 3 clusters Score: Raw -511179.501843 + Penalty 2786.902518 = -508392.599325 nChanged 30 SP:Iteration 26Q (3479.701173 sec): 3 clusters Score: Raw -511200.998640 + Penalty 2786.902518 = -508414.096122 nChanged 31 SP:Iteration 27Q (3479.742172 sec): 3 clusters Score: Raw -511221.224438 + Penalty 2786.902518 = -508434.321920 nChanged 28 SP:Iteration 28Q (3479.802950 sec): 3 clusters Score: Raw -511235.405818 + Penalty 2786.902518 = -508448.503301 nChanged 17 SP:Iteration 29Q (3479.842952 sec): 3 clusters Score: Raw -511245.586742 + Penalty 2786.902518 = -508458.684224 nChanged 12 SP:Iteration 30Q (3479.895787 sec): 3 clusters Score: Raw -511250.818679 + Penalty 2786.902518 = -508463.916162 nChanged 9 SP:Iteration 31Q (3479.943176 sec): 3 clusters Score: Raw -511254.878143 + Penalty 2786.902518 = -508467.975626 nChanged 8 SP:Iteration 32Q (3479.989937 sec): 3 clusters Score: Raw -511259.211934 + Penalty 2786.902518 = -508472.309416 nChanged 8 SP:Iteration 33Q (3480.043321 sec): 3 clusters Score: Raw -511264.012137 + Penalty 2786.902518 = -508477.109619 nChanged 4 SP:Iteration 34Q (3480.097723 sec): 3 clusters Score: Raw -511266.358480 + Penalty 2786.902518 = -508479.455963 nChanged 5 SP:Iteration 35Q (3480.149447 sec): 3 clusters Score: Raw -511269.474507 + Penalty 2786.902518 = -508482.571989 nChanged 6 SP:Iteration 36Q (3480.197560 sec): 3 clusters Score: Raw -511272.252775 + Penalty 2786.902518 = -508485.350258 nChanged 4 SP:Iteration 37Q (3480.263158 sec): 3 clusters Score: Raw -511274.150822 + Penalty 2786.902518 = -508487.248304 nChanged 4 SP:Iteration 38Q (3480.302852 sec): 3 clusters Score: Raw -511277.535107 + Penalty 2786.902518 = -508490.632590 nChanged 3 SP:Iteration 39Q (3480.355196 sec): 3 clusters Score: Raw -511278.568814 + Penalty 2786.902518 = -508491.666296 nChanged 2 SP:Iteration 40F (3480.417130 sec): 3 clusters Score: Raw -511279.241216 + Penalty 2786.902518 = -508492.338699 nChanged 1 SP:Iteration 41Q (3480.455304 sec): 3 clusters Score: Raw -511279.661984 + Penalty 2786.902518 = -508492.759467 nChanged 0 SP:Iteration 42F (3480.509863 sec): 3 clusters Score: Raw -511279.661984 + Penalty 2786.902518 = -508492.759467 nChanged 0 Trying to split cluster 17 (5722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3480.538437 sec): 2 clusters Score: Raw -578858.983186 + Penalty 1405.961972 = -577453.021214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3480.600187 sec): 3 clusters Score: Raw -575798.129840 + Penalty 2811.923944 = -572986.205896 nChanged 2352 SP:Iteration 1F (3480.652260 sec): 3 clusters Score: Raw -577108.748357 + Penalty 2811.923944 = -574296.824413 nChanged 391 SP:Iteration 2F (3480.697947 sec): 3 clusters Score: Raw -577300.842269 + Penalty 2811.923944 = -574488.918325 nChanged 280 SP:Iteration 3Q (3480.756782 sec): 3 clusters Score: Raw -577429.925354 + Penalty 2811.923944 = -574618.001410 nChanged 231 SP:Iteration 4Q (3480.816865 sec): 3 clusters Score: Raw -577551.416500 + Penalty 2811.923944 = -574739.492556 nChanged 208 SP:Iteration 5Q (3480.866415 sec): 3 clusters Score: Raw -577647.470458 + Penalty 2811.923944 = -574835.546514 nChanged 187 SP:Iteration 6Q (3480.922874 sec): 3 clusters Score: Raw -577743.132720 + Penalty 2811.923944 = -574931.208777 nChanged 167 SP:Iteration 7Q (3480.965564 sec): 3 clusters Score: Raw -577857.590303 + Penalty 2811.923944 = -575045.666359 nChanged 205 SP:Iteration 8Q (3481.025557 sec): 3 clusters Score: Raw -577998.560829 + Penalty 2811.923944 = -575186.636885 nChanged 192 SP:Iteration 9Q (3481.071879 sec): 3 clusters Score: Raw -578125.405392 + Penalty 2811.923944 = -575313.481448 nChanged 170 SP:Iteration 10Q (3481.128998 sec): 3 clusters Score: Raw -578243.640622 + Penalty 2811.923944 = -575431.716678 nChanged 148 SP:Iteration 11Q (3481.189961 sec): 3 clusters Score: Raw -578337.190843 + Penalty 2811.923944 = -575525.266899 nChanged 149 SP:Iteration 12Q (3481.224302 sec): 3 clusters Score: Raw -578430.921085 + Penalty 2811.923944 = -575618.997141 nChanged 142 SP:Iteration 13Q (3481.274417 sec): 3 clusters Score: Raw -578527.575146 + Penalty 2811.923944 = -575715.651203 nChanged 138 SP:Iteration 14Q (3481.325821 sec): 3 clusters Score: Raw -578622.407055 + Penalty 2811.923944 = -575810.483111 nChanged 112 SP:Iteration 15Q (3481.370379 sec): 3 clusters Score: Raw -578690.411470 + Penalty 2811.923944 = -575878.487526 nChanged 92 SP:Iteration 16Q (3481.422026 sec): 3 clusters Score: Raw -578745.257619 + Penalty 2811.923944 = -575933.333675 nChanged 69 SP:Iteration 17Q (3481.485581 sec): 3 clusters Score: Raw -578787.559888 + Penalty 2811.923944 = -575975.635944 nChanged 72 SP:Iteration 18Q (3481.536423 sec): 3 clusters Score: Raw -578826.012978 + Penalty 2811.923944 = -576014.089034 nChanged 69 SP:Iteration 19Q (3481.584390 sec): 3 clusters Score: Raw -578859.527735 + Penalty 2811.923944 = -576047.603791 nChanged 42 SP:Iteration 20F (3481.644176 sec): 3 clusters Score: Raw -578883.903273 + Penalty 2811.923944 = -576071.979329 nChanged 39 SP:Iteration 21Q (3481.682664 sec): 3 clusters Score: Raw -578908.867614 + Penalty 2811.923944 = -576096.943670 nChanged 38 SP:Iteration 22Q (3481.735579 sec): 3 clusters Score: Raw -578927.634856 + Penalty 2811.923944 = -576115.710912 nChanged 22 SP:Iteration 23Q (3481.787456 sec): 3 clusters Score: Raw -578938.522157 + Penalty 2811.923944 = -576126.598214 nChanged 31 SP:Iteration 24Q (3481.829102 sec): 3 clusters Score: Raw -578952.831025 + Penalty 2811.923944 = -576140.907082 nChanged 23 SP:Iteration 25Q (3481.879521 sec): 3 clusters Score: Raw -578968.041928 + Penalty 2811.923944 = -576156.117984 nChanged 29 SP:Iteration 26Q (3481.928340 sec): 3 clusters Score: Raw -578989.442975 + Penalty 2811.923944 = -576177.519031 nChanged 19 SP:Iteration 27Q (3481.985376 sec): 3 clusters Score: Raw -579002.192216 + Penalty 2811.923944 = -576190.268272 nChanged 16 SP:Iteration 28Q (3482.038202 sec): 3 clusters Score: Raw -579012.408547 + Penalty 2811.923944 = -576200.484603 nChanged 20 SP:Iteration 29Q (3482.098582 sec): 3 clusters Score: Raw -579023.184268 + Penalty 2811.923944 = -576211.260324 nChanged 14 SP:Iteration 30Q (3482.148295 sec): 3 clusters Score: Raw -579030.563205 + Penalty 2811.923944 = -576218.639261 nChanged 12 SP:Iteration 31Q (3482.190766 sec): 3 clusters Score: Raw -579035.416461 + Penalty 2811.923944 = -576223.492517 nChanged 11 SP:Iteration 32Q (3482.239519 sec): 3 clusters Score: Raw -579038.673591 + Penalty 2811.923944 = -576226.749647 nChanged 7 SP:Iteration 33Q (3482.285875 sec): 3 clusters Score: Raw -579041.786843 + Penalty 2811.923944 = -576229.862899 nChanged 10 SP:Iteration 34Q (3482.336590 sec): 3 clusters Score: Raw -579044.981496 + Penalty 2811.923944 = -576233.057552 nChanged 13 SP:Iteration 35Q (3482.391484 sec): 3 clusters Score: Raw -579052.994361 + Penalty 2811.923944 = -576241.070417 nChanged 13 SP:Iteration 36Q (3482.450947 sec): 3 clusters Score: Raw -579058.478590 + Penalty 2811.923944 = -576246.554646 nChanged 5 SP:Iteration 37Q (3482.485599 sec): 3 clusters Score: Raw -579060.939111 + Penalty 2811.923944 = -576249.015167 nChanged 4 SP:Iteration 38Q (3482.537926 sec): 3 clusters Score: Raw -579063.199084 + Penalty 2811.923944 = -576251.275140 nChanged 11 SP:Iteration 39Q (3482.594220 sec): 3 clusters Score: Raw -579068.437776 + Penalty 2811.923944 = -576256.513832 nChanged 9 SP:Iteration 40F (3482.642368 sec): 3 clusters Score: Raw -579073.218093 + Penalty 2811.923944 = -576261.294149 nChanged 10 SP:Iteration 41Q (3482.696067 sec): 3 clusters Score: Raw -579078.987352 + Penalty 2811.923944 = -576267.063408 nChanged 8 SP:Iteration 42Q (3482.756404 sec): 3 clusters Score: Raw -579082.172315 + Penalty 2811.923944 = -576270.248371 nChanged 10 SP:Iteration 43Q (3482.804657 sec): 3 clusters Score: Raw -579087.379488 + Penalty 2811.923944 = -576275.455544 nChanged 12 SP:Iteration 44Q (3482.849650 sec): 3 clusters Score: Raw -579092.808569 + Penalty 2811.923944 = -576280.884626 nChanged 9 SP:Iteration 45Q (3482.894300 sec): 3 clusters Score: Raw -579097.221624 + Penalty 2811.923944 = -576285.297680 nChanged 9 SP:Iteration 46Q (3482.956196 sec): 3 clusters Score: Raw -579100.471643 + Penalty 2811.923944 = -576288.547699 nChanged 4 SP:Iteration 47Q (3483.008134 sec): 3 clusters Score: Raw -579102.046421 + Penalty 2811.923944 = -576290.122477 nChanged 4 SP:Iteration 48Q (3483.052793 sec): 3 clusters Score: Raw -579105.271963 + Penalty 2811.923944 = -576293.348019 nChanged 5 SP:Iteration 49Q (3483.107347 sec): 3 clusters Score: Raw -579107.951154 + Penalty 2811.923944 = -576296.027211 nChanged 5 SP:Iteration 50Q (3483.168008 sec): 3 clusters Score: Raw -579110.193102 + Penalty 2811.923944 = -576298.269158 nChanged 1 SP:Iteration 51Q (3483.203661 sec): 3 clusters Score: Raw -579110.450002 + Penalty 2811.923944 = -576298.526058 nChanged 1 SP:Iteration 52Q (3483.260120 sec): 3 clusters Score: Raw -579110.794119 + Penalty 2811.923944 = -576298.870175 nChanged 2 SP:Iteration 53Q (3483.317636 sec): 3 clusters Score: Raw -579111.559964 + Penalty 2811.923944 = -576299.636021 nChanged 1 SP:Iteration 54Q (3483.363593 sec): 3 clusters Score: Raw -579112.097072 + Penalty 2811.923944 = -576300.173128 nChanged 2 SP:Iteration 55Q (3483.417342 sec): 3 clusters Score: Raw -579112.824196 + Penalty 2811.923944 = -576300.900252 nChanged 2 SP:Iteration 56Q (3483.464702 sec): 3 clusters Score: Raw -579113.156005 + Penalty 2811.923944 = -576301.232061 nChanged 1 SP:Iteration 57Q (3483.511408 sec): 3 clusters Score: Raw -579113.419045 + Penalty 2811.923944 = -576301.495101 nChanged 0 SP:Iteration 58F (3483.560847 sec): 3 clusters Score: Raw -579113.419045 + Penalty 2811.923944 = -576301.495101 nChanged 0 Trying to split cluster 18 (32404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3483.639072 sec): 2 clusters Score: Raw -3534187.993368 + Penalty 1687.731037 = -3532500.262331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3483.731312 sec): 3 clusters Score: Raw -3514056.005093 + Penalty 3375.462074 = -3510680.543019 nChanged 14964 SP:Iteration 1F (3483.823437 sec): 3 clusters Score: Raw -3522554.752614 + Penalty 3375.462074 = -3519179.290540 nChanged 1594 SP:Iteration 2Q (3483.928632 sec): 3 clusters Score: Raw -3523254.452833 + Penalty 3375.462074 = -3519878.990759 nChanged 1823 SP:Iteration 3F (3484.018295 sec): 3 clusters Score: Raw -3524300.838965 + Penalty 3375.462074 = -3520925.376891 nChanged 2090 SP:Iteration 4F (3484.113332 sec): 3 clusters Score: Raw -3525716.559973 + Penalty 3375.462074 = -3522341.097899 nChanged 2226 SP:Iteration 5F (3484.209354 sec): 3 clusters Score: Raw -3527471.699752 + Penalty 3375.462074 = -3524096.237678 nChanged 2223 SP:Iteration 6F (3484.302069 sec): 3 clusters Score: Raw -3529363.614527 + Penalty 3375.462074 = -3525988.152453 nChanged 1804 SP:Iteration 7F (3484.407149 sec): 3 clusters Score: Raw -3530858.883013 + Penalty 3375.462074 = -3527483.420939 nChanged 1316 SP:Iteration 8Q (3484.499540 sec): 3 clusters Score: Raw -3531886.269148 + Penalty 3375.462074 = -3528510.807074 nChanged 921 SP:Iteration 9Q (3484.597287 sec): 3 clusters Score: Raw -3532534.118546 + Penalty 3375.462074 = -3529158.656472 nChanged 602 SP:Iteration 10Q (3484.688564 sec): 3 clusters Score: Raw -3532940.274833 + Penalty 3375.462074 = -3529564.812759 nChanged 467 SP:Iteration 11Q (3484.782405 sec): 3 clusters Score: Raw -3533252.183387 + Penalty 3375.462074 = -3529876.721313 nChanged 371 SP:Iteration 12Q (3484.872209 sec): 3 clusters Score: Raw -3533498.659957 + Penalty 3375.462074 = -3530123.197883 nChanged 301 SP:Iteration 13Q (3484.954280 sec): 3 clusters Score: Raw -3533684.919628 + Penalty 3375.462074 = -3530309.457554 nChanged 228 SP:Iteration 14Q (3485.059209 sec): 3 clusters Score: Raw -3533813.894320 + Penalty 3375.462074 = -3530438.432246 nChanged 190 SP:Iteration 15Q (3485.145498 sec): 3 clusters Score: Raw -3533931.331200 + Penalty 3375.462074 = -3530555.869126 nChanged 163 SP:Iteration 16Q (3485.236069 sec): 3 clusters Score: Raw -3534027.474628 + Penalty 3375.462074 = -3530652.012554 nChanged 125 SP:Iteration 17Q (3485.330862 sec): 3 clusters Score: Raw -3534110.841972 + Penalty 3375.462074 = -3530735.379898 nChanged 101 SP:Iteration 18Q (3485.421646 sec): 3 clusters Score: Raw -3534167.821510 + Penalty 3375.462074 = -3530792.359436 nChanged 99 SP:Iteration 19Q (3485.509825 sec): 3 clusters Score: Raw -3534220.910721 + Penalty 3375.462074 = -3530845.448647 nChanged 72 SP:Iteration 20F (3485.607748 sec): 3 clusters Score: Raw -3534259.113011 + Penalty 3375.462074 = -3530883.650937 nChanged 67 SP:Iteration 21Q (3485.697190 sec): 3 clusters Score: Raw -3534296.457522 + Penalty 3375.462074 = -3530920.995448 nChanged 56 SP:Iteration 22Q (3485.785521 sec): 3 clusters Score: Raw -3534325.081808 + Penalty 3375.462074 = -3530949.619734 nChanged 48 SP:Iteration 23Q (3485.865276 sec): 3 clusters Score: Raw -3534351.166812 + Penalty 3375.462074 = -3530975.704738 nChanged 40 SP:Iteration 24Q (3485.937972 sec): 3 clusters Score: Raw -3534371.838264 + Penalty 3375.462074 = -3530996.376190 nChanged 35 SP:Iteration 25Q (3486.025388 sec): 3 clusters Score: Raw -3534389.377712 + Penalty 3375.462074 = -3531013.915637 nChanged 30 SP:Iteration 26Q (3486.107613 sec): 3 clusters Score: Raw -3534402.893232 + Penalty 3375.462074 = -3531027.431158 nChanged 20 SP:Iteration 27Q (3486.199531 sec): 3 clusters Score: Raw -3534414.539893 + Penalty 3375.462074 = -3531039.077819 nChanged 24 SP:Iteration 28Q (3486.285072 sec): 3 clusters Score: Raw -3534426.402611 + Penalty 3375.462074 = -3531050.940537 nChanged 26 SP:Iteration 29Q (3486.370088 sec): 3 clusters Score: Raw -3534439.767968 + Penalty 3375.462074 = -3531064.305894 nChanged 28 SP:Iteration 30Q (3486.447375 sec): 3 clusters Score: Raw -3534448.294276 + Penalty 3375.462074 = -3531072.832202 nChanged 18 SP:Iteration 31Q (3486.547465 sec): 3 clusters Score: Raw -3534456.105948 + Penalty 3375.462074 = -3531080.643874 nChanged 13 SP:Iteration 32Q (3486.631673 sec): 3 clusters Score: Raw -3534463.253092 + Penalty 3375.462074 = -3531087.791018 nChanged 19 SP:Iteration 33Q (3486.721638 sec): 3 clusters Score: Raw -3534471.760650 + Penalty 3375.462074 = -3531096.298576 nChanged 18 SP:Iteration 34Q (3486.813217 sec): 3 clusters Score: Raw -3534478.714719 + Penalty 3375.462074 = -3531103.252645 nChanged 11 SP:Iteration 35Q (3486.887189 sec): 3 clusters Score: Raw -3534483.628006 + Penalty 3375.462074 = -3531108.165932 nChanged 15 SP:Iteration 36Q (3486.972289 sec): 3 clusters Score: Raw -3534489.668402 + Penalty 3375.462074 = -3531114.206328 nChanged 14 SP:Iteration 37Q (3487.053054 sec): 3 clusters Score: Raw -3534495.415177 + Penalty 3375.462074 = -3531119.953103 nChanged 11 SP:Iteration 38Q (3487.150621 sec): 3 clusters Score: Raw -3534500.619770 + Penalty 3375.462074 = -3531125.157696 nChanged 10 SP:Iteration 39Q (3487.236336 sec): 3 clusters Score: Raw -3534504.774939 + Penalty 3375.462074 = -3531129.312865 nChanged 7 SP:Iteration 40F (3487.332058 sec): 3 clusters Score: Raw -3534507.749790 + Penalty 3375.462074 = -3531132.287716 nChanged 4 SP:Iteration 41Q (3487.417503 sec): 3 clusters Score: Raw -3534512.584916 + Penalty 3375.462074 = -3531137.122842 nChanged 13 SP:Iteration 42Q (3487.499618 sec): 3 clusters Score: Raw -3534518.540141 + Penalty 3375.462074 = -3531143.078067 nChanged 7 SP:Iteration 43Q (3487.588260 sec): 3 clusters Score: Raw -3534521.814848 + Penalty 3375.462074 = -3531146.352774 nChanged 7 SP:Iteration 44Q (3487.678353 sec): 3 clusters Score: Raw -3534524.673499 + Penalty 3375.462074 = -3531149.211425 nChanged 4 SP:Iteration 45Q (3487.756165 sec): 3 clusters Score: Raw -3534525.719511 + Penalty 3375.462074 = -3531150.257437 nChanged 2 SP:Iteration 46Q (3487.848134 sec): 3 clusters Score: Raw -3534526.627491 + Penalty 3375.462074 = -3531151.165417 nChanged 4 SP:Iteration 47Q (3487.930039 sec): 3 clusters Score: Raw -3534529.004041 + Penalty 3375.462074 = -3531153.541967 nChanged 6 SP:Iteration 48Q (3488.020121 sec): 3 clusters Score: Raw -3534530.528527 + Penalty 3375.462074 = -3531155.066453 nChanged 4 SP:Iteration 49Q (3488.092679 sec): 3 clusters Score: Raw -3534532.343465 + Penalty 3375.462074 = -3531156.881390 nChanged 5 SP:Iteration 50Q (3488.186047 sec): 3 clusters Score: Raw -3534534.146599 + Penalty 3375.462074 = -3531158.684525 nChanged 2 SP:Iteration 51Q (3488.273030 sec): 3 clusters Score: Raw -3534534.968918 + Penalty 3375.462074 = -3531159.506844 nChanged 4 SP:Iteration 52Q (3488.361044 sec): 3 clusters Score: Raw -3534536.807470 + Penalty 3375.462074 = -3531161.345396 nChanged 3 SP:Iteration 53Q (3488.440223 sec): 3 clusters Score: Raw -3534538.097607 + Penalty 3375.462074 = -3531162.635533 nChanged 4 SP:Iteration 54Q (3488.523401 sec): 3 clusters Score: Raw -3534538.986766 + Penalty 3375.462074 = -3531163.524692 nChanged 3 SP:Iteration 55Q (3488.615206 sec): 3 clusters Score: Raw -3534539.673398 + Penalty 3375.462074 = -3531164.211324 nChanged 1 SP:Iteration 56Q (3488.689147 sec): 3 clusters Score: Raw -3534539.815319 + Penalty 3375.462074 = -3531164.353245 nChanged 0 SP:Iteration 57F (3488.790750 sec): 3 clusters Score: Raw -3534539.815319 + Penalty 3375.462074 = -3531164.353245 nChanged 0 Trying to split cluster 19 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3488.818366 sec): 2 clusters Score: Raw -13882.375053 + Penalty 842.950193 = -13039.424859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3488.861804 sec): 3 clusters Score: Raw -14105.213782 + Penalty 1685.900387 = -12419.313395 nChanged 26 SP:Iteration 1F (3488.887940 sec): 3 clusters Score: Raw -14191.851529 + Penalty 1685.900387 = -12505.951142 nChanged 8 SP:Iteration 2Q (3488.933361 sec): 3 clusters Score: Raw -14218.025124 + Penalty 1685.900387 = -12532.124737 nChanged 2 SP:Iteration 3Q (3488.975956 sec): 3 clusters Score: Raw -14226.375245 + Penalty 1685.900387 = -12540.474858 nChanged 0 SP:Iteration 4F (3489.024637 sec): 3 clusters Score: Raw -14226.375245 + Penalty 1685.900387 = -12540.474858 nChanged 0 Trying to split cluster 20 (4027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3489.052289 sec): 2 clusters Score: Raw -391191.287097 + Penalty 1348.876256 = -389842.410841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3489.093097 sec): 3 clusters Score: Raw -389173.073741 + Penalty 2697.752512 = -386475.321228 nChanged 1578 SP:Iteration 1F (3489.142302 sec): 3 clusters Score: Raw -390107.564160 + Penalty 2697.752512 = -387409.811647 nChanged 349 SP:Iteration 2F (3489.183185 sec): 3 clusters Score: Raw -390339.098139 + Penalty 2697.752512 = -387641.345627 nChanged 226 SP:Iteration 3F (3489.246350 sec): 3 clusters Score: Raw -390477.410239 + Penalty 2697.752512 = -387779.657727 nChanged 191 SP:Iteration 4Q (3489.282911 sec): 3 clusters Score: Raw -390583.372449 + Penalty 2697.752512 = -387885.619937 nChanged 158 SP:Iteration 5Q (3489.340041 sec): 3 clusters Score: Raw -390682.726339 + Penalty 2697.752512 = -387984.973827 nChanged 129 SP:Iteration 6Q (3489.384009 sec): 3 clusters Score: Raw -390755.352411 + Penalty 2697.752512 = -388057.599899 nChanged 103 SP:Iteration 7Q (3489.430636 sec): 3 clusters Score: Raw -390811.887301 + Penalty 2697.752512 = -388114.134789 nChanged 101 SP:Iteration 8Q (3489.481676 sec): 3 clusters Score: Raw -390876.582977 + Penalty 2697.752512 = -388178.830465 nChanged 115 SP:Iteration 9Q (3489.528787 sec): 3 clusters Score: Raw -390948.614968 + Penalty 2697.752512 = -388250.862455 nChanged 108 SP:Iteration 10Q (3489.578204 sec): 3 clusters Score: Raw -391013.947750 + Penalty 2697.752512 = -388316.195238 nChanged 91 SP:Iteration 11Q (3489.636963 sec): 3 clusters Score: Raw -391069.062694 + Penalty 2697.752512 = -388371.310182 nChanged 80 SP:Iteration 12Q (3489.692601 sec): 3 clusters Score: Raw -391123.681694 + Penalty 2697.752512 = -388425.929182 nChanged 70 SP:Iteration 13Q (3489.747124 sec): 3 clusters Score: Raw -391174.536792 + Penalty 2697.752512 = -388476.784280 nChanged 57 SP:Iteration 14Q (3489.791266 sec): 3 clusters Score: Raw -391208.631393 + Penalty 2697.752512 = -388510.878880 nChanged 34 SP:Iteration 15Q (3489.838052 sec): 3 clusters Score: Raw -391226.075390 + Penalty 2697.752512 = -388528.322878 nChanged 26 SP:Iteration 16Q (3489.892978 sec): 3 clusters Score: Raw -391242.448916 + Penalty 2697.752512 = -388544.696404 nChanged 26 SP:Iteration 17Q (3489.943183 sec): 3 clusters Score: Raw -391256.764267 + Penalty 2697.752512 = -388559.011755 nChanged 19 SP:Iteration 18Q (3489.997424 sec): 3 clusters Score: Raw -391268.534791 + Penalty 2697.752512 = -388570.782278 nChanged 17 SP:Iteration 19Q (3490.051991 sec): 3 clusters Score: Raw -391280.678478 + Penalty 2697.752512 = -388582.925965 nChanged 18 SP:Iteration 20F (3490.105599 sec): 3 clusters Score: Raw -391290.535049 + Penalty 2697.752512 = -388592.782537 nChanged 15 SP:Iteration 21Q (3490.155908 sec): 3 clusters Score: Raw -391300.959736 + Penalty 2697.752512 = -388603.207224 nChanged 16 SP:Iteration 22Q (3490.210946 sec): 3 clusters Score: Raw -391308.558514 + Penalty 2697.752512 = -388610.806002 nChanged 11 SP:Iteration 23Q (3490.271136 sec): 3 clusters Score: Raw -391315.595992 + Penalty 2697.752512 = -388617.843480 nChanged 13 SP:Iteration 24Q (3490.321186 sec): 3 clusters Score: Raw -391323.301792 + Penalty 2697.752512 = -388625.549280 nChanged 11 SP:Iteration 25Q (3490.373494 sec): 3 clusters Score: Raw -391330.673220 + Penalty 2697.752512 = -388632.920707 nChanged 11 SP:Iteration 26Q (3490.425395 sec): 3 clusters Score: Raw -391338.109136 + Penalty 2697.752512 = -388640.356624 nChanged 9 SP:Iteration 27Q (3490.475399 sec): 3 clusters Score: Raw -391343.485209 + Penalty 2697.752512 = -388645.732697 nChanged 9 SP:Iteration 28Q (3490.528212 sec): 3 clusters Score: Raw -391349.950949 + Penalty 2697.752512 = -388652.198436 nChanged 10 SP:Iteration 29Q (3490.580567 sec): 3 clusters Score: Raw -391355.912399 + Penalty 2697.752512 = -388658.159887 nChanged 7 SP:Iteration 30Q (3490.640401 sec): 3 clusters Score: Raw -391361.509489 + Penalty 2697.752512 = -388663.756976 nChanged 13 SP:Iteration 31Q (3490.694322 sec): 3 clusters Score: Raw -391370.977559 + Penalty 2697.752512 = -388673.225047 nChanged 7 SP:Iteration 32Q (3490.739363 sec): 3 clusters Score: Raw -391375.802006 + Penalty 2697.752512 = -388678.049493 nChanged 8 SP:Iteration 33Q (3490.794010 sec): 3 clusters Score: Raw -391379.654658 + Penalty 2697.752512 = -388681.902145 nChanged 3 SP:Iteration 34Q (3490.849913 sec): 3 clusters Score: Raw -391381.149097 + Penalty 2697.752512 = -388683.396585 nChanged 4 SP:Iteration 35Q (3490.903799 sec): 3 clusters Score: Raw -391382.567511 + Penalty 2697.752512 = -388684.814998 nChanged 4 SP:Iteration 36Q (3490.953304 sec): 3 clusters Score: Raw -391384.601892 + Penalty 2697.752512 = -388686.849380 nChanged 3 SP:Iteration 37Q (3491.008330 sec): 3 clusters Score: Raw -391385.720029 + Penalty 2697.752512 = -388687.967517 nChanged 2 SP:Iteration 38Q (3491.047937 sec): 3 clusters Score: Raw -391387.094878 + Penalty 2697.752512 = -388689.342366 nChanged 3 SP:Iteration 39Q (3491.100220 sec): 3 clusters Score: Raw -391388.459432 + Penalty 2697.752512 = -388690.706919 nChanged 2 SP:Iteration 40F (3491.161562 sec): 3 clusters Score: Raw -391390.518882 + Penalty 2697.752512 = -388692.766369 nChanged 2 SP:Iteration 41Q (3491.215022 sec): 3 clusters Score: Raw -391391.479301 + Penalty 2697.752512 = -388693.726789 nChanged 2 SP:Iteration 42Q (3491.260451 sec): 3 clusters Score: Raw -391393.667817 + Penalty 2697.752512 = -388695.915304 nChanged 2 SP:Iteration 43Q (3491.312396 sec): 3 clusters Score: Raw -391394.950378 + Penalty 2697.752512 = -388697.197865 nChanged 1 SP:Iteration 44Q (3491.359618 sec): 3 clusters Score: Raw -391395.322905 + Penalty 2697.752512 = -388697.570392 nChanged 2 SP:Iteration 45Q (3491.420866 sec): 3 clusters Score: Raw -391397.840645 + Penalty 2697.752512 = -388700.088132 nChanged 2 SP:Iteration 46Q (3491.475839 sec): 3 clusters Score: Raw -391398.855011 + Penalty 2697.752512 = -388701.102498 nChanged 1 SP:Iteration 47Q (3491.524281 sec): 3 clusters Score: Raw -391399.224695 + Penalty 2697.752512 = -388701.472183 nChanged 1 SP:Iteration 48Q (3491.578929 sec): 3 clusters Score: Raw -391399.579572 + Penalty 2697.752512 = -388701.827060 nChanged 0 SP:Iteration 49F (3491.623475 sec): 3 clusters Score: Raw -391399.579572 + Penalty 2697.752512 = -388701.827060 nChanged 0 Trying to split cluster 21 (14301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3491.667706 sec): 2 clusters Score: Raw -1523049.237260 + Penalty 1554.813771 = -1521494.423489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3491.749706 sec): 3 clusters Score: Raw -1514573.954298 + Penalty 3109.627542 = -1511464.326756 nChanged 6405 SP:Iteration 1F (3491.817182 sec): 3 clusters Score: Raw -1518039.481845 + Penalty 3109.627542 = -1514929.854304 nChanged 771 SP:Iteration 2F (3491.887375 sec): 3 clusters Score: Raw -1518324.795594 + Penalty 3109.627542 = -1515215.168052 nChanged 684 SP:Iteration 3Q (3491.956262 sec): 3 clusters Score: Raw -1518614.440391 + Penalty 3109.627542 = -1515504.812849 nChanged 672 SP:Iteration 4Q (3492.027013 sec): 3 clusters Score: Raw -1518953.098184 + Penalty 3109.627542 = -1515843.470643 nChanged 701 SP:Iteration 5Q (3492.102560 sec): 3 clusters Score: Raw -1519368.935598 + Penalty 3109.627542 = -1516259.308056 nChanged 711 SP:Iteration 6Q (3492.167595 sec): 3 clusters Score: Raw -1519847.512333 + Penalty 3109.627542 = -1516737.884791 nChanged 689 SP:Iteration 7Q (3492.249198 sec): 3 clusters Score: Raw -1520345.217529 + Penalty 3109.627542 = -1517235.589987 nChanged 711 SP:Iteration 8Q (3492.317831 sec): 3 clusters Score: Raw -1520823.268640 + Penalty 3109.627542 = -1517713.641099 nChanged 705 SP:Iteration 9Q (3492.390643 sec): 3 clusters Score: Raw -1521253.012235 + Penalty 3109.627542 = -1518143.384693 nChanged 657 SP:Iteration 10Q (3492.463833 sec): 3 clusters Score: Raw -1521619.401452 + Penalty 3109.627542 = -1518509.773910 nChanged 566 SP:Iteration 11Q (3492.539385 sec): 3 clusters Score: Raw -1521896.452292 + Penalty 3109.627542 = -1518786.824751 nChanged 495 SP:Iteration 12Q (3492.610591 sec): 3 clusters Score: Raw -1522095.943909 + Penalty 3109.627542 = -1518986.316367 nChanged 402 SP:Iteration 13Q (3492.674852 sec): 3 clusters Score: Raw -1522234.758481 + Penalty 3109.627542 = -1519125.130940 nChanged 333 SP:Iteration 14Q (3492.755392 sec): 3 clusters Score: Raw -1522341.402301 + Penalty 3109.627542 = -1519231.774760 nChanged 277 SP:Iteration 15Q (3492.825385 sec): 3 clusters Score: Raw -1522432.542944 + Penalty 3109.627542 = -1519322.915403 nChanged 272 SP:Iteration 16Q (3492.904348 sec): 3 clusters Score: Raw -1522516.483973 + Penalty 3109.627542 = -1519406.856431 nChanged 243 SP:Iteration 17Q (3492.978696 sec): 3 clusters Score: Raw -1522586.438766 + Penalty 3109.627542 = -1519476.811224 nChanged 201 SP:Iteration 18Q (3493.041425 sec): 3 clusters Score: Raw -1522648.295070 + Penalty 3109.627542 = -1519538.667528 nChanged 180 SP:Iteration 19Q (3493.122321 sec): 3 clusters Score: Raw -1522712.156487 + Penalty 3109.627542 = -1519602.528945 nChanged 181 SP:Iteration 20F (3493.186258 sec): 3 clusters Score: Raw -1522789.795926 + Penalty 3109.627542 = -1519680.168385 nChanged 203 SP:Iteration 21Q (3493.266481 sec): 3 clusters Score: Raw -1522887.525715 + Penalty 3109.627542 = -1519777.898173 nChanged 226 SP:Iteration 22Q (3493.338863 sec): 3 clusters Score: Raw -1523023.236109 + Penalty 3109.627542 = -1519913.608567 nChanged 252 SP:Iteration 23Q (3493.408854 sec): 3 clusters Score: Raw -1523176.049093 + Penalty 3109.627542 = -1520066.421551 nChanged 262 SP:Iteration 24Q (3493.470217 sec): 3 clusters Score: Raw -1523321.297834 + Penalty 3109.627542 = -1520211.670292 nChanged 258 SP:Iteration 25Q (3493.540651 sec): 3 clusters Score: Raw -1523434.423341 + Penalty 3109.627542 = -1520324.795799 nChanged 230 SP:Iteration 26Q (3493.613546 sec): 3 clusters Score: Raw -1523519.078954 + Penalty 3109.627542 = -1520409.451412 nChanged 198 SP:Iteration 27Q (3493.696612 sec): 3 clusters Score: Raw -1523584.486638 + Penalty 3109.627542 = -1520474.859096 nChanged 191 SP:Iteration 28Q (3493.773366 sec): 3 clusters Score: Raw -1523646.173488 + Penalty 3109.627542 = -1520536.545946 nChanged 164 SP:Iteration 29Q (3493.841497 sec): 3 clusters Score: Raw -1523694.001882 + Penalty 3109.627542 = -1520584.374340 nChanged 156 SP:Iteration 30Q (3493.912339 sec): 3 clusters Score: Raw -1523738.264412 + Penalty 3109.627542 = -1520628.636870 nChanged 114 SP:Iteration 31Q (3493.991649 sec): 3 clusters Score: Raw -1523764.202461 + Penalty 3109.627542 = -1520654.574919 nChanged 106 SP:Iteration 32Q (3494.069060 sec): 3 clusters Score: Raw -1523790.204454 + Penalty 3109.627542 = -1520680.576912 nChanged 92 SP:Iteration 33Q (3494.141203 sec): 3 clusters Score: Raw -1523811.078557 + Penalty 3109.627542 = -1520701.451015 nChanged 83 SP:Iteration 34Q (3494.198433 sec): 3 clusters Score: Raw -1523827.332992 + Penalty 3109.627542 = -1520717.705450 nChanged 66 SP:Iteration 35Q (3494.268618 sec): 3 clusters Score: Raw -1523840.824599 + Penalty 3109.627542 = -1520731.197057 nChanged 66 SP:Iteration 36Q (3494.349268 sec): 3 clusters Score: Raw -1523852.732962 + Penalty 3109.627542 = -1520743.105420 nChanged 64 SP:Iteration 37Q (3494.405162 sec): 3 clusters Score: Raw -1523864.135872 + Penalty 3109.627542 = -1520754.508330 nChanged 64 SP:Iteration 38Q (3494.481444 sec): 3 clusters Score: Raw -1523877.034845 + Penalty 3109.627542 = -1520767.407304 nChanged 66 SP:Iteration 39Q (3494.548551 sec): 3 clusters Score: Raw -1523890.043723 + Penalty 3109.627542 = -1520780.416181 nChanged 70 SP:Iteration 40F (3494.610928 sec): 3 clusters Score: Raw -1523903.658641 + Penalty 3109.627542 = -1520794.031099 nChanged 51 SP:Iteration 41Q (3494.684685 sec): 3 clusters Score: Raw -1523912.364553 + Penalty 3109.627542 = -1520802.737011 nChanged 47 SP:Iteration 42Q (3494.744777 sec): 3 clusters Score: Raw -1523919.771315 + Penalty 3109.627542 = -1520810.143773 nChanged 35 SP:Iteration 43Q (3494.820349 sec): 3 clusters Score: Raw -1523925.263999 + Penalty 3109.627542 = -1520815.636457 nChanged 27 SP:Iteration 44Q (3494.886822 sec): 3 clusters Score: Raw -1523929.539490 + Penalty 3109.627542 = -1520819.911949 nChanged 29 SP:Iteration 45Q (3494.962066 sec): 3 clusters Score: Raw -1523933.754531 + Penalty 3109.627542 = -1520824.126989 nChanged 31 SP:Iteration 46Q (3495.032829 sec): 3 clusters Score: Raw -1523937.624156 + Penalty 3109.627542 = -1520827.996614 nChanged 25 SP:Iteration 47Q (3495.089274 sec): 3 clusters Score: Raw -1523940.557961 + Penalty 3109.627542 = -1520830.930419 nChanged 17 SP:Iteration 48Q (3495.163408 sec): 3 clusters Score: Raw -1523942.008579 + Penalty 3109.627542 = -1520832.381037 nChanged 15 SP:Iteration 49Q (3495.237008 sec): 3 clusters Score: Raw -1523943.505769 + Penalty 3109.627542 = -1520833.878227 nChanged 18 SP:Iteration 50Q (3495.301228 sec): 3 clusters Score: Raw -1523945.415545 + Penalty 3109.627542 = -1520835.788004 nChanged 17 SP:Iteration 51Q (3495.378582 sec): 3 clusters Score: Raw -1523947.495126 + Penalty 3109.627542 = -1520837.867585 nChanged 22 SP:Iteration 52Q (3495.438896 sec): 3 clusters Score: Raw -1523949.952877 + Penalty 3109.627542 = -1520840.325335 nChanged 22 SP:Iteration 53Q (3495.509931 sec): 3 clusters Score: Raw -1523952.904754 + Penalty 3109.627542 = -1520843.277212 nChanged 24 SP:Iteration 54Q (3495.561757 sec): 3 clusters Score: Raw -1523955.999765 + Penalty 3109.627542 = -1520846.372224 nChanged 35 SP:Iteration 55Q (3495.630698 sec): 3 clusters Score: Raw -1523963.279903 + Penalty 3109.627542 = -1520853.652361 nChanged 39 SP:Iteration 56Q (3495.693919 sec): 3 clusters Score: Raw -1523969.768048 + Penalty 3109.627542 = -1520860.140506 nChanged 32 SP:Iteration 57Q (3495.759085 sec): 3 clusters Score: Raw -1523974.511508 + Penalty 3109.627542 = -1520864.883967 nChanged 26 SP:Iteration 58Q (3495.832734 sec): 3 clusters Score: Raw -1523977.806974 + Penalty 3109.627542 = -1520868.179432 nChanged 19 SP:Iteration 59Q (3495.904218 sec): 3 clusters Score: Raw -1523980.226824 + Penalty 3109.627542 = -1520870.599282 nChanged 23 SP:Iteration 60F (3495.967784 sec): 3 clusters Score: Raw -1523984.268265 + Penalty 3109.627542 = -1520874.640724 nChanged 21 SP:Iteration 61Q (3496.029334 sec): 3 clusters Score: Raw -1523987.316945 + Penalty 3109.627542 = -1520877.689403 nChanged 15 SP:Iteration 62Q (3496.097362 sec): 3 clusters Score: Raw -1523989.153819 + Penalty 3109.627542 = -1520879.526277 nChanged 19 SP:Iteration 63Q (3496.166314 sec): 3 clusters Score: Raw -1523992.215769 + Penalty 3109.627542 = -1520882.588227 nChanged 18 SP:Iteration 64Q (3496.226872 sec): 3 clusters Score: Raw -1523994.632223 + Penalty 3109.627542 = -1520885.004681 nChanged 18 SP:Iteration 65Q (3496.296460 sec): 3 clusters Score: Raw -1523997.101310 + Penalty 3109.627542 = -1520887.473768 nChanged 19 SP:Iteration 66Q (3496.372083 sec): 3 clusters Score: Raw -1523999.603366 + Penalty 3109.627542 = -1520889.975824 nChanged 14 SP:Iteration 67Q (3496.436808 sec): 3 clusters Score: Raw -1524001.244350 + Penalty 3109.627542 = -1520891.616809 nChanged 16 SP:Iteration 68Q (3496.502483 sec): 3 clusters Score: Raw -1524003.463008 + Penalty 3109.627542 = -1520893.835466 nChanged 17 SP:Iteration 69Q (3496.577422 sec): 3 clusters Score: Raw -1524005.524845 + Penalty 3109.627542 = -1520895.897303 nChanged 13 SP:Iteration 70Q (3496.641245 sec): 3 clusters Score: Raw -1524007.163717 + Penalty 3109.627542 = -1520897.536175 nChanged 14 SP:Iteration 71Q (3496.716684 sec): 3 clusters Score: Raw -1524008.625755 + Penalty 3109.627542 = -1520898.998214 nChanged 8 SP:Iteration 72Q (3496.773484 sec): 3 clusters Score: Raw -1524009.268901 + Penalty 3109.627542 = -1520899.641359 nChanged 7 SP:Iteration 73Q (3496.834800 sec): 3 clusters Score: Raw -1524009.932113 + Penalty 3109.627542 = -1520900.304571 nChanged 10 SP:Iteration 74Q (3496.894156 sec): 3 clusters Score: Raw -1524010.926152 + Penalty 3109.627542 = -1520901.298610 nChanged 4 SP:Iteration 75Q (3496.966716 sec): 3 clusters Score: Raw -1524011.130345 + Penalty 3109.627542 = -1520901.502803 nChanged 3 SP:Iteration 76Q (3497.029377 sec): 3 clusters Score: Raw -1524011.492170 + Penalty 3109.627542 = -1520901.864629 nChanged 6 SP:Iteration 77Q (3497.087502 sec): 3 clusters Score: Raw -1524012.074473 + Penalty 3109.627542 = -1520902.446931 nChanged 2 SP:Iteration 78Q (3497.163203 sec): 3 clusters Score: Raw -1524012.299030 + Penalty 3109.627542 = -1520902.671488 nChanged 2 SP:Iteration 79Q (3497.224920 sec): 3 clusters Score: Raw -1524012.568386 + Penalty 3109.627542 = -1520902.940845 nChanged 4 SP:Iteration 80F (3497.301223 sec): 3 clusters Score: Raw -1524012.826378 + Penalty 3109.627542 = -1520903.198836 nChanged 0 Trying to split cluster 22 (19851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3497.342957 sec): 2 clusters Score: Raw -2094539.374002 + Penalty 1608.101570 = -2092931.272432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3497.427326 sec): 3 clusters Score: Raw -2082606.247600 + Penalty 3216.203140 = -2079390.044460 nChanged 8967 SP:Iteration 1F (3497.494990 sec): 3 clusters Score: Raw -2087751.942215 + Penalty 3216.203140 = -2084535.739075 nChanged 1094 SP:Iteration 2F (3497.573634 sec): 3 clusters Score: Raw -2088210.303450 + Penalty 3216.203140 = -2084994.100310 nChanged 1056 SP:Iteration 3F (3497.651148 sec): 3 clusters Score: Raw -2088705.488560 + Penalty 3216.203140 = -2085489.285419 nChanged 1013 SP:Iteration 4F (3497.730938 sec): 3 clusters Score: Raw -2089213.329962 + Penalty 3216.203140 = -2085997.126821 nChanged 1086 SP:Iteration 5F (3497.804787 sec): 3 clusters Score: Raw -2089828.887416 + Penalty 3216.203140 = -2086612.684276 nChanged 1109 SP:Iteration 6F (3497.884406 sec): 3 clusters Score: Raw -2090531.549327 + Penalty 3216.203140 = -2087315.346187 nChanged 1099 SP:Iteration 7F (3497.970898 sec): 3 clusters Score: Raw -2091273.072176 + Penalty 3216.203140 = -2088056.869036 nChanged 1007 SP:Iteration 8F (3498.048004 sec): 3 clusters Score: Raw -2091914.505575 + Penalty 3216.203140 = -2088698.302435 nChanged 838 SP:Iteration 9Q (3498.125138 sec): 3 clusters Score: Raw -2092405.770486 + Penalty 3216.203140 = -2089189.567346 nChanged 709 SP:Iteration 10Q (3498.207014 sec): 3 clusters Score: Raw -2092736.517750 + Penalty 3216.203140 = -2089520.314609 nChanged 525 SP:Iteration 11Q (3498.279710 sec): 3 clusters Score: Raw -2092936.430915 + Penalty 3216.203140 = -2089720.227774 nChanged 394 SP:Iteration 12Q (3498.364421 sec): 3 clusters Score: Raw -2093058.256724 + Penalty 3216.203140 = -2089842.053584 nChanged 319 SP:Iteration 13Q (3498.441521 sec): 3 clusters Score: Raw -2093153.741646 + Penalty 3216.203140 = -2089937.538505 nChanged 247 SP:Iteration 14Q (3498.513249 sec): 3 clusters Score: Raw -2093228.881628 + Penalty 3216.203140 = -2090012.678488 nChanged 244 SP:Iteration 15Q (3498.592713 sec): 3 clusters Score: Raw -2093301.223240 + Penalty 3216.203140 = -2090085.020099 nChanged 229 SP:Iteration 16Q (3498.675895 sec): 3 clusters Score: Raw -2093360.773067 + Penalty 3216.203140 = -2090144.569926 nChanged 184 SP:Iteration 17Q (3498.745510 sec): 3 clusters Score: Raw -2093404.429248 + Penalty 3216.203140 = -2090188.226107 nChanged 174 SP:Iteration 18Q (3498.830325 sec): 3 clusters Score: Raw -2093444.676176 + Penalty 3216.203140 = -2090228.473036 nChanged 163 SP:Iteration 19Q (3498.914151 sec): 3 clusters Score: Raw -2093482.110592 + Penalty 3216.203140 = -2090265.907452 nChanged 140 SP:Iteration 20F (3498.977954 sec): 3 clusters Score: Raw -2093518.623291 + Penalty 3216.203140 = -2090302.420151 nChanged 141 SP:Iteration 21Q (3499.062349 sec): 3 clusters Score: Raw -2093552.821019 + Penalty 3216.203140 = -2090336.617879 nChanged 133 SP:Iteration 22Q (3499.137766 sec): 3 clusters Score: Raw -2093589.131213 + Penalty 3216.203140 = -2090372.928072 nChanged 151 SP:Iteration 23Q (3499.224799 sec): 3 clusters Score: Raw -2093627.684637 + Penalty 3216.203140 = -2090411.481497 nChanged 134 SP:Iteration 24Q (3499.299519 sec): 3 clusters Score: Raw -2093652.702144 + Penalty 3216.203140 = -2090436.499003 nChanged 124 SP:Iteration 25Q (3499.375260 sec): 3 clusters Score: Raw -2093678.753244 + Penalty 3216.203140 = -2090462.550103 nChanged 119 SP:Iteration 26Q (3499.453615 sec): 3 clusters Score: Raw -2093701.223193 + Penalty 3216.203140 = -2090485.020053 nChanged 109 SP:Iteration 27Q (3499.534801 sec): 3 clusters Score: Raw -2093721.007556 + Penalty 3216.203140 = -2090504.804416 nChanged 101 SP:Iteration 28Q (3499.614364 sec): 3 clusters Score: Raw -2093739.048286 + Penalty 3216.203140 = -2090522.845146 nChanged 80 SP:Iteration 29Q (3499.690178 sec): 3 clusters Score: Raw -2093751.769605 + Penalty 3216.203140 = -2090535.566465 nChanged 94 SP:Iteration 30Q (3499.772175 sec): 3 clusters Score: Raw -2093769.784052 + Penalty 3216.203140 = -2090553.580912 nChanged 96 SP:Iteration 31Q (3499.844491 sec): 3 clusters Score: Raw -2093788.856535 + Penalty 3216.203140 = -2090572.653395 nChanged 85 SP:Iteration 32Q (3499.928895 sec): 3 clusters Score: Raw -2093803.231214 + Penalty 3216.203140 = -2090587.028073 nChanged 75 SP:Iteration 33Q (3499.993643 sec): 3 clusters Score: Raw -2093814.708971 + Penalty 3216.203140 = -2090598.505831 nChanged 72 SP:Iteration 34Q (3500.077106 sec): 3 clusters Score: Raw -2093827.185293 + Penalty 3216.203140 = -2090610.982153 nChanged 77 SP:Iteration 35Q (3500.155938 sec): 3 clusters Score: Raw -2093843.408019 + Penalty 3216.203140 = -2090627.204878 nChanged 75 SP:Iteration 36Q (3500.224703 sec): 3 clusters Score: Raw -2093860.873506 + Penalty 3216.203140 = -2090644.670365 nChanged 89 SP:Iteration 37Q (3500.306713 sec): 3 clusters Score: Raw -2093877.721987 + Penalty 3216.203140 = -2090661.518847 nChanged 90 SP:Iteration 38Q (3500.382144 sec): 3 clusters Score: Raw -2093894.664088 + Penalty 3216.203140 = -2090678.460948 nChanged 89 SP:Iteration 39Q (3500.456079 sec): 3 clusters Score: Raw -2093909.355924 + Penalty 3216.203140 = -2090693.152784 nChanged 74 SP:Iteration 40F (3500.534242 sec): 3 clusters Score: Raw -2093921.872656 + Penalty 3216.203140 = -2090705.669515 nChanged 66 SP:Iteration 41Q (3500.618735 sec): 3 clusters Score: Raw -2093934.743192 + Penalty 3216.203140 = -2090718.540052 nChanged 81 SP:Iteration 42Q (3500.688511 sec): 3 clusters Score: Raw -2093950.268385 + Penalty 3216.203140 = -2090734.065245 nChanged 70 SP:Iteration 43Q (3500.761054 sec): 3 clusters Score: Raw -2093964.129853 + Penalty 3216.203140 = -2090747.926713 nChanged 73 SP:Iteration 44Q (3500.836223 sec): 3 clusters Score: Raw -2093976.818915 + Penalty 3216.203140 = -2090760.615774 nChanged 61 SP:Iteration 45Q (3500.918099 sec): 3 clusters Score: Raw -2093986.497901 + Penalty 3216.203140 = -2090770.294761 nChanged 57 SP:Iteration 46Q (3500.983777 sec): 3 clusters Score: Raw -2093996.529527 + Penalty 3216.203140 = -2090780.326386 nChanged 61 SP:Iteration 47Q (3501.061362 sec): 3 clusters Score: Raw -2094006.108557 + Penalty 3216.203140 = -2090789.905417 nChanged 53 SP:Iteration 48Q (3501.135127 sec): 3 clusters Score: Raw -2094012.575580 + Penalty 3216.203140 = -2090796.372440 nChanged 35 SP:Iteration 49Q (3501.210566 sec): 3 clusters Score: Raw -2094017.199813 + Penalty 3216.203140 = -2090800.996672 nChanged 34 SP:Iteration 50Q (3501.284852 sec): 3 clusters Score: Raw -2094021.084942 + Penalty 3216.203140 = -2090804.881802 nChanged 36 SP:Iteration 51Q (3501.354161 sec): 3 clusters Score: Raw -2094025.501795 + Penalty 3216.203140 = -2090809.298655 nChanged 38 SP:Iteration 52Q (3501.429288 sec): 3 clusters Score: Raw -2094030.207421 + Penalty 3216.203140 = -2090814.004280 nChanged 37 SP:Iteration 53Q (3501.507341 sec): 3 clusters Score: Raw -2094035.794067 + Penalty 3216.203140 = -2090819.590926 nChanged 35 SP:Iteration 54Q (3501.579738 sec): 3 clusters Score: Raw -2094041.517962 + Penalty 3216.203140 = -2090825.314822 nChanged 52 SP:Iteration 55Q (3501.654447 sec): 3 clusters Score: Raw -2094050.053917 + Penalty 3216.203140 = -2090833.850776 nChanged 45 SP:Iteration 56Q (3501.737802 sec): 3 clusters Score: Raw -2094056.419915 + Penalty 3216.203140 = -2090840.216775 nChanged 35 SP:Iteration 57Q (3501.808559 sec): 3 clusters Score: Raw -2094062.167631 + Penalty 3216.203140 = -2090845.964491 nChanged 38 SP:Iteration 58Q (3501.873875 sec): 3 clusters Score: Raw -2094067.444171 + Penalty 3216.203140 = -2090851.241030 nChanged 25 SP:Iteration 59Q (3501.946366 sec): 3 clusters Score: Raw -2094070.921057 + Penalty 3216.203140 = -2090854.717917 nChanged 31 SP:Iteration 60F (3502.033978 sec): 3 clusters Score: Raw -2094075.243798 + Penalty 3216.203140 = -2090859.040658 nChanged 37 SP:Iteration 61Q (3502.104297 sec): 3 clusters Score: Raw -2094080.326370 + Penalty 3216.203140 = -2090864.123230 nChanged 37 SP:Iteration 62Q (3502.183141 sec): 3 clusters Score: Raw -2094084.937033 + Penalty 3216.203140 = -2090868.733893 nChanged 37 SP:Iteration 63Q (3502.251106 sec): 3 clusters Score: Raw -2094090.331875 + Penalty 3216.203140 = -2090874.128735 nChanged 38 SP:Iteration 64Q (3502.319678 sec): 3 clusters Score: Raw -2094094.994731 + Penalty 3216.203140 = -2090878.791590 nChanged 35 SP:Iteration 65Q (3502.399713 sec): 3 clusters Score: Raw -2094099.481988 + Penalty 3216.203140 = -2090883.278848 nChanged 28 SP:Iteration 66Q (3502.469895 sec): 3 clusters Score: Raw -2094103.065274 + Penalty 3216.203140 = -2090886.862134 nChanged 18 SP:Iteration 67Q (3502.543935 sec): 3 clusters Score: Raw -2094105.491902 + Penalty 3216.203140 = -2090889.288762 nChanged 17 SP:Iteration 68Q (3502.622202 sec): 3 clusters Score: Raw -2094108.222295 + Penalty 3216.203140 = -2090892.019154 nChanged 19 SP:Iteration 69Q (3502.702097 sec): 3 clusters Score: Raw -2094111.324190 + Penalty 3216.203140 = -2090895.121050 nChanged 26 SP:Iteration 70Q (3502.767779 sec): 3 clusters Score: Raw -2094114.702991 + Penalty 3216.203140 = -2090898.499851 nChanged 24 SP:Iteration 71Q (3502.842820 sec): 3 clusters Score: Raw -2094117.502730 + Penalty 3216.203140 = -2090901.299589 nChanged 27 SP:Iteration 72Q (3502.918049 sec): 3 clusters Score: Raw -2094121.326374 + Penalty 3216.203140 = -2090905.123233 nChanged 29 SP:Iteration 73Q (3502.987006 sec): 3 clusters Score: Raw -2094125.285184 + Penalty 3216.203140 = -2090909.082044 nChanged 26 SP:Iteration 74Q (3503.045046 sec): 3 clusters Score: Raw -2094129.354271 + Penalty 3216.203140 = -2090913.151131 nChanged 28 SP:Iteration 75Q (3503.122073 sec): 3 clusters Score: Raw -2094133.830205 + Penalty 3216.203140 = -2090917.627065 nChanged 33 SP:Iteration 76Q (3503.191239 sec): 3 clusters Score: Raw -2094138.838174 + Penalty 3216.203140 = -2090922.635034 nChanged 32 SP:Iteration 77Q (3503.272108 sec): 3 clusters Score: Raw -2094144.582447 + Penalty 3216.203140 = -2090928.379307 nChanged 35 SP:Iteration 78Q (3503.337442 sec): 3 clusters Score: Raw -2094150.482904 + Penalty 3216.203140 = -2090934.279764 nChanged 33 SP:Iteration 79Q (3503.418867 sec): 3 clusters Score: Raw -2094155.344793 + Penalty 3216.203140 = -2090939.141652 nChanged 30 SP:Iteration 80F (3503.501503 sec): 3 clusters Score: Raw -2094161.030725 + Penalty 3216.203140 = -2090944.827584 nChanged 31 SP:Iteration 81Q (3503.567433 sec): 3 clusters Score: Raw -2094166.019092 + Penalty 3216.203140 = -2090949.815952 nChanged 32 SP:Iteration 82Q (3503.640174 sec): 3 clusters Score: Raw -2094170.093129 + Penalty 3216.203140 = -2090953.889989 nChanged 22 SP:Iteration 83Q (3503.722404 sec): 3 clusters Score: Raw -2094172.748052 + Penalty 3216.203140 = -2090956.544912 nChanged 17 SP:Iteration 84Q (3503.790037 sec): 3 clusters Score: Raw -2094175.255053 + Penalty 3216.203140 = -2090959.051913 nChanged 15 SP:Iteration 85Q (3503.852928 sec): 3 clusters Score: Raw -2094177.072085 + Penalty 3216.203140 = -2090960.868945 nChanged 11 SP:Iteration 86Q (3503.930209 sec): 3 clusters Score: Raw -2094178.150058 + Penalty 3216.203140 = -2090961.946917 nChanged 10 SP:Iteration 87Q (3504.000273 sec): 3 clusters Score: Raw -2094179.432496 + Penalty 3216.203140 = -2090963.229355 nChanged 14 SP:Iteration 88Q (3504.072978 sec): 3 clusters Score: Raw -2094181.273413 + Penalty 3216.203140 = -2090965.070272 nChanged 20 SP:Iteration 89Q (3504.136070 sec): 3 clusters Score: Raw -2094183.772836 + Penalty 3216.203140 = -2090967.569695 nChanged 16 SP:Iteration 90Q (3504.207255 sec): 3 clusters Score: Raw -2094185.863398 + Penalty 3216.203140 = -2090969.660257 nChanged 19 SP:Iteration 91Q (3504.283198 sec): 3 clusters Score: Raw -2094188.457200 + Penalty 3216.203140 = -2090972.254060 nChanged 16 SP:Iteration 92Q (3504.354553 sec): 3 clusters Score: Raw -2094191.079493 + Penalty 3216.203140 = -2090974.876353 nChanged 24 SP:Iteration 93Q (3504.427961 sec): 3 clusters Score: Raw -2094194.772326 + Penalty 3216.203140 = -2090978.569186 nChanged 26 SP:Iteration 94Q (3504.502203 sec): 3 clusters Score: Raw -2094198.688885 + Penalty 3216.203140 = -2090982.485745 nChanged 25 SP:Iteration 95Q (3504.566689 sec): 3 clusters Score: Raw -2094202.576933 + Penalty 3216.203140 = -2090986.373793 nChanged 25 SP:Iteration 96Q (3504.642322 sec): 3 clusters Score: Raw -2094206.189840 + Penalty 3216.203140 = -2090989.986700 nChanged 21 SP:Iteration 97Q (3504.701781 sec): 3 clusters Score: Raw -2094209.496252 + Penalty 3216.203140 = -2090993.293111 nChanged 19 SP:Iteration 98Q (3504.777016 sec): 3 clusters Score: Raw -2094211.758143 + Penalty 3216.203140 = -2090995.555003 nChanged 15 SP:Iteration 99Q (3504.858971 sec): 3 clusters Score: Raw -2094213.884965 + Penalty 3216.203140 = -2090997.681824 nChanged 17 SP:Iteration 100F (3504.941714 sec): 3 clusters Score: Raw -2094216.774085 + Penalty 3216.203140 = -2091000.570944 nChanged 30 SP:Iteration 101Q (3505.010509 sec): 3 clusters Score: Raw -2094222.790181 + Penalty 3216.203140 = -2091006.587041 nChanged 33 SP:Iteration 102Q (3505.083719 sec): 3 clusters Score: Raw -2094228.374237 + Penalty 3216.203140 = -2091012.171097 nChanged 31 SP:Iteration 103Q (3505.152406 sec): 3 clusters Score: Raw -2094233.849674 + Penalty 3216.203140 = -2091017.646533 nChanged 34 SP:Iteration 104Q (3505.222575 sec): 3 clusters Score: Raw -2094240.690343 + Penalty 3216.203140 = -2091024.487203 nChanged 41 SP:Iteration 105Q (3505.292028 sec): 3 clusters Score: Raw -2094250.840065 + Penalty 3216.203140 = -2091034.636925 nChanged 38 SP:Iteration 106Q (3505.371080 sec): 3 clusters Score: Raw -2094259.063968 + Penalty 3216.203140 = -2091042.860827 nChanged 37 SP:Iteration 107Q (3505.448141 sec): 3 clusters Score: Raw -2094267.575067 + Penalty 3216.203140 = -2091051.371927 nChanged 38 SP:Iteration 108Q (3505.517398 sec): 3 clusters Score: Raw -2094274.886094 + Penalty 3216.203140 = -2091058.682954 nChanged 33 SP:Iteration 109Q (3505.598306 sec): 3 clusters Score: Raw -2094281.990944 + Penalty 3216.203140 = -2091065.787804 nChanged 34 SP:Iteration 110Q (3505.657147 sec): 3 clusters Score: Raw -2094287.764321 + Penalty 3216.203140 = -2091071.561180 nChanged 25 SP:Iteration 111Q (3505.733269 sec): 3 clusters Score: Raw -2094292.177267 + Penalty 3216.203140 = -2091075.974126 nChanged 24 SP:Iteration 112Q (3505.795456 sec): 3 clusters Score: Raw -2094295.672390 + Penalty 3216.203140 = -2091079.469250 nChanged 27 SP:Iteration 113Q (3505.868465 sec): 3 clusters Score: Raw -2094300.497602 + Penalty 3216.203140 = -2091084.294462 nChanged 31 SP:Iteration 114Q (3505.944459 sec): 3 clusters Score: Raw -2094306.307613 + Penalty 3216.203140 = -2091090.104473 nChanged 28 SP:Iteration 115Q (3506.009892 sec): 3 clusters Score: Raw -2094311.929804 + Penalty 3216.203140 = -2091095.726664 nChanged 27 SP:Iteration 116Q (3506.078538 sec): 3 clusters Score: Raw -2094318.457657 + Penalty 3216.203140 = -2091102.254517 nChanged 38 SP:Iteration 117Q (3506.146959 sec): 3 clusters Score: Raw -2094328.557218 + Penalty 3216.203140 = -2091112.354078 nChanged 45 SP:Iteration 118Q (3506.230482 sec): 3 clusters Score: Raw -2094342.073195 + Penalty 3216.203140 = -2091125.870055 nChanged 57 SP:Iteration 119Q (3506.304972 sec): 3 clusters Score: Raw -2094357.198823 + Penalty 3216.203140 = -2091140.995682 nChanged 50 SP:Iteration 120F (3506.378818 sec): 3 clusters Score: Raw -2094370.505914 + Penalty 3216.203140 = -2091154.302774 nChanged 50 SP:Iteration 121Q (3506.450683 sec): 3 clusters Score: Raw -2094384.718781 + Penalty 3216.203140 = -2091168.515640 nChanged 51 SP:Iteration 122Q (3506.522612 sec): 3 clusters Score: Raw -2094399.002535 + Penalty 3216.203140 = -2091182.799395 nChanged 55 SP:Iteration 123Q (3506.602324 sec): 3 clusters Score: Raw -2094415.413320 + Penalty 3216.203140 = -2091199.210180 nChanged 52 SP:Iteration 124Q (3506.674630 sec): 3 clusters Score: Raw -2094430.327244 + Penalty 3216.203140 = -2091214.124103 nChanged 57 SP:Iteration 125Q (3506.742855 sec): 3 clusters Score: Raw -2094445.561526 + Penalty 3216.203140 = -2091229.358385 nChanged 45 SP:Iteration 126Q (3506.815447 sec): 3 clusters Score: Raw -2094460.439910 + Penalty 3216.203140 = -2091244.236770 nChanged 59 SP:Iteration 127Q (3506.878170 sec): 3 clusters Score: Raw -2094479.934427 + Penalty 3216.203140 = -2091263.731286 nChanged 58 SP:Iteration 128Q (3506.932880 sec): 3 clusters Score: Raw -2094498.270482 + Penalty 3216.203140 = -2091282.067341 nChanged 57 SP:Iteration 129Q (3507.003536 sec): 3 clusters Score: Raw -2094518.349987 + Penalty 3216.203140 = -2091302.146847 nChanged 41 SP:Iteration 130Q (3507.079914 sec): 3 clusters Score: Raw -2094531.347506 + Penalty 3216.203140 = -2091315.144365 nChanged 36 SP:Iteration 131Q (3507.151589 sec): 3 clusters Score: Raw -2094541.651997 + Penalty 3216.203140 = -2091325.448856 nChanged 36 SP:Iteration 132Q (3507.221850 sec): 3 clusters Score: Raw -2094551.469569 + Penalty 3216.203140 = -2091335.266429 nChanged 37 SP:Iteration 133Q (3507.292101 sec): 3 clusters Score: Raw -2094563.144541 + Penalty 3216.203140 = -2091346.941400 nChanged 30 SP:Iteration 134Q (3507.362572 sec): 3 clusters Score: Raw -2094571.591777 + Penalty 3216.203140 = -2091355.388636 nChanged 24 SP:Iteration 135Q (3507.428503 sec): 3 clusters Score: Raw -2094577.295704 + Penalty 3216.203140 = -2091361.092563 nChanged 23 SP:Iteration 136Q (3507.495910 sec): 3 clusters Score: Raw -2094584.738683 + Penalty 3216.203140 = -2091368.535543 nChanged 27 SP:Iteration 137Q (3507.570525 sec): 3 clusters Score: Raw -2094592.582859 + Penalty 3216.203140 = -2091376.379719 nChanged 27 SP:Iteration 138Q (3507.642653 sec): 3 clusters Score: Raw -2094599.911739 + Penalty 3216.203140 = -2091383.708598 nChanged 24 SP:Iteration 139Q (3507.721463 sec): 3 clusters Score: Raw -2094606.727570 + Penalty 3216.203140 = -2091390.524429 nChanged 31 SP:Iteration 140F (3507.792238 sec): 3 clusters Score: Raw -2094618.308457 + Penalty 3216.203140 = -2091402.105316 nChanged 30 SP:Iteration 141Q (3507.865150 sec): 3 clusters Score: Raw -2094629.472709 + Penalty 3216.203140 = -2091413.269569 nChanged 34 SP:Iteration 142Q (3507.930413 sec): 3 clusters Score: Raw -2094642.256193 + Penalty 3216.203140 = -2091426.053052 nChanged 31 SP:Iteration 143Q (3508.003547 sec): 3 clusters Score: Raw -2094654.886674 + Penalty 3216.203140 = -2091438.683533 nChanged 31 SP:Iteration 144Q (3508.075191 sec): 3 clusters Score: Raw -2094664.596012 + Penalty 3216.203140 = -2091448.392872 nChanged 33 SP:Iteration 145Q (3508.147309 sec): 3 clusters Score: Raw -2094675.457324 + Penalty 3216.203140 = -2091459.254184 nChanged 29 SP:Iteration 146Q (3508.204886 sec): 3 clusters Score: Raw -2094685.044717 + Penalty 3216.203140 = -2091468.841577 nChanged 23 SP:Iteration 147Q (3508.268630 sec): 3 clusters Score: Raw -2094693.809031 + Penalty 3216.203140 = -2091477.605890 nChanged 24 SP:Iteration 148Q (3508.331789 sec): 3 clusters Score: Raw -2094701.155547 + Penalty 3216.203140 = -2091484.952406 nChanged 14 SP:Iteration 149Q (3508.400927 sec): 3 clusters Score: Raw -2094705.215605 + Penalty 3216.203140 = -2091489.012464 nChanged 16 SP:Iteration 150Q (3508.477127 sec): 3 clusters Score: Raw -2094712.083825 + Penalty 3216.203140 = -2091495.880684 nChanged 14 SP:Iteration 151Q (3508.540801 sec): 3 clusters Score: Raw -2094716.065024 + Penalty 3216.203140 = -2091499.861884 nChanged 10 SP:Iteration 152Q (3508.601660 sec): 3 clusters Score: Raw -2094718.963356 + Penalty 3216.203140 = -2091502.760215 nChanged 12 SP:Iteration 153Q (3508.672427 sec): 3 clusters Score: Raw -2094723.019568 + Penalty 3216.203140 = -2091506.816428 nChanged 11 SP:Iteration 154Q (3508.746295 sec): 3 clusters Score: Raw -2094726.271006 + Penalty 3216.203140 = -2091510.067866 nChanged 9 SP:Iteration 155Q (3508.820475 sec): 3 clusters Score: Raw -2094728.788499 + Penalty 3216.203140 = -2091512.585359 nChanged 4 SP:Iteration 156Q (3508.875826 sec): 3 clusters Score: Raw -2094730.674810 + Penalty 3216.203140 = -2091514.471670 nChanged 8 SP:Iteration 157Q (3508.945257 sec): 3 clusters Score: Raw -2094735.338161 + Penalty 3216.203140 = -2091519.135021 nChanged 11 SP:Iteration 158Q (3509.016719 sec): 3 clusters Score: Raw -2094738.486851 + Penalty 3216.203140 = -2091522.283710 nChanged 5 SP:Iteration 159Q (3509.087868 sec): 3 clusters Score: Raw -2094741.251249 + Penalty 3216.203140 = -2091525.048109 nChanged 12 SP:Iteration 160F (3509.157686 sec): 3 clusters Score: Raw -2094746.995898 + Penalty 3216.203140 = -2091530.792757 nChanged 11 SP:Iteration 161Q (3509.224653 sec): 3 clusters Score: Raw -2094750.564525 + Penalty 3216.203140 = -2091534.361384 nChanged 3 SP:Iteration 162Q (3509.301619 sec): 3 clusters Score: Raw -2094751.323785 + Penalty 3216.203140 = -2091535.120644 nChanged 2 SP:Iteration 163Q (3509.372666 sec): 3 clusters Score: Raw -2094751.741966 + Penalty 3216.203140 = -2091535.538826 nChanged 1 SP:Iteration 164Q (3509.444670 sec): 3 clusters Score: Raw -2094751.817118 + Penalty 3216.203140 = -2091535.613978 nChanged 0 SP:Iteration 165F (3509.523347 sec): 3 clusters Score: Raw -2094751.817118 + Penalty 3216.203140 = -2091535.613978 nChanged 0 Trying to split cluster 23 (30391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3509.585113 sec): 2 clusters Score: Raw -3300983.970952 + Penalty 1677.309041 = -3299306.661911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3509.682550 sec): 3 clusters Score: Raw -3282024.416300 + Penalty 3354.618082 = -3278669.798218 nChanged 14133 SP:Iteration 1F (3509.765953 sec): 3 clusters Score: Raw -3290160.712612 + Penalty 3354.618082 = -3286806.094530 nChanged 1485 SP:Iteration 2Q (3509.871886 sec): 3 clusters Score: Raw -3290742.243607 + Penalty 3354.618082 = -3287387.625525 nChanged 1476 SP:Iteration 3Q (3509.966359 sec): 3 clusters Score: Raw -3291386.119817 + Penalty 3354.618082 = -3288031.501735 nChanged 1550 SP:Iteration 4F (3510.065563 sec): 3 clusters Score: Raw -3292204.056565 + Penalty 3354.618082 = -3288849.438483 nChanged 1690 SP:Iteration 5F (3510.164556 sec): 3 clusters Score: Raw -3293248.539233 + Penalty 3354.618082 = -3289893.921151 nChanged 1832 SP:Iteration 6F (3510.250930 sec): 3 clusters Score: Raw -3294438.937087 + Penalty 3354.618082 = -3291084.319005 nChanged 1847 SP:Iteration 7F (3510.348150 sec): 3 clusters Score: Raw -3295739.268619 + Penalty 3354.618082 = -3292384.650537 nChanged 1671 SP:Iteration 8F (3510.435411 sec): 3 clusters Score: Raw -3296965.582104 + Penalty 3354.618082 = -3293610.964022 nChanged 1395 SP:Iteration 9Q (3510.523555 sec): 3 clusters Score: Raw -3297916.129595 + Penalty 3354.618082 = -3294561.511513 nChanged 1165 SP:Iteration 10Q (3510.616418 sec): 3 clusters Score: Raw -3298602.521937 + Penalty 3354.618082 = -3295247.903855 nChanged 963 SP:Iteration 11Q (3510.707854 sec): 3 clusters Score: Raw -3299116.169240 + Penalty 3354.618082 = -3295761.551158 nChanged 819 SP:Iteration 12Q (3510.797383 sec): 3 clusters Score: Raw -3299538.063771 + Penalty 3354.618082 = -3296183.445689 nChanged 696 SP:Iteration 13Q (3510.894291 sec): 3 clusters Score: Raw -3299870.375311 + Penalty 3354.618082 = -3296515.757229 nChanged 596 SP:Iteration 14Q (3510.989816 sec): 3 clusters Score: Raw -3300149.374891 + Penalty 3354.618082 = -3296794.756809 nChanged 530 SP:Iteration 15Q (3511.076207 sec): 3 clusters Score: Raw -3300391.475340 + Penalty 3354.618082 = -3297036.857258 nChanged 452 SP:Iteration 16Q (3511.168939 sec): 3 clusters Score: Raw -3300593.643996 + Penalty 3354.618082 = -3297239.025914 nChanged 381 SP:Iteration 17Q (3511.258581 sec): 3 clusters Score: Raw -3300748.118596 + Penalty 3354.618082 = -3297393.500514 nChanged 318 SP:Iteration 18Q (3511.339448 sec): 3 clusters Score: Raw -3300876.469567 + Penalty 3354.618082 = -3297521.851485 nChanged 270 SP:Iteration 19Q (3511.428933 sec): 3 clusters Score: Raw -3300983.710168 + Penalty 3354.618082 = -3297629.092086 nChanged 248 SP:Iteration 20F (3511.516543 sec): 3 clusters Score: Raw -3301079.297312 + Penalty 3354.618082 = -3297724.679230 nChanged 212 SP:Iteration 21Q (3511.604230 sec): 3 clusters Score: Raw -3301161.047762 + Penalty 3354.618082 = -3297806.429680 nChanged 181 SP:Iteration 22Q (3511.686643 sec): 3 clusters Score: Raw -3301228.043763 + Penalty 3354.618082 = -3297873.425680 nChanged 154 SP:Iteration 23Q (3511.776241 sec): 3 clusters Score: Raw -3301279.448450 + Penalty 3354.618082 = -3297924.830368 nChanged 122 SP:Iteration 24Q (3511.859630 sec): 3 clusters Score: Raw -3301322.880342 + Penalty 3354.618082 = -3297968.262260 nChanged 96 SP:Iteration 25Q (3511.948989 sec): 3 clusters Score: Raw -3301356.187638 + Penalty 3354.618082 = -3298001.569556 nChanged 83 SP:Iteration 26Q (3512.030275 sec): 3 clusters Score: Raw -3301389.105365 + Penalty 3354.618082 = -3298034.487283 nChanged 84 SP:Iteration 27Q (3512.117638 sec): 3 clusters Score: Raw -3301417.689611 + Penalty 3354.618082 = -3298063.071529 nChanged 65 SP:Iteration 28Q (3512.203154 sec): 3 clusters Score: Raw -3301435.449195 + Penalty 3354.618082 = -3298080.831113 nChanged 47 SP:Iteration 29Q (3512.294508 sec): 3 clusters Score: Raw -3301447.783234 + Penalty 3354.618082 = -3298093.165151 nChanged 37 SP:Iteration 30Q (3512.375811 sec): 3 clusters Score: Raw -3301457.801950 + Penalty 3354.618082 = -3298103.183868 nChanged 32 SP:Iteration 31Q (3512.464984 sec): 3 clusters Score: Raw -3301466.172424 + Penalty 3354.618082 = -3298111.554342 nChanged 30 SP:Iteration 32Q (3512.549147 sec): 3 clusters Score: Raw -3301473.891783 + Penalty 3354.618082 = -3298119.273701 nChanged 24 SP:Iteration 33Q (3512.639217 sec): 3 clusters Score: Raw -3301479.107686 + Penalty 3354.618082 = -3298124.489604 nChanged 13 SP:Iteration 34Q (3512.718970 sec): 3 clusters Score: Raw -3301482.048490 + Penalty 3354.618082 = -3298127.430408 nChanged 6 SP:Iteration 35Q (3512.801315 sec): 3 clusters Score: Raw -3301483.429321 + Penalty 3354.618082 = -3298128.811239 nChanged 8 SP:Iteration 36Q (3512.888750 sec): 3 clusters Score: Raw -3301484.535595 + Penalty 3354.618082 = -3298129.917513 nChanged 9 SP:Iteration 37Q (3512.983338 sec): 3 clusters Score: Raw -3301486.514114 + Penalty 3354.618082 = -3298131.896032 nChanged 8 SP:Iteration 38Q (3513.062817 sec): 3 clusters Score: Raw -3301487.788391 + Penalty 3354.618082 = -3298133.170309 nChanged 5 SP:Iteration 39Q (3513.143863 sec): 3 clusters Score: Raw -3301488.531716 + Penalty 3354.618082 = -3298133.913634 nChanged 3 SP:Iteration 40F (3513.233198 sec): 3 clusters Score: Raw -3301488.837244 + Penalty 3354.618082 = -3298134.219162 nChanged 1 SP:Iteration 41Q (3513.328487 sec): 3 clusters Score: Raw -3301489.269020 + Penalty 3354.618082 = -3298134.650938 nChanged 2 SP:Iteration 42Q (3513.405168 sec): 3 clusters Score: Raw -3301489.657370 + Penalty 3354.618082 = -3298135.039288 nChanged 2 SP:Iteration 43Q (3513.479357 sec): 3 clusters Score: Raw -3301490.142106 + Penalty 3354.618082 = -3298135.524024 nChanged 1 SP:Iteration 44Q (3513.571428 sec): 3 clusters Score: Raw -3301490.269359 + Penalty 3354.618082 = -3298135.651277 nChanged 1 SP:Iteration 45Q (3513.647940 sec): 3 clusters Score: Raw -3301490.519878 + Penalty 3354.618082 = -3298135.901796 nChanged 2 SP:Iteration 46Q (3513.720772 sec): 3 clusters Score: Raw -3301490.922387 + Penalty 3354.618082 = -3298136.304304 nChanged 2 SP:Iteration 47Q (3513.797492 sec): 3 clusters Score: Raw -3301491.258935 + Penalty 3354.618082 = -3298136.640853 nChanged 2 SP:Iteration 48Q (3513.890747 sec): 3 clusters Score: Raw -3301491.621134 + Penalty 3354.618082 = -3298137.003052 nChanged 3 SP:Iteration 49Q (3513.970080 sec): 3 clusters Score: Raw -3301492.984499 + Penalty 3354.618082 = -3298138.366417 nChanged 2 SP:Iteration 50Q (3514.053295 sec): 3 clusters Score: Raw -3301493.420898 + Penalty 3354.618082 = -3298138.802816 nChanged 4 SP:Iteration 51Q (3514.132025 sec): 3 clusters Score: Raw -3301494.078922 + Penalty 3354.618082 = -3298139.460840 nChanged 2 SP:Iteration 52Q (3514.207665 sec): 3 clusters Score: Raw -3301494.592215 + Penalty 3354.618082 = -3298139.974133 nChanged 1 SP:Iteration 53Q (3514.289446 sec): 3 clusters Score: Raw -3301494.819540 + Penalty 3354.618082 = -3298140.201458 nChanged 0 SP:Iteration 54F (3514.386864 sec): 3 clusters Score: Raw -3301494.819540 + Penalty 3354.618082 = -3298140.201458 nChanged 0 Trying to split cluster 24 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3514.401551 sec): 2 clusters Score: Raw -14347.064874 + Penalty 863.395972 = -13483.668903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3514.455160 sec): 3 clusters Score: Raw -14476.818210 + Penalty 1726.791943 = -12750.026267 nChanged 31 SP:Iteration 1F (3514.490495 sec): 3 clusters Score: Raw -14571.833366 + Penalty 1726.791943 = -12845.041422 nChanged 14 SP:Iteration 2F (3514.531316 sec): 3 clusters Score: Raw -14651.722552 + Penalty 1726.791943 = -12924.930609 nChanged 8 SP:Iteration 3Q (3514.560774 sec): 3 clusters Score: Raw -14680.249226 + Penalty 1726.791943 = -12953.457282 nChanged 5 SP:Iteration 4Q (3514.584411 sec): 3 clusters Score: Raw -14719.411102 + Penalty 1726.791943 = -12992.619159 nChanged 3 SP:Iteration 5Q (3514.631114 sec): 3 clusters Score: Raw -14745.973851 + Penalty 1726.791943 = -13019.181908 nChanged 1 SP:Iteration 6Q (3514.674954 sec): 3 clusters Score: Raw -14747.849610 + Penalty 1726.791943 = -13021.057667 nChanged 2 SP:Iteration 7Q (3514.712639 sec): 3 clusters Score: Raw -14750.178455 + Penalty 1726.791943 = -13023.386512 nChanged 1 SP:Iteration 8Q (3514.752376 sec): 3 clusters Score: Raw -14756.181841 + Penalty 1726.791943 = -13029.389898 nChanged 0 SP:Iteration 9F (3514.794328 sec): 3 clusters Score: Raw -14756.181841 + Penalty 1726.791943 = -13029.389898 nChanged 0 Trying to split cluster 25 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3514.824076 sec): 2 clusters Score: Raw -47287.721434 + Penalty 1006.590876 = -46281.130558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3514.866214 sec): 3 clusters Score: Raw -47222.353875 + Penalty 2013.181752 = -45209.172123 nChanged 121 SP:Iteration 1F (3514.899959 sec): 3 clusters Score: Raw -47439.249685 + Penalty 2013.181752 = -45426.067933 nChanged 42 SP:Iteration 2F (3514.939862 sec): 3 clusters Score: Raw -47521.378309 + Penalty 2013.181752 = -45508.196557 nChanged 23 SP:Iteration 3Q (3514.977338 sec): 3 clusters Score: Raw -47559.622089 + Penalty 2013.181752 = -45546.440337 nChanged 11 SP:Iteration 4Q (3515.029474 sec): 3 clusters Score: Raw -47581.564576 + Penalty 2013.181752 = -45568.382824 nChanged 12 SP:Iteration 5Q (3515.075198 sec): 3 clusters Score: Raw -47600.653516 + Penalty 2013.181752 = -45587.471764 nChanged 7 SP:Iteration 6Q (3515.106152 sec): 3 clusters Score: Raw -47608.882781 + Penalty 2013.181752 = -45595.701029 nChanged 3 SP:Iteration 7Q (3515.144498 sec): 3 clusters Score: Raw -47613.324616 + Penalty 2013.181752 = -45600.142864 nChanged 2 SP:Iteration 8Q (3515.203790 sec): 3 clusters Score: Raw -47618.154457 + Penalty 2013.181752 = -45604.972705 nChanged 7 SP:Iteration 9Q (3515.247206 sec): 3 clusters Score: Raw -47631.103096 + Penalty 2013.181752 = -45617.921344 nChanged 6 SP:Iteration 10Q (3515.278372 sec): 3 clusters Score: Raw -47640.663178 + Penalty 2013.181752 = -45627.481426 nChanged 3 SP:Iteration 11Q (3515.326125 sec): 3 clusters Score: Raw -47645.111031 + Penalty 2013.181752 = -45631.929279 nChanged 2 SP:Iteration 12Q (3515.378492 sec): 3 clusters Score: Raw -47646.941121 + Penalty 2013.181752 = -45633.759369 nChanged 2 SP:Iteration 13Q (3515.421088 sec): 3 clusters Score: Raw -47648.665290 + Penalty 2013.181752 = -45635.483538 nChanged 0 SP:Iteration 14F (3515.452910 sec): 3 clusters Score: Raw -47648.665290 + Penalty 2013.181752 = -45635.483538 nChanged 0 Trying to split cluster 26 (18302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3515.505825 sec): 2 clusters Score: Raw -1807708.189111 + Penalty 1594.899414 = -1806113.289698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3515.571719 sec): 3 clusters Score: Raw -1796840.420824 + Penalty 3189.798827 = -1793650.621997 nChanged 8215 SP:Iteration 1F (3515.644170 sec): 3 clusters Score: Raw -1802000.089106 + Penalty 3189.798827 = -1798810.290279 nChanged 1525 SP:Iteration 2F (3515.720629 sec): 3 clusters Score: Raw -1803511.612765 + Penalty 3189.798827 = -1800321.813937 nChanged 1776 SP:Iteration 3F (3515.796189 sec): 3 clusters Score: Raw -1805322.809990 + Penalty 3189.798827 = -1802133.011163 nChanged 1628 SP:Iteration 4F (3515.874349 sec): 3 clusters Score: Raw -1806684.170121 + Penalty 3189.798827 = -1803494.371294 nChanged 1241 SP:Iteration 5F (3515.946063 sec): 3 clusters Score: Raw -1807430.056857 + Penalty 3189.798827 = -1804240.258030 nChanged 774 SP:Iteration 6Q (3516.017180 sec): 3 clusters Score: Raw -1807783.279605 + Penalty 3189.798827 = -1804593.480777 nChanged 498 SP:Iteration 7Q (3516.096054 sec): 3 clusters Score: Raw -1807973.308461 + Penalty 3189.798827 = -1804783.509633 nChanged 391 SP:Iteration 8Q (3516.169711 sec): 3 clusters Score: Raw -1808110.232711 + Penalty 3189.798827 = -1804920.433883 nChanged 317 SP:Iteration 9Q (3516.237636 sec): 3 clusters Score: Raw -1808213.247661 + Penalty 3189.798827 = -1805023.448833 nChanged 256 SP:Iteration 10Q (3516.311420 sec): 3 clusters Score: Raw -1808294.642808 + Penalty 3189.798827 = -1805104.843980 nChanged 231 SP:Iteration 11Q (3516.396834 sec): 3 clusters Score: Raw -1808367.353346 + Penalty 3189.798827 = -1805177.554519 nChanged 209 SP:Iteration 12Q (3516.464403 sec): 3 clusters Score: Raw -1808434.500871 + Penalty 3189.798827 = -1805244.702044 nChanged 204 SP:Iteration 13Q (3516.548335 sec): 3 clusters Score: Raw -1808501.596959 + Penalty 3189.798827 = -1805311.798131 nChanged 206 SP:Iteration 14Q (3516.623240 sec): 3 clusters Score: Raw -1808561.644939 + Penalty 3189.798827 = -1805371.846111 nChanged 211 SP:Iteration 15Q (3516.688818 sec): 3 clusters Score: Raw -1808616.661507 + Penalty 3189.798827 = -1805426.862680 nChanged 179 SP:Iteration 16Q (3516.765445 sec): 3 clusters Score: Raw -1808659.864558 + Penalty 3189.798827 = -1805470.065731 nChanged 175 SP:Iteration 17Q (3516.846412 sec): 3 clusters Score: Raw -1808698.252006 + Penalty 3189.798827 = -1805508.453179 nChanged 139 SP:Iteration 18Q (3516.910442 sec): 3 clusters Score: Raw -1808727.152242 + Penalty 3189.798827 = -1805537.353415 nChanged 129 SP:Iteration 19Q (3516.989085 sec): 3 clusters Score: Raw -1808754.765959 + Penalty 3189.798827 = -1805564.967131 nChanged 135 SP:Iteration 20F (3517.058154 sec): 3 clusters Score: Raw -1808792.312393 + Penalty 3189.798827 = -1805602.513566 nChanged 144 SP:Iteration 21Q (3517.123500 sec): 3 clusters Score: Raw -1808837.898148 + Penalty 3189.798827 = -1805648.099321 nChanged 148 SP:Iteration 22Q (3517.194219 sec): 3 clusters Score: Raw -1808888.056081 + Penalty 3189.798827 = -1805698.257254 nChanged 160 SP:Iteration 23Q (3517.263613 sec): 3 clusters Score: Raw -1808931.626973 + Penalty 3189.798827 = -1805741.828146 nChanged 136 SP:Iteration 24Q (3517.329280 sec): 3 clusters Score: Raw -1808964.543639 + Penalty 3189.798827 = -1805774.744812 nChanged 125 SP:Iteration 25Q (3517.412561 sec): 3 clusters Score: Raw -1808989.311003 + Penalty 3189.798827 = -1805799.512176 nChanged 98 SP:Iteration 26Q (3517.483342 sec): 3 clusters Score: Raw -1809008.315190 + Penalty 3189.798827 = -1805818.516363 nChanged 92 SP:Iteration 27Q (3517.558140 sec): 3 clusters Score: Raw -1809020.718570 + Penalty 3189.798827 = -1805830.919743 nChanged 82 SP:Iteration 28Q (3517.629383 sec): 3 clusters Score: Raw -1809030.623076 + Penalty 3189.798827 = -1805840.824248 nChanged 66 SP:Iteration 29Q (3517.700496 sec): 3 clusters Score: Raw -1809039.926888 + Penalty 3189.798827 = -1805850.128061 nChanged 67 SP:Iteration 30Q (3517.785285 sec): 3 clusters Score: Raw -1809047.591853 + Penalty 3189.798827 = -1805857.793025 nChanged 67 SP:Iteration 31Q (3517.854795 sec): 3 clusters Score: Raw -1809056.838864 + Penalty 3189.798827 = -1805867.040036 nChanged 69 SP:Iteration 32Q (3517.912477 sec): 3 clusters Score: Raw -1809065.591829 + Penalty 3189.798827 = -1805875.793002 nChanged 57 SP:Iteration 33Q (3517.983067 sec): 3 clusters Score: Raw -1809072.478681 + Penalty 3189.798827 = -1805882.679853 nChanged 53 SP:Iteration 34Q (3518.056409 sec): 3 clusters Score: Raw -1809078.455989 + Penalty 3189.798827 = -1805888.657162 nChanged 49 SP:Iteration 35Q (3518.134004 sec): 3 clusters Score: Raw -1809082.883804 + Penalty 3189.798827 = -1805893.084977 nChanged 37 SP:Iteration 36Q (3518.201748 sec): 3 clusters Score: Raw -1809086.963195 + Penalty 3189.798827 = -1805897.164368 nChanged 33 SP:Iteration 37Q (3518.275694 sec): 3 clusters Score: Raw -1809090.188973 + Penalty 3189.798827 = -1805900.390145 nChanged 28 SP:Iteration 38Q (3518.347568 sec): 3 clusters Score: Raw -1809092.460175 + Penalty 3189.798827 = -1805902.661348 nChanged 23 SP:Iteration 39Q (3518.426061 sec): 3 clusters Score: Raw -1809094.388526 + Penalty 3189.798827 = -1805904.589699 nChanged 18 SP:Iteration 40F (3518.497090 sec): 3 clusters Score: Raw -1809095.644224 + Penalty 3189.798827 = -1805905.845397 nChanged 21 SP:Iteration 41Q (3518.568324 sec): 3 clusters Score: Raw -1809096.714323 + Penalty 3189.798827 = -1805906.915496 nChanged 14 SP:Iteration 42Q (3518.641301 sec): 3 clusters Score: Raw -1809098.046374 + Penalty 3189.798827 = -1805908.247546 nChanged 15 SP:Iteration 43Q (3518.712665 sec): 3 clusters Score: Raw -1809098.760680 + Penalty 3189.798827 = -1805908.961852 nChanged 11 SP:Iteration 44Q (3518.794360 sec): 3 clusters Score: Raw -1809099.339372 + Penalty 3189.798827 = -1805909.540545 nChanged 5 SP:Iteration 45Q (3518.859024 sec): 3 clusters Score: Raw -1809099.768254 + Penalty 3189.798827 = -1805909.969426 nChanged 9 SP:Iteration 46Q (3518.925405 sec): 3 clusters Score: Raw -1809100.550060 + Penalty 3189.798827 = -1805910.751232 nChanged 12 SP:Iteration 47Q (3519.001237 sec): 3 clusters Score: Raw -1809101.758609 + Penalty 3189.798827 = -1805911.959782 nChanged 15 SP:Iteration 48Q (3519.070237 sec): 3 clusters Score: Raw -1809102.639663 + Penalty 3189.798827 = -1805912.840836 nChanged 11 SP:Iteration 49Q (3519.141781 sec): 3 clusters Score: Raw -1809103.070855 + Penalty 3189.798827 = -1805913.272028 nChanged 4 SP:Iteration 50Q (3519.213797 sec): 3 clusters Score: Raw -1809103.361266 + Penalty 3189.798827 = -1805913.562439 nChanged 6 SP:Iteration 51Q (3519.281253 sec): 3 clusters Score: Raw -1809103.655238 + Penalty 3189.798827 = -1805913.856410 nChanged 6 SP:Iteration 52Q (3519.362142 sec): 3 clusters Score: Raw -1809104.046368 + Penalty 3189.798827 = -1805914.247540 nChanged 7 SP:Iteration 53Q (3519.427692 sec): 3 clusters Score: Raw -1809104.313081 + Penalty 3189.798827 = -1805914.514254 nChanged 4 SP:Iteration 54Q (3519.496842 sec): 3 clusters Score: Raw -1809104.525147 + Penalty 3189.798827 = -1805914.726319 nChanged 2 SP:Iteration 55Q (3519.568388 sec): 3 clusters Score: Raw -1809104.608125 + Penalty 3189.798827 = -1805914.809297 nChanged 2 SP:Iteration 56Q (3519.639733 sec): 3 clusters Score: Raw -1809104.837442 + Penalty 3189.798827 = -1805915.038614 nChanged 2 SP:Iteration 57Q (3519.718652 sec): 3 clusters Score: Raw -1809104.958905 + Penalty 3189.798827 = -1805915.160077 nChanged 4 SP:Iteration 58Q (3519.788432 sec): 3 clusters Score: Raw -1809105.200869 + Penalty 3189.798827 = -1805915.402041 nChanged 3 SP:Iteration 59Q (3519.860893 sec): 3 clusters Score: Raw -1809105.363619 + Penalty 3189.798827 = -1805915.564791 nChanged 4 SP:Iteration 60F (3519.935532 sec): 3 clusters Score: Raw -1809105.546214 + Penalty 3189.798827 = -1805915.747386 nChanged 2 SP:Iteration 61Q (3519.998914 sec): 3 clusters Score: Raw -1809105.615252 + Penalty 3189.798827 = -1805915.816424 nChanged 5 SP:Iteration 62Q (3520.082592 sec): 3 clusters Score: Raw -1809105.771689 + Penalty 3189.798827 = -1805915.972861 nChanged 4 SP:Iteration 63Q (3520.155117 sec): 3 clusters Score: Raw -1809106.007642 + Penalty 3189.798827 = -1805916.208815 nChanged 4 SP:Iteration 64Q (3520.225967 sec): 3 clusters Score: Raw -1809106.130396 + Penalty 3189.798827 = -1805916.331569 nChanged 0 SP:Iteration 65F (3520.287340 sec): 3 clusters Score: Raw -1809106.130396 + Penalty 3189.798827 = -1805916.331569 nChanged 0 Trying to split cluster 27 (29359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3520.354120 sec): 2 clusters Score: Raw -3073968.035171 + Penalty 1671.695094 = -3072296.340078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3520.444248 sec): 3 clusters Score: Raw -3055683.090813 + Penalty 3343.390187 = -3052339.700626 nChanged 13686 SP:Iteration 1F (3520.530959 sec): 3 clusters Score: Raw -3063796.746150 + Penalty 3343.390187 = -3060453.355963 nChanged 1864 SP:Iteration 2F (3520.627118 sec): 3 clusters Score: Raw -3064850.045470 + Penalty 3343.390187 = -3061506.655283 nChanged 2120 SP:Iteration 3F (3520.713394 sec): 3 clusters Score: Raw -3066251.613395 + Penalty 3343.390187 = -3062908.223208 nChanged 2333 SP:Iteration 4F (3520.803012 sec): 3 clusters Score: Raw -3068022.009110 + Penalty 3343.390187 = -3064678.618923 nChanged 2236 SP:Iteration 5F (3520.901974 sec): 3 clusters Score: Raw -3069923.471777 + Penalty 3343.390187 = -3066580.081590 nChanged 1863 SP:Iteration 6F (3520.986846 sec): 3 clusters Score: Raw -3071588.476496 + Penalty 3343.390187 = -3068245.086309 nChanged 1266 SP:Iteration 7Q (3521.077206 sec): 3 clusters Score: Raw -3072763.559858 + Penalty 3343.390187 = -3069420.169671 nChanged 813 SP:Iteration 8Q (3521.167411 sec): 3 clusters Score: Raw -3073543.138904 + Penalty 3343.390187 = -3070199.748717 nChanged 492 SP:Iteration 9Q (3521.257851 sec): 3 clusters Score: Raw -3073991.797799 + Penalty 3343.390187 = -3070648.407612 nChanged 321 SP:Iteration 10Q (3521.344943 sec): 3 clusters Score: Raw -3074248.653167 + Penalty 3343.390187 = -3070905.262979 nChanged 231 SP:Iteration 11Q (3521.435655 sec): 3 clusters Score: Raw -3074439.830587 + Penalty 3343.390187 = -3071096.440400 nChanged 178 SP:Iteration 12Q (3521.523143 sec): 3 clusters Score: Raw -3074583.712002 + Penalty 3343.390187 = -3071240.321815 nChanged 147 SP:Iteration 13Q (3521.619651 sec): 3 clusters Score: Raw -3074683.457031 + Penalty 3343.390187 = -3071340.066844 nChanged 103 SP:Iteration 14Q (3521.697840 sec): 3 clusters Score: Raw -3074746.558986 + Penalty 3343.390187 = -3071403.168799 nChanged 82 SP:Iteration 15Q (3521.792311 sec): 3 clusters Score: Raw -3074788.155907 + Penalty 3343.390187 = -3071444.765720 nChanged 74 SP:Iteration 16Q (3521.886271 sec): 3 clusters Score: Raw -3074825.323726 + Penalty 3343.390187 = -3071481.933539 nChanged 59 SP:Iteration 17Q (3521.960942 sec): 3 clusters Score: Raw -3074853.437885 + Penalty 3343.390187 = -3071510.047698 nChanged 54 SP:Iteration 18Q (3522.049132 sec): 3 clusters Score: Raw -3074874.403621 + Penalty 3343.390187 = -3071531.013434 nChanged 43 SP:Iteration 19Q (3522.128437 sec): 3 clusters Score: Raw -3074892.606198 + Penalty 3343.390187 = -3071549.216011 nChanged 40 SP:Iteration 20F (3522.218214 sec): 3 clusters Score: Raw -3074907.361894 + Penalty 3343.390187 = -3071563.971707 nChanged 25 SP:Iteration 21Q (3522.287688 sec): 3 clusters Score: Raw -3074916.558918 + Penalty 3343.390187 = -3071573.168731 nChanged 29 SP:Iteration 22Q (3522.377869 sec): 3 clusters Score: Raw -3074928.345107 + Penalty 3343.390187 = -3071584.954920 nChanged 27 SP:Iteration 23Q (3522.466647 sec): 3 clusters Score: Raw -3074936.964898 + Penalty 3343.390187 = -3071593.574711 nChanged 11 SP:Iteration 24Q (3522.551789 sec): 3 clusters Score: Raw -3074940.571557 + Penalty 3343.390187 = -3071597.181370 nChanged 12 SP:Iteration 25Q (3522.619164 sec): 3 clusters Score: Raw -3074944.126433 + Penalty 3343.390187 = -3071600.736246 nChanged 11 SP:Iteration 26Q (3522.708401 sec): 3 clusters Score: Raw -3074946.730026 + Penalty 3343.390187 = -3071603.339839 nChanged 4 SP:Iteration 27Q (3522.788708 sec): 3 clusters Score: Raw -3074947.530494 + Penalty 3343.390187 = -3071604.140307 nChanged 4 SP:Iteration 28Q (3522.872995 sec): 3 clusters Score: Raw -3074948.413137 + Penalty 3343.390187 = -3071605.022950 nChanged 4 SP:Iteration 29Q (3522.957716 sec): 3 clusters Score: Raw -3074949.432007 + Penalty 3343.390187 = -3071606.041820 nChanged 1 SP:Iteration 30Q (3523.036106 sec): 3 clusters Score: Raw -3074949.551078 + Penalty 3343.390187 = -3071606.160891 nChanged 0 SP:Iteration 31F (3523.133922 sec): 3 clusters Score: Raw -3074949.551078 + Penalty 3343.390187 = -3071606.160891 nChanged 0 Trying to split cluster 28 (2137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3523.163440 sec): 2 clusters Score: Raw -197910.399193 + Penalty 1245.913216 = -196664.485976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3523.202746 sec): 3 clusters Score: Raw -197033.522328 + Penalty 2491.826433 = -194541.695895 nChanged 756 SP:Iteration 1F (3523.255522 sec): 3 clusters Score: Raw -197644.989333 + Penalty 2491.826433 = -195153.162900 nChanged 168 SP:Iteration 2F (3523.301091 sec): 3 clusters Score: Raw -197779.319084 + Penalty 2491.826433 = -195287.492651 nChanged 112 SP:Iteration 3F (3523.339937 sec): 3 clusters Score: Raw -197873.104285 + Penalty 2491.826433 = -195381.277852 nChanged 88 SP:Iteration 4Q (3523.386212 sec): 3 clusters Score: Raw -197947.728673 + Penalty 2491.826433 = -195455.902240 nChanged 76 SP:Iteration 5Q (3523.429298 sec): 3 clusters Score: Raw -198017.962942 + Penalty 2491.826433 = -195526.136509 nChanged 70 SP:Iteration 6Q (3523.474686 sec): 3 clusters Score: Raw -198078.426720 + Penalty 2491.826433 = -195586.600287 nChanged 56 SP:Iteration 7Q (3523.517209 sec): 3 clusters Score: Raw -198133.344904 + Penalty 2491.826433 = -195641.518471 nChanged 49 SP:Iteration 8Q (3523.562912 sec): 3 clusters Score: Raw -198179.390773 + Penalty 2491.826433 = -195687.564340 nChanged 41 SP:Iteration 9Q (3523.608445 sec): 3 clusters Score: Raw -198215.424233 + Penalty 2491.826433 = -195723.597800 nChanged 34 SP:Iteration 10Q (3523.662888 sec): 3 clusters Score: Raw -198242.659991 + Penalty 2491.826433 = -195750.833558 nChanged 37 SP:Iteration 11Q (3523.703753 sec): 3 clusters Score: Raw -198277.121004 + Penalty 2491.826433 = -195785.294571 nChanged 35 SP:Iteration 12Q (3523.756495 sec): 3 clusters Score: Raw -198305.261013 + Penalty 2491.826433 = -195813.434580 nChanged 29 SP:Iteration 13Q (3523.804183 sec): 3 clusters Score: Raw -198329.606254 + Penalty 2491.826433 = -195837.779821 nChanged 29 SP:Iteration 14Q (3523.849145 sec): 3 clusters Score: Raw -198350.784087 + Penalty 2491.826433 = -195858.957654 nChanged 21 SP:Iteration 15Q (3523.881250 sec): 3 clusters Score: Raw -198365.346678 + Penalty 2491.826433 = -195873.520245 nChanged 17 SP:Iteration 16Q (3523.929627 sec): 3 clusters Score: Raw -198371.765194 + Penalty 2491.826433 = -195879.938761 nChanged 8 SP:Iteration 17Q (3523.979298 sec): 3 clusters Score: Raw -198375.667313 + Penalty 2491.826433 = -195883.840880 nChanged 8 SP:Iteration 18Q (3524.016462 sec): 3 clusters Score: Raw -198380.298555 + Penalty 2491.826433 = -195888.472122 nChanged 11 SP:Iteration 19Q (3524.066271 sec): 3 clusters Score: Raw -198385.252745 + Penalty 2491.826433 = -195893.426312 nChanged 5 SP:Iteration 20F (3524.111650 sec): 3 clusters Score: Raw -198387.186478 + Penalty 2491.826433 = -195895.360045 nChanged 3 SP:Iteration 21Q (3524.149677 sec): 3 clusters Score: Raw -198389.423561 + Penalty 2491.826433 = -195897.597128 nChanged 1 SP:Iteration 22Q (3524.203842 sec): 3 clusters Score: Raw -198390.076409 + Penalty 2491.826433 = -195898.249976 nChanged 1 SP:Iteration 23Q (3524.241785 sec): 3 clusters Score: Raw -198390.745620 + Penalty 2491.826433 = -195898.919187 nChanged 2 SP:Iteration 24Q (3524.294386 sec): 3 clusters Score: Raw -198391.232447 + Penalty 2491.826433 = -195899.406014 nChanged 2 SP:Iteration 25Q (3524.328031 sec): 3 clusters Score: Raw -198391.877616 + Penalty 2491.826433 = -195900.051183 nChanged 3 SP:Iteration 26Q (3524.365152 sec): 3 clusters Score: Raw -198393.305900 + Penalty 2491.826433 = -195901.479467 nChanged 4 SP:Iteration 27Q (3524.411666 sec): 3 clusters Score: Raw -198395.653788 + Penalty 2491.826433 = -195903.827355 nChanged 6 SP:Iteration 28Q (3524.459147 sec): 3 clusters Score: Raw -198397.374914 + Penalty 2491.826433 = -195905.548481 nChanged 2 SP:Iteration 29Q (3524.505399 sec): 3 clusters Score: Raw -198398.354718 + Penalty 2491.826433 = -195906.528285 nChanged 1 SP:Iteration 30Q (3524.545704 sec): 3 clusters Score: Raw -198399.335507 + Penalty 2491.826433 = -195907.509074 nChanged 0 SP:Iteration 31F (3524.601908 sec): 3 clusters Score: Raw -198399.335507 + Penalty 2491.826433 = -195907.509074 nChanged 0 Trying to split cluster 29 (1451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3524.627189 sec): 2 clusters Score: Raw -165179.687634 + Penalty 1183.001341 = -163996.686293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3524.667771 sec): 3 clusters Score: Raw -164630.599503 + Penalty 2366.002682 = -162264.596821 nChanged 490 SP:Iteration 1F (3524.712104 sec): 3 clusters Score: Raw -164992.080888 + Penalty 2366.002682 = -162626.078206 nChanged 113 SP:Iteration 2F (3524.759992 sec): 3 clusters Score: Raw -165102.513922 + Penalty 2366.002682 = -162736.511240 nChanged 70 SP:Iteration 3Q (3524.806347 sec): 3 clusters Score: Raw -165168.856734 + Penalty 2366.002682 = -162802.854052 nChanged 54 SP:Iteration 4Q (3524.854489 sec): 3 clusters Score: Raw -165212.123505 + Penalty 2366.002682 = -162846.120823 nChanged 39 SP:Iteration 5Q (3524.898393 sec): 3 clusters Score: Raw -165248.427690 + Penalty 2366.002682 = -162882.425007 nChanged 37 SP:Iteration 6Q (3524.936128 sec): 3 clusters Score: Raw -165282.339226 + Penalty 2366.002682 = -162916.336544 nChanged 36 SP:Iteration 7Q (3524.990560 sec): 3 clusters Score: Raw -165312.624926 + Penalty 2366.002682 = -162946.622244 nChanged 34 SP:Iteration 8Q (3525.032036 sec): 3 clusters Score: Raw -165340.903049 + Penalty 2366.002682 = -162974.900367 nChanged 29 SP:Iteration 9Q (3525.066931 sec): 3 clusters Score: Raw -165363.058506 + Penalty 2366.002682 = -162997.055823 nChanged 19 SP:Iteration 10Q (3525.111242 sec): 3 clusters Score: Raw -165381.050349 + Penalty 2366.002682 = -163015.047667 nChanged 21 SP:Iteration 11Q (3525.155072 sec): 3 clusters Score: Raw -165395.480504 + Penalty 2366.002682 = -163029.477822 nChanged 10 SP:Iteration 12Q (3525.199270 sec): 3 clusters Score: Raw -165402.000745 + Penalty 2366.002682 = -163035.998062 nChanged 12 SP:Iteration 13Q (3525.242894 sec): 3 clusters Score: Raw -165412.223190 + Penalty 2366.002682 = -163046.220508 nChanged 9 SP:Iteration 14Q (3525.289848 sec): 3 clusters Score: Raw -165418.578886 + Penalty 2366.002682 = -163052.576204 nChanged 7 SP:Iteration 15Q (3525.333740 sec): 3 clusters Score: Raw -165424.975876 + Penalty 2366.002682 = -163058.973194 nChanged 4 SP:Iteration 16Q (3525.378077 sec): 3 clusters Score: Raw -165427.970428 + Penalty 2366.002682 = -163061.967745 nChanged 4 SP:Iteration 17Q (3525.422323 sec): 3 clusters Score: Raw -165432.762896 + Penalty 2366.002682 = -163066.760214 nChanged 6 SP:Iteration 18Q (3525.457644 sec): 3 clusters Score: Raw -165439.364934 + Penalty 2366.002682 = -163073.362251 nChanged 9 SP:Iteration 19Q (3525.495045 sec): 3 clusters Score: Raw -165450.915073 + Penalty 2366.002682 = -163084.912391 nChanged 7 SP:Iteration 20F (3525.540729 sec): 3 clusters Score: Raw -165456.448414 + Penalty 2366.002682 = -163090.445731 nChanged 8 SP:Iteration 21Q (3525.582578 sec): 3 clusters Score: Raw -165461.975357 + Penalty 2366.002682 = -163095.972675 nChanged 8 SP:Iteration 22Q (3525.626980 sec): 3 clusters Score: Raw -165469.113034 + Penalty 2366.002682 = -163103.110352 nChanged 5 SP:Iteration 23Q (3525.681917 sec): 3 clusters Score: Raw -165472.806128 + Penalty 2366.002682 = -163106.803446 nChanged 3 SP:Iteration 24Q (3525.727336 sec): 3 clusters Score: Raw -165474.369900 + Penalty 2366.002682 = -163108.367218 nChanged 1 SP:Iteration 25Q (3525.762716 sec): 3 clusters Score: Raw -165475.412077 + Penalty 2366.002682 = -163109.409395 nChanged 1 SP:Iteration 26Q (3525.806523 sec): 3 clusters Score: Raw -165476.147538 + Penalty 2366.002682 = -163110.144856 nChanged 2 SP:Iteration 27Q (3525.850359 sec): 3 clusters Score: Raw -165476.958961 + Penalty 2366.002682 = -163110.956279 nChanged 2 SP:Iteration 28Q (3525.886026 sec): 3 clusters Score: Raw -165478.239750 + Penalty 2366.002682 = -163112.237068 nChanged 3 SP:Iteration 29Q (3525.934366 sec): 3 clusters Score: Raw -165479.854881 + Penalty 2366.002682 = -163113.852199 nChanged 2 SP:Iteration 30Q (3525.975181 sec): 3 clusters Score: Raw -165481.453759 + Penalty 2366.002682 = -163115.451077 nChanged 3 SP:Iteration 31Q (3526.014632 sec): 3 clusters Score: Raw -165483.858204 + Penalty 2366.002682 = -163117.855522 nChanged 2 SP:Iteration 32Q (3526.053622 sec): 3 clusters Score: Raw -165486.072336 + Penalty 2366.002682 = -163120.069654 nChanged 2 SP:Iteration 33Q (3526.109695 sec): 3 clusters Score: Raw -165487.227257 + Penalty 2366.002682 = -163121.224575 nChanged 2 SP:Iteration 34Q (3526.142938 sec): 3 clusters Score: Raw -165488.546200 + Penalty 2366.002682 = -163122.543518 nChanged 1 SP:Iteration 35Q (3526.188657 sec): 3 clusters Score: Raw -165488.992424 + Penalty 2366.002682 = -163122.989742 nChanged 0 SP:Iteration 36F (3526.234820 sec): 3 clusters Score: Raw -165488.992424 + Penalty 2366.002682 = -163122.989742 nChanged 0 Trying to split cluster 30 (5082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3526.275137 sec): 2 clusters Score: Raw -523843.174748 + Penalty 1386.687277 = -522456.487471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3526.317035 sec): 3 clusters Score: Raw -521232.656427 + Penalty 2773.374553 = -518459.281874 nChanged 2030 SP:Iteration 1F (3526.380671 sec): 3 clusters Score: Raw -522338.051566 + Penalty 2773.374553 = -519564.677013 nChanged 354 SP:Iteration 2F (3526.429248 sec): 3 clusters Score: Raw -522531.267484 + Penalty 2773.374553 = -519757.892931 nChanged 281 SP:Iteration 3F (3526.480128 sec): 3 clusters Score: Raw -522681.101732 + Penalty 2773.374553 = -519907.727179 nChanged 215 SP:Iteration 4Q (3526.530321 sec): 3 clusters Score: Raw -522810.523813 + Penalty 2773.374553 = -520037.149260 nChanged 220 SP:Iteration 5Q (3526.572018 sec): 3 clusters Score: Raw -522929.410943 + Penalty 2773.374553 = -520156.036390 nChanged 191 SP:Iteration 6Q (3526.626834 sec): 3 clusters Score: Raw -523046.119367 + Penalty 2773.374553 = -520272.744814 nChanged 192 SP:Iteration 7Q (3526.678828 sec): 3 clusters Score: Raw -523173.680475 + Penalty 2773.374553 = -520400.305922 nChanged 205 SP:Iteration 8Q (3526.737828 sec): 3 clusters Score: Raw -523326.097881 + Penalty 2773.374553 = -520552.723328 nChanged 216 SP:Iteration 9Q (3526.779972 sec): 3 clusters Score: Raw -523480.594687 + Penalty 2773.374553 = -520707.220133 nChanged 208 SP:Iteration 10Q (3526.835657 sec): 3 clusters Score: Raw -523634.405321 + Penalty 2773.374553 = -520861.030767 nChanged 182 SP:Iteration 11Q (3526.894151 sec): 3 clusters Score: Raw -523764.690870 + Penalty 2773.374553 = -520991.316317 nChanged 161 SP:Iteration 12Q (3526.952086 sec): 3 clusters Score: Raw -523872.705137 + Penalty 2773.374553 = -521099.330584 nChanged 126 SP:Iteration 13Q (3527.004699 sec): 3 clusters Score: Raw -523946.579117 + Penalty 2773.374553 = -521173.204564 nChanged 100 SP:Iteration 14Q (3527.059048 sec): 3 clusters Score: Raw -524005.030871 + Penalty 2773.374553 = -521231.656317 nChanged 75 SP:Iteration 15Q (3527.104637 sec): 3 clusters Score: Raw -524051.937698 + Penalty 2773.374553 = -521278.563145 nChanged 70 SP:Iteration 16Q (3527.153130 sec): 3 clusters Score: Raw -524094.609635 + Penalty 2773.374553 = -521321.235082 nChanged 68 SP:Iteration 17Q (3527.202307 sec): 3 clusters Score: Raw -524127.505639 + Penalty 2773.374553 = -521354.131085 nChanged 67 SP:Iteration 18Q (3527.263944 sec): 3 clusters Score: Raw -524161.629572 + Penalty 2773.374553 = -521388.255019 nChanged 57 SP:Iteration 19Q (3527.307152 sec): 3 clusters Score: Raw -524190.442680 + Penalty 2773.374553 = -521417.068127 nChanged 39 SP:Iteration 20F (3527.357865 sec): 3 clusters Score: Raw -524206.220073 + Penalty 2773.374553 = -521432.845520 nChanged 30 SP:Iteration 21Q (3527.420446 sec): 3 clusters Score: Raw -524223.441917 + Penalty 2773.374553 = -521450.067363 nChanged 36 SP:Iteration 22Q (3527.471485 sec): 3 clusters Score: Raw -524249.314629 + Penalty 2773.374553 = -521475.940075 nChanged 38 SP:Iteration 23Q (3527.522384 sec): 3 clusters Score: Raw -524269.324925 + Penalty 2773.374553 = -521495.950372 nChanged 24 SP:Iteration 24Q (3527.566284 sec): 3 clusters Score: Raw -524281.537723 + Penalty 2773.374553 = -521508.163169 nChanged 21 SP:Iteration 25Q (3527.630037 sec): 3 clusters Score: Raw -524290.474127 + Penalty 2773.374553 = -521517.099574 nChanged 17 SP:Iteration 26Q (3527.679286 sec): 3 clusters Score: Raw -524298.616287 + Penalty 2773.374553 = -521525.241733 nChanged 12 SP:Iteration 27Q (3527.732440 sec): 3 clusters Score: Raw -524303.781134 + Penalty 2773.374553 = -521530.406581 nChanged 15 SP:Iteration 28Q (3527.787717 sec): 3 clusters Score: Raw -524312.035802 + Penalty 2773.374553 = -521538.661249 nChanged 13 SP:Iteration 29Q (3527.828281 sec): 3 clusters Score: Raw -524318.294817 + Penalty 2773.374553 = -521544.920263 nChanged 9 SP:Iteration 30Q (3527.887715 sec): 3 clusters Score: Raw -524320.574280 + Penalty 2773.374553 = -521547.199727 nChanged 4 SP:Iteration 31Q (3527.932892 sec): 3 clusters Score: Raw -524321.608228 + Penalty 2773.374553 = -521548.233674 nChanged 1 SP:Iteration 32Q (3527.999133 sec): 3 clusters Score: Raw -524321.845369 + Penalty 2773.374553 = -521548.470816 nChanged 1 SP:Iteration 33Q (3528.034655 sec): 3 clusters Score: Raw -524322.143856 + Penalty 2773.374553 = -521548.769303 nChanged 2 SP:Iteration 34Q (3528.090598 sec): 3 clusters Score: Raw -524322.839962 + Penalty 2773.374553 = -521549.465408 nChanged 1 SP:Iteration 35Q (3528.141034 sec): 3 clusters Score: Raw -524323.352448 + Penalty 2773.374553 = -521549.977895 nChanged 0 SP:Iteration 36F (3528.197842 sec): 3 clusters Score: Raw -524323.352448 + Penalty 2773.374553 = -521549.977895 nChanged 0 Trying to split cluster 31 (6702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3528.225636 sec): 2 clusters Score: Raw -661628.390549 + Penalty 1431.651206 = -660196.739343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3528.284764 sec): 3 clusters Score: Raw -657992.654009 + Penalty 2863.302412 = -655129.351597 nChanged 2803 SP:Iteration 1F (3528.344810 sec): 3 clusters Score: Raw -659506.605150 + Penalty 2863.302412 = -656643.302738 nChanged 481 SP:Iteration 2F (3528.387707 sec): 3 clusters Score: Raw -659768.733315 + Penalty 2863.302412 = -656905.430903 nChanged 396 SP:Iteration 3F (3528.439439 sec): 3 clusters Score: Raw -660018.538100 + Penalty 2863.302412 = -657155.235688 nChanged 398 SP:Iteration 4F (3528.496100 sec): 3 clusters Score: Raw -660292.352077 + Penalty 2863.302412 = -657429.049665 nChanged 374 SP:Iteration 5F (3528.550434 sec): 3 clusters Score: Raw -660551.363702 + Penalty 2863.302412 = -657688.061290 nChanged 325 SP:Iteration 6Q (3528.609173 sec): 3 clusters Score: Raw -660753.074505 + Penalty 2863.302412 = -657889.772093 nChanged 286 SP:Iteration 7Q (3528.664565 sec): 3 clusters Score: Raw -660913.314307 + Penalty 2863.302412 = -658050.011895 nChanged 232 SP:Iteration 8Q (3528.718352 sec): 3 clusters Score: Raw -661038.967985 + Penalty 2863.302412 = -658175.665573 nChanged 205 SP:Iteration 9Q (3528.782156 sec): 3 clusters Score: Raw -661148.046430 + Penalty 2863.302412 = -658284.744017 nChanged 182 SP:Iteration 10Q (3528.829984 sec): 3 clusters Score: Raw -661238.981604 + Penalty 2863.302412 = -658375.679192 nChanged 158 SP:Iteration 11Q (3528.885286 sec): 3 clusters Score: Raw -661314.510380 + Penalty 2863.302412 = -658451.207968 nChanged 130 SP:Iteration 12Q (3528.940844 sec): 3 clusters Score: Raw -661375.913919 + Penalty 2863.302412 = -658512.611507 nChanged 115 SP:Iteration 13Q (3528.993944 sec): 3 clusters Score: Raw -661427.941461 + Penalty 2863.302412 = -658564.639049 nChanged 105 SP:Iteration 14Q (3529.045447 sec): 3 clusters Score: Raw -661482.016244 + Penalty 2863.302412 = -658618.713832 nChanged 107 SP:Iteration 15Q (3529.109392 sec): 3 clusters Score: Raw -661544.787650 + Penalty 2863.302412 = -658681.485238 nChanged 105 SP:Iteration 16Q (3529.155846 sec): 3 clusters Score: Raw -661600.866335 + Penalty 2863.302412 = -658737.563923 nChanged 84 SP:Iteration 17Q (3529.210920 sec): 3 clusters Score: Raw -661642.022790 + Penalty 2863.302412 = -658778.720378 nChanged 60 SP:Iteration 18Q (3529.268131 sec): 3 clusters Score: Raw -661675.160973 + Penalty 2863.302412 = -658811.858561 nChanged 55 SP:Iteration 19Q (3529.316184 sec): 3 clusters Score: Raw -661708.451429 + Penalty 2863.302412 = -658845.149017 nChanged 50 SP:Iteration 20F (3529.362533 sec): 3 clusters Score: Raw -661735.235765 + Penalty 2863.302412 = -658871.933353 nChanged 37 SP:Iteration 21Q (3529.416880 sec): 3 clusters Score: Raw -661755.027426 + Penalty 2863.302412 = -658891.725014 nChanged 27 SP:Iteration 22Q (3529.464991 sec): 3 clusters Score: Raw -661770.459511 + Penalty 2863.302412 = -658907.157099 nChanged 31 SP:Iteration 23Q (3529.505063 sec): 3 clusters Score: Raw -661788.404134 + Penalty 2863.302412 = -658925.101722 nChanged 30 SP:Iteration 24Q (3529.558544 sec): 3 clusters Score: Raw -661806.761654 + Penalty 2863.302412 = -658943.459241 nChanged 24 SP:Iteration 25Q (3529.606703 sec): 3 clusters Score: Raw -661822.964222 + Penalty 2863.302412 = -658959.661810 nChanged 23 SP:Iteration 26Q (3529.667687 sec): 3 clusters Score: Raw -661835.774869 + Penalty 2863.302412 = -658972.472456 nChanged 22 SP:Iteration 27Q (3529.706350 sec): 3 clusters Score: Raw -661846.651712 + Penalty 2863.302412 = -658983.349300 nChanged 14 SP:Iteration 28Q (3529.758148 sec): 3 clusters Score: Raw -661855.359150 + Penalty 2863.302412 = -658992.056738 nChanged 12 SP:Iteration 29Q (3529.817284 sec): 3 clusters Score: Raw -661863.363717 + Penalty 2863.302412 = -659000.061305 nChanged 14 SP:Iteration 30Q (3529.866597 sec): 3 clusters Score: Raw -661872.346860 + Penalty 2863.302412 = -659009.044448 nChanged 16 SP:Iteration 31Q (3529.921577 sec): 3 clusters Score: Raw -661883.157991 + Penalty 2863.302412 = -659019.855578 nChanged 15 SP:Iteration 32Q (3529.975602 sec): 3 clusters Score: Raw -661891.375223 + Penalty 2863.302412 = -659028.072811 nChanged 9 SP:Iteration 33Q (3530.023211 sec): 3 clusters Score: Raw -661896.649275 + Penalty 2863.302412 = -659033.346863 nChanged 5 SP:Iteration 34Q (3530.089065 sec): 3 clusters Score: Raw -661899.159093 + Penalty 2863.302412 = -659035.856680 nChanged 7 SP:Iteration 35Q (3530.139110 sec): 3 clusters Score: Raw -661903.731826 + Penalty 2863.302412 = -659040.429414 nChanged 7 SP:Iteration 36Q (3530.191241 sec): 3 clusters Score: Raw -661907.005207 + Penalty 2863.302412 = -659043.702795 nChanged 3 SP:Iteration 37Q (3530.256006 sec): 3 clusters Score: Raw -661907.963766 + Penalty 2863.302412 = -659044.661354 nChanged 0 SP:Iteration 38F (3530.308459 sec): 3 clusters Score: Raw -661907.963766 + Penalty 2863.302412 = -659044.661354 nChanged 0 Trying to split cluster 32 (14538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3530.357463 sec): 2 clusters Score: Raw -1535847.753423 + Penalty 1557.484693 = -1534290.268730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3530.423422 sec): 3 clusters Score: Raw -1527317.246536 + Penalty 3114.969387 = -1524202.277150 nChanged 6473 SP:Iteration 1F (3530.486901 sec): 3 clusters Score: Raw -1530811.407231 + Penalty 3114.969387 = -1527696.437844 nChanged 845 SP:Iteration 2F (3530.550010 sec): 3 clusters Score: Raw -1531182.826736 + Penalty 3114.969387 = -1528067.857349 nChanged 804 SP:Iteration 3F (3530.624743 sec): 3 clusters Score: Raw -1531597.014532 + Penalty 3114.969387 = -1528482.045145 nChanged 836 SP:Iteration 4F (3530.695121 sec): 3 clusters Score: Raw -1532094.799136 + Penalty 3114.969387 = -1528979.829749 nChanged 888 SP:Iteration 5F (3530.755279 sec): 3 clusters Score: Raw -1532635.078421 + Penalty 3114.969387 = -1529520.109034 nChanged 816 SP:Iteration 6F (3530.827447 sec): 3 clusters Score: Raw -1533129.130289 + Penalty 3114.969387 = -1530014.160903 nChanged 742 SP:Iteration 7F (3530.896937 sec): 3 clusters Score: Raw -1533557.233651 + Penalty 3114.969387 = -1530442.264264 nChanged 658 SP:Iteration 8Q (3530.966186 sec): 3 clusters Score: Raw -1533898.944443 + Penalty 3114.969387 = -1530783.975056 nChanged 561 SP:Iteration 9Q (3531.041494 sec): 3 clusters Score: Raw -1534168.071966 + Penalty 3114.969387 = -1531053.102579 nChanged 484 SP:Iteration 10Q (3531.098502 sec): 3 clusters Score: Raw -1534385.276831 + Penalty 3114.969387 = -1531270.307444 nChanged 439 SP:Iteration 11Q (3531.173266 sec): 3 clusters Score: Raw -1534560.032655 + Penalty 3114.969387 = -1531445.063269 nChanged 382 SP:Iteration 12Q (3531.247969 sec): 3 clusters Score: Raw -1534712.964655 + Penalty 3114.969387 = -1531597.995269 nChanged 364 SP:Iteration 13Q (3531.313947 sec): 3 clusters Score: Raw -1534837.519646 + Penalty 3114.969387 = -1531722.550259 nChanged 288 SP:Iteration 14Q (3531.387059 sec): 3 clusters Score: Raw -1534936.667861 + Penalty 3114.969387 = -1531821.698474 nChanged 280 SP:Iteration 15Q (3531.463788 sec): 3 clusters Score: Raw -1535028.326291 + Penalty 3114.969387 = -1531913.356904 nChanged 246 SP:Iteration 16Q (3531.538081 sec): 3 clusters Score: Raw -1535102.610561 + Penalty 3114.969387 = -1531987.641174 nChanged 232 SP:Iteration 17Q (3531.610478 sec): 3 clusters Score: Raw -1535170.333856 + Penalty 3114.969387 = -1532055.364469 nChanged 221 SP:Iteration 18Q (3531.679801 sec): 3 clusters Score: Raw -1535232.811426 + Penalty 3114.969387 = -1532117.842039 nChanged 219 SP:Iteration 19Q (3531.752487 sec): 3 clusters Score: Raw -1535292.826586 + Penalty 3114.969387 = -1532177.857199 nChanged 204 SP:Iteration 20F (3531.810170 sec): 3 clusters Score: Raw -1535349.294134 + Penalty 3114.969387 = -1532234.324748 nChanged 203 SP:Iteration 21Q (3531.883489 sec): 3 clusters Score: Raw -1535406.509573 + Penalty 3114.969387 = -1532291.540186 nChanged 190 SP:Iteration 22Q (3531.960416 sec): 3 clusters Score: Raw -1535455.499850 + Penalty 3114.969387 = -1532340.530463 nChanged 174 SP:Iteration 23Q (3532.025411 sec): 3 clusters Score: Raw -1535497.297407 + Penalty 3114.969387 = -1532382.328020 nChanged 163 SP:Iteration 24Q (3532.101361 sec): 3 clusters Score: Raw -1535537.966843 + Penalty 3114.969387 = -1532422.997457 nChanged 153 SP:Iteration 25Q (3532.165932 sec): 3 clusters Score: Raw -1535577.452050 + Penalty 3114.969387 = -1532462.482664 nChanged 148 SP:Iteration 26Q (3532.234892 sec): 3 clusters Score: Raw -1535617.569888 + Penalty 3114.969387 = -1532502.600502 nChanged 148 SP:Iteration 27Q (3532.310882 sec): 3 clusters Score: Raw -1535659.594435 + Penalty 3114.969387 = -1532544.625049 nChanged 157 SP:Iteration 28Q (3532.380067 sec): 3 clusters Score: Raw -1535704.228520 + Penalty 3114.969387 = -1532589.259133 nChanged 154 SP:Iteration 29Q (3532.441284 sec): 3 clusters Score: Raw -1535742.937380 + Penalty 3114.969387 = -1532627.967994 nChanged 145 SP:Iteration 30Q (3532.510676 sec): 3 clusters Score: Raw -1535779.714573 + Penalty 3114.969387 = -1532664.745186 nChanged 137 SP:Iteration 31Q (3532.586341 sec): 3 clusters Score: Raw -1535814.935360 + Penalty 3114.969387 = -1532699.965973 nChanged 143 SP:Iteration 32Q (3532.650547 sec): 3 clusters Score: Raw -1535848.112274 + Penalty 3114.969387 = -1532733.142888 nChanged 110 SP:Iteration 33Q (3532.720846 sec): 3 clusters Score: Raw -1535871.667045 + Penalty 3114.969387 = -1532756.697658 nChanged 105 SP:Iteration 34Q (3532.791943 sec): 3 clusters Score: Raw -1535893.498984 + Penalty 3114.969387 = -1532778.529597 nChanged 120 SP:Iteration 35Q (3532.857161 sec): 3 clusters Score: Raw -1535917.032820 + Penalty 3114.969387 = -1532802.063433 nChanged 103 SP:Iteration 36Q (3532.922426 sec): 3 clusters Score: Raw -1535933.959972 + Penalty 3114.969387 = -1532818.990585 nChanged 76 SP:Iteration 37Q (3532.977221 sec): 3 clusters Score: Raw -1535944.806158 + Penalty 3114.969387 = -1532829.836771 nChanged 57 SP:Iteration 38Q (3533.042997 sec): 3 clusters Score: Raw -1535951.305026 + Penalty 3114.969387 = -1532836.335639 nChanged 44 SP:Iteration 39Q (3533.112425 sec): 3 clusters Score: Raw -1535956.278985 + Penalty 3114.969387 = -1532841.309598 nChanged 38 SP:Iteration 40F (3533.179260 sec): 3 clusters Score: Raw -1535960.296042 + Penalty 3114.969387 = -1532845.326655 nChanged 33 SP:Iteration 41Q (3533.238230 sec): 3 clusters Score: Raw -1535963.943862 + Penalty 3114.969387 = -1532848.974475 nChanged 35 SP:Iteration 42Q (3533.301084 sec): 3 clusters Score: Raw -1535967.105207 + Penalty 3114.969387 = -1532852.135820 nChanged 29 SP:Iteration 43Q (3533.364790 sec): 3 clusters Score: Raw -1535970.347221 + Penalty 3114.969387 = -1532855.377835 nChanged 30 SP:Iteration 44Q (3533.440016 sec): 3 clusters Score: Raw -1535973.472418 + Penalty 3114.969387 = -1532858.503031 nChanged 27 SP:Iteration 45Q (3533.495749 sec): 3 clusters Score: Raw -1535976.040890 + Penalty 3114.969387 = -1532861.071503 nChanged 25 SP:Iteration 46Q (3533.565749 sec): 3 clusters Score: Raw -1535978.101650 + Penalty 3114.969387 = -1532863.132263 nChanged 19 SP:Iteration 47Q (3533.630180 sec): 3 clusters Score: Raw -1535979.669558 + Penalty 3114.969387 = -1532864.700171 nChanged 13 SP:Iteration 48Q (3533.694923 sec): 3 clusters Score: Raw -1535980.585667 + Penalty 3114.969387 = -1532865.616280 nChanged 13 SP:Iteration 49Q (3533.765933 sec): 3 clusters Score: Raw -1535981.777714 + Penalty 3114.969387 = -1532866.808327 nChanged 16 SP:Iteration 50Q (3533.828459 sec): 3 clusters Score: Raw -1535983.565165 + Penalty 3114.969387 = -1532868.595778 nChanged 22 SP:Iteration 51Q (3533.891292 sec): 3 clusters Score: Raw -1535985.227230 + Penalty 3114.969387 = -1532870.257843 nChanged 14 SP:Iteration 52Q (3533.949849 sec): 3 clusters Score: Raw -1535986.306008 + Penalty 3114.969387 = -1532871.336621 nChanged 12 SP:Iteration 53Q (3534.024783 sec): 3 clusters Score: Raw -1535987.365971 + Penalty 3114.969387 = -1532872.396584 nChanged 14 SP:Iteration 54Q (3534.098480 sec): 3 clusters Score: Raw -1535988.601307 + Penalty 3114.969387 = -1532873.631920 nChanged 21 SP:Iteration 55Q (3534.157596 sec): 3 clusters Score: Raw -1535990.615937 + Penalty 3114.969387 = -1532875.646551 nChanged 19 SP:Iteration 56Q (3534.237877 sec): 3 clusters Score: Raw -1535992.160438 + Penalty 3114.969387 = -1532877.191051 nChanged 17 SP:Iteration 57Q (3534.308126 sec): 3 clusters Score: Raw -1535993.467153 + Penalty 3114.969387 = -1532878.497766 nChanged 15 SP:Iteration 58Q (3534.379731 sec): 3 clusters Score: Raw -1535994.807478 + Penalty 3114.969387 = -1532879.838091 nChanged 23 SP:Iteration 59Q (3534.446976 sec): 3 clusters Score: Raw -1535996.597306 + Penalty 3114.969387 = -1532881.627919 nChanged 8 SP:Iteration 60F (3534.518407 sec): 3 clusters Score: Raw -1535997.309861 + Penalty 3114.969387 = -1532882.340474 nChanged 9 SP:Iteration 61Q (3534.593912 sec): 3 clusters Score: Raw -1535997.969480 + Penalty 3114.969387 = -1532883.000093 nChanged 7 SP:Iteration 62Q (3534.666658 sec): 3 clusters Score: Raw -1535998.601345 + Penalty 3114.969387 = -1532883.631958 nChanged 8 SP:Iteration 63Q (3534.737710 sec): 3 clusters Score: Raw -1535998.918451 + Penalty 3114.969387 = -1532883.949064 nChanged 1 SP:Iteration 64Q (3534.807975 sec): 3 clusters Score: Raw -1535998.966086 + Penalty 3114.969387 = -1532883.996700 nChanged 1 SP:Iteration 65Q (3534.880690 sec): 3 clusters Score: Raw -1535999.005106 + Penalty 3114.969387 = -1532884.035719 nChanged 2 SP:Iteration 66Q (3534.945332 sec): 3 clusters Score: Raw -1535999.040595 + Penalty 3114.969387 = -1532884.071208 nChanged 1 SP:Iteration 67Q (3535.014875 sec): 3 clusters Score: Raw -1535999.089813 + Penalty 3114.969387 = -1532884.120426 nChanged 0 SP:Iteration 68F (3535.087237 sec): 3 clusters Score: Raw -1535999.089813 + Penalty 3114.969387 = -1532884.120426 nChanged 0 Trying to split cluster 33 (2683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3535.116124 sec): 2 clusters Score: Raw -259582.772154 + Penalty 1282.887263 = -258299.884890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3535.164677 sec): 3 clusters Score: Raw -258423.126687 + Penalty 2565.774526 = -255857.352160 nChanged 1004 SP:Iteration 1F (3535.209654 sec): 3 clusters Score: Raw -259094.524021 + Penalty 2565.774526 = -256528.749495 nChanged 205 SP:Iteration 2F (3535.264919 sec): 3 clusters Score: Raw -259265.581924 + Penalty 2565.774526 = -256699.807397 nChanged 160 SP:Iteration 3F (3535.326699 sec): 3 clusters Score: Raw -259394.833496 + Penalty 2565.774526 = -256829.058970 nChanged 131 SP:Iteration 4Q (3535.380391 sec): 3 clusters Score: Raw -259497.581845 + Penalty 2565.774526 = -256931.807318 nChanged 111 SP:Iteration 5Q (3535.427371 sec): 3 clusters Score: Raw -259580.919335 + Penalty 2565.774526 = -257015.144809 nChanged 84 SP:Iteration 6Q (3535.481462 sec): 3 clusters Score: Raw -259640.488581 + Penalty 2565.774526 = -257074.714055 nChanged 70 SP:Iteration 7Q (3535.525731 sec): 3 clusters Score: Raw -259695.620029 + Penalty 2565.774526 = -257129.845503 nChanged 58 SP:Iteration 8Q (3535.575842 sec): 3 clusters Score: Raw -259736.454172 + Penalty 2565.774526 = -257170.679645 nChanged 57 SP:Iteration 9Q (3535.627172 sec): 3 clusters Score: Raw -259773.056653 + Penalty 2565.774526 = -257207.282127 nChanged 47 SP:Iteration 10Q (3535.677964 sec): 3 clusters Score: Raw -259804.104799 + Penalty 2565.774526 = -257238.330273 nChanged 42 SP:Iteration 11Q (3535.733003 sec): 3 clusters Score: Raw -259834.800883 + Penalty 2565.774526 = -257269.026357 nChanged 46 SP:Iteration 12Q (3535.783294 sec): 3 clusters Score: Raw -259870.963217 + Penalty 2565.774526 = -257305.188691 nChanged 34 SP:Iteration 13Q (3535.825495 sec): 3 clusters Score: Raw -259902.787665 + Penalty 2565.774526 = -257337.013139 nChanged 30 SP:Iteration 14Q (3535.877553 sec): 3 clusters Score: Raw -259928.481399 + Penalty 2565.774526 = -257362.706872 nChanged 30 SP:Iteration 15Q (3535.933891 sec): 3 clusters Score: Raw -259949.678131 + Penalty 2565.774526 = -257383.903604 nChanged 23 SP:Iteration 16Q (3535.987503 sec): 3 clusters Score: Raw -259961.953465 + Penalty 2565.774526 = -257396.178938 nChanged 12 SP:Iteration 17Q (3536.031145 sec): 3 clusters Score: Raw -259967.839287 + Penalty 2565.774526 = -257402.064761 nChanged 11 SP:Iteration 18Q (3536.081561 sec): 3 clusters Score: Raw -259974.311046 + Penalty 2565.774526 = -257408.536519 nChanged 7 SP:Iteration 19Q (3536.141942 sec): 3 clusters Score: Raw -259979.363253 + Penalty 2565.774526 = -257413.588726 nChanged 5 SP:Iteration 20F (3536.196403 sec): 3 clusters Score: Raw -259981.538531 + Penalty 2565.774526 = -257415.764005 nChanged 6 SP:Iteration 21Q (3536.246501 sec): 3 clusters Score: Raw -259983.770732 + Penalty 2565.774526 = -257417.996206 nChanged 6 SP:Iteration 22Q (3536.299323 sec): 3 clusters Score: Raw -259988.249837 + Penalty 2565.774526 = -257422.475311 nChanged 3 SP:Iteration 23Q (3536.347993 sec): 3 clusters Score: Raw -259989.419630 + Penalty 2565.774526 = -257423.645104 nChanged 1 SP:Iteration 24Q (3536.393514 sec): 3 clusters Score: Raw -259990.186213 + Penalty 2565.774526 = -257424.411686 nChanged 1 SP:Iteration 25Q (3536.439308 sec): 3 clusters Score: Raw -259990.516087 + Penalty 2565.774526 = -257424.741560 nChanged 0 SP:Iteration 26F (3536.502114 sec): 3 clusters Score: Raw -259990.516087 + Penalty 2565.774526 = -257424.741560 nChanged 0 Trying to split cluster 34 (30787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3536.561621 sec): 2 clusters Score: Raw -3240931.978465 + Penalty 1679.412768 = -3239252.565697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3536.652712 sec): 3 clusters Score: Raw -3221832.751551 + Penalty 3358.825536 = -3218473.926016 nChanged 14232 SP:Iteration 1F (3536.751255 sec): 3 clusters Score: Raw -3229982.531447 + Penalty 3358.825536 = -3226623.705911 nChanged 1795 SP:Iteration 2F (3536.852619 sec): 3 clusters Score: Raw -3230846.176276 + Penalty 3358.825536 = -3227487.350740 nChanged 1952 SP:Iteration 3F (3536.941689 sec): 3 clusters Score: Raw -3231855.852301 + Penalty 3358.825536 = -3228497.026766 nChanged 1936 SP:Iteration 4F (3537.040990 sec): 3 clusters Score: Raw -3232888.691721 + Penalty 3358.825536 = -3229529.866186 nChanged 1885 SP:Iteration 5F (3537.140692 sec): 3 clusters Score: Raw -3233903.334262 + Penalty 3358.825536 = -3230544.508727 nChanged 1673 SP:Iteration 6F (3537.246645 sec): 3 clusters Score: Raw -3234790.407641 + Penalty 3358.825536 = -3231431.582105 nChanged 1497 SP:Iteration 7Q (3537.346460 sec): 3 clusters Score: Raw -3235552.692142 + Penalty 3358.825536 = -3232193.866607 nChanged 1279 SP:Iteration 8Q (3537.451416 sec): 3 clusters Score: Raw -3236199.803319 + Penalty 3358.825536 = -3232840.977784 nChanged 1214 SP:Iteration 9Q (3537.556045 sec): 3 clusters Score: Raw -3236901.827497 + Penalty 3358.825536 = -3233543.001961 nChanged 1164 SP:Iteration 10Q (3537.659297 sec): 3 clusters Score: Raw -3237649.696552 + Penalty 3358.825536 = -3234290.871017 nChanged 1142 SP:Iteration 11Q (3537.763233 sec): 3 clusters Score: Raw -3238497.517636 + Penalty 3358.825536 = -3235138.692101 nChanged 1103 SP:Iteration 12Q (3537.859317 sec): 3 clusters Score: Raw -3239236.587426 + Penalty 3358.825536 = -3235877.761891 nChanged 873 SP:Iteration 13Q (3537.956143 sec): 3 clusters Score: Raw -3239666.560885 + Penalty 3358.825536 = -3236307.735349 nChanged 613 SP:Iteration 14Q (3538.060182 sec): 3 clusters Score: Raw -3239902.281748 + Penalty 3358.825536 = -3236543.456212 nChanged 424 SP:Iteration 15Q (3538.158330 sec): 3 clusters Score: Raw -3240027.775233 + Penalty 3358.825536 = -3236668.949698 nChanged 317 SP:Iteration 16Q (3538.251615 sec): 3 clusters Score: Raw -3240111.520270 + Penalty 3358.825536 = -3236752.694734 nChanged 252 SP:Iteration 17Q (3538.342716 sec): 3 clusters Score: Raw -3240176.254508 + Penalty 3358.825536 = -3236817.428972 nChanged 240 SP:Iteration 18Q (3538.445321 sec): 3 clusters Score: Raw -3240231.731297 + Penalty 3358.825536 = -3236872.905761 nChanged 235 SP:Iteration 19Q (3538.544246 sec): 3 clusters Score: Raw -3240276.117773 + Penalty 3358.825536 = -3236917.292237 nChanged 176 SP:Iteration 20F (3538.636689 sec): 3 clusters Score: Raw -3240306.677464 + Penalty 3358.825536 = -3236947.851928 nChanged 170 SP:Iteration 21Q (3538.728506 sec): 3 clusters Score: Raw -3240334.986580 + Penalty 3358.825536 = -3236976.161044 nChanged 148 SP:Iteration 22Q (3538.836330 sec): 3 clusters Score: Raw -3240355.216412 + Penalty 3358.825536 = -3236996.390877 nChanged 112 SP:Iteration 23Q (3538.924393 sec): 3 clusters Score: Raw -3240369.181114 + Penalty 3358.825536 = -3237010.355579 nChanged 113 SP:Iteration 24Q (3539.025041 sec): 3 clusters Score: Raw -3240382.326523 + Penalty 3358.825536 = -3237023.500988 nChanged 100 SP:Iteration 25Q (3539.116293 sec): 3 clusters Score: Raw -3240395.823361 + Penalty 3358.825536 = -3237036.997825 nChanged 112 SP:Iteration 26Q (3539.198254 sec): 3 clusters Score: Raw -3240408.306150 + Penalty 3358.825536 = -3237049.480614 nChanged 95 SP:Iteration 27Q (3539.295444 sec): 3 clusters Score: Raw -3240418.302580 + Penalty 3358.825536 = -3237059.477044 nChanged 101 SP:Iteration 28Q (3539.386997 sec): 3 clusters Score: Raw -3240431.362466 + Penalty 3358.825536 = -3237072.536930 nChanged 104 SP:Iteration 29Q (3539.478786 sec): 3 clusters Score: Raw -3240443.981934 + Penalty 3358.825536 = -3237085.156398 nChanged 109 SP:Iteration 30Q (3539.559423 sec): 3 clusters Score: Raw -3240456.633345 + Penalty 3358.825536 = -3237097.807809 nChanged 104 SP:Iteration 31Q (3539.647321 sec): 3 clusters Score: Raw -3240468.347168 + Penalty 3358.825536 = -3237109.521632 nChanged 96 SP:Iteration 32Q (3539.745054 sec): 3 clusters Score: Raw -3240480.058739 + Penalty 3358.825536 = -3237121.233203 nChanged 104 SP:Iteration 33Q (3539.823734 sec): 3 clusters Score: Raw -3240495.837991 + Penalty 3358.825536 = -3237137.012456 nChanged 112 SP:Iteration 34Q (3539.920604 sec): 3 clusters Score: Raw -3240513.595607 + Penalty 3358.825536 = -3237154.770071 nChanged 116 SP:Iteration 35Q (3540.010662 sec): 3 clusters Score: Raw -3240534.862428 + Penalty 3358.825536 = -3237176.036892 nChanged 123 SP:Iteration 36Q (3540.091484 sec): 3 clusters Score: Raw -3240559.763672 + Penalty 3358.825536 = -3237200.938136 nChanged 126 SP:Iteration 37Q (3540.189670 sec): 3 clusters Score: Raw -3240585.130310 + Penalty 3358.825536 = -3237226.304775 nChanged 119 SP:Iteration 38Q (3540.284488 sec): 3 clusters Score: Raw -3240609.733467 + Penalty 3358.825536 = -3237250.907931 nChanged 121 SP:Iteration 39Q (3540.366681 sec): 3 clusters Score: Raw -3240635.774138 + Penalty 3358.825536 = -3237276.948602 nChanged 129 SP:Iteration 40F (3540.466441 sec): 3 clusters Score: Raw -3240661.461204 + Penalty 3358.825536 = -3237302.635669 nChanged 129 SP:Iteration 41Q (3540.554334 sec): 3 clusters Score: Raw -3240687.206953 + Penalty 3358.825536 = -3237328.381418 nChanged 133 SP:Iteration 42Q (3540.647746 sec): 3 clusters Score: Raw -3240711.411850 + Penalty 3358.825536 = -3237352.586315 nChanged 126 SP:Iteration 43Q (3540.737780 sec): 3 clusters Score: Raw -3240734.261018 + Penalty 3358.825536 = -3237375.435483 nChanged 119 SP:Iteration 44Q (3540.830315 sec): 3 clusters Score: Raw -3240756.776357 + Penalty 3358.825536 = -3237397.950821 nChanged 121 SP:Iteration 45Q (3540.928014 sec): 3 clusters Score: Raw -3240778.380381 + Penalty 3358.825536 = -3237419.554846 nChanged 107 SP:Iteration 46Q (3541.018168 sec): 3 clusters Score: Raw -3240797.763093 + Penalty 3358.825536 = -3237438.937557 nChanged 117 SP:Iteration 47Q (3541.095674 sec): 3 clusters Score: Raw -3240822.971892 + Penalty 3358.825536 = -3237464.146357 nChanged 132 SP:Iteration 48Q (3541.191196 sec): 3 clusters Score: Raw -3240849.135424 + Penalty 3358.825536 = -3237490.309889 nChanged 135 SP:Iteration 49Q (3541.280926 sec): 3 clusters Score: Raw -3240876.744825 + Penalty 3358.825536 = -3237517.919290 nChanged 127 SP:Iteration 50Q (3541.382528 sec): 3 clusters Score: Raw -3240901.694098 + Penalty 3358.825536 = -3237542.868563 nChanged 117 SP:Iteration 51Q (3541.473713 sec): 3 clusters Score: Raw -3240928.721155 + Penalty 3358.825536 = -3237569.895620 nChanged 124 SP:Iteration 52Q (3541.569759 sec): 3 clusters Score: Raw -3240959.927048 + Penalty 3358.825536 = -3237601.101512 nChanged 135 SP:Iteration 53Q (3541.657011 sec): 3 clusters Score: Raw -3240993.946456 + Penalty 3358.825536 = -3237635.120920 nChanged 137 SP:Iteration 54Q (3541.755071 sec): 3 clusters Score: Raw -3241026.235422 + Penalty 3358.825536 = -3237667.409886 nChanged 131 SP:Iteration 55Q (3541.847665 sec): 3 clusters Score: Raw -3241059.109616 + Penalty 3358.825536 = -3237700.284080 nChanged 115 SP:Iteration 56Q (3541.933939 sec): 3 clusters Score: Raw -3241089.508372 + Penalty 3358.825536 = -3237730.682837 nChanged 112 SP:Iteration 57Q (3542.023604 sec): 3 clusters Score: Raw -3241118.054782 + Penalty 3358.825536 = -3237759.229246 nChanged 111 SP:Iteration 58Q (3542.106795 sec): 3 clusters Score: Raw -3241145.518368 + Penalty 3358.825536 = -3237786.692832 nChanged 98 SP:Iteration 59Q (3542.206964 sec): 3 clusters Score: Raw -3241166.520397 + Penalty 3358.825536 = -3237807.694862 nChanged 105 SP:Iteration 60F (3542.305537 sec): 3 clusters Score: Raw -3241190.279420 + Penalty 3358.825536 = -3237831.453885 nChanged 118 SP:Iteration 61Q (3542.396656 sec): 3 clusters Score: Raw -3241219.482362 + Penalty 3358.825536 = -3237860.656827 nChanged 115 SP:Iteration 62Q (3542.491674 sec): 3 clusters Score: Raw -3241243.581110 + Penalty 3358.825536 = -3237884.755574 nChanged 98 SP:Iteration 63Q (3542.584011 sec): 3 clusters Score: Raw -3241265.362347 + Penalty 3358.825536 = -3237906.536811 nChanged 95 SP:Iteration 64Q (3542.675814 sec): 3 clusters Score: Raw -3241285.850064 + Penalty 3358.825536 = -3237927.024528 nChanged 82 SP:Iteration 65Q (3542.766853 sec): 3 clusters Score: Raw -3241301.162590 + Penalty 3358.825536 = -3237942.337054 nChanged 66 SP:Iteration 66Q (3542.861727 sec): 3 clusters Score: Raw -3241310.999114 + Penalty 3358.825536 = -3237952.173578 nChanged 63 SP:Iteration 67Q (3542.950143 sec): 3 clusters Score: Raw -3241320.119031 + Penalty 3358.825536 = -3237961.293495 nChanged 49 SP:Iteration 68Q (3543.035870 sec): 3 clusters Score: Raw -3241328.228672 + Penalty 3358.825536 = -3237969.403136 nChanged 42 SP:Iteration 69Q (3543.117165 sec): 3 clusters Score: Raw -3241334.556847 + Penalty 3358.825536 = -3237975.731311 nChanged 34 SP:Iteration 70Q (3543.208946 sec): 3 clusters Score: Raw -3241339.475129 + Penalty 3358.825536 = -3237980.649593 nChanged 43 SP:Iteration 71Q (3543.302518 sec): 3 clusters Score: Raw -3241346.370820 + Penalty 3358.825536 = -3237987.545284 nChanged 38 SP:Iteration 72Q (3543.397227 sec): 3 clusters Score: Raw -3241351.529787 + Penalty 3358.825536 = -3237992.704251 nChanged 37 SP:Iteration 73Q (3543.480879 sec): 3 clusters Score: Raw -3241356.770231 + Penalty 3358.825536 = -3237997.944696 nChanged 30 SP:Iteration 74Q (3543.560886 sec): 3 clusters Score: Raw -3241361.138329 + Penalty 3358.825536 = -3238002.312793 nChanged 34 SP:Iteration 75Q (3543.652432 sec): 3 clusters Score: Raw -3241365.929678 + Penalty 3358.825536 = -3238007.104142 nChanged 29 SP:Iteration 76Q (3543.730276 sec): 3 clusters Score: Raw -3241371.127834 + Penalty 3358.825536 = -3238012.302298 nChanged 31 SP:Iteration 77Q (3543.806273 sec): 3 clusters Score: Raw -3241375.469249 + Penalty 3358.825536 = -3238016.643713 nChanged 32 SP:Iteration 78Q (3543.884060 sec): 3 clusters Score: Raw -3241380.085532 + Penalty 3358.825536 = -3238021.259996 nChanged 26 SP:Iteration 79Q (3543.974982 sec): 3 clusters Score: Raw -3241383.395769 + Penalty 3358.825536 = -3238024.570234 nChanged 25 SP:Iteration 80F (3544.060111 sec): 3 clusters Score: Raw -3241385.832906 + Penalty 3358.825536 = -3238027.007370 nChanged 24 SP:Iteration 81Q (3544.151194 sec): 3 clusters Score: Raw -3241389.155176 + Penalty 3358.825536 = -3238030.329641 nChanged 28 SP:Iteration 82Q (3544.234878 sec): 3 clusters Score: Raw -3241393.362753 + Penalty 3358.825536 = -3238034.537217 nChanged 28 SP:Iteration 83Q (3544.325926 sec): 3 clusters Score: Raw -3241397.218469 + Penalty 3358.825536 = -3238038.392934 nChanged 24 SP:Iteration 84Q (3544.414195 sec): 3 clusters Score: Raw -3241400.635632 + Penalty 3358.825536 = -3238041.810097 nChanged 27 SP:Iteration 85Q (3544.516177 sec): 3 clusters Score: Raw -3241403.872424 + Penalty 3358.825536 = -3238045.046888 nChanged 23 SP:Iteration 86Q (3544.605688 sec): 3 clusters Score: Raw -3241407.049854 + Penalty 3358.825536 = -3238048.224318 nChanged 24 SP:Iteration 87Q (3544.699547 sec): 3 clusters Score: Raw -3241410.273078 + Penalty 3358.825536 = -3238051.447543 nChanged 21 SP:Iteration 88Q (3544.776889 sec): 3 clusters Score: Raw -3241413.556662 + Penalty 3358.825536 = -3238054.731127 nChanged 25 SP:Iteration 89Q (3544.869005 sec): 3 clusters Score: Raw -3241417.747860 + Penalty 3358.825536 = -3238058.922325 nChanged 26 SP:Iteration 90Q (3544.956047 sec): 3 clusters Score: Raw -3241421.648337 + Penalty 3358.825536 = -3238062.822801 nChanged 20 SP:Iteration 91Q (3545.051396 sec): 3 clusters Score: Raw -3241424.690163 + Penalty 3358.825536 = -3238065.864628 nChanged 24 SP:Iteration 92Q (3545.144580 sec): 3 clusters Score: Raw -3241428.429965 + Penalty 3358.825536 = -3238069.604430 nChanged 28 SP:Iteration 93Q (3545.229207 sec): 3 clusters Score: Raw -3241432.391976 + Penalty 3358.825536 = -3238073.566441 nChanged 29 SP:Iteration 94Q (3545.320131 sec): 3 clusters Score: Raw -3241436.383232 + Penalty 3358.825536 = -3238077.557696 nChanged 28 SP:Iteration 95Q (3545.411512 sec): 3 clusters Score: Raw -3241440.650039 + Penalty 3358.825536 = -3238081.824503 nChanged 25 SP:Iteration 96Q (3545.502587 sec): 3 clusters Score: Raw -3241444.091300 + Penalty 3358.825536 = -3238085.265765 nChanged 21 SP:Iteration 97Q (3545.592754 sec): 3 clusters Score: Raw -3241446.597312 + Penalty 3358.825536 = -3238087.771776 nChanged 11 SP:Iteration 98Q (3545.674218 sec): 3 clusters Score: Raw -3241447.991618 + Penalty 3358.825536 = -3238089.166082 nChanged 14 SP:Iteration 99Q (3545.773492 sec): 3 clusters Score: Raw -3241449.663199 + Penalty 3358.825536 = -3238090.837663 nChanged 11 SP:Iteration 100F (3545.856733 sec): 3 clusters Score: Raw -3241451.469158 + Penalty 3358.825536 = -3238092.643623 nChanged 11 SP:Iteration 101Q (3545.953403 sec): 3 clusters Score: Raw -3241452.995452 + Penalty 3358.825536 = -3238094.169917 nChanged 9 SP:Iteration 102Q (3546.037093 sec): 3 clusters Score: Raw -3241453.931348 + Penalty 3358.825536 = -3238095.105812 nChanged 6 SP:Iteration 103Q (3546.130291 sec): 3 clusters Score: Raw -3241454.343799 + Penalty 3358.825536 = -3238095.518263 nChanged 6 SP:Iteration 104Q (3546.223792 sec): 3 clusters Score: Raw -3241455.012661 + Penalty 3358.825536 = -3238096.187125 nChanged 9 SP:Iteration 105Q (3546.310257 sec): 3 clusters Score: Raw -3241456.154130 + Penalty 3358.825536 = -3238097.328595 nChanged 13 SP:Iteration 106Q (3546.398234 sec): 3 clusters Score: Raw -3241458.116887 + Penalty 3358.825536 = -3238099.291352 nChanged 16 SP:Iteration 107Q (3546.489430 sec): 3 clusters Score: Raw -3241460.493288 + Penalty 3358.825536 = -3238101.667753 nChanged 23 SP:Iteration 108Q (3546.569804 sec): 3 clusters Score: Raw -3241463.857767 + Penalty 3358.825536 = -3238105.032232 nChanged 21 SP:Iteration 109Q (3546.666190 sec): 3 clusters Score: Raw -3241467.256938 + Penalty 3358.825536 = -3238108.431402 nChanged 23 SP:Iteration 110Q (3546.756686 sec): 3 clusters Score: Raw -3241470.870843 + Penalty 3358.825536 = -3238112.045307 nChanged 22 SP:Iteration 111Q (3546.839260 sec): 3 clusters Score: Raw -3241474.227330 + Penalty 3358.825536 = -3238115.401794 nChanged 23 SP:Iteration 112Q (3546.935619 sec): 3 clusters Score: Raw -3241479.414025 + Penalty 3358.825536 = -3238120.588489 nChanged 29 SP:Iteration 113Q (3547.017807 sec): 3 clusters Score: Raw -3241484.282615 + Penalty 3358.825536 = -3238125.457079 nChanged 21 SP:Iteration 114Q (3547.110846 sec): 3 clusters Score: Raw -3241488.992033 + Penalty 3358.825536 = -3238130.166497 nChanged 27 SP:Iteration 115Q (3547.202741 sec): 3 clusters Score: Raw -3241493.685739 + Penalty 3358.825536 = -3238134.860203 nChanged 23 SP:Iteration 116Q (3547.293074 sec): 3 clusters Score: Raw -3241496.976633 + Penalty 3358.825536 = -3238138.151097 nChanged 17 SP:Iteration 117Q (3547.367961 sec): 3 clusters Score: Raw -3241499.326329 + Penalty 3358.825536 = -3238140.500794 nChanged 10 SP:Iteration 118Q (3547.460069 sec): 3 clusters Score: Raw -3241501.147258 + Penalty 3358.825536 = -3238142.321723 nChanged 10 SP:Iteration 119Q (3547.538478 sec): 3 clusters Score: Raw -3241502.684152 + Penalty 3358.825536 = -3238143.858616 nChanged 6 SP:Iteration 120F (3547.627548 sec): 3 clusters Score: Raw -3241503.408956 + Penalty 3358.825536 = -3238144.583421 nChanged 8 SP:Iteration 121Q (3547.696144 sec): 3 clusters Score: Raw -3241504.563404 + Penalty 3358.825536 = -3238145.737868 nChanged 8 SP:Iteration 122Q (3547.792975 sec): 3 clusters Score: Raw -3241505.733859 + Penalty 3358.825536 = -3238146.908324 nChanged 9 SP:Iteration 123Q (3547.868710 sec): 3 clusters Score: Raw -3241507.198288 + Penalty 3358.825536 = -3238148.372752 nChanged 9 SP:Iteration 124Q (3547.951553 sec): 3 clusters Score: Raw -3241508.254843 + Penalty 3358.825536 = -3238149.429308 nChanged 7 SP:Iteration 125Q (3548.021681 sec): 3 clusters Score: Raw -3241509.010023 + Penalty 3358.825536 = -3238150.184488 nChanged 7 SP:Iteration 126Q (3548.103077 sec): 3 clusters Score: Raw -3241509.664766 + Penalty 3358.825536 = -3238150.839230 nChanged 5 SP:Iteration 127Q (3548.179164 sec): 3 clusters Score: Raw -3241510.227315 + Penalty 3358.825536 = -3238151.401780 nChanged 6 SP:Iteration 128Q (3548.269041 sec): 3 clusters Score: Raw -3241510.904746 + Penalty 3358.825536 = -3238152.079211 nChanged 4 SP:Iteration 129Q (3548.361508 sec): 3 clusters Score: Raw -3241511.409037 + Penalty 3358.825536 = -3238152.583502 nChanged 2 SP:Iteration 130Q (3548.452070 sec): 3 clusters Score: Raw -3241511.742650 + Penalty 3358.825536 = -3238152.917115 nChanged 2 SP:Iteration 131Q (3548.534111 sec): 3 clusters Score: Raw -3241512.000713 + Penalty 3358.825536 = -3238153.175177 nChanged 3 SP:Iteration 132Q (3548.627709 sec): 3 clusters Score: Raw -3241512.324730 + Penalty 3358.825536 = -3238153.499194 nChanged 0 SP:Iteration 133F (3548.722424 sec): 3 clusters Score: Raw -3241512.324730 + Penalty 3358.825536 = -3238153.499194 nChanged 0 Trying to split cluster 35 (3225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3548.754738 sec): 2 clusters Score: Raw -336222.956943 + Penalty 1312.786837 = -334910.170106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3548.799800 sec): 3 clusters Score: Raw -334682.477139 + Penalty 2625.573674 = -332056.903464 nChanged 1189 SP:Iteration 1F (3548.840621 sec): 3 clusters Score: Raw -335349.140701 + Penalty 2625.573674 = -332723.567027 nChanged 272 SP:Iteration 2F (3548.897704 sec): 3 clusters Score: Raw -335535.961453 + Penalty 2625.573674 = -332910.387778 nChanged 172 SP:Iteration 3F (3548.934965 sec): 3 clusters Score: Raw -335636.802769 + Penalty 2625.573674 = -333011.229094 nChanged 144 SP:Iteration 4Q (3548.994906 sec): 3 clusters Score: Raw -335706.980676 + Penalty 2625.573674 = -333081.407001 nChanged 94 SP:Iteration 5Q (3549.044263 sec): 3 clusters Score: Raw -335754.394982 + Penalty 2625.573674 = -333128.821307 nChanged 87 SP:Iteration 6Q (3549.101457 sec): 3 clusters Score: Raw -335800.578394 + Penalty 2625.573674 = -333175.004719 nChanged 76 SP:Iteration 7Q (3549.145066 sec): 3 clusters Score: Raw -335840.738394 + Penalty 2625.573674 = -333215.164719 nChanged 74 SP:Iteration 8Q (3549.196101 sec): 3 clusters Score: Raw -335874.520538 + Penalty 2625.573674 = -333248.946864 nChanged 64 SP:Iteration 9Q (3549.248515 sec): 3 clusters Score: Raw -335903.467328 + Penalty 2625.573674 = -333277.893653 nChanged 59 SP:Iteration 10Q (3549.301818 sec): 3 clusters Score: Raw -335932.589732 + Penalty 2625.573674 = -333307.016058 nChanged 60 SP:Iteration 11Q (3549.351886 sec): 3 clusters Score: Raw -335960.797693 + Penalty 2625.573674 = -333335.224018 nChanged 51 SP:Iteration 12Q (3549.406543 sec): 3 clusters Score: Raw -335985.405629 + Penalty 2625.573674 = -333359.831954 nChanged 45 SP:Iteration 13Q (3549.462545 sec): 3 clusters Score: Raw -336000.543706 + Penalty 2625.573674 = -333374.970031 nChanged 28 SP:Iteration 14Q (3549.514251 sec): 3 clusters Score: Raw -336009.949462 + Penalty 2625.573674 = -333384.375787 nChanged 31 SP:Iteration 15Q (3549.565165 sec): 3 clusters Score: Raw -336019.831535 + Penalty 2625.573674 = -333394.257861 nChanged 24 SP:Iteration 16Q (3549.618980 sec): 3 clusters Score: Raw -336027.838263 + Penalty 2625.573674 = -333402.264588 nChanged 23 SP:Iteration 17Q (3549.672858 sec): 3 clusters Score: Raw -336036.481572 + Penalty 2625.573674 = -333410.907897 nChanged 20 SP:Iteration 18Q (3549.725508 sec): 3 clusters Score: Raw -336044.060574 + Penalty 2625.573674 = -333418.486900 nChanged 26 SP:Iteration 19Q (3549.776925 sec): 3 clusters Score: Raw -336052.757490 + Penalty 2625.573674 = -333427.183815 nChanged 20 SP:Iteration 20F (3549.829783 sec): 3 clusters Score: Raw -336060.070752 + Penalty 2625.573674 = -333434.497077 nChanged 12 SP:Iteration 21Q (3549.868672 sec): 3 clusters Score: Raw -336063.663878 + Penalty 2625.573674 = -333438.090204 nChanged 11 SP:Iteration 22Q (3549.922461 sec): 3 clusters Score: Raw -336067.339768 + Penalty 2625.573674 = -333441.766093 nChanged 15 SP:Iteration 23Q (3549.971977 sec): 3 clusters Score: Raw -336072.639569 + Penalty 2625.573674 = -333447.065895 nChanged 11 SP:Iteration 24Q (3550.019250 sec): 3 clusters Score: Raw -336075.451035 + Penalty 2625.573674 = -333449.877361 nChanged 8 SP:Iteration 25Q (3550.066600 sec): 3 clusters Score: Raw -336078.313293 + Penalty 2625.573674 = -333452.739618 nChanged 5 SP:Iteration 26Q (3550.119027 sec): 3 clusters Score: Raw -336079.706566 + Penalty 2625.573674 = -333454.132892 nChanged 4 SP:Iteration 27Q (3550.169318 sec): 3 clusters Score: Raw -336081.522785 + Penalty 2625.573674 = -333455.949111 nChanged 6 SP:Iteration 28Q (3550.222668 sec): 3 clusters Score: Raw -336083.234911 + Penalty 2625.573674 = -333457.661237 nChanged 7 SP:Iteration 29Q (3550.281521 sec): 3 clusters Score: Raw -336085.444288 + Penalty 2625.573674 = -333459.870613 nChanged 9 SP:Iteration 30Q (3550.333036 sec): 3 clusters Score: Raw -336088.135587 + Penalty 2625.573674 = -333462.561913 nChanged 8 SP:Iteration 31Q (3550.374950 sec): 3 clusters Score: Raw -336091.024639 + Penalty 2625.573674 = -333465.450964 nChanged 10 SP:Iteration 32Q (3550.432352 sec): 3 clusters Score: Raw -336094.308765 + Penalty 2625.573674 = -333468.735091 nChanged 12 SP:Iteration 33Q (3550.485328 sec): 3 clusters Score: Raw -336097.797800 + Penalty 2625.573674 = -333472.224125 nChanged 13 SP:Iteration 34Q (3550.537952 sec): 3 clusters Score: Raw -336102.721990 + Penalty 2625.573674 = -333477.148316 nChanged 17 SP:Iteration 35Q (3550.586290 sec): 3 clusters Score: Raw -336108.227528 + Penalty 2625.573674 = -333482.653853 nChanged 15 SP:Iteration 36Q (3550.637707 sec): 3 clusters Score: Raw -336113.201618 + Penalty 2625.573674 = -333487.627944 nChanged 17 SP:Iteration 37Q (3550.677307 sec): 3 clusters Score: Raw -336118.127280 + Penalty 2625.573674 = -333492.553606 nChanged 12 SP:Iteration 38Q (3550.737490 sec): 3 clusters Score: Raw -336122.904413 + Penalty 2625.573674 = -333497.330739 nChanged 12 SP:Iteration 39Q (3550.781752 sec): 3 clusters Score: Raw -336126.809554 + Penalty 2625.573674 = -333501.235879 nChanged 12 SP:Iteration 40F (3550.823300 sec): 3 clusters Score: Raw -336131.394005 + Penalty 2625.573674 = -333505.820330 nChanged 15 SP:Iteration 41Q (3550.880254 sec): 3 clusters Score: Raw -336137.644964 + Penalty 2625.573674 = -333512.071289 nChanged 21 SP:Iteration 42Q (3550.925074 sec): 3 clusters Score: Raw -336146.598570 + Penalty 2625.573674 = -333521.024896 nChanged 19 SP:Iteration 43Q (3550.964426 sec): 3 clusters Score: Raw -336155.383619 + Penalty 2625.573674 = -333529.809945 nChanged 28 SP:Iteration 44Q (3551.015002 sec): 3 clusters Score: Raw -336170.690141 + Penalty 2625.573674 = -333545.116466 nChanged 29 SP:Iteration 45Q (3551.070178 sec): 3 clusters Score: Raw -336184.330192 + Penalty 2625.573674 = -333558.756518 nChanged 26 SP:Iteration 46Q (3551.117263 sec): 3 clusters Score: Raw -336197.715463 + Penalty 2625.573674 = -333572.141789 nChanged 17 SP:Iteration 47Q (3551.157281 sec): 3 clusters Score: Raw -336207.318365 + Penalty 2625.573674 = -333581.744691 nChanged 21 SP:Iteration 48Q (3551.211167 sec): 3 clusters Score: Raw -336218.830375 + Penalty 2625.573674 = -333593.256700 nChanged 18 SP:Iteration 49Q (3551.250107 sec): 3 clusters Score: Raw -336227.308919 + Penalty 2625.573674 = -333601.735245 nChanged 23 SP:Iteration 50Q (3551.300911 sec): 3 clusters Score: Raw -336236.688282 + Penalty 2625.573674 = -333611.114608 nChanged 13 SP:Iteration 51Q (3551.349401 sec): 3 clusters Score: Raw -336241.761542 + Penalty 2625.573674 = -333616.187867 nChanged 11 SP:Iteration 52Q (3551.397186 sec): 3 clusters Score: Raw -336246.670476 + Penalty 2625.573674 = -333621.096801 nChanged 11 SP:Iteration 53Q (3551.430005 sec): 3 clusters Score: Raw -336251.743065 + Penalty 2625.573674 = -333626.169390 nChanged 15 SP:Iteration 54Q (3551.472223 sec): 3 clusters Score: Raw -336258.616164 + Penalty 2625.573674 = -333633.042489 nChanged 15 SP:Iteration 55Q (3551.517814 sec): 3 clusters Score: Raw -336267.660875 + Penalty 2625.573674 = -333642.087200 nChanged 20 SP:Iteration 56Q (3551.564083 sec): 3 clusters Score: Raw -336279.113532 + Penalty 2625.573674 = -333653.539858 nChanged 14 SP:Iteration 57Q (3551.615427 sec): 3 clusters Score: Raw -336286.287340 + Penalty 2625.573674 = -333660.713666 nChanged 9 SP:Iteration 58Q (3551.663181 sec): 3 clusters Score: Raw -336289.874070 + Penalty 2625.573674 = -333664.300395 nChanged 6 SP:Iteration 59Q (3551.711026 sec): 3 clusters Score: Raw -336293.670142 + Penalty 2625.573674 = -333668.096467 nChanged 8 SP:Iteration 60F (3551.755198 sec): 3 clusters Score: Raw -336299.891686 + Penalty 2625.573674 = -333674.318012 nChanged 13 SP:Iteration 61Q (3551.794169 sec): 3 clusters Score: Raw -336310.703712 + Penalty 2625.573674 = -333685.130038 nChanged 14 SP:Iteration 62Q (3551.839736 sec): 3 clusters Score: Raw -336318.397345 + Penalty 2625.573674 = -333692.823671 nChanged 8 SP:Iteration 63Q (3551.887915 sec): 3 clusters Score: Raw -336322.704731 + Penalty 2625.573674 = -333697.131057 nChanged 7 SP:Iteration 64Q (3551.924030 sec): 3 clusters Score: Raw -336326.550112 + Penalty 2625.573674 = -333700.976437 nChanged 7 SP:Iteration 65Q (3551.973934 sec): 3 clusters Score: Raw -336331.969825 + Penalty 2625.573674 = -333706.396151 nChanged 9 SP:Iteration 66Q (3552.017765 sec): 3 clusters Score: Raw -336337.885992 + Penalty 2625.573674 = -333712.312318 nChanged 5 SP:Iteration 67Q (3552.065435 sec): 3 clusters Score: Raw -336341.564345 + Penalty 2625.573674 = -333715.990670 nChanged 3 SP:Iteration 68Q (3552.105112 sec): 3 clusters Score: Raw -336342.820718 + Penalty 2625.573674 = -333717.247043 nChanged 1 SP:Iteration 69Q (3552.150804 sec): 3 clusters Score: Raw -336343.288847 + Penalty 2625.573674 = -333717.715172 nChanged 1 SP:Iteration 70Q (3552.193285 sec): 3 clusters Score: Raw -336344.026354 + Penalty 2625.573674 = -333718.452679 nChanged 2 SP:Iteration 71Q (3552.231915 sec): 3 clusters Score: Raw -336346.668450 + Penalty 2625.573674 = -333721.094775 nChanged 5 SP:Iteration 72Q (3552.280606 sec): 3 clusters Score: Raw -336348.857740 + Penalty 2625.573674 = -333723.284065 nChanged 1 SP:Iteration 73Q (3552.324392 sec): 3 clusters Score: Raw -336349.102521 + Penalty 2625.573674 = -333723.528847 nChanged 0 SP:Iteration 74F (3552.373616 sec): 3 clusters Score: Raw -336349.102521 + Penalty 2625.573674 = -333723.528847 nChanged 0 Trying to split cluster 36 (35627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3552.434225 sec): 2 clusters Score: Raw -3868544.177398 + Penalty 1703.139597 = -3866841.037801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3552.531010 sec): 3 clusters Score: Raw -3846206.266299 + Penalty 3406.279193 = -3842799.987106 nChanged 16562 SP:Iteration 1F (3552.631204 sec): 3 clusters Score: Raw -3855551.209012 + Penalty 3406.279193 = -3852144.929819 nChanged 1510 SP:Iteration 2Q (3552.744441 sec): 3 clusters Score: Raw -3855969.334739 + Penalty 3406.279193 = -3852563.055546 nChanged 1330 SP:Iteration 3Q (3552.850265 sec): 3 clusters Score: Raw -3856304.245492 + Penalty 3406.279193 = -3852897.966298 nChanged 1213 SP:Iteration 4Q (3552.957425 sec): 3 clusters Score: Raw -3856598.507021 + Penalty 3406.279193 = -3853192.227828 nChanged 1118 SP:Iteration 5Q (3553.070295 sec): 3 clusters Score: Raw -3856896.426933 + Penalty 3406.279193 = -3853490.147740 nChanged 1155 SP:Iteration 6Q (3553.169569 sec): 3 clusters Score: Raw -3857223.621687 + Penalty 3406.279193 = -3853817.342494 nChanged 1215 SP:Iteration 7Q (3553.281351 sec): 3 clusters Score: Raw -3857621.899002 + Penalty 3406.279193 = -3854215.619809 nChanged 1358 SP:Iteration 8Q (3553.392319 sec): 3 clusters Score: Raw -3858143.820383 + Penalty 3406.279193 = -3854737.541190 nChanged 1546 SP:Iteration 9Q (3553.494221 sec): 3 clusters Score: Raw -3858861.475511 + Penalty 3406.279193 = -3855455.196318 nChanged 1742 SP:Iteration 10Q (3553.608234 sec): 3 clusters Score: Raw -3859866.779173 + Penalty 3406.279193 = -3856460.499979 nChanged 2051 SP:Iteration 11F (3553.711030 sec): 3 clusters Score: Raw -3861301.432592 + Penalty 3406.279193 = -3857895.153399 nChanged 2111 SP:Iteration 12F (3553.823035 sec): 3 clusters Score: Raw -3862996.922415 + Penalty 3406.279193 = -3859590.643222 nChanged 1939 SP:Iteration 13F (3553.921259 sec): 3 clusters Score: Raw -3864658.612278 + Penalty 3406.279193 = -3861252.333085 nChanged 1530 SP:Iteration 14Q (3554.034666 sec): 3 clusters Score: Raw -3865890.624526 + Penalty 3406.279193 = -3862484.345333 nChanged 1084 SP:Iteration 15Q (3554.135290 sec): 3 clusters Score: Raw -3866649.474943 + Penalty 3406.279193 = -3863243.195750 nChanged 752 SP:Iteration 16Q (3554.230720 sec): 3 clusters Score: Raw -3867081.900913 + Penalty 3406.279193 = -3863675.621720 nChanged 544 SP:Iteration 17Q (3554.344834 sec): 3 clusters Score: Raw -3867346.734867 + Penalty 3406.279193 = -3863940.455673 nChanged 419 SP:Iteration 18Q (3554.440399 sec): 3 clusters Score: Raw -3867552.944783 + Penalty 3406.279193 = -3864146.665590 nChanged 364 SP:Iteration 19Q (3554.546335 sec): 3 clusters Score: Raw -3867711.084419 + Penalty 3406.279193 = -3864304.805225 nChanged 319 SP:Iteration 20F (3554.638879 sec): 3 clusters Score: Raw -3867856.853847 + Penalty 3406.279193 = -3864450.574654 nChanged 275 SP:Iteration 21Q (3554.738301 sec): 3 clusters Score: Raw -3867972.359312 + Penalty 3406.279193 = -3864566.080118 nChanged 247 SP:Iteration 22Q (3554.837209 sec): 3 clusters Score: Raw -3868071.177052 + Penalty 3406.279193 = -3864664.897858 nChanged 188 SP:Iteration 23Q (3554.929999 sec): 3 clusters Score: Raw -3868151.295853 + Penalty 3406.279193 = -3864745.016660 nChanged 168 SP:Iteration 24Q (3555.032893 sec): 3 clusters Score: Raw -3868233.251474 + Penalty 3406.279193 = -3864826.972281 nChanged 174 SP:Iteration 25Q (3555.123612 sec): 3 clusters Score: Raw -3868317.619507 + Penalty 3406.279193 = -3864911.340314 nChanged 159 SP:Iteration 26Q (3555.231512 sec): 3 clusters Score: Raw -3868405.491168 + Penalty 3406.279193 = -3864999.211975 nChanged 156 SP:Iteration 27Q (3555.331213 sec): 3 clusters Score: Raw -3868493.852141 + Penalty 3406.279193 = -3865087.572948 nChanged 152 SP:Iteration 28Q (3555.418827 sec): 3 clusters Score: Raw -3868577.035575 + Penalty 3406.279193 = -3865170.756382 nChanged 123 SP:Iteration 29Q (3555.513673 sec): 3 clusters Score: Raw -3868648.924964 + Penalty 3406.279193 = -3865242.645770 nChanged 97 SP:Iteration 30Q (3555.607551 sec): 3 clusters Score: Raw -3868706.637911 + Penalty 3406.279193 = -3865300.358718 nChanged 94 SP:Iteration 31Q (3555.689668 sec): 3 clusters Score: Raw -3868757.648086 + Penalty 3406.279193 = -3865351.368893 nChanged 76 SP:Iteration 32Q (3555.783391 sec): 3 clusters Score: Raw -3868795.932059 + Penalty 3406.279193 = -3865389.652866 nChanged 78 SP:Iteration 33Q (3555.874048 sec): 3 clusters Score: Raw -3868833.863357 + Penalty 3406.279193 = -3865427.584164 nChanged 56 SP:Iteration 34Q (3555.960359 sec): 3 clusters Score: Raw -3868854.552205 + Penalty 3406.279193 = -3865448.273011 nChanged 32 SP:Iteration 35Q (3556.044267 sec): 3 clusters Score: Raw -3868867.878938 + Penalty 3406.279193 = -3865461.599745 nChanged 24 SP:Iteration 36Q (3556.144036 sec): 3 clusters Score: Raw -3868876.047727 + Penalty 3406.279193 = -3865469.768533 nChanged 15 SP:Iteration 37Q (3556.230991 sec): 3 clusters Score: Raw -3868881.771589 + Penalty 3406.279193 = -3865475.492395 nChanged 15 SP:Iteration 38Q (3556.332036 sec): 3 clusters Score: Raw -3868888.779429 + Penalty 3406.279193 = -3865482.500236 nChanged 16 SP:Iteration 39Q (3556.429997 sec): 3 clusters Score: Raw -3868895.107578 + Penalty 3406.279193 = -3865488.828385 nChanged 18 SP:Iteration 40F (3556.541340 sec): 3 clusters Score: Raw -3868903.190468 + Penalty 3406.279193 = -3865496.911275 nChanged 17 SP:Iteration 41Q (3556.627360 sec): 3 clusters Score: Raw -3868910.546177 + Penalty 3406.279193 = -3865504.266984 nChanged 15 SP:Iteration 42Q (3556.724294 sec): 3 clusters Score: Raw -3868917.998355 + Penalty 3406.279193 = -3865511.719161 nChanged 15 SP:Iteration 43Q (3556.821086 sec): 3 clusters Score: Raw -3868923.127450 + Penalty 3406.279193 = -3865516.848257 nChanged 9 SP:Iteration 44Q (3556.911250 sec): 3 clusters Score: Raw -3868926.087478 + Penalty 3406.279193 = -3865519.808285 nChanged 6 SP:Iteration 45Q (3556.996141 sec): 3 clusters Score: Raw -3868927.524616 + Penalty 3406.279193 = -3865521.245423 nChanged 2 SP:Iteration 46Q (3557.089442 sec): 3 clusters Score: Raw -3868928.100983 + Penalty 3406.279193 = -3865521.821790 nChanged 1 SP:Iteration 47Q (3557.187970 sec): 3 clusters Score: Raw -3868928.400466 + Penalty 3406.279193 = -3865522.121273 nChanged 2 SP:Iteration 48Q (3557.273909 sec): 3 clusters Score: Raw -3868929.059134 + Penalty 3406.279193 = -3865522.779940 nChanged 1 SP:Iteration 49Q (3557.361219 sec): 3 clusters Score: Raw -3868929.467286 + Penalty 3406.279193 = -3865523.188093 nChanged 6 SP:Iteration 50Q (3557.458890 sec): 3 clusters Score: Raw -3868931.135161 + Penalty 3406.279193 = -3865524.855968 nChanged 2 SP:Iteration 51Q (3557.546621 sec): 3 clusters Score: Raw -3868932.021132 + Penalty 3406.279193 = -3865525.741938 nChanged 4 SP:Iteration 52Q (3557.635885 sec): 3 clusters Score: Raw -3868934.425230 + Penalty 3406.279193 = -3865528.146037 nChanged 7 SP:Iteration 53Q (3557.730511 sec): 3 clusters Score: Raw -3868938.420877 + Penalty 3406.279193 = -3865532.141683 nChanged 13 SP:Iteration 54Q (3557.825277 sec): 3 clusters Score: Raw -3868944.759890 + Penalty 3406.279193 = -3865538.480696 nChanged 14 SP:Iteration 55Q (3557.929435 sec): 3 clusters Score: Raw -3868950.484132 + Penalty 3406.279193 = -3865544.204939 nChanged 11 SP:Iteration 56Q (3558.017925 sec): 3 clusters Score: Raw -3868955.796582 + Penalty 3406.279193 = -3865549.517389 nChanged 9 SP:Iteration 57Q (3558.104877 sec): 3 clusters Score: Raw -3868959.087151 + Penalty 3406.279193 = -3865552.807958 nChanged 11 SP:Iteration 58Q (3558.192741 sec): 3 clusters Score: Raw -3868963.541241 + Penalty 3406.279193 = -3865557.262048 nChanged 10 SP:Iteration 59Q (3558.281215 sec): 3 clusters Score: Raw -3868966.956650 + Penalty 3406.279193 = -3865560.677457 nChanged 6 SP:Iteration 60F (3558.374609 sec): 3 clusters Score: Raw -3868969.142966 + Penalty 3406.279193 = -3865562.863773 nChanged 5 SP:Iteration 61Q (3558.477696 sec): 3 clusters Score: Raw -3868970.971250 + Penalty 3406.279193 = -3865564.692057 nChanged 7 SP:Iteration 62Q (3558.562501 sec): 3 clusters Score: Raw -3868974.135082 + Penalty 3406.279193 = -3865567.855888 nChanged 5 SP:Iteration 63Q (3558.643761 sec): 3 clusters Score: Raw -3868976.084881 + Penalty 3406.279193 = -3865569.805687 nChanged 8 SP:Iteration 64Q (3558.750351 sec): 3 clusters Score: Raw -3868980.334789 + Penalty 3406.279193 = -3865574.055595 nChanged 6 SP:Iteration 65Q (3558.849644 sec): 3 clusters Score: Raw -3868984.176537 + Penalty 3406.279193 = -3865577.897344 nChanged 12 SP:Iteration 66Q (3558.943863 sec): 3 clusters Score: Raw -3868990.979212 + Penalty 3406.279193 = -3865584.700019 nChanged 9 SP:Iteration 67Q (3559.040098 sec): 3 clusters Score: Raw -3868993.802507 + Penalty 3406.279193 = -3865587.523314 nChanged 8 SP:Iteration 68Q (3559.128281 sec): 3 clusters Score: Raw -3868996.494412 + Penalty 3406.279193 = -3865590.215219 nChanged 3 SP:Iteration 69Q (3559.209621 sec): 3 clusters Score: Raw -3868997.237832 + Penalty 3406.279193 = -3865590.958638 nChanged 6 SP:Iteration 70Q (3559.291802 sec): 3 clusters Score: Raw -3869000.114496 + Penalty 3406.279193 = -3865593.835303 nChanged 6 SP:Iteration 71Q (3559.373671 sec): 3 clusters Score: Raw -3869001.926121 + Penalty 3406.279193 = -3865595.646927 nChanged 4 SP:Iteration 72Q (3559.461080 sec): 3 clusters Score: Raw -3869003.246148 + Penalty 3406.279193 = -3865596.966954 nChanged 1 SP:Iteration 73Q (3559.554995 sec): 3 clusters Score: Raw -3869003.498560 + Penalty 3406.279193 = -3865597.219367 nChanged 0 SP:Iteration 74F (3559.653523 sec): 3 clusters Score: Raw -3869003.498560 + Penalty 3406.279193 = -3865597.219367 nChanged 0 Trying to split cluster 37 (3878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3559.674795 sec): 2 clusters Score: Raw -392729.174629 + Penalty 1342.749661 = -391386.424968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3559.732666 sec): 3 clusters Score: Raw -390787.821247 + Penalty 2685.499322 = -388102.321925 nChanged 1536 SP:Iteration 1F (3559.775763 sec): 3 clusters Score: Raw -391664.450119 + Penalty 2685.499322 = -388978.950798 nChanged 340 SP:Iteration 2F (3559.840760 sec): 3 clusters Score: Raw -391925.479987 + Penalty 2685.499322 = -389239.980665 nChanged 244 SP:Iteration 3F (3559.887120 sec): 3 clusters Score: Raw -392141.134523 + Penalty 2685.499322 = -389455.635201 nChanged 232 SP:Iteration 4F (3559.938655 sec): 3 clusters Score: Raw -392374.947167 + Penalty 2685.499322 = -389689.447846 nChanged 254 SP:Iteration 5F (3559.980985 sec): 3 clusters Score: Raw -392623.106027 + Penalty 2685.499322 = -389937.606705 nChanged 229 SP:Iteration 6F (3560.041577 sec): 3 clusters Score: Raw -392824.918941 + Penalty 2685.499322 = -390139.419620 nChanged 191 SP:Iteration 7Q (3560.096738 sec): 3 clusters Score: Raw -392975.386533 + Penalty 2685.499322 = -390289.887211 nChanged 149 SP:Iteration 8Q (3560.150023 sec): 3 clusters Score: Raw -393079.743209 + Penalty 2685.499322 = -390394.243887 nChanged 120 SP:Iteration 9Q (3560.191677 sec): 3 clusters Score: Raw -393155.653843 + Penalty 2685.499322 = -390470.154522 nChanged 94 SP:Iteration 10Q (3560.245525 sec): 3 clusters Score: Raw -393202.560916 + Penalty 2685.499322 = -390517.061594 nChanged 63 SP:Iteration 11Q (3560.302508 sec): 3 clusters Score: Raw -393230.372701 + Penalty 2685.499322 = -390544.873380 nChanged 55 SP:Iteration 12Q (3560.354479 sec): 3 clusters Score: Raw -393250.996866 + Penalty 2685.499322 = -390565.497544 nChanged 49 SP:Iteration 13Q (3560.404991 sec): 3 clusters Score: Raw -393274.658667 + Penalty 2685.499322 = -390589.159345 nChanged 52 SP:Iteration 14Q (3560.455674 sec): 3 clusters Score: Raw -393300.439121 + Penalty 2685.499322 = -390614.939799 nChanged 46 SP:Iteration 15Q (3560.499292 sec): 3 clusters Score: Raw -393331.913716 + Penalty 2685.499322 = -390646.414395 nChanged 52 SP:Iteration 16Q (3560.560152 sec): 3 clusters Score: Raw -393363.941906 + Penalty 2685.499322 = -390678.442584 nChanged 42 SP:Iteration 17Q (3560.603673 sec): 3 clusters Score: Raw -393382.568597 + Penalty 2685.499322 = -390697.069276 nChanged 32 SP:Iteration 18Q (3560.656531 sec): 3 clusters Score: Raw -393396.867041 + Penalty 2685.499322 = -390711.367719 nChanged 33 SP:Iteration 19Q (3560.715990 sec): 3 clusters Score: Raw -393408.417965 + Penalty 2685.499322 = -390722.918643 nChanged 29 SP:Iteration 20F (3560.769970 sec): 3 clusters Score: Raw -393419.198428 + Penalty 2685.499322 = -390733.699107 nChanged 26 SP:Iteration 21Q (3560.817635 sec): 3 clusters Score: Raw -393427.982073 + Penalty 2685.499322 = -390742.482751 nChanged 25 SP:Iteration 22Q (3560.866544 sec): 3 clusters Score: Raw -393434.639118 + Penalty 2685.499322 = -390749.139797 nChanged 18 SP:Iteration 23Q (3560.917227 sec): 3 clusters Score: Raw -393439.086859 + Penalty 2685.499322 = -390753.587537 nChanged 13 SP:Iteration 24Q (3560.966166 sec): 3 clusters Score: Raw -393443.185256 + Penalty 2685.499322 = -390757.685934 nChanged 10 SP:Iteration 25Q (3561.009100 sec): 3 clusters Score: Raw -393445.972618 + Penalty 2685.499322 = -390760.473296 nChanged 8 SP:Iteration 26Q (3561.062800 sec): 3 clusters Score: Raw -393448.254524 + Penalty 2685.499322 = -390762.755202 nChanged 12 SP:Iteration 27Q (3561.118103 sec): 3 clusters Score: Raw -393451.098525 + Penalty 2685.499322 = -390765.599203 nChanged 9 SP:Iteration 28Q (3561.172494 sec): 3 clusters Score: Raw -393454.319211 + Penalty 2685.499322 = -390768.819889 nChanged 11 SP:Iteration 29Q (3561.223939 sec): 3 clusters Score: Raw -393459.166274 + Penalty 2685.499322 = -390773.666952 nChanged 11 SP:Iteration 30Q (3561.267366 sec): 3 clusters Score: Raw -393462.220319 + Penalty 2685.499322 = -390776.720997 nChanged 9 SP:Iteration 31Q (3561.319447 sec): 3 clusters Score: Raw -393464.496141 + Penalty 2685.499322 = -390778.996820 nChanged 7 SP:Iteration 32Q (3561.369015 sec): 3 clusters Score: Raw -393466.647497 + Penalty 2685.499322 = -390781.148176 nChanged 9 SP:Iteration 33Q (3561.419552 sec): 3 clusters Score: Raw -393468.982638 + Penalty 2685.499322 = -390783.483316 nChanged 8 SP:Iteration 34Q (3561.472258 sec): 3 clusters Score: Raw -393471.147608 + Penalty 2685.499322 = -390785.648286 nChanged 10 SP:Iteration 35Q (3561.522497 sec): 3 clusters Score: Raw -393474.924596 + Penalty 2685.499322 = -390789.425275 nChanged 14 SP:Iteration 36Q (3561.564647 sec): 3 clusters Score: Raw -393478.670796 + Penalty 2685.499322 = -390793.171474 nChanged 18 SP:Iteration 37Q (3561.611844 sec): 3 clusters Score: Raw -393484.269371 + Penalty 2685.499322 = -390798.770049 nChanged 13 SP:Iteration 38Q (3561.658199 sec): 3 clusters Score: Raw -393488.604575 + Penalty 2685.499322 = -390803.105253 nChanged 14 SP:Iteration 39Q (3561.711530 sec): 3 clusters Score: Raw -393492.419983 + Penalty 2685.499322 = -390806.920661 nChanged 14 SP:Iteration 40F (3561.770027 sec): 3 clusters Score: Raw -393496.738858 + Penalty 2685.499322 = -390811.239536 nChanged 17 SP:Iteration 41Q (3561.818130 sec): 3 clusters Score: Raw -393501.467566 + Penalty 2685.499322 = -390815.968245 nChanged 16 SP:Iteration 42Q (3561.867578 sec): 3 clusters Score: Raw -393507.116031 + Penalty 2685.499322 = -390821.616709 nChanged 20 SP:Iteration 43Q (3561.903856 sec): 3 clusters Score: Raw -393513.664727 + Penalty 2685.499322 = -390828.165406 nChanged 21 SP:Iteration 44Q (3561.954324 sec): 3 clusters Score: Raw -393519.622179 + Penalty 2685.499322 = -390834.122858 nChanged 11 SP:Iteration 45Q (3562.008233 sec): 3 clusters Score: Raw -393522.144874 + Penalty 2685.499322 = -390836.645552 nChanged 15 SP:Iteration 46Q (3562.053629 sec): 3 clusters Score: Raw -393525.561072 + Penalty 2685.499322 = -390840.061750 nChanged 6 SP:Iteration 47Q (3562.106948 sec): 3 clusters Score: Raw -393527.030422 + Penalty 2685.499322 = -390841.531100 nChanged 6 SP:Iteration 48Q (3562.143635 sec): 3 clusters Score: Raw -393529.290629 + Penalty 2685.499322 = -390843.791308 nChanged 9 SP:Iteration 49Q (3562.189252 sec): 3 clusters Score: Raw -393531.359861 + Penalty 2685.499322 = -390845.860539 nChanged 11 SP:Iteration 50Q (3562.228977 sec): 3 clusters Score: Raw -393534.807216 + Penalty 2685.499322 = -390849.307895 nChanged 5 SP:Iteration 51Q (3562.274495 sec): 3 clusters Score: Raw -393536.240108 + Penalty 2685.499322 = -390850.740787 nChanged 6 SP:Iteration 52Q (3562.326127 sec): 3 clusters Score: Raw -393538.042528 + Penalty 2685.499322 = -390852.543206 nChanged 6 SP:Iteration 53Q (3562.371088 sec): 3 clusters Score: Raw -393538.933930 + Penalty 2685.499322 = -390853.434609 nChanged 6 SP:Iteration 54Q (3562.422420 sec): 3 clusters Score: Raw -393539.956904 + Penalty 2685.499322 = -390854.457582 nChanged 1 SP:Iteration 55Q (3562.465090 sec): 3 clusters Score: Raw -393540.155084 + Penalty 2685.499322 = -390854.655763 nChanged 1 SP:Iteration 56Q (3562.512233 sec): 3 clusters Score: Raw -393540.240724 + Penalty 2685.499322 = -390854.741402 nChanged 1 SP:Iteration 57Q (3562.559539 sec): 3 clusters Score: Raw -393540.339240 + Penalty 2685.499322 = -390854.839919 nChanged 1 SP:Iteration 58Q (3562.613955 sec): 3 clusters Score: Raw -393540.706304 + Penalty 2685.499322 = -390855.206983 nChanged 3 SP:Iteration 59Q (3562.651970 sec): 3 clusters Score: Raw -393541.208432 + Penalty 2685.499322 = -390855.709110 nChanged 2 SP:Iteration 60F (3562.702758 sec): 3 clusters Score: Raw -393541.466337 + Penalty 2685.499322 = -390855.967016 nChanged 0 Trying to split cluster 38 (1564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3562.724399 sec): 2 clusters Score: Raw -171010.722961 + Penalty 1195.187812 = -169815.535149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3562.769805 sec): 3 clusters Score: Raw -170463.873988 + Penalty 2390.375624 = -168073.498364 nChanged 508 SP:Iteration 1F (3562.800744 sec): 3 clusters Score: Raw -170877.059426 + Penalty 2390.375624 = -168486.683801 nChanged 126 SP:Iteration 2F (3562.845132 sec): 3 clusters Score: Raw -170988.369964 + Penalty 2390.375624 = -168597.994340 nChanged 68 SP:Iteration 3Q (3562.889237 sec): 3 clusters Score: Raw -171055.702729 + Penalty 2390.375624 = -168665.327104 nChanged 63 SP:Iteration 4Q (3562.931325 sec): 3 clusters Score: Raw -171105.804949 + Penalty 2390.375624 = -168715.429324 nChanged 39 SP:Iteration 5Q (3562.979017 sec): 3 clusters Score: Raw -171137.311928 + Penalty 2390.375624 = -168746.936304 nChanged 33 SP:Iteration 6Q (3563.010882 sec): 3 clusters Score: Raw -171166.629903 + Penalty 2390.375624 = -168776.254278 nChanged 25 SP:Iteration 7Q (3563.049720 sec): 3 clusters Score: Raw -171182.962390 + Penalty 2390.375624 = -168792.586766 nChanged 16 SP:Iteration 8Q (3563.093012 sec): 3 clusters Score: Raw -171199.798476 + Penalty 2390.375624 = -168809.422852 nChanged 26 SP:Iteration 9Q (3563.137645 sec): 3 clusters Score: Raw -171227.131564 + Penalty 2390.375624 = -168836.755940 nChanged 22 SP:Iteration 10Q (3563.187751 sec): 3 clusters Score: Raw -171244.271252 + Penalty 2390.375624 = -168853.895627 nChanged 27 SP:Iteration 11Q (3563.226889 sec): 3 clusters Score: Raw -171264.429599 + Penalty 2390.375624 = -168874.053975 nChanged 17 SP:Iteration 12Q (3563.275455 sec): 3 clusters Score: Raw -171279.107157 + Penalty 2390.375624 = -168888.731532 nChanged 19 SP:Iteration 13Q (3563.312949 sec): 3 clusters Score: Raw -171292.748084 + Penalty 2390.375624 = -168902.372459 nChanged 16 SP:Iteration 14Q (3563.358416 sec): 3 clusters Score: Raw -171304.560917 + Penalty 2390.375624 = -168914.185292 nChanged 14 SP:Iteration 15Q (3563.404874 sec): 3 clusters Score: Raw -171310.964404 + Penalty 2390.375624 = -168920.588779 nChanged 12 SP:Iteration 16Q (3563.450135 sec): 3 clusters Score: Raw -171319.136792 + Penalty 2390.375624 = -168928.761167 nChanged 10 SP:Iteration 17Q (3563.492574 sec): 3 clusters Score: Raw -171324.254970 + Penalty 2390.375624 = -168933.879346 nChanged 8 SP:Iteration 18Q (3563.543189 sec): 3 clusters Score: Raw -171328.189198 + Penalty 2390.375624 = -168937.813573 nChanged 6 SP:Iteration 19Q (3563.579837 sec): 3 clusters Score: Raw -171331.053025 + Penalty 2390.375624 = -168940.677400 nChanged 5 SP:Iteration 20F (3563.623526 sec): 3 clusters Score: Raw -171333.454689 + Penalty 2390.375624 = -168943.079065 nChanged 2 SP:Iteration 21Q (3563.667930 sec): 3 clusters Score: Raw -171334.908428 + Penalty 2390.375624 = -168944.532804 nChanged 1 SP:Iteration 22Q (3563.711643 sec): 3 clusters Score: Raw -171335.187447 + Penalty 2390.375624 = -168944.811822 nChanged 3 SP:Iteration 23Q (3563.755738 sec): 3 clusters Score: Raw -171336.295516 + Penalty 2390.375624 = -168945.919891 nChanged 5 SP:Iteration 24Q (3563.801150 sec): 3 clusters Score: Raw -171338.109651 + Penalty 2390.375624 = -168947.734027 nChanged 2 SP:Iteration 25Q (3563.854000 sec): 3 clusters Score: Raw -171338.746554 + Penalty 2390.375624 = -168948.370929 nChanged 3 SP:Iteration 26Q (3563.899111 sec): 3 clusters Score: Raw -171339.924284 + Penalty 2390.375624 = -168949.548660 nChanged 2 SP:Iteration 27Q (3563.943798 sec): 3 clusters Score: Raw -171340.404200 + Penalty 2390.375624 = -168950.028576 nChanged 1 SP:Iteration 28Q (3563.983237 sec): 3 clusters Score: Raw -171340.815661 + Penalty 2390.375624 = -168950.440036 nChanged 1 SP:Iteration 29Q (3564.037381 sec): 3 clusters Score: Raw -171341.139303 + Penalty 2390.375624 = -168950.763678 nChanged 0 SP:Iteration 30F (3564.076305 sec): 3 clusters Score: Raw -171341.139303 + Penalty 2390.375624 = -168950.763678 nChanged 0 Trying to split cluster 39 (1709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3564.102597 sec): 2 clusters Score: Raw -175462.864632 + Penalty 1209.595349 = -174253.269284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3564.149050 sec): 3 clusters Score: Raw -174761.004546 + Penalty 2419.190697 = -172341.813849 nChanged 566 SP:Iteration 1F (3564.199470 sec): 3 clusters Score: Raw -175105.861316 + Penalty 2419.190697 = -172686.670619 nChanged 141 SP:Iteration 2F (3564.254651 sec): 3 clusters Score: Raw -175217.149201 + Penalty 2419.190697 = -172797.958504 nChanged 96 SP:Iteration 3F (3564.298571 sec): 3 clusters Score: Raw -175299.802385 + Penalty 2419.190697 = -172880.611688 nChanged 85 SP:Iteration 4Q (3564.343213 sec): 3 clusters Score: Raw -175389.062389 + Penalty 2419.190697 = -172969.871692 nChanged 87 SP:Iteration 5F (3564.386592 sec): 3 clusters Score: Raw -175465.121904 + Penalty 2419.190697 = -173045.931207 nChanged 70 SP:Iteration 6Q (3564.436207 sec): 3 clusters Score: Raw -175535.376229 + Penalty 2419.190697 = -173116.185532 nChanged 76 SP:Iteration 7Q (3564.480083 sec): 3 clusters Score: Raw -175610.411465 + Penalty 2419.190697 = -173191.220768 nChanged 61 SP:Iteration 8Q (3564.531818 sec): 3 clusters Score: Raw -175669.008419 + Penalty 2419.190697 = -173249.817722 nChanged 53 SP:Iteration 9Q (3564.582596 sec): 3 clusters Score: Raw -175721.295223 + Penalty 2419.190697 = -173302.104526 nChanged 46 SP:Iteration 10Q (3564.623441 sec): 3 clusters Score: Raw -175761.008107 + Penalty 2419.190697 = -173341.817410 nChanged 38 SP:Iteration 11Q (3564.663164 sec): 3 clusters Score: Raw -175803.135164 + Penalty 2419.190697 = -173383.944467 nChanged 36 SP:Iteration 12Q (3564.706865 sec): 3 clusters Score: Raw -175848.263030 + Penalty 2419.190697 = -173429.072333 nChanged 36 SP:Iteration 13Q (3564.755111 sec): 3 clusters Score: Raw -175887.352388 + Penalty 2419.190697 = -173468.161691 nChanged 28 SP:Iteration 14Q (3564.805715 sec): 3 clusters Score: Raw -175915.502421 + Penalty 2419.190697 = -173496.311724 nChanged 24 SP:Iteration 15Q (3564.864028 sec): 3 clusters Score: Raw -175931.638762 + Penalty 2419.190697 = -173512.448065 nChanged 12 SP:Iteration 16Q (3564.909875 sec): 3 clusters Score: Raw -175937.583791 + Penalty 2419.190697 = -173518.393094 nChanged 5 SP:Iteration 17Q (3564.962789 sec): 3 clusters Score: Raw -175940.016188 + Penalty 2419.190697 = -173520.825491 nChanged 6 SP:Iteration 18Q (3565.009260 sec): 3 clusters Score: Raw -175944.012735 + Penalty 2419.190697 = -173524.822038 nChanged 3 SP:Iteration 19Q (3565.058967 sec): 3 clusters Score: Raw -175944.921489 + Penalty 2419.190697 = -173525.730792 nChanged 1 SP:Iteration 20F (3565.109646 sec): 3 clusters Score: Raw -175945.387790 + Penalty 2419.190697 = -173526.197093 nChanged 1 SP:Iteration 21Q (3565.157513 sec): 3 clusters Score: Raw -175945.819377 + Penalty 2419.190697 = -173526.628680 nChanged 1 SP:Iteration 22Q (3565.201640 sec): 3 clusters Score: Raw -175947.042451 + Penalty 2419.190697 = -173527.851754 nChanged 3 SP:Iteration 23Q (3565.244640 sec): 3 clusters Score: Raw -175949.357813 + Penalty 2419.190697 = -173530.167116 nChanged 6 SP:Iteration 24Q (3565.286833 sec): 3 clusters Score: Raw -175956.461217 + Penalty 2419.190697 = -173537.270520 nChanged 8 SP:Iteration 25Q (3565.342809 sec): 3 clusters Score: Raw -175961.447879 + Penalty 2419.190697 = -173542.257182 nChanged 7 SP:Iteration 26Q (3565.387484 sec): 3 clusters Score: Raw -175966.513019 + Penalty 2419.190697 = -173547.322322 nChanged 6 SP:Iteration 27Q (3565.434548 sec): 3 clusters Score: Raw -175968.908556 + Penalty 2419.190697 = -173549.717859 nChanged 6 SP:Iteration 28Q (3565.480739 sec): 3 clusters Score: Raw -175972.760302 + Penalty 2419.190697 = -173553.569605 nChanged 5 SP:Iteration 29Q (3565.528241 sec): 3 clusters Score: Raw -175975.433820 + Penalty 2419.190697 = -173556.243123 nChanged 1 SP:Iteration 30Q (3565.585822 sec): 3 clusters Score: Raw -175976.341691 + Penalty 2419.190697 = -173557.150994 nChanged 1 SP:Iteration 31Q (3565.621976 sec): 3 clusters Score: Raw -175976.788210 + Penalty 2419.190697 = -173557.597513 nChanged 0 SP:Iteration 32F (3565.675520 sec): 3 clusters Score: Raw -175976.788210 + Penalty 2419.190697 = -173557.597513 nChanged 0 Trying to split cluster 40 (8604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3565.713243 sec): 2 clusters Score: Raw -917138.003158 + Penalty 1472.247155 = -915665.756004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3565.774634 sec): 3 clusters Score: Raw -912296.464391 + Penalty 2944.494309 = -909351.970082 nChanged 3663 SP:Iteration 1F (3565.830318 sec): 3 clusters Score: Raw -914253.759110 + Penalty 2944.494309 = -911309.264800 nChanged 562 SP:Iteration 2F (3565.895771 sec): 3 clusters Score: Raw -914531.441328 + Penalty 2944.494309 = -911586.947018 nChanged 489 SP:Iteration 3F (3565.955153 sec): 3 clusters Score: Raw -914762.791511 + Penalty 2944.494309 = -911818.297202 nChanged 433 SP:Iteration 4F (3566.001515 sec): 3 clusters Score: Raw -914988.272547 + Penalty 2944.494309 = -912043.778238 nChanged 440 SP:Iteration 5F (3566.056207 sec): 3 clusters Score: Raw -915246.957281 + Penalty 2944.494309 = -912302.462972 nChanged 435 SP:Iteration 6F (3566.115924 sec): 3 clusters Score: Raw -915529.039641 + Penalty 2944.494309 = -912584.545332 nChanged 462 SP:Iteration 7F (3566.175952 sec): 3 clusters Score: Raw -915844.646044 + Penalty 2944.494309 = -912900.151735 nChanged 405 SP:Iteration 8Q (3566.239944 sec): 3 clusters Score: Raw -916156.999394 + Penalty 2944.494309 = -913212.505085 nChanged 376 SP:Iteration 9Q (3566.294275 sec): 3 clusters Score: Raw -916452.546215 + Penalty 2944.494309 = -913508.051905 nChanged 324 SP:Iteration 10Q (3566.352147 sec): 3 clusters Score: Raw -916724.257784 + Penalty 2944.494309 = -913779.763474 nChanged 253 SP:Iteration 11Q (3566.410762 sec): 3 clusters Score: Raw -916934.878556 + Penalty 2944.494309 = -913990.384246 nChanged 157 SP:Iteration 12Q (3566.471859 sec): 3 clusters Score: Raw -917069.881841 + Penalty 2944.494309 = -914125.387532 nChanged 98 SP:Iteration 13Q (3566.529937 sec): 3 clusters Score: Raw -917150.628489 + Penalty 2944.494309 = -914206.134180 nChanged 71 SP:Iteration 14Q (3566.592878 sec): 3 clusters Score: Raw -917211.657338 + Penalty 2944.494309 = -914267.163029 nChanged 38 SP:Iteration 15Q (3566.639506 sec): 3 clusters Score: Raw -917244.202545 + Penalty 2944.494309 = -914299.708235 nChanged 26 SP:Iteration 16Q (3566.698752 sec): 3 clusters Score: Raw -917263.860932 + Penalty 2944.494309 = -914319.366622 nChanged 18 SP:Iteration 17Q (3566.743048 sec): 3 clusters Score: Raw -917280.189100 + Penalty 2944.494309 = -914335.694790 nChanged 18 SP:Iteration 18Q (3566.807559 sec): 3 clusters Score: Raw -917300.991712 + Penalty 2944.494309 = -914356.497402 nChanged 8 SP:Iteration 19Q (3566.861958 sec): 3 clusters Score: Raw -917311.821519 + Penalty 2944.494309 = -914367.327210 nChanged 8 SP:Iteration 20F (3566.908103 sec): 3 clusters Score: Raw -917317.687517 + Penalty 2944.494309 = -914373.193207 nChanged 3 SP:Iteration 21Q (3566.971960 sec): 3 clusters Score: Raw -917319.842641 + Penalty 2944.494309 = -914375.348332 nChanged 3 SP:Iteration 22Q (3567.016461 sec): 3 clusters Score: Raw -917320.943678 + Penalty 2944.494309 = -914376.449369 nChanged 1 SP:Iteration 23Q (3567.062754 sec): 3 clusters Score: Raw -917321.695234 + Penalty 2944.494309 = -914377.200924 nChanged 2 SP:Iteration 24Q (3567.117738 sec): 3 clusters Score: Raw -917323.580531 + Penalty 2944.494309 = -914379.086221 nChanged 3 SP:Iteration 25Q (3567.175059 sec): 3 clusters Score: Raw -917326.044347 + Penalty 2944.494309 = -914381.550037 nChanged 3 SP:Iteration 26Q (3567.232944 sec): 3 clusters Score: Raw -917327.863644 + Penalty 2944.494309 = -914383.369335 nChanged 2 SP:Iteration 27Q (3567.280174 sec): 3 clusters Score: Raw -917329.325692 + Penalty 2944.494309 = -914384.831383 nChanged 2 SP:Iteration 28Q (3567.332842 sec): 3 clusters Score: Raw -917331.995518 + Penalty 2944.494309 = -914387.501209 nChanged 2 SP:Iteration 29Q (3567.387147 sec): 3 clusters Score: Raw -917334.294928 + Penalty 2944.494309 = -914389.800618 nChanged 1 SP:Iteration 30Q (3567.445447 sec): 3 clusters Score: Raw -917335.033870 + Penalty 2944.494309 = -914390.539560 nChanged 1 SP:Iteration 31Q (3567.498043 sec): 3 clusters Score: Raw -917335.560215 + Penalty 2944.494309 = -914391.065906 nChanged 0 SP:Iteration 32F (3567.567121 sec): 3 clusters Score: Raw -917335.560215 + Penalty 2944.494309 = -914391.065906 nChanged 0 Trying to split cluster 41 (12544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3567.595221 sec): 2 clusters Score: Raw -1373402.449010 + Penalty 1533.512133 = -1371868.936877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3567.656543 sec): 3 clusters Score: Raw -1366138.207199 + Penalty 3067.024266 = -1363071.182933 nChanged 5525 SP:Iteration 1F (3567.729426 sec): 3 clusters Score: Raw -1369061.358827 + Penalty 3067.024266 = -1365994.334561 nChanged 815 SP:Iteration 2F (3567.801755 sec): 3 clusters Score: Raw -1369424.501886 + Penalty 3067.024266 = -1366357.477620 nChanged 715 SP:Iteration 3F (3567.864258 sec): 3 clusters Score: Raw -1369773.461015 + Penalty 3067.024266 = -1366706.436749 nChanged 692 SP:Iteration 4F (3567.925666 sec): 3 clusters Score: Raw -1370125.312426 + Penalty 3067.024266 = -1367058.288160 nChanged 686 SP:Iteration 5F (3567.995909 sec): 3 clusters Score: Raw -1370514.296592 + Penalty 3067.024266 = -1367447.272325 nChanged 693 SP:Iteration 6F (3568.065854 sec): 3 clusters Score: Raw -1370980.281201 + Penalty 3067.024266 = -1367913.256934 nChanged 725 SP:Iteration 7F (3568.126052 sec): 3 clusters Score: Raw -1371520.042624 + Penalty 3067.024266 = -1368453.018357 nChanged 660 SP:Iteration 8F (3568.187150 sec): 3 clusters Score: Raw -1372010.851269 + Penalty 3067.024266 = -1368943.827002 nChanged 585 SP:Iteration 9Q (3568.262572 sec): 3 clusters Score: Raw -1372507.012493 + Penalty 3067.024266 = -1369439.988226 nChanged 489 SP:Iteration 10Q (3568.325497 sec): 3 clusters Score: Raw -1372861.919127 + Penalty 3067.024266 = -1369794.894861 nChanged 349 SP:Iteration 11Q (3568.394032 sec): 3 clusters Score: Raw -1373072.093975 + Penalty 3067.024266 = -1370005.069709 nChanged 253 SP:Iteration 12Q (3568.460219 sec): 3 clusters Score: Raw -1373201.952679 + Penalty 3067.024266 = -1370134.928413 nChanged 181 SP:Iteration 13Q (3568.515894 sec): 3 clusters Score: Raw -1373301.132334 + Penalty 3067.024266 = -1370234.108068 nChanged 142 SP:Iteration 14Q (3568.585286 sec): 3 clusters Score: Raw -1373386.230246 + Penalty 3067.024266 = -1370319.205980 nChanged 135 SP:Iteration 15Q (3568.656423 sec): 3 clusters Score: Raw -1373467.141201 + Penalty 3067.024266 = -1370400.116935 nChanged 112 SP:Iteration 16Q (3568.714081 sec): 3 clusters Score: Raw -1373525.833957 + Penalty 3067.024266 = -1370458.809691 nChanged 111 SP:Iteration 17Q (3568.787736 sec): 3 clusters Score: Raw -1373572.951129 + Penalty 3067.024266 = -1370505.926863 nChanged 91 SP:Iteration 18Q (3568.854901 sec): 3 clusters Score: Raw -1373607.101463 + Penalty 3067.024266 = -1370540.077197 nChanged 70 SP:Iteration 19Q (3568.912794 sec): 3 clusters Score: Raw -1373630.423039 + Penalty 3067.024266 = -1370563.398773 nChanged 64 SP:Iteration 20F (3568.977617 sec): 3 clusters Score: Raw -1373647.354134 + Penalty 3067.024266 = -1370580.329867 nChanged 53 SP:Iteration 21Q (3569.039997 sec): 3 clusters Score: Raw -1373661.240491 + Penalty 3067.024266 = -1370594.216225 nChanged 32 SP:Iteration 22Q (3569.101851 sec): 3 clusters Score: Raw -1373668.230677 + Penalty 3067.024266 = -1370601.206410 nChanged 32 SP:Iteration 23Q (3569.175475 sec): 3 clusters Score: Raw -1373676.050353 + Penalty 3067.024266 = -1370609.026086 nChanged 31 SP:Iteration 24Q (3569.224857 sec): 3 clusters Score: Raw -1373682.752325 + Penalty 3067.024266 = -1370615.728058 nChanged 23 SP:Iteration 25Q (3569.288044 sec): 3 clusters Score: Raw -1373687.031666 + Penalty 3067.024266 = -1370620.007400 nChanged 17 SP:Iteration 26Q (3569.364256 sec): 3 clusters Score: Raw -1373690.644715 + Penalty 3067.024266 = -1370623.620448 nChanged 14 SP:Iteration 27Q (3569.428757 sec): 3 clusters Score: Raw -1373693.702983 + Penalty 3067.024266 = -1370626.678716 nChanged 13 SP:Iteration 28Q (3569.499307 sec): 3 clusters Score: Raw -1373695.668652 + Penalty 3067.024266 = -1370628.644386 nChanged 9 SP:Iteration 29Q (3569.551415 sec): 3 clusters Score: Raw -1373697.180613 + Penalty 3067.024266 = -1370630.156346 nChanged 9 SP:Iteration 30Q (3569.618626 sec): 3 clusters Score: Raw -1373698.381030 + Penalty 3067.024266 = -1370631.356764 nChanged 7 SP:Iteration 31Q (3569.686335 sec): 3 clusters Score: Raw -1373699.435763 + Penalty 3067.024266 = -1370632.411497 nChanged 7 SP:Iteration 32Q (3569.752435 sec): 3 clusters Score: Raw -1373700.453935 + Penalty 3067.024266 = -1370633.429669 nChanged 7 SP:Iteration 33Q (3569.820470 sec): 3 clusters Score: Raw -1373701.522322 + Penalty 3067.024266 = -1370634.498055 nChanged 6 SP:Iteration 34Q (3569.887105 sec): 3 clusters Score: Raw -1373702.704053 + Penalty 3067.024266 = -1370635.679786 nChanged 8 SP:Iteration 35Q (3569.949768 sec): 3 clusters Score: Raw -1373703.940763 + Penalty 3067.024266 = -1370636.916496 nChanged 5 SP:Iteration 36Q (3570.021047 sec): 3 clusters Score: Raw -1373704.573532 + Penalty 3067.024266 = -1370637.549265 nChanged 4 SP:Iteration 37Q (3570.081419 sec): 3 clusters Score: Raw -1373704.919283 + Penalty 3067.024266 = -1370637.895017 nChanged 4 SP:Iteration 38Q (3570.158355 sec): 3 clusters Score: Raw -1373705.385639 + Penalty 3067.024266 = -1370638.361373 nChanged 4 SP:Iteration 39Q (3570.210839 sec): 3 clusters Score: Raw -1373705.733355 + Penalty 3067.024266 = -1370638.709089 nChanged 0 SP:Iteration 40F (3570.284852 sec): 3 clusters Score: Raw -1373705.733355 + Penalty 3067.024266 = -1370638.709089 nChanged 0 Trying to split cluster 42 (9616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3570.322122 sec): 2 clusters Score: Raw -995843.240542 + Penalty 1490.317344 = -994352.923198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3570.380443 sec): 3 clusters Score: Raw -990403.363795 + Penalty 2980.634688 = -987422.729106 nChanged 4174 SP:Iteration 1F (3570.441634 sec): 3 clusters Score: Raw -992656.455291 + Penalty 2980.634688 = -989675.820603 nChanged 601 SP:Iteration 2F (3570.501664 sec): 3 clusters Score: Raw -992927.697417 + Penalty 2980.634688 = -989947.062729 nChanged 501 SP:Iteration 3F (3570.562985 sec): 3 clusters Score: Raw -993159.482538 + Penalty 2980.634688 = -990178.847849 nChanged 420 SP:Iteration 4Q (3570.615290 sec): 3 clusters Score: Raw -993340.419338 + Penalty 2980.634688 = -990359.784650 nChanged 399 SP:Iteration 5Q (3570.686484 sec): 3 clusters Score: Raw -993513.146672 + Penalty 2980.634688 = -990532.511983 nChanged 376 SP:Iteration 6Q (3570.739306 sec): 3 clusters Score: Raw -993667.386204 + Penalty 2980.634688 = -990686.751516 nChanged 329 SP:Iteration 7Q (3570.800435 sec): 3 clusters Score: Raw -993804.834655 + Penalty 2980.634688 = -990824.199967 nChanged 286 SP:Iteration 8Q (3570.865795 sec): 3 clusters Score: Raw -993929.713252 + Penalty 2980.634688 = -990949.078564 nChanged 301 SP:Iteration 9Q (3570.928256 sec): 3 clusters Score: Raw -994072.968707 + Penalty 2980.634688 = -991092.334018 nChanged 341 SP:Iteration 10Q (3570.980392 sec): 3 clusters Score: Raw -994235.548403 + Penalty 2980.634688 = -991254.913715 nChanged 359 SP:Iteration 11Q (3571.037744 sec): 3 clusters Score: Raw -994428.556862 + Penalty 2980.634688 = -991447.922174 nChanged 374 SP:Iteration 12Q (3571.096150 sec): 3 clusters Score: Raw -994638.942273 + Penalty 2980.634688 = -991658.307584 nChanged 371 SP:Iteration 13Q (3571.158655 sec): 3 clusters Score: Raw -994870.906647 + Penalty 2980.634688 = -991890.271958 nChanged 359 SP:Iteration 14Q (3571.219866 sec): 3 clusters Score: Raw -995098.857825 + Penalty 2980.634688 = -992118.223137 nChanged 327 SP:Iteration 15Q (3571.276464 sec): 3 clusters Score: Raw -995313.039225 + Penalty 2980.634688 = -992332.404537 nChanged 259 SP:Iteration 16Q (3571.336224 sec): 3 clusters Score: Raw -995483.410560 + Penalty 2980.634688 = -992502.775871 nChanged 204 SP:Iteration 17Q (3571.385981 sec): 3 clusters Score: Raw -995630.441451 + Penalty 2980.634688 = -992649.806763 nChanged 163 SP:Iteration 18Q (3571.446344 sec): 3 clusters Score: Raw -995749.365099 + Penalty 2980.634688 = -992768.730411 nChanged 127 SP:Iteration 19Q (3571.513079 sec): 3 clusters Score: Raw -995854.711542 + Penalty 2980.634688 = -992874.076854 nChanged 97 SP:Iteration 20F (3571.559167 sec): 3 clusters Score: Raw -995924.939187 + Penalty 2980.634688 = -992944.304498 nChanged 68 SP:Iteration 21Q (3571.620399 sec): 3 clusters Score: Raw -995970.404393 + Penalty 2980.634688 = -992989.769704 nChanged 50 SP:Iteration 22Q (3571.671265 sec): 3 clusters Score: Raw -996005.919587 + Penalty 2980.634688 = -993025.284898 nChanged 30 SP:Iteration 23Q (3571.730135 sec): 3 clusters Score: Raw -996031.331411 + Penalty 2980.634688 = -993050.696723 nChanged 14 SP:Iteration 24Q (3571.791062 sec): 3 clusters Score: Raw -996039.842905 + Penalty 2980.634688 = -993059.208216 nChanged 12 SP:Iteration 25Q (3571.838631 sec): 3 clusters Score: Raw -996045.744303 + Penalty 2980.634688 = -993065.109615 nChanged 9 SP:Iteration 26Q (3571.905733 sec): 3 clusters Score: Raw -996053.792852 + Penalty 2980.634688 = -993073.158164 nChanged 11 SP:Iteration 27Q (3571.954755 sec): 3 clusters Score: Raw -996059.256163 + Penalty 2980.634688 = -993078.621474 nChanged 5 SP:Iteration 28Q (3572.012978 sec): 3 clusters Score: Raw -996061.485090 + Penalty 2980.634688 = -993080.850402 nChanged 7 SP:Iteration 29Q (3572.072323 sec): 3 clusters Score: Raw -996065.215061 + Penalty 2980.634688 = -993084.580372 nChanged 4 SP:Iteration 30Q (3572.137940 sec): 3 clusters Score: Raw -996068.179347 + Penalty 2980.634688 = -993087.544658 nChanged 6 SP:Iteration 31Q (3572.190889 sec): 3 clusters Score: Raw -996070.840709 + Penalty 2980.634688 = -993090.206020 nChanged 9 SP:Iteration 32Q (3572.256222 sec): 3 clusters Score: Raw -996075.150815 + Penalty 2980.634688 = -993094.516127 nChanged 5 SP:Iteration 33Q (3572.319487 sec): 3 clusters Score: Raw -996077.634197 + Penalty 2980.634688 = -993096.999508 nChanged 6 SP:Iteration 34Q (3572.380952 sec): 3 clusters Score: Raw -996083.458486 + Penalty 2980.634688 = -993102.823797 nChanged 12 SP:Iteration 35Q (3572.432481 sec): 3 clusters Score: Raw -996091.641769 + Penalty 2980.634688 = -993111.007081 nChanged 10 SP:Iteration 36Q (3572.499007 sec): 3 clusters Score: Raw -996099.287289 + Penalty 2980.634688 = -993118.652600 nChanged 6 SP:Iteration 37Q (3572.547501 sec): 3 clusters Score: Raw -996102.145219 + Penalty 2980.634688 = -993121.510531 nChanged 4 SP:Iteration 38Q (3572.615506 sec): 3 clusters Score: Raw -996104.131027 + Penalty 2980.634688 = -993123.496338 nChanged 4 SP:Iteration 39Q (3572.677199 sec): 3 clusters Score: Raw -996106.387673 + Penalty 2980.634688 = -993125.752985 nChanged 3 SP:Iteration 40F (3572.739341 sec): 3 clusters Score: Raw -996109.010355 + Penalty 2980.634688 = -993128.375667 nChanged 3 SP:Iteration 41Q (3572.798982 sec): 3 clusters Score: Raw -996110.200127 + Penalty 2980.634688 = -993129.565439 nChanged 3 SP:Iteration 42Q (3572.856917 sec): 3 clusters Score: Raw -996112.386026 + Penalty 2980.634688 = -993131.751338 nChanged 3 SP:Iteration 43Q (3572.914710 sec): 3 clusters Score: Raw -996113.249275 + Penalty 2980.634688 = -993132.614586 nChanged 1 SP:Iteration 44Q (3572.979739 sec): 3 clusters Score: Raw -996113.643048 + Penalty 2980.634688 = -993133.008360 nChanged 1 SP:Iteration 45Q (3573.039548 sec): 3 clusters Score: Raw -996113.985490 + Penalty 2980.634688 = -993133.350801 nChanged 0 SP:Iteration 46F (3573.105946 sec): 3 clusters Score: Raw -996113.985490 + Penalty 2980.634688 = -993133.350801 nChanged 0 Trying to split cluster 43 (6500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3573.140377 sec): 2 clusters Score: Raw -694393.960424 + Penalty 1426.678087 = -692967.282337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3573.197888 sec): 3 clusters Score: Raw -690857.670959 + Penalty 2853.356173 = -688004.314785 nChanged 2679 SP:Iteration 1F (3573.247361 sec): 3 clusters Score: Raw -692256.911864 + Penalty 2853.356173 = -689403.555691 nChanged 423 SP:Iteration 2F (3573.313118 sec): 3 clusters Score: Raw -692449.161601 + Penalty 2853.356173 = -689595.805428 nChanged 311 SP:Iteration 3Q (3573.370423 sec): 3 clusters Score: Raw -692600.188197 + Penalty 2853.356173 = -689746.832024 nChanged 281 SP:Iteration 4Q (3573.431502 sec): 3 clusters Score: Raw -692757.066992 + Penalty 2853.356173 = -689903.710819 nChanged 268 SP:Iteration 5Q (3573.479088 sec): 3 clusters Score: Raw -692887.027611 + Penalty 2853.356173 = -690033.671438 nChanged 241 SP:Iteration 6Q (3573.541263 sec): 3 clusters Score: Raw -692990.516575 + Penalty 2853.356173 = -690137.160401 nChanged 206 SP:Iteration 7Q (3573.590306 sec): 3 clusters Score: Raw -693081.265623 + Penalty 2853.356173 = -690227.909450 nChanged 186 SP:Iteration 8Q (3573.646341 sec): 3 clusters Score: Raw -693176.662681 + Penalty 2853.356173 = -690323.306508 nChanged 183 SP:Iteration 9Q (3573.711241 sec): 3 clusters Score: Raw -693268.134768 + Penalty 2853.356173 = -690414.778595 nChanged 182 SP:Iteration 10Q (3573.768035 sec): 3 clusters Score: Raw -693362.566489 + Penalty 2853.356173 = -690509.210316 nChanged 196 SP:Iteration 11Q (3573.830196 sec): 3 clusters Score: Raw -693485.406526 + Penalty 2853.356173 = -690632.050352 nChanged 235 SP:Iteration 12Q (3573.887795 sec): 3 clusters Score: Raw -693633.730559 + Penalty 2853.356173 = -690780.374386 nChanged 206 SP:Iteration 13Q (3573.946327 sec): 3 clusters Score: Raw -693757.880050 + Penalty 2853.356173 = -690904.523876 nChanged 191 SP:Iteration 14Q (3573.992984 sec): 3 clusters Score: Raw -693859.944043 + Penalty 2853.356173 = -691006.587870 nChanged 157 SP:Iteration 15Q (3574.048493 sec): 3 clusters Score: Raw -693945.033907 + Penalty 2853.356173 = -691091.677734 nChanged 139 SP:Iteration 16Q (3574.112345 sec): 3 clusters Score: Raw -694024.056054 + Penalty 2853.356173 = -691170.699881 nChanged 123 SP:Iteration 17Q (3574.157732 sec): 3 clusters Score: Raw -694089.221186 + Penalty 2853.356173 = -691235.865013 nChanged 107 SP:Iteration 18Q (3574.227696 sec): 3 clusters Score: Raw -694141.516387 + Penalty 2853.356173 = -691288.160214 nChanged 89 SP:Iteration 19Q (3574.275092 sec): 3 clusters Score: Raw -694190.015152 + Penalty 2853.356173 = -691336.658978 nChanged 75 SP:Iteration 20F (3574.340720 sec): 3 clusters Score: Raw -694231.582753 + Penalty 2853.356173 = -691378.226579 nChanged 70 SP:Iteration 21Q (3574.389434 sec): 3 clusters Score: Raw -694269.627146 + Penalty 2853.356173 = -691416.270973 nChanged 65 SP:Iteration 22Q (3574.452873 sec): 3 clusters Score: Raw -694306.701171 + Penalty 2853.356173 = -691453.344997 nChanged 56 SP:Iteration 23Q (3574.497319 sec): 3 clusters Score: Raw -694335.566873 + Penalty 2853.356173 = -691482.210700 nChanged 40 SP:Iteration 24Q (3574.544283 sec): 3 clusters Score: Raw -694354.095371 + Penalty 2853.356173 = -691500.739198 nChanged 45 SP:Iteration 25Q (3574.591768 sec): 3 clusters Score: Raw -694376.016527 + Penalty 2853.356173 = -691522.660354 nChanged 48 SP:Iteration 26Q (3574.645417 sec): 3 clusters Score: Raw -694400.057770 + Penalty 2853.356173 = -691546.701597 nChanged 51 SP:Iteration 27Q (3574.704590 sec): 3 clusters Score: Raw -694425.210495 + Penalty 2853.356173 = -691571.854322 nChanged 29 SP:Iteration 28Q (3574.755162 sec): 3 clusters Score: Raw -694438.692620 + Penalty 2853.356173 = -691585.336447 nChanged 24 SP:Iteration 29Q (3574.801871 sec): 3 clusters Score: Raw -694449.155307 + Penalty 2853.356173 = -691595.799134 nChanged 19 SP:Iteration 30Q (3574.855384 sec): 3 clusters Score: Raw -694459.923048 + Penalty 2853.356173 = -691606.566875 nChanged 20 SP:Iteration 31Q (3574.908513 sec): 3 clusters Score: Raw -694469.119017 + Penalty 2853.356173 = -691615.762844 nChanged 13 SP:Iteration 32Q (3574.965205 sec): 3 clusters Score: Raw -694474.803333 + Penalty 2853.356173 = -691621.447159 nChanged 11 SP:Iteration 33Q (3575.010860 sec): 3 clusters Score: Raw -694478.354788 + Penalty 2853.356173 = -691624.998615 nChanged 7 SP:Iteration 34Q (3575.063467 sec): 3 clusters Score: Raw -694480.995826 + Penalty 2853.356173 = -691627.639653 nChanged 7 SP:Iteration 35Q (3575.118323 sec): 3 clusters Score: Raw -694484.972343 + Penalty 2853.356173 = -691631.616169 nChanged 11 SP:Iteration 36Q (3575.167811 sec): 3 clusters Score: Raw -694491.676592 + Penalty 2853.356173 = -691638.320419 nChanged 13 SP:Iteration 37Q (3575.213081 sec): 3 clusters Score: Raw -694497.847019 + Penalty 2853.356173 = -691644.490846 nChanged 12 SP:Iteration 38Q (3575.264307 sec): 3 clusters Score: Raw -694503.070051 + Penalty 2853.356173 = -691649.713878 nChanged 9 SP:Iteration 39Q (3575.318654 sec): 3 clusters Score: Raw -694508.573476 + Penalty 2853.356173 = -691655.217302 nChanged 12 SP:Iteration 40F (3575.371174 sec): 3 clusters Score: Raw -694514.633361 + Penalty 2853.356173 = -691661.277187 nChanged 12 SP:Iteration 41Q (3575.415434 sec): 3 clusters Score: Raw -694522.024632 + Penalty 2853.356173 = -691668.668459 nChanged 11 SP:Iteration 42Q (3575.467790 sec): 3 clusters Score: Raw -694527.438662 + Penalty 2853.356173 = -691674.082489 nChanged 9 SP:Iteration 43Q (3575.519722 sec): 3 clusters Score: Raw -694532.558277 + Penalty 2853.356173 = -691679.202104 nChanged 7 SP:Iteration 44Q (3575.573133 sec): 3 clusters Score: Raw -694536.655146 + Penalty 2853.356173 = -691683.298973 nChanged 5 SP:Iteration 45Q (3575.620142 sec): 3 clusters Score: Raw -694538.927395 + Penalty 2853.356173 = -691685.571222 nChanged 3 SP:Iteration 46Q (3575.669667 sec): 3 clusters Score: Raw -694540.369582 + Penalty 2853.356173 = -691687.013408 nChanged 1 SP:Iteration 47Q (3575.720885 sec): 3 clusters Score: Raw -694540.743250 + Penalty 2853.356173 = -691687.387077 nChanged 0 SP:Iteration 48F (3575.766206 sec): 3 clusters Score: Raw -694540.743250 + Penalty 2853.356173 = -691687.387077 nChanged 0 Trying to split cluster 44 (5880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3575.805030 sec): 2 clusters Score: Raw -629056.225902 + Penalty 1410.388207 = -627645.837695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3575.848123 sec): 3 clusters Score: Raw -625916.018353 + Penalty 2820.776413 = -623095.241939 nChanged 2399 SP:Iteration 1F (3575.907434 sec): 3 clusters Score: Raw -627219.685975 + Penalty 2820.776413 = -624398.909562 nChanged 413 SP:Iteration 2F (3575.950883 sec): 3 clusters Score: Raw -627407.805203 + Penalty 2820.776413 = -624587.028790 nChanged 286 SP:Iteration 3Q (3576.009188 sec): 3 clusters Score: Raw -627524.649955 + Penalty 2820.776413 = -624703.873542 nChanged 213 SP:Iteration 4Q (3576.056445 sec): 3 clusters Score: Raw -627604.006913 + Penalty 2820.776413 = -624783.230500 nChanged 156 SP:Iteration 5Q (3576.105157 sec): 3 clusters Score: Raw -627663.348689 + Penalty 2820.776413 = -624842.572276 nChanged 133 SP:Iteration 6Q (3576.150447 sec): 3 clusters Score: Raw -627713.448218 + Penalty 2820.776413 = -624892.671805 nChanged 133 SP:Iteration 7Q (3576.196622 sec): 3 clusters Score: Raw -627758.570312 + Penalty 2820.776413 = -624937.793899 nChanged 112 SP:Iteration 8Q (3576.249005 sec): 3 clusters Score: Raw -627796.065357 + Penalty 2820.776413 = -624975.288944 nChanged 102 SP:Iteration 9Q (3576.305453 sec): 3 clusters Score: Raw -627827.906871 + Penalty 2820.776413 = -625007.130458 nChanged 97 SP:Iteration 10Q (3576.371578 sec): 3 clusters Score: Raw -627855.059581 + Penalty 2820.776413 = -625034.283167 nChanged 81 SP:Iteration 11Q (3576.432403 sec): 3 clusters Score: Raw -627875.395508 + Penalty 2820.776413 = -625054.619094 nChanged 68 SP:Iteration 12Q (3576.488621 sec): 3 clusters Score: Raw -627892.728781 + Penalty 2820.776413 = -625071.952368 nChanged 64 SP:Iteration 13Q (3576.545951 sec): 3 clusters Score: Raw -627907.949348 + Penalty 2820.776413 = -625087.172935 nChanged 60 SP:Iteration 14Q (3576.601039 sec): 3 clusters Score: Raw -627922.901931 + Penalty 2820.776413 = -625102.125518 nChanged 59 SP:Iteration 15Q (3576.647131 sec): 3 clusters Score: Raw -627938.830128 + Penalty 2820.776413 = -625118.053715 nChanged 64 SP:Iteration 16Q (3576.700297 sec): 3 clusters Score: Raw -627955.765770 + Penalty 2820.776413 = -625134.989357 nChanged 81 SP:Iteration 17Q (3576.755888 sec): 3 clusters Score: Raw -627979.208463 + Penalty 2820.776413 = -625158.432050 nChanged 78 SP:Iteration 18Q (3576.823906 sec): 3 clusters Score: Raw -628004.144016 + Penalty 2820.776413 = -625183.367603 nChanged 85 SP:Iteration 19Q (3576.870212 sec): 3 clusters Score: Raw -628037.121566 + Penalty 2820.776413 = -625216.345153 nChanged 106 SP:Iteration 20F (3576.926734 sec): 3 clusters Score: Raw -628078.840935 + Penalty 2820.776413 = -625258.064522 nChanged 124 SP:Iteration 21Q (3576.995136 sec): 3 clusters Score: Raw -628130.446741 + Penalty 2820.776413 = -625309.670327 nChanged 140 SP:Iteration 22Q (3577.048003 sec): 3 clusters Score: Raw -628195.175525 + Penalty 2820.776413 = -625374.399112 nChanged 145 SP:Iteration 23Q (3577.095265 sec): 3 clusters Score: Raw -628278.894347 + Penalty 2820.776413 = -625458.117934 nChanged 158 SP:Iteration 24Q (3577.145593 sec): 3 clusters Score: Raw -628372.040163 + Penalty 2820.776413 = -625551.263749 nChanged 169 SP:Iteration 25Q (3577.214595 sec): 3 clusters Score: Raw -628492.581580 + Penalty 2820.776413 = -625671.805166 nChanged 192 SP:Iteration 26Q (3577.253585 sec): 3 clusters Score: Raw -628626.594100 + Penalty 2820.776413 = -625805.817687 nChanged 160 SP:Iteration 27Q (3577.315009 sec): 3 clusters Score: Raw -628737.897414 + Penalty 2820.776413 = -625917.121001 nChanged 129 SP:Iteration 28Q (3577.371876 sec): 3 clusters Score: Raw -628829.524807 + Penalty 2820.776413 = -626008.748394 nChanged 105 SP:Iteration 29Q (3577.423991 sec): 3 clusters Score: Raw -628906.805401 + Penalty 2820.776413 = -626086.028988 nChanged 102 SP:Iteration 30Q (3577.471867 sec): 3 clusters Score: Raw -628983.325746 + Penalty 2820.776413 = -626162.549333 nChanged 88 SP:Iteration 31Q (3577.523752 sec): 3 clusters Score: Raw -629044.852486 + Penalty 2820.776413 = -626224.076073 nChanged 60 SP:Iteration 32Q (3577.585497 sec): 3 clusters Score: Raw -629085.895220 + Penalty 2820.776413 = -626265.118807 nChanged 62 SP:Iteration 33Q (3577.646793 sec): 3 clusters Score: Raw -629122.979427 + Penalty 2820.776413 = -626302.203014 nChanged 43 SP:Iteration 34Q (3577.703124 sec): 3 clusters Score: Raw -629147.606522 + Penalty 2820.776413 = -626326.830109 nChanged 27 SP:Iteration 35Q (3577.755657 sec): 3 clusters Score: Raw -629159.596919 + Penalty 2820.776413 = -626338.820505 nChanged 23 SP:Iteration 36Q (3577.807120 sec): 3 clusters Score: Raw -629170.958176 + Penalty 2820.776413 = -626350.181763 nChanged 23 SP:Iteration 37Q (3577.862274 sec): 3 clusters Score: Raw -629180.162830 + Penalty 2820.776413 = -626359.386416 nChanged 16 SP:Iteration 38Q (3577.910903 sec): 3 clusters Score: Raw -629186.503021 + Penalty 2820.776413 = -626365.726607 nChanged 14 SP:Iteration 39Q (3577.959610 sec): 3 clusters Score: Raw -629191.921075 + Penalty 2820.776413 = -626371.144662 nChanged 9 SP:Iteration 40F (3578.020624 sec): 3 clusters Score: Raw -629195.756296 + Penalty 2820.776413 = -626374.979883 nChanged 11 SP:Iteration 41Q (3578.078231 sec): 3 clusters Score: Raw -629200.907669 + Penalty 2820.776413 = -626380.131256 nChanged 10 SP:Iteration 42Q (3578.135774 sec): 3 clusters Score: Raw -629206.094409 + Penalty 2820.776413 = -626385.317996 nChanged 10 SP:Iteration 43Q (3578.192818 sec): 3 clusters Score: Raw -629209.811636 + Penalty 2820.776413 = -626389.035222 nChanged 9 SP:Iteration 44Q (3578.248175 sec): 3 clusters Score: Raw -629214.997154 + Penalty 2820.776413 = -626394.220741 nChanged 14 SP:Iteration 45Q (3578.301546 sec): 3 clusters Score: Raw -629222.746663 + Penalty 2820.776413 = -626401.970250 nChanged 17 SP:Iteration 46Q (3578.357098 sec): 3 clusters Score: Raw -629230.074884 + Penalty 2820.776413 = -626409.298471 nChanged 18 SP:Iteration 47Q (3578.414304 sec): 3 clusters Score: Raw -629237.209734 + Penalty 2820.776413 = -626416.433321 nChanged 11 SP:Iteration 48Q (3578.457409 sec): 3 clusters Score: Raw -629242.010468 + Penalty 2820.776413 = -626421.234055 nChanged 13 SP:Iteration 49Q (3578.509960 sec): 3 clusters Score: Raw -629247.359174 + Penalty 2820.776413 = -626426.582761 nChanged 7 SP:Iteration 50Q (3578.561504 sec): 3 clusters Score: Raw -629249.596798 + Penalty 2820.776413 = -626428.820385 nChanged 3 SP:Iteration 51Q (3578.613519 sec): 3 clusters Score: Raw -629250.609951 + Penalty 2820.776413 = -626429.833537 nChanged 4 SP:Iteration 52Q (3578.665099 sec): 3 clusters Score: Raw -629251.931849 + Penalty 2820.776413 = -626431.155436 nChanged 2 SP:Iteration 53Q (3578.719035 sec): 3 clusters Score: Raw -629253.193646 + Penalty 2820.776413 = -626432.417232 nChanged 2 SP:Iteration 54Q (3578.786613 sec): 3 clusters Score: Raw -629253.661438 + Penalty 2820.776413 = -626432.885025 nChanged 1 SP:Iteration 55Q (3578.829515 sec): 3 clusters Score: Raw -629254.080633 + Penalty 2820.776413 = -626433.304220 nChanged 1 SP:Iteration 56Q (3578.894918 sec): 3 clusters Score: Raw -629254.324009 + Penalty 2820.776413 = -626433.547595 nChanged 1 SP:Iteration 57Q (3578.948300 sec): 3 clusters Score: Raw -629254.817407 + Penalty 2820.776413 = -626434.040994 nChanged 1 SP:Iteration 58Q (3578.986520 sec): 3 clusters Score: Raw -629255.278717 + Penalty 2820.776413 = -626434.502303 nChanged 0 SP:Iteration 59F (3579.039469 sec): 3 clusters Score: Raw -629255.278717 + Penalty 2820.776413 = -626434.502303 nChanged 0 Trying to split cluster 45 (14269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3579.081766 sec): 2 clusters Score: Raw -1551846.705574 + Penalty 1554.449753 = -1550292.255822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3579.154922 sec): 3 clusters Score: Raw -1543521.200815 + Penalty 3108.899505 = -1540412.301310 nChanged 6341 SP:Iteration 1F (3579.218770 sec): 3 clusters Score: Raw -1546919.006974 + Penalty 3108.899505 = -1543810.107469 nChanged 781 SP:Iteration 2F (3579.288548 sec): 3 clusters Score: Raw -1547206.702710 + Penalty 3108.899505 = -1544097.803205 nChanged 657 SP:Iteration 3Q (3579.353179 sec): 3 clusters Score: Raw -1547463.925853 + Penalty 3108.899505 = -1544355.026348 nChanged 577 SP:Iteration 4Q (3579.421868 sec): 3 clusters Score: Raw -1547697.005431 + Penalty 3108.899505 = -1544588.105926 nChanged 602 SP:Iteration 5Q (3579.489899 sec): 3 clusters Score: Raw -1547971.782749 + Penalty 3108.899505 = -1544862.883244 nChanged 673 SP:Iteration 6Q (3579.552166 sec): 3 clusters Score: Raw -1548332.792001 + Penalty 3108.899505 = -1545223.892496 nChanged 746 SP:Iteration 7F (3579.620175 sec): 3 clusters Score: Raw -1548778.449598 + Penalty 3108.899505 = -1545669.550093 nChanged 786 SP:Iteration 8F (3579.687363 sec): 3 clusters Score: Raw -1549331.889309 + Penalty 3108.899505 = -1546222.989804 nChanged 771 SP:Iteration 9F (3579.749299 sec): 3 clusters Score: Raw -1549884.837456 + Penalty 3108.899505 = -1546775.937951 nChanged 697 SP:Iteration 10Q (3579.816848 sec): 3 clusters Score: Raw -1550408.319200 + Penalty 3108.899505 = -1547299.419695 nChanged 579 SP:Iteration 11Q (3579.870897 sec): 3 clusters Score: Raw -1550865.557853 + Penalty 3108.899505 = -1547756.658348 nChanged 478 SP:Iteration 12Q (3579.943614 sec): 3 clusters Score: Raw -1551239.682565 + Penalty 3108.899505 = -1548130.783060 nChanged 354 SP:Iteration 13Q (3580.007428 sec): 3 clusters Score: Raw -1551498.760623 + Penalty 3108.899505 = -1548389.861118 nChanged 233 SP:Iteration 14Q (3580.069903 sec): 3 clusters Score: Raw -1551660.308834 + Penalty 3108.899505 = -1548551.409329 nChanged 147 SP:Iteration 15Q (3580.126951 sec): 3 clusters Score: Raw -1551752.722176 + Penalty 3108.899505 = -1548643.822671 nChanged 119 SP:Iteration 16Q (3580.188932 sec): 3 clusters Score: Raw -1551826.499943 + Penalty 3108.899505 = -1548717.600438 nChanged 92 SP:Iteration 17Q (3580.243366 sec): 3 clusters Score: Raw -1551885.647070 + Penalty 3108.899505 = -1548776.747565 nChanged 65 SP:Iteration 18Q (3580.297273 sec): 3 clusters Score: Raw -1551917.947678 + Penalty 3108.899505 = -1548809.048173 nChanged 58 SP:Iteration 19Q (3580.350569 sec): 3 clusters Score: Raw -1551952.391522 + Penalty 3108.899505 = -1548843.492017 nChanged 54 SP:Iteration 20F (3580.417426 sec): 3 clusters Score: Raw -1551986.461688 + Penalty 3108.899505 = -1548877.562183 nChanged 50 SP:Iteration 21Q (3580.478857 sec): 3 clusters Score: Raw -1552016.266316 + Penalty 3108.899505 = -1548907.366811 nChanged 36 SP:Iteration 22Q (3580.543961 sec): 3 clusters Score: Raw -1552036.447737 + Penalty 3108.899505 = -1548927.548232 nChanged 26 SP:Iteration 23Q (3580.608783 sec): 3 clusters Score: Raw -1552051.853222 + Penalty 3108.899505 = -1548942.953717 nChanged 29 SP:Iteration 24Q (3580.667517 sec): 3 clusters Score: Raw -1552067.245315 + Penalty 3108.899505 = -1548958.345810 nChanged 17 SP:Iteration 25Q (3580.738436 sec): 3 clusters Score: Raw -1552074.255385 + Penalty 3108.899505 = -1548965.355880 nChanged 10 SP:Iteration 26Q (3580.793447 sec): 3 clusters Score: Raw -1552078.736632 + Penalty 3108.899505 = -1548969.837127 nChanged 3 SP:Iteration 27Q (3580.863373 sec): 3 clusters Score: Raw -1552080.886295 + Penalty 3108.899505 = -1548971.986790 nChanged 5 SP:Iteration 28Q (3580.926979 sec): 3 clusters Score: Raw -1552083.115126 + Penalty 3108.899505 = -1548974.215621 nChanged 4 SP:Iteration 29Q (3580.993584 sec): 3 clusters Score: Raw -1552084.909327 + Penalty 3108.899505 = -1548976.009822 nChanged 5 SP:Iteration 30Q (3581.050980 sec): 3 clusters Score: Raw -1552086.994760 + Penalty 3108.899505 = -1548978.095255 nChanged 5 SP:Iteration 31Q (3581.126561 sec): 3 clusters Score: Raw -1552089.522954 + Penalty 3108.899505 = -1548980.623449 nChanged 6 SP:Iteration 32Q (3581.178313 sec): 3 clusters Score: Raw -1552093.625550 + Penalty 3108.899505 = -1548984.726045 nChanged 10 SP:Iteration 33Q (3581.247526 sec): 3 clusters Score: Raw -1552099.720764 + Penalty 3108.899505 = -1548990.821259 nChanged 10 SP:Iteration 34Q (3581.315831 sec): 3 clusters Score: Raw -1552105.617011 + Penalty 3108.899505 = -1548996.717506 nChanged 13 SP:Iteration 35Q (3581.375229 sec): 3 clusters Score: Raw -1552112.304948 + Penalty 3108.899505 = -1549003.405443 nChanged 9 SP:Iteration 36Q (3581.440298 sec): 3 clusters Score: Raw -1552118.028902 + Penalty 3108.899505 = -1549009.129397 nChanged 5 SP:Iteration 37Q (3581.509083 sec): 3 clusters Score: Raw -1552120.915280 + Penalty 3108.899505 = -1549012.015775 nChanged 8 SP:Iteration 38Q (3581.571772 sec): 3 clusters Score: Raw -1552124.451747 + Penalty 3108.899505 = -1549015.552242 nChanged 9 SP:Iteration 39Q (3581.644280 sec): 3 clusters Score: Raw -1552132.407268 + Penalty 3108.899505 = -1549023.507763 nChanged 15 SP:Iteration 40F (3581.712450 sec): 3 clusters Score: Raw -1552142.838796 + Penalty 3108.899505 = -1549033.939291 nChanged 12 SP:Iteration 41Q (3581.775135 sec): 3 clusters Score: Raw -1552149.653904 + Penalty 3108.899505 = -1549040.754399 nChanged 10 SP:Iteration 42Q (3581.840489 sec): 3 clusters Score: Raw -1552153.992672 + Penalty 3108.899505 = -1549045.093167 nChanged 6 SP:Iteration 43Q (3581.907825 sec): 3 clusters Score: Raw -1552156.515001 + Penalty 3108.899505 = -1549047.615496 nChanged 4 SP:Iteration 44Q (3581.975418 sec): 3 clusters Score: Raw -1552158.108436 + Penalty 3108.899505 = -1549049.208931 nChanged 0 SP:Iteration 45F (3582.049260 sec): 3 clusters Score: Raw -1552158.108436 + Penalty 3108.899505 = -1549049.208931 nChanged 0 Iteration 339Q (3588.381162 sec): 46 clusters Score: Raw -50087753.091207 + Penalty 95846.867654 = -49991906.223553 nChanged 36 Iteration 340F (3602.230383 sec): 46 clusters Score: Raw -50087753.895056 + Penalty 95846.867654 = -49991907.027402 nChanged 40 Iteration 341Q (3608.192100 sec): 46 clusters Score: Raw -50087754.622071 + Penalty 95846.867654 = -49991907.754417 nChanged 32 Iteration 342Q (3614.157398 sec): 46 clusters Score: Raw -50087755.116655 + Penalty 95846.867654 = -49991908.249001 nChanged 20 Iteration 343Q (3620.148787 sec): 46 clusters Score: Raw -50087755.520566 + Penalty 95846.867654 = -49991908.652912 nChanged 15 Iteration 344Q (3626.139445 sec): 46 clusters Score: Raw -50087755.937378 + Penalty 95846.867654 = -49991909.069724 nChanged 18 Iteration 345Q (3632.120845 sec): 46 clusters Score: Raw -50087756.372721 + Penalty 95846.867654 = -49991909.505067 nChanged 21 Iteration 346Q (3638.074703 sec): 46 clusters Score: Raw -50087756.776568 + Penalty 95846.867654 = -49991909.908914 nChanged 17 Iteration 347Q (3643.411837 sec): 46 clusters Score: Raw -50087757.122880 + Penalty 95846.867654 = -49991910.255226 nChanged 23 Iteration 348Q (3649.346966 sec): 46 clusters Score: Raw -50087757.581228 + Penalty 95846.867654 = -49991910.713574 nChanged 15 Iteration 349Q (3655.355453 sec): 46 clusters Score: Raw -50087757.865659 + Penalty 95846.867654 = -49991910.998005 nChanged 14 Iteration 350Q (3661.133263 sec): 46 clusters Score: Raw -50087758.163626 + Penalty 95846.867654 = -49991911.295972 nChanged 13 Iteration 351Q (3666.955889 sec): 46 clusters Score: Raw -50087758.458534 + Penalty 95846.867654 = -49991911.590880 nChanged 12 Iteration 352Q (3672.780982 sec): 46 clusters Score: Raw -50087758.744225 + Penalty 95846.867654 = -49991911.876571 nChanged 17 Iteration 353Q (3678.645991 sec): 46 clusters Score: Raw -50087759.284077 + Penalty 95846.867654 = -49991912.416423 nChanged 31 Iteration 354Q (3684.513034 sec): 46 clusters Score: Raw -50087760.081598 + Penalty 95846.867654 = -49991913.213944 nChanged 27 Iteration 355Q (3690.303950 sec): 46 clusters Score: Raw -50087760.925325 + Penalty 95846.867654 = -49991914.057671 nChanged 33 Iteration 356Q (3696.103982 sec): 46 clusters Score: Raw -50087761.897921 + Penalty 95846.867654 = -49991915.030267 nChanged 35 Iteration 357Q (3701.970333 sec): 46 clusters Score: Raw -50087763.021983 + Penalty 95846.867654 = -49991916.154329 nChanged 42 Iteration 358Q (3707.767541 sec): 46 clusters Score: Raw -50087764.380168 + Penalty 95846.867654 = -49991917.512514 nChanged 41 Iteration 359Q (3713.675187 sec): 46 clusters Score: Raw -50087765.421241 + Penalty 95846.867654 = -49991918.553587 nChanged 40 Iteration 360F (3727.419839 sec): 46 clusters Score: Raw -50087766.549761 + Penalty 95846.867654 = -49991919.682107 nChanged 36 Iteration 361Q (3733.226689 sec): 46 clusters Score: Raw -50087767.749763 + Penalty 95846.867654 = -49991920.882109 nChanged 32 Iteration 362Q (3739.079353 sec): 46 clusters Score: Raw -50087768.521279 + Penalty 95846.867654 = -49991921.653625 nChanged 38 Iteration 363Q (3744.981562 sec): 46 clusters Score: Raw -50087769.361947 + Penalty 95846.867654 = -49991922.494293 nChanged 32 Iteration 364Q (3750.746888 sec): 46 clusters Score: Raw -50087770.004416 + Penalty 95846.867654 = -49991923.136761 nChanged 31 Iteration 365Q (3756.572395 sec): 46 clusters Score: Raw -50087770.601237 + Penalty 95846.867654 = -49991923.733583 nChanged 31 Iteration 366Q (3762.423371 sec): 46 clusters Score: Raw -50087771.329080 + Penalty 95846.867654 = -49991924.461426 nChanged 33 Iteration 367Q (3768.357740 sec): 46 clusters Score: Raw -50087772.067655 + Penalty 95846.867654 = -49991925.200001 nChanged 39 Iteration 368Q (3774.262132 sec): 46 clusters Score: Raw -50087772.835327 + Penalty 95846.867654 = -49991925.967673 nChanged 33 Iteration 369Q (3780.264071 sec): 46 clusters Score: Raw -50087773.383418 + Penalty 95846.867654 = -49991926.515764 nChanged 25 Iteration 370Q (3786.113550 sec): 46 clusters Score: Raw -50087773.946082 + Penalty 95846.867654 = -49991927.078428 nChanged 18 Iteration 371Q (3791.969586 sec): 46 clusters Score: Raw -50087774.242055 + Penalty 95846.867654 = -49991927.374401 nChanged 19 Iteration 372Q (3797.757795 sec): 46 clusters Score: Raw -50087774.609084 + Penalty 95846.867654 = -49991927.741430 nChanged 11 Iteration 373Q (3803.625821 sec): 46 clusters Score: Raw -50087774.840499 + Penalty 95846.867654 = -49991927.972845 nChanged 4 Iteration 374Q (3809.561408 sec): 46 clusters Score: Raw -50087774.880025 + Penalty 95846.867654 = -49991928.012371 nChanged 5 Iteration 375Q (3815.582902 sec): 46 clusters Score: Raw -50087774.986055 + Penalty 95846.867654 = -49991928.118401 nChanged 11 Iteration 376Q (3821.581066 sec): 46 clusters Score: Raw -50087775.165748 + Penalty 95846.867654 = -49991928.298094 nChanged 11 Iteration 377Q (3827.635166 sec): 46 clusters Score: Raw -50087775.407439 + Penalty 95846.867654 = -49991928.539785 nChanged 13 Iteration 378Q (3833.623301 sec): 46 clusters Score: Raw -50087775.618601 + Penalty 95846.867654 = -49991928.750947 nChanged 11 Writing temp clu file Because OldScore, -49991928.539785, is greater than current (better) Score,-49991928.750947 Compute initial score before splitting: Score: Raw -50087775.618601 + Penalty 95846.867654 = -49991928.750947 Trying to split cluster 1 (14005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3833.790189 sec): 2 clusters Score: Raw -1490173.887674 + Penalty 1551.415074 = -1488622.472600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3833.857869 sec): 3 clusters Score: Raw -1482003.523879 + Penalty 3102.830149 = -1478900.693730 nChanged 6198 SP:Iteration 1F (3833.926755 sec): 3 clusters Score: Raw -1485409.674343 + Penalty 3102.830149 = -1482306.844194 nChanged 803 SP:Iteration 2F (3833.978516 sec): 3 clusters Score: Raw -1485802.742457 + Penalty 3102.830149 = -1482699.912309 nChanged 756 SP:Iteration 3F (3834.044695 sec): 3 clusters Score: Raw -1486207.570926 + Penalty 3102.830149 = -1483104.740777 nChanged 762 SP:Iteration 4F (3834.113905 sec): 3 clusters Score: Raw -1486696.017528 + Penalty 3102.830149 = -1483593.187379 nChanged 796 SP:Iteration 5F (3834.170201 sec): 3 clusters Score: Raw -1487242.724448 + Penalty 3102.830149 = -1484139.894300 nChanged 772 SP:Iteration 6F (3834.242233 sec): 3 clusters Score: Raw -1487785.470239 + Penalty 3102.830149 = -1484682.640090 nChanged 719 SP:Iteration 7F (3834.300969 sec): 3 clusters Score: Raw -1488296.574407 + Penalty 3102.830149 = -1485193.744259 nChanged 691 SP:Iteration 8Q (3834.370145 sec): 3 clusters Score: Raw -1488740.833377 + Penalty 3102.830149 = -1485638.003229 nChanged 577 SP:Iteration 9Q (3834.446531 sec): 3 clusters Score: Raw -1489096.840852 + Penalty 3102.830149 = -1485994.010704 nChanged 479 SP:Iteration 10Q (3834.511274 sec): 3 clusters Score: Raw -1489316.678989 + Penalty 3102.830149 = -1486213.848840 nChanged 331 SP:Iteration 11Q (3834.564534 sec): 3 clusters Score: Raw -1489448.012703 + Penalty 3102.830149 = -1486345.182554 nChanged 243 SP:Iteration 12Q (3834.641853 sec): 3 clusters Score: Raw -1489535.559676 + Penalty 3102.830149 = -1486432.729527 nChanged 212 SP:Iteration 13Q (3834.703245 sec): 3 clusters Score: Raw -1489596.295953 + Penalty 3102.830149 = -1486493.465805 nChanged 135 SP:Iteration 14Q (3834.780834 sec): 3 clusters Score: Raw -1489628.783104 + Penalty 3102.830149 = -1486525.952956 nChanged 109 SP:Iteration 15Q (3834.840381 sec): 3 clusters Score: Raw -1489653.421103 + Penalty 3102.830149 = -1486550.590955 nChanged 93 SP:Iteration 16Q (3834.894060 sec): 3 clusters Score: Raw -1489675.148759 + Penalty 3102.830149 = -1486572.318611 nChanged 75 SP:Iteration 17Q (3834.965465 sec): 3 clusters Score: Raw -1489690.181868 + Penalty 3102.830149 = -1486587.351720 nChanged 78 SP:Iteration 18Q (3835.027791 sec): 3 clusters Score: Raw -1489704.557924 + Penalty 3102.830149 = -1486601.727776 nChanged 63 SP:Iteration 19Q (3835.105208 sec): 3 clusters Score: Raw -1489716.081275 + Penalty 3102.830149 = -1486613.251127 nChanged 58 SP:Iteration 20F (3835.161222 sec): 3 clusters Score: Raw -1489727.561867 + Penalty 3102.830149 = -1486624.731718 nChanged 64 SP:Iteration 21Q (3835.228697 sec): 3 clusters Score: Raw -1489738.299251 + Penalty 3102.830149 = -1486635.469102 nChanged 49 SP:Iteration 22Q (3835.296557 sec): 3 clusters Score: Raw -1489746.085093 + Penalty 3102.830149 = -1486643.254945 nChanged 47 SP:Iteration 23Q (3835.363659 sec): 3 clusters Score: Raw -1489752.978691 + Penalty 3102.830149 = -1486650.148542 nChanged 38 SP:Iteration 24Q (3835.424494 sec): 3 clusters Score: Raw -1489758.950150 + Penalty 3102.830149 = -1486656.120001 nChanged 35 SP:Iteration 25Q (3835.480074 sec): 3 clusters Score: Raw -1489765.313974 + Penalty 3102.830149 = -1486662.483826 nChanged 36 SP:Iteration 26Q (3835.546521 sec): 3 clusters Score: Raw -1489769.653210 + Penalty 3102.830149 = -1486666.823062 nChanged 33 SP:Iteration 27Q (3835.624287 sec): 3 clusters Score: Raw -1489774.765597 + Penalty 3102.830149 = -1486671.935449 nChanged 37 SP:Iteration 28Q (3835.682325 sec): 3 clusters Score: Raw -1489780.545634 + Penalty 3102.830149 = -1486677.715485 nChanged 40 SP:Iteration 29Q (3835.752398 sec): 3 clusters Score: Raw -1489787.341314 + Penalty 3102.830149 = -1486684.511166 nChanged 51 SP:Iteration 30Q (3835.805689 sec): 3 clusters Score: Raw -1489797.784578 + Penalty 3102.830149 = -1486694.954429 nChanged 61 SP:Iteration 31Q (3835.870328 sec): 3 clusters Score: Raw -1489808.764214 + Penalty 3102.830149 = -1486705.934065 nChanged 46 SP:Iteration 32Q (3835.946118 sec): 3 clusters Score: Raw -1489816.420446 + Penalty 3102.830149 = -1486713.590298 nChanged 37 SP:Iteration 33Q (3836.007171 sec): 3 clusters Score: Raw -1489822.795698 + Penalty 3102.830149 = -1486719.965550 nChanged 41 SP:Iteration 34Q (3836.071717 sec): 3 clusters Score: Raw -1489829.006280 + Penalty 3102.830149 = -1486726.176131 nChanged 37 SP:Iteration 35Q (3836.130526 sec): 3 clusters Score: Raw -1489833.808337 + Penalty 3102.830149 = -1486730.978188 nChanged 35 SP:Iteration 36Q (3836.198119 sec): 3 clusters Score: Raw -1489839.226438 + Penalty 3102.830149 = -1486736.396289 nChanged 41 SP:Iteration 37Q (3836.256563 sec): 3 clusters Score: Raw -1489845.620644 + Penalty 3102.830149 = -1486742.790496 nChanged 33 SP:Iteration 38Q (3836.320895 sec): 3 clusters Score: Raw -1489852.619371 + Penalty 3102.830149 = -1486749.789222 nChanged 36 SP:Iteration 39Q (3836.388183 sec): 3 clusters Score: Raw -1489860.425989 + Penalty 3102.830149 = -1486757.595841 nChanged 34 SP:Iteration 40F (3836.448687 sec): 3 clusters Score: Raw -1489867.000530 + Penalty 3102.830149 = -1486764.170382 nChanged 40 SP:Iteration 41Q (3836.521408 sec): 3 clusters Score: Raw -1489873.019638 + Penalty 3102.830149 = -1486770.189490 nChanged 30 SP:Iteration 42Q (3836.591820 sec): 3 clusters Score: Raw -1489877.389387 + Penalty 3102.830149 = -1486774.559239 nChanged 32 SP:Iteration 43Q (3836.654226 sec): 3 clusters Score: Raw -1489882.063425 + Penalty 3102.830149 = -1486779.233277 nChanged 26 SP:Iteration 44Q (3836.712500 sec): 3 clusters Score: Raw -1489886.427042 + Penalty 3102.830149 = -1486783.596894 nChanged 28 SP:Iteration 45Q (3836.783952 sec): 3 clusters Score: Raw -1489890.124629 + Penalty 3102.830149 = -1486787.294481 nChanged 23 SP:Iteration 46Q (3836.849158 sec): 3 clusters Score: Raw -1489894.187245 + Penalty 3102.830149 = -1486791.357097 nChanged 21 SP:Iteration 47Q (3836.899022 sec): 3 clusters Score: Raw -1489896.860542 + Penalty 3102.830149 = -1486794.030393 nChanged 24 SP:Iteration 48Q (3836.972394 sec): 3 clusters Score: Raw -1489900.946939 + Penalty 3102.830149 = -1486798.116790 nChanged 36 SP:Iteration 49Q (3837.027496 sec): 3 clusters Score: Raw -1489906.760834 + Penalty 3102.830149 = -1486803.930686 nChanged 30 SP:Iteration 50Q (3837.093959 sec): 3 clusters Score: Raw -1489911.542413 + Penalty 3102.830149 = -1486808.712264 nChanged 29 SP:Iteration 51Q (3837.144646 sec): 3 clusters Score: Raw -1489916.191567 + Penalty 3102.830149 = -1486813.361419 nChanged 24 SP:Iteration 52Q (3837.222567 sec): 3 clusters Score: Raw -1489919.669831 + Penalty 3102.830149 = -1486816.839682 nChanged 19 SP:Iteration 53Q (3837.277103 sec): 3 clusters Score: Raw -1489922.005708 + Penalty 3102.830149 = -1486819.175559 nChanged 18 SP:Iteration 54Q (3837.342972 sec): 3 clusters Score: Raw -1489924.997956 + Penalty 3102.830149 = -1486822.167808 nChanged 21 SP:Iteration 55Q (3837.415273 sec): 3 clusters Score: Raw -1489927.770332 + Penalty 3102.830149 = -1486824.940183 nChanged 18 SP:Iteration 56Q (3837.471407 sec): 3 clusters Score: Raw -1489930.608582 + Penalty 3102.830149 = -1486827.778434 nChanged 20 SP:Iteration 57Q (3837.536586 sec): 3 clusters Score: Raw -1489933.413374 + Penalty 3102.830149 = -1486830.583225 nChanged 16 SP:Iteration 58Q (3837.598013 sec): 3 clusters Score: Raw -1489935.247510 + Penalty 3102.830149 = -1486832.417361 nChanged 24 SP:Iteration 59Q (3837.668148 sec): 3 clusters Score: Raw -1489939.279417 + Penalty 3102.830149 = -1486836.449269 nChanged 26 SP:Iteration 60F (3837.727900 sec): 3 clusters Score: Raw -1489942.692604 + Penalty 3102.830149 = -1486839.862456 nChanged 28 SP:Iteration 61Q (3837.793120 sec): 3 clusters Score: Raw -1489946.522737 + Penalty 3102.830149 = -1486843.692589 nChanged 28 SP:Iteration 62Q (3837.861209 sec): 3 clusters Score: Raw -1489951.240655 + Penalty 3102.830149 = -1486848.410507 nChanged 35 SP:Iteration 63Q (3837.936141 sec): 3 clusters Score: Raw -1489957.242669 + Penalty 3102.830149 = -1486854.412521 nChanged 38 SP:Iteration 64Q (3837.999234 sec): 3 clusters Score: Raw -1489963.620821 + Penalty 3102.830149 = -1486860.790672 nChanged 24 SP:Iteration 65Q (3838.062427 sec): 3 clusters Score: Raw -1489967.385488 + Penalty 3102.830149 = -1486864.555340 nChanged 21 SP:Iteration 66Q (3838.128944 sec): 3 clusters Score: Raw -1489970.749538 + Penalty 3102.830149 = -1486867.919390 nChanged 16 SP:Iteration 67Q (3838.187861 sec): 3 clusters Score: Raw -1489973.095979 + Penalty 3102.830149 = -1486870.265830 nChanged 19 SP:Iteration 68Q (3838.249033 sec): 3 clusters Score: Raw -1489975.806854 + Penalty 3102.830149 = -1486872.976706 nChanged 19 SP:Iteration 69Q (3838.311762 sec): 3 clusters Score: Raw -1489978.322090 + Penalty 3102.830149 = -1486875.491941 nChanged 23 SP:Iteration 70Q (3838.372140 sec): 3 clusters Score: Raw -1489981.637619 + Penalty 3102.830149 = -1486878.807471 nChanged 18 SP:Iteration 71Q (3838.435793 sec): 3 clusters Score: Raw -1489984.880769 + Penalty 3102.830149 = -1486882.050621 nChanged 21 SP:Iteration 72Q (3838.511594 sec): 3 clusters Score: Raw -1489988.155503 + Penalty 3102.830149 = -1486885.325354 nChanged 22 SP:Iteration 73Q (3838.568570 sec): 3 clusters Score: Raw -1489990.419857 + Penalty 3102.830149 = -1486887.589708 nChanged 7 SP:Iteration 74Q (3838.636728 sec): 3 clusters Score: Raw -1489991.050123 + Penalty 3102.830149 = -1486888.219975 nChanged 7 SP:Iteration 75Q (3838.700228 sec): 3 clusters Score: Raw -1489991.908259 + Penalty 3102.830149 = -1486889.078110 nChanged 11 SP:Iteration 76Q (3838.759596 sec): 3 clusters Score: Raw -1489993.638661 + Penalty 3102.830149 = -1486890.808513 nChanged 16 SP:Iteration 77Q (3838.822367 sec): 3 clusters Score: Raw -1489995.914094 + Penalty 3102.830149 = -1486893.083945 nChanged 15 SP:Iteration 78Q (3838.877760 sec): 3 clusters Score: Raw -1489997.848777 + Penalty 3102.830149 = -1486895.018628 nChanged 15 SP:Iteration 79Q (3838.944442 sec): 3 clusters Score: Raw -1490000.063064 + Penalty 3102.830149 = -1486897.232915 nChanged 19 SP:Iteration 80F (3839.010668 sec): 3 clusters Score: Raw -1490002.336374 + Penalty 3102.830149 = -1486899.506226 nChanged 15 SP:Iteration 81Q (3839.075469 sec): 3 clusters Score: Raw -1490003.994301 + Penalty 3102.830149 = -1486901.164152 nChanged 10 SP:Iteration 82Q (3839.134934 sec): 3 clusters Score: Raw -1490005.179817 + Penalty 3102.830149 = -1486902.349669 nChanged 11 SP:Iteration 83Q (3839.193463 sec): 3 clusters Score: Raw -1490006.876660 + Penalty 3102.830149 = -1486904.046512 nChanged 10 SP:Iteration 84Q (3839.254470 sec): 3 clusters Score: Raw -1490008.515965 + Penalty 3102.830149 = -1486905.685816 nChanged 8 SP:Iteration 85Q (3839.319598 sec): 3 clusters Score: Raw -1490009.665847 + Penalty 3102.830149 = -1486906.835699 nChanged 7 SP:Iteration 86Q (3839.394207 sec): 3 clusters Score: Raw -1490010.477695 + Penalty 3102.830149 = -1486907.647546 nChanged 5 SP:Iteration 87Q (3839.461348 sec): 3 clusters Score: Raw -1490010.791462 + Penalty 3102.830149 = -1486907.961314 nChanged 4 SP:Iteration 88Q (3839.515076 sec): 3 clusters Score: Raw -1490011.107538 + Penalty 3102.830149 = -1486908.277389 nChanged 3 SP:Iteration 89Q (3839.577139 sec): 3 clusters Score: Raw -1490011.576144 + Penalty 3102.830149 = -1486908.745996 nChanged 8 SP:Iteration 90Q (3839.643134 sec): 3 clusters Score: Raw -1490012.665301 + Penalty 3102.830149 = -1486909.835153 nChanged 6 SP:Iteration 91Q (3839.707761 sec): 3 clusters Score: Raw -1490013.494135 + Penalty 3102.830149 = -1486910.663986 nChanged 5 SP:Iteration 92Q (3839.776126 sec): 3 clusters Score: Raw -1490014.218949 + Penalty 3102.830149 = -1486911.388800 nChanged 3 SP:Iteration 93Q (3839.835588 sec): 3 clusters Score: Raw -1490014.761059 + Penalty 3102.830149 = -1486911.930910 nChanged 3 SP:Iteration 94Q (3839.911978 sec): 3 clusters Score: Raw -1490015.050968 + Penalty 3102.830149 = -1486912.220819 nChanged 4 SP:Iteration 95Q (3839.979396 sec): 3 clusters Score: Raw -1490015.465120 + Penalty 3102.830149 = -1486912.634971 nChanged 4 SP:Iteration 96Q (3840.038127 sec): 3 clusters Score: Raw -1490016.003254 + Penalty 3102.830149 = -1486913.173105 nChanged 7 SP:Iteration 97Q (3840.100699 sec): 3 clusters Score: Raw -1490016.671212 + Penalty 3102.830149 = -1486913.841063 nChanged 8 SP:Iteration 98Q (3840.166223 sec): 3 clusters Score: Raw -1490017.444841 + Penalty 3102.830149 = -1486914.614693 nChanged 9 SP:Iteration 99Q (3840.230667 sec): 3 clusters Score: Raw -1490018.738493 + Penalty 3102.830149 = -1486915.908344 nChanged 9 SP:Iteration 100F (3840.301698 sec): 3 clusters Score: Raw -1490019.902515 + Penalty 3102.830149 = -1486917.072366 nChanged 8 SP:Iteration 101Q (3840.366186 sec): 3 clusters Score: Raw -1490021.075388 + Penalty 3102.830149 = -1486918.245240 nChanged 5 SP:Iteration 102Q (3840.431494 sec): 3 clusters Score: Raw -1490022.294564 + Penalty 3102.830149 = -1486919.464415 nChanged 14 SP:Iteration 103Q (3840.488850 sec): 3 clusters Score: Raw -1490024.494720 + Penalty 3102.830149 = -1486921.664572 nChanged 11 SP:Iteration 104Q (3840.554639 sec): 3 clusters Score: Raw -1490026.143041 + Penalty 3102.830149 = -1486923.312893 nChanged 13 SP:Iteration 105Q (3840.619372 sec): 3 clusters Score: Raw -1490027.650477 + Penalty 3102.830149 = -1486924.820328 nChanged 9 SP:Iteration 106Q (3840.669923 sec): 3 clusters Score: Raw -1490028.910553 + Penalty 3102.830149 = -1486926.080405 nChanged 6 SP:Iteration 107Q (3840.729836 sec): 3 clusters Score: Raw -1490029.837630 + Penalty 3102.830149 = -1486927.007481 nChanged 6 SP:Iteration 108Q (3840.800239 sec): 3 clusters Score: Raw -1490030.471974 + Penalty 3102.830149 = -1486927.641826 nChanged 5 SP:Iteration 109Q (3840.853847 sec): 3 clusters Score: Raw -1490031.209832 + Penalty 3102.830149 = -1486928.379684 nChanged 6 SP:Iteration 110Q (3840.916289 sec): 3 clusters Score: Raw -1490031.903434 + Penalty 3102.830149 = -1486929.073286 nChanged 4 SP:Iteration 111Q (3840.991941 sec): 3 clusters Score: Raw -1490032.637811 + Penalty 3102.830149 = -1486929.807663 nChanged 5 SP:Iteration 112Q (3841.048764 sec): 3 clusters Score: Raw -1490033.543288 + Penalty 3102.830149 = -1486930.713139 nChanged 8 SP:Iteration 113Q (3841.112919 sec): 3 clusters Score: Raw -1490034.566079 + Penalty 3102.830149 = -1486931.735930 nChanged 10 SP:Iteration 114Q (3841.178712 sec): 3 clusters Score: Raw -1490035.948806 + Penalty 3102.830149 = -1486933.118657 nChanged 6 SP:Iteration 115Q (3841.247367 sec): 3 clusters Score: Raw -1490036.668355 + Penalty 3102.830149 = -1486933.838207 nChanged 5 SP:Iteration 116Q (3841.304379 sec): 3 clusters Score: Raw -1490037.557917 + Penalty 3102.830149 = -1486934.727768 nChanged 7 SP:Iteration 117Q (3841.380316 sec): 3 clusters Score: Raw -1490038.470064 + Penalty 3102.830149 = -1486935.639915 nChanged 10 SP:Iteration 118Q (3841.445401 sec): 3 clusters Score: Raw -1490039.812207 + Penalty 3102.830149 = -1486936.982058 nChanged 5 SP:Iteration 119Q (3841.505946 sec): 3 clusters Score: Raw -1490040.472064 + Penalty 3102.830149 = -1486937.641915 nChanged 6 SP:Iteration 120F (3841.584223 sec): 3 clusters Score: Raw -1490041.434688 + Penalty 3102.830149 = -1486938.604540 nChanged 8 SP:Iteration 121Q (3841.645657 sec): 3 clusters Score: Raw -1490043.045509 + Penalty 3102.830149 = -1486940.215360 nChanged 15 SP:Iteration 122Q (3841.712412 sec): 3 clusters Score: Raw -1490045.173499 + Penalty 3102.830149 = -1486942.343351 nChanged 13 SP:Iteration 123Q (3841.777187 sec): 3 clusters Score: Raw -1490046.939706 + Penalty 3102.830149 = -1486944.109557 nChanged 13 SP:Iteration 124Q (3841.836200 sec): 3 clusters Score: Raw -1490048.996457 + Penalty 3102.830149 = -1486946.166308 nChanged 15 SP:Iteration 125Q (3841.902301 sec): 3 clusters Score: Raw -1490051.598903 + Penalty 3102.830149 = -1486948.768755 nChanged 17 SP:Iteration 126Q (3841.967274 sec): 3 clusters Score: Raw -1490054.780238 + Penalty 3102.830149 = -1486951.950089 nChanged 16 SP:Iteration 127Q (3842.035363 sec): 3 clusters Score: Raw -1490057.867280 + Penalty 3102.830149 = -1486955.037132 nChanged 17 SP:Iteration 128Q (3842.097192 sec): 3 clusters Score: Raw -1490060.915356 + Penalty 3102.830149 = -1486958.085208 nChanged 24 SP:Iteration 129Q (3842.171675 sec): 3 clusters Score: Raw -1490065.334689 + Penalty 3102.830149 = -1486962.504540 nChanged 32 SP:Iteration 130Q (3842.233560 sec): 3 clusters Score: Raw -1490072.483732 + Penalty 3102.830149 = -1486969.653583 nChanged 25 SP:Iteration 131Q (3842.295374 sec): 3 clusters Score: Raw -1490079.042622 + Penalty 3102.830149 = -1486976.212473 nChanged 33 SP:Iteration 132Q (3842.370649 sec): 3 clusters Score: Raw -1490088.410222 + Penalty 3102.830149 = -1486985.580073 nChanged 36 SP:Iteration 133Q (3842.438292 sec): 3 clusters Score: Raw -1490098.081803 + Penalty 3102.830149 = -1486995.251654 nChanged 33 SP:Iteration 134Q (3842.488482 sec): 3 clusters Score: Raw -1490105.396022 + Penalty 3102.830149 = -1487002.565874 nChanged 29 SP:Iteration 135Q (3842.546637 sec): 3 clusters Score: Raw -1490111.394411 + Penalty 3102.830149 = -1487008.564262 nChanged 26 SP:Iteration 136Q (3842.617530 sec): 3 clusters Score: Raw -1490117.788713 + Penalty 3102.830149 = -1487014.958564 nChanged 34 SP:Iteration 137Q (3842.680064 sec): 3 clusters Score: Raw -1490124.876825 + Penalty 3102.830149 = -1487022.046676 nChanged 24 SP:Iteration 138Q (3842.745721 sec): 3 clusters Score: Raw -1490129.863986 + Penalty 3102.830149 = -1487027.033838 nChanged 27 SP:Iteration 139Q (3842.796031 sec): 3 clusters Score: Raw -1490137.844333 + Penalty 3102.830149 = -1487035.014184 nChanged 26 SP:Iteration 140F (3842.868721 sec): 3 clusters Score: Raw -1490145.576559 + Penalty 3102.830149 = -1487042.746411 nChanged 31 SP:Iteration 141Q (3842.930473 sec): 3 clusters Score: Raw -1490154.895138 + Penalty 3102.830149 = -1487052.064989 nChanged 33 SP:Iteration 142Q (3842.989474 sec): 3 clusters Score: Raw -1490163.653903 + Penalty 3102.830149 = -1487060.823755 nChanged 34 SP:Iteration 143Q (3843.048325 sec): 3 clusters Score: Raw -1490173.502201 + Penalty 3102.830149 = -1487070.672053 nChanged 40 SP:Iteration 144Q (3843.108493 sec): 3 clusters Score: Raw -1490185.585716 + Penalty 3102.830149 = -1487082.755568 nChanged 38 SP:Iteration 145Q (3843.180739 sec): 3 clusters Score: Raw -1490198.520354 + Penalty 3102.830149 = -1487095.690206 nChanged 53 SP:Iteration 146Q (3843.242336 sec): 3 clusters Score: Raw -1490216.392307 + Penalty 3102.830149 = -1487113.562159 nChanged 55 SP:Iteration 147Q (3843.306184 sec): 3 clusters Score: Raw -1490235.957056 + Penalty 3102.830149 = -1487133.126908 nChanged 62 SP:Iteration 148Q (3843.370452 sec): 3 clusters Score: Raw -1490256.759149 + Penalty 3102.830149 = -1487153.929000 nChanged 52 SP:Iteration 149Q (3843.429142 sec): 3 clusters Score: Raw -1490274.387221 + Penalty 3102.830149 = -1487171.557073 nChanged 45 SP:Iteration 150Q (3843.506536 sec): 3 clusters Score: Raw -1490288.295569 + Penalty 3102.830149 = -1487185.465421 nChanged 34 SP:Iteration 151Q (3843.556830 sec): 3 clusters Score: Raw -1490299.101563 + Penalty 3102.830149 = -1487196.271415 nChanged 42 SP:Iteration 152Q (3843.628623 sec): 3 clusters Score: Raw -1490312.904840 + Penalty 3102.830149 = -1487210.074691 nChanged 32 SP:Iteration 153Q (3843.680304 sec): 3 clusters Score: Raw -1490325.758077 + Penalty 3102.830149 = -1487222.927928 nChanged 37 SP:Iteration 154Q (3843.741059 sec): 3 clusters Score: Raw -1490341.930767 + Penalty 3102.830149 = -1487239.100619 nChanged 33 SP:Iteration 155Q (3843.805737 sec): 3 clusters Score: Raw -1490357.021482 + Penalty 3102.830149 = -1487254.191334 nChanged 37 SP:Iteration 156Q (3843.864234 sec): 3 clusters Score: Raw -1490372.346133 + Penalty 3102.830149 = -1487269.515985 nChanged 30 SP:Iteration 157Q (3843.922182 sec): 3 clusters Score: Raw -1490384.621544 + Penalty 3102.830149 = -1487281.791396 nChanged 41 SP:Iteration 158Q (3843.982840 sec): 3 clusters Score: Raw -1490402.591141 + Penalty 3102.830149 = -1487299.760993 nChanged 41 SP:Iteration 159Q (3844.043801 sec): 3 clusters Score: Raw -1490421.318360 + Penalty 3102.830149 = -1487318.488212 nChanged 37 SP:Iteration 160F (3844.110415 sec): 3 clusters Score: Raw -1490437.513577 + Penalty 3102.830149 = -1487334.683428 nChanged 32 SP:Iteration 161Q (3844.173869 sec): 3 clusters Score: Raw -1490450.094708 + Penalty 3102.830149 = -1487347.264559 nChanged 17 SP:Iteration 162Q (3844.242845 sec): 3 clusters Score: Raw -1490457.983359 + Penalty 3102.830149 = -1487355.153210 nChanged 21 SP:Iteration 163Q (3844.312946 sec): 3 clusters Score: Raw -1490466.744976 + Penalty 3102.830149 = -1487363.914828 nChanged 17 SP:Iteration 164Q (3844.364955 sec): 3 clusters Score: Raw -1490473.517918 + Penalty 3102.830149 = -1487370.687769 nChanged 21 SP:Iteration 165Q (3844.440331 sec): 3 clusters Score: Raw -1490481.765465 + Penalty 3102.830149 = -1487378.935316 nChanged 16 SP:Iteration 166Q (3844.492430 sec): 3 clusters Score: Raw -1490487.298762 + Penalty 3102.830149 = -1487384.468613 nChanged 19 SP:Iteration 167Q (3844.553312 sec): 3 clusters Score: Raw -1490496.685664 + Penalty 3102.830149 = -1487393.855515 nChanged 16 SP:Iteration 168Q (3844.622634 sec): 3 clusters Score: Raw -1490502.528709 + Penalty 3102.830149 = -1487399.698560 nChanged 14 SP:Iteration 169Q (3844.689411 sec): 3 clusters Score: Raw -1490506.809618 + Penalty 3102.830149 = -1487403.979469 nChanged 12 SP:Iteration 170Q (3844.750026 sec): 3 clusters Score: Raw -1490512.272036 + Penalty 3102.830149 = -1487409.441887 nChanged 17 SP:Iteration 171Q (3844.806642 sec): 3 clusters Score: Raw -1490520.568756 + Penalty 3102.830149 = -1487417.738608 nChanged 13 SP:Iteration 172Q (3844.883866 sec): 3 clusters Score: Raw -1490525.069332 + Penalty 3102.830149 = -1487422.239184 nChanged 12 SP:Iteration 173Q (3844.943414 sec): 3 clusters Score: Raw -1490529.291850 + Penalty 3102.830149 = -1487426.461702 nChanged 10 SP:Iteration 174Q (3845.006883 sec): 3 clusters Score: Raw -1490534.466001 + Penalty 3102.830149 = -1487431.635852 nChanged 11 SP:Iteration 175Q (3845.072335 sec): 3 clusters Score: Raw -1490538.963072 + Penalty 3102.830149 = -1487436.132924 nChanged 10 SP:Iteration 176Q (3845.134180 sec): 3 clusters Score: Raw -1490543.765464 + Penalty 3102.830149 = -1487440.935315 nChanged 8 SP:Iteration 177Q (3845.190186 sec): 3 clusters Score: Raw -1490546.368065 + Penalty 3102.830149 = -1487443.537917 nChanged 6 SP:Iteration 178Q (3845.252078 sec): 3 clusters Score: Raw -1490548.866758 + Penalty 3102.830149 = -1487446.036610 nChanged 9 SP:Iteration 179Q (3845.323997 sec): 3 clusters Score: Raw -1490552.576400 + Penalty 3102.830149 = -1487449.746252 nChanged 7 SP:Iteration 180F (3845.374042 sec): 3 clusters Score: Raw -1490556.930844 + Penalty 3102.830149 = -1487454.100695 nChanged 7 SP:Iteration 181Q (3845.435331 sec): 3 clusters Score: Raw -1490559.417596 + Penalty 3102.830149 = -1487456.587447 nChanged 9 SP:Iteration 182Q (3845.502795 sec): 3 clusters Score: Raw -1490562.349470 + Penalty 3102.830149 = -1487459.519321 nChanged 4 SP:Iteration 183Q (3845.558139 sec): 3 clusters Score: Raw -1490563.650861 + Penalty 3102.830149 = -1487460.820712 nChanged 4 SP:Iteration 184Q (3845.621583 sec): 3 clusters Score: Raw -1490565.657322 + Penalty 3102.830149 = -1487462.827173 nChanged 7 SP:Iteration 185Q (3845.683230 sec): 3 clusters Score: Raw -1490568.034292 + Penalty 3102.830149 = -1487465.204144 nChanged 4 SP:Iteration 186Q (3845.745526 sec): 3 clusters Score: Raw -1490570.117296 + Penalty 3102.830149 = -1487467.287147 nChanged 4 SP:Iteration 187Q (3845.817718 sec): 3 clusters Score: Raw -1490571.885591 + Penalty 3102.830149 = -1487469.055443 nChanged 1 SP:Iteration 188Q (3845.879587 sec): 3 clusters Score: Raw -1490572.003765 + Penalty 3102.830149 = -1487469.173617 nChanged 0 SP:Iteration 189F (3845.947544 sec): 3 clusters Score: Raw -1490572.003765 + Penalty 3102.830149 = -1487469.173617 nChanged 0 Trying to split cluster 2 (16457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3845.982581 sec): 2 clusters Score: Raw -1664246.997356 + Penalty 1577.632257 = -1662669.365099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3846.054333 sec): 3 clusters Score: Raw -1654337.227820 + Penalty 3155.264514 = -1651181.963306 nChanged 7416 SP:Iteration 1F (3846.137036 sec): 3 clusters Score: Raw -1658533.244973 + Penalty 3155.264514 = -1655377.980458 nChanged 952 SP:Iteration 2F (3846.197992 sec): 3 clusters Score: Raw -1658937.516982 + Penalty 3155.264514 = -1655782.252468 nChanged 849 SP:Iteration 3F (3846.269512 sec): 3 clusters Score: Raw -1659300.435572 + Penalty 3155.264514 = -1656145.171057 nChanged 810 SP:Iteration 4Q (3846.346205 sec): 3 clusters Score: Raw -1659698.165080 + Penalty 3155.264514 = -1656542.900566 nChanged 800 SP:Iteration 5Q (3846.417557 sec): 3 clusters Score: Raw -1660117.384251 + Penalty 3155.264514 = -1656962.119736 nChanged 788 SP:Iteration 6Q (3846.492719 sec): 3 clusters Score: Raw -1660573.411631 + Penalty 3155.264514 = -1657418.147116 nChanged 813 SP:Iteration 7Q (3846.565470 sec): 3 clusters Score: Raw -1661068.201956 + Penalty 3155.264514 = -1657912.937442 nChanged 755 SP:Iteration 8Q (3846.649506 sec): 3 clusters Score: Raw -1661563.862049 + Penalty 3155.264514 = -1658408.597535 nChanged 712 SP:Iteration 9Q (3846.715931 sec): 3 clusters Score: Raw -1662003.876720 + Penalty 3155.264514 = -1658848.612206 nChanged 660 SP:Iteration 10Q (3846.783249 sec): 3 clusters Score: Raw -1662343.325160 + Penalty 3155.264514 = -1659188.060645 nChanged 545 SP:Iteration 11Q (3846.851579 sec): 3 clusters Score: Raw -1662586.620791 + Penalty 3155.264514 = -1659431.356277 nChanged 446 SP:Iteration 12Q (3846.924737 sec): 3 clusters Score: Raw -1662742.014302 + Penalty 3155.264514 = -1659586.749788 nChanged 325 SP:Iteration 13Q (3846.998413 sec): 3 clusters Score: Raw -1662841.125760 + Penalty 3155.264514 = -1659685.861246 nChanged 259 SP:Iteration 14Q (3847.077766 sec): 3 clusters Score: Raw -1662914.124572 + Penalty 3155.264514 = -1659758.860058 nChanged 216 SP:Iteration 15Q (3847.145180 sec): 3 clusters Score: Raw -1662964.884306 + Penalty 3155.264514 = -1659809.619792 nChanged 178 SP:Iteration 16Q (3847.215437 sec): 3 clusters Score: Raw -1663008.790155 + Penalty 3155.264514 = -1659853.525641 nChanged 179 SP:Iteration 17Q (3847.296508 sec): 3 clusters Score: Raw -1663055.549178 + Penalty 3155.264514 = -1659900.284663 nChanged 167 SP:Iteration 18Q (3847.369936 sec): 3 clusters Score: Raw -1663094.056411 + Penalty 3155.264514 = -1659938.791897 nChanged 161 SP:Iteration 19Q (3847.438359 sec): 3 clusters Score: Raw -1663140.938203 + Penalty 3155.264514 = -1659985.673688 nChanged 190 SP:Iteration 20F (3847.509931 sec): 3 clusters Score: Raw -1663199.512144 + Penalty 3155.264514 = -1660044.247630 nChanged 169 SP:Iteration 21Q (3847.583685 sec): 3 clusters Score: Raw -1663250.131525 + Penalty 3155.264514 = -1660094.867011 nChanged 176 SP:Iteration 22Q (3847.640087 sec): 3 clusters Score: Raw -1663314.867046 + Penalty 3155.264514 = -1660159.602531 nChanged 199 SP:Iteration 23Q (3847.710285 sec): 3 clusters Score: Raw -1663390.311502 + Penalty 3155.264514 = -1660235.046988 nChanged 237 SP:Iteration 24Q (3847.784884 sec): 3 clusters Score: Raw -1663499.516328 + Penalty 3155.264514 = -1660344.251814 nChanged 259 SP:Iteration 25Q (3847.859526 sec): 3 clusters Score: Raw -1663611.638139 + Penalty 3155.264514 = -1660456.373624 nChanged 239 SP:Iteration 26Q (3847.928118 sec): 3 clusters Score: Raw -1663711.138695 + Penalty 3155.264514 = -1660555.874181 nChanged 220 SP:Iteration 27Q (3848.001081 sec): 3 clusters Score: Raw -1663798.697402 + Penalty 3155.264514 = -1660643.432887 nChanged 198 SP:Iteration 28Q (3848.069745 sec): 3 clusters Score: Raw -1663879.695262 + Penalty 3155.264514 = -1660724.430748 nChanged 200 SP:Iteration 29Q (3848.141992 sec): 3 clusters Score: Raw -1663960.930410 + Penalty 3155.264514 = -1660805.665895 nChanged 171 SP:Iteration 30Q (3848.221609 sec): 3 clusters Score: Raw -1664023.275488 + Penalty 3155.264514 = -1660868.010973 nChanged 170 SP:Iteration 31Q (3848.294947 sec): 3 clusters Score: Raw -1664101.136784 + Penalty 3155.264514 = -1660945.872269 nChanged 162 SP:Iteration 32Q (3848.354019 sec): 3 clusters Score: Raw -1664179.549527 + Penalty 3155.264514 = -1661024.285013 nChanged 142 SP:Iteration 33Q (3848.426841 sec): 3 clusters Score: Raw -1664250.939005 + Penalty 3155.264514 = -1661095.674490 nChanged 143 SP:Iteration 34Q (3848.479993 sec): 3 clusters Score: Raw -1664335.023530 + Penalty 3155.264514 = -1661179.759016 nChanged 138 SP:Iteration 35Q (3848.554782 sec): 3 clusters Score: Raw -1664417.861403 + Penalty 3155.264514 = -1661262.596889 nChanged 144 SP:Iteration 36Q (3848.615124 sec): 3 clusters Score: Raw -1664508.392042 + Penalty 3155.264514 = -1661353.127528 nChanged 154 SP:Iteration 37Q (3848.680279 sec): 3 clusters Score: Raw -1664594.291451 + Penalty 3155.264514 = -1661439.026936 nChanged 124 SP:Iteration 38Q (3848.751801 sec): 3 clusters Score: Raw -1664645.480414 + Penalty 3155.264514 = -1661490.215899 nChanged 103 SP:Iteration 39Q (3848.817309 sec): 3 clusters Score: Raw -1664681.649479 + Penalty 3155.264514 = -1661526.384965 nChanged 91 SP:Iteration 40F (3848.888732 sec): 3 clusters Score: Raw -1664716.366688 + Penalty 3155.264514 = -1661561.102174 nChanged 70 SP:Iteration 41Q (3848.965180 sec): 3 clusters Score: Raw -1664744.787213 + Penalty 3155.264514 = -1661589.522699 nChanged 66 SP:Iteration 42Q (3849.024434 sec): 3 clusters Score: Raw -1664768.563064 + Penalty 3155.264514 = -1661613.298550 nChanged 53 SP:Iteration 43Q (3849.099006 sec): 3 clusters Score: Raw -1664786.437416 + Penalty 3155.264514 = -1661631.172902 nChanged 44 SP:Iteration 44Q (3849.154877 sec): 3 clusters Score: Raw -1664802.878130 + Penalty 3155.264514 = -1661647.613615 nChanged 36 SP:Iteration 45Q (3849.218685 sec): 3 clusters Score: Raw -1664814.085997 + Penalty 3155.264514 = -1661658.821483 nChanged 31 SP:Iteration 46Q (3849.288356 sec): 3 clusters Score: Raw -1664823.725318 + Penalty 3155.264514 = -1661668.460804 nChanged 25 SP:Iteration 47Q (3849.353912 sec): 3 clusters Score: Raw -1664831.907224 + Penalty 3155.264514 = -1661676.642710 nChanged 29 SP:Iteration 48Q (3849.413970 sec): 3 clusters Score: Raw -1664839.675737 + Penalty 3155.264514 = -1661684.411223 nChanged 29 SP:Iteration 49Q (3849.480018 sec): 3 clusters Score: Raw -1664848.655047 + Penalty 3155.264514 = -1661693.390532 nChanged 24 SP:Iteration 50Q (3849.543455 sec): 3 clusters Score: Raw -1664856.935290 + Penalty 3155.264514 = -1661701.670776 nChanged 18 SP:Iteration 51Q (3849.613463 sec): 3 clusters Score: Raw -1664861.118697 + Penalty 3155.264514 = -1661705.854183 nChanged 11 SP:Iteration 52Q (3849.679331 sec): 3 clusters Score: Raw -1664863.720872 + Penalty 3155.264514 = -1661708.456358 nChanged 8 SP:Iteration 53Q (3849.753907 sec): 3 clusters Score: Raw -1664865.228702 + Penalty 3155.264514 = -1661709.964188 nChanged 7 SP:Iteration 54Q (3849.818660 sec): 3 clusters Score: Raw -1664866.664290 + Penalty 3155.264514 = -1661711.399776 nChanged 12 SP:Iteration 55Q (3849.878201 sec): 3 clusters Score: Raw -1664868.771638 + Penalty 3155.264514 = -1661713.507124 nChanged 8 SP:Iteration 56Q (3849.951701 sec): 3 clusters Score: Raw -1664869.811398 + Penalty 3155.264514 = -1661714.546883 nChanged 3 SP:Iteration 57Q (3850.021275 sec): 3 clusters Score: Raw -1664870.490780 + Penalty 3155.264514 = -1661715.226265 nChanged 2 SP:Iteration 58Q (3850.077184 sec): 3 clusters Score: Raw -1664870.932855 + Penalty 3155.264514 = -1661715.668341 nChanged 3 SP:Iteration 59Q (3850.141477 sec): 3 clusters Score: Raw -1664871.458307 + Penalty 3155.264514 = -1661716.193793 nChanged 2 SP:Iteration 60F (3850.213419 sec): 3 clusters Score: Raw -1664871.824774 + Penalty 3155.264514 = -1661716.560260 nChanged 4 SP:Iteration 61Q (3850.282884 sec): 3 clusters Score: Raw -1664872.904229 + Penalty 3155.264514 = -1661717.639715 nChanged 2 SP:Iteration 62Q (3850.357339 sec): 3 clusters Score: Raw -1664873.258681 + Penalty 3155.264514 = -1661717.994167 nChanged 1 SP:Iteration 63Q (3850.419157 sec): 3 clusters Score: Raw -1664873.635652 + Penalty 3155.264514 = -1661718.371138 nChanged 1 SP:Iteration 64Q (3850.496158 sec): 3 clusters Score: Raw -1664873.818280 + Penalty 3155.264514 = -1661718.553766 nChanged 1 SP:Iteration 65Q (3850.565177 sec): 3 clusters Score: Raw -1664873.924684 + Penalty 3155.264514 = -1661718.660169 nChanged 1 SP:Iteration 66Q (3850.620028 sec): 3 clusters Score: Raw -1664874.076396 + Penalty 3155.264514 = -1661718.811882 nChanged 0 SP:Iteration 67F (3850.701103 sec): 3 clusters Score: Raw -1664874.076396 + Penalty 3155.264514 = -1661718.811882 nChanged 0 Trying to split cluster 3 (8519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3850.725656 sec): 2 clusters Score: Raw -854866.813191 + Penalty 1470.633814 = -853396.179377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3850.782059 sec): 3 clusters Score: Raw -850157.499110 + Penalty 2941.267629 = -847216.231481 nChanged 3571 SP:Iteration 1F (3850.852706 sec): 3 clusters Score: Raw -852118.042777 + Penalty 2941.267629 = -849176.775148 nChanged 544 SP:Iteration 2F (3850.899765 sec): 3 clusters Score: Raw -852368.563134 + Penalty 2941.267629 = -849427.295505 nChanged 418 SP:Iteration 3Q (3850.970063 sec): 3 clusters Score: Raw -852558.626775 + Penalty 2941.267629 = -849617.359147 nChanged 395 SP:Iteration 4Q (3851.023641 sec): 3 clusters Score: Raw -852756.388643 + Penalty 2941.267629 = -849815.121015 nChanged 394 SP:Iteration 5Q (3851.082863 sec): 3 clusters Score: Raw -852976.247809 + Penalty 2941.267629 = -850034.980180 nChanged 379 SP:Iteration 6Q (3851.154715 sec): 3 clusters Score: Raw -853159.474404 + Penalty 2941.267629 = -850218.206776 nChanged 353 SP:Iteration 7Q (3851.210405 sec): 3 clusters Score: Raw -853330.497000 + Penalty 2941.267629 = -850389.229372 nChanged 329 SP:Iteration 8Q (3851.267072 sec): 3 clusters Score: Raw -853528.258988 + Penalty 2941.267629 = -850586.991360 nChanged 348 SP:Iteration 9Q (3851.335026 sec): 3 clusters Score: Raw -853729.850298 + Penalty 2941.267629 = -850788.582669 nChanged 332 SP:Iteration 10Q (3851.393775 sec): 3 clusters Score: Raw -853941.142615 + Penalty 2941.267629 = -850999.874986 nChanged 330 SP:Iteration 11Q (3851.450798 sec): 3 clusters Score: Raw -854154.947420 + Penalty 2941.267629 = -851213.679792 nChanged 330 SP:Iteration 12Q (3851.504708 sec): 3 clusters Score: Raw -854381.882311 + Penalty 2941.267629 = -851440.614683 nChanged 312 SP:Iteration 13Q (3851.564790 sec): 3 clusters Score: Raw -854600.015214 + Penalty 2941.267629 = -851658.747585 nChanged 293 SP:Iteration 14Q (3851.626459 sec): 3 clusters Score: Raw -854785.817902 + Penalty 2941.267629 = -851844.550273 nChanged 254 SP:Iteration 15Q (3851.685931 sec): 3 clusters Score: Raw -854936.142522 + Penalty 2941.267629 = -851994.874893 nChanged 206 SP:Iteration 16Q (3851.746096 sec): 3 clusters Score: Raw -855045.565047 + Penalty 2941.267629 = -852104.297419 nChanged 185 SP:Iteration 17Q (3851.807746 sec): 3 clusters Score: Raw -855130.083341 + Penalty 2941.267629 = -852188.815713 nChanged 146 SP:Iteration 18Q (3851.863161 sec): 3 clusters Score: Raw -855195.202950 + Penalty 2941.267629 = -852253.935321 nChanged 123 SP:Iteration 19Q (3851.916434 sec): 3 clusters Score: Raw -855255.313160 + Penalty 2941.267629 = -852314.045531 nChanged 125 SP:Iteration 20F (3851.969399 sec): 3 clusters Score: Raw -855318.930218 + Penalty 2941.267629 = -852377.662589 nChanged 114 SP:Iteration 21Q (3852.027432 sec): 3 clusters Score: Raw -855368.615380 + Penalty 2941.267629 = -852427.347751 nChanged 99 SP:Iteration 22Q (3852.076971 sec): 3 clusters Score: Raw -855411.855885 + Penalty 2941.267629 = -852470.588257 nChanged 101 SP:Iteration 23Q (3852.133877 sec): 3 clusters Score: Raw -855462.072108 + Penalty 2941.267629 = -852520.804479 nChanged 104 SP:Iteration 24Q (3852.190560 sec): 3 clusters Score: Raw -855516.745391 + Penalty 2941.267629 = -852575.477762 nChanged 85 SP:Iteration 25Q (3852.253405 sec): 3 clusters Score: Raw -855554.879001 + Penalty 2941.267629 = -852613.611372 nChanged 85 SP:Iteration 26Q (3852.306070 sec): 3 clusters Score: Raw -855596.825694 + Penalty 2941.267629 = -852655.558065 nChanged 84 SP:Iteration 27Q (3852.364334 sec): 3 clusters Score: Raw -855637.566439 + Penalty 2941.267629 = -852696.298810 nChanged 84 SP:Iteration 28Q (3852.423957 sec): 3 clusters Score: Raw -855674.556383 + Penalty 2941.267629 = -852733.288755 nChanged 76 SP:Iteration 29Q (3852.482719 sec): 3 clusters Score: Raw -855704.109600 + Penalty 2941.267629 = -852762.841971 nChanged 60 SP:Iteration 30Q (3852.533257 sec): 3 clusters Score: Raw -855722.200536 + Penalty 2941.267629 = -852780.932908 nChanged 37 SP:Iteration 31Q (3852.598347 sec): 3 clusters Score: Raw -855731.611926 + Penalty 2941.267629 = -852790.344298 nChanged 35 SP:Iteration 32Q (3852.651230 sec): 3 clusters Score: Raw -855739.247973 + Penalty 2941.267629 = -852797.980344 nChanged 17 SP:Iteration 33Q (3852.705396 sec): 3 clusters Score: Raw -855742.180188 + Penalty 2941.267629 = -852800.912560 nChanged 14 SP:Iteration 34Q (3852.767883 sec): 3 clusters Score: Raw -855744.413946 + Penalty 2941.267629 = -852803.146317 nChanged 15 SP:Iteration 35Q (3852.820382 sec): 3 clusters Score: Raw -855747.202109 + Penalty 2941.267629 = -852805.934480 nChanged 12 SP:Iteration 36Q (3852.876004 sec): 3 clusters Score: Raw -855750.056607 + Penalty 2941.267629 = -852808.788978 nChanged 17 SP:Iteration 37Q (3852.931812 sec): 3 clusters Score: Raw -855752.999518 + Penalty 2941.267629 = -852811.731889 nChanged 11 SP:Iteration 38Q (3852.995548 sec): 3 clusters Score: Raw -855754.615097 + Penalty 2941.267629 = -852813.347468 nChanged 9 SP:Iteration 39Q (3853.044558 sec): 3 clusters Score: Raw -855755.527460 + Penalty 2941.267629 = -852814.259831 nChanged 4 SP:Iteration 40F (3853.108282 sec): 3 clusters Score: Raw -855755.950073 + Penalty 2941.267629 = -852814.682444 nChanged 3 SP:Iteration 41Q (3853.165467 sec): 3 clusters Score: Raw -855756.429970 + Penalty 2941.267629 = -852815.162342 nChanged 4 SP:Iteration 42Q (3853.227379 sec): 3 clusters Score: Raw -855757.093048 + Penalty 2941.267629 = -852815.825419 nChanged 3 SP:Iteration 43Q (3853.276876 sec): 3 clusters Score: Raw -855757.564382 + Penalty 2941.267629 = -852816.296753 nChanged 2 SP:Iteration 44Q (3853.345379 sec): 3 clusters Score: Raw -855757.914458 + Penalty 2941.267629 = -852816.646830 nChanged 2 SP:Iteration 45Q (3853.391072 sec): 3 clusters Score: Raw -855758.193337 + Penalty 2941.267629 = -852816.925708 nChanged 2 SP:Iteration 46Q (3853.447692 sec): 3 clusters Score: Raw -855758.445960 + Penalty 2941.267629 = -852817.178331 nChanged 0 SP:Iteration 47F (3853.501150 sec): 3 clusters Score: Raw -855758.445960 + Penalty 2941.267629 = -852817.178331 nChanged 0 Trying to split cluster 4 (1157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3853.533480 sec): 2 clusters Score: Raw -125211.812384 + Penalty 1146.207681 = -124065.604703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3853.576031 sec): 3 clusters Score: Raw -124831.671697 + Penalty 2292.415361 = -122539.256336 nChanged 346 SP:Iteration 1F (3853.613107 sec): 3 clusters Score: Raw -125120.941280 + Penalty 2292.415361 = -122828.525919 nChanged 86 SP:Iteration 2F (3853.666924 sec): 3 clusters Score: Raw -125197.765965 + Penalty 2292.415361 = -122905.350603 nChanged 44 SP:Iteration 3Q (3853.707368 sec): 3 clusters Score: Raw -125244.198120 + Penalty 2292.415361 = -122951.782759 nChanged 32 SP:Iteration 4Q (3853.753968 sec): 3 clusters Score: Raw -125277.684278 + Penalty 2292.415361 = -122985.268916 nChanged 26 SP:Iteration 5Q (3853.792122 sec): 3 clusters Score: Raw -125307.465534 + Penalty 2292.415361 = -123015.050173 nChanged 26 SP:Iteration 6Q (3853.845901 sec): 3 clusters Score: Raw -125337.639423 + Penalty 2292.415361 = -123045.224062 nChanged 22 SP:Iteration 7Q (3853.886709 sec): 3 clusters Score: Raw -125359.248431 + Penalty 2292.415361 = -123066.833070 nChanged 20 SP:Iteration 8Q (3853.932170 sec): 3 clusters Score: Raw -125380.282096 + Penalty 2292.415361 = -123087.866735 nChanged 17 SP:Iteration 9Q (3853.979669 sec): 3 clusters Score: Raw -125403.193231 + Penalty 2292.415361 = -123110.777870 nChanged 21 SP:Iteration 10Q (3854.022416 sec): 3 clusters Score: Raw -125434.011642 + Penalty 2292.415361 = -123141.596281 nChanged 33 SP:Iteration 11Q (3854.063952 sec): 3 clusters Score: Raw -125465.218065 + Penalty 2292.415361 = -123172.802703 nChanged 18 SP:Iteration 12Q (3854.113985 sec): 3 clusters Score: Raw -125489.844792 + Penalty 2292.415361 = -123197.429431 nChanged 20 SP:Iteration 13Q (3854.167597 sec): 3 clusters Score: Raw -125517.865034 + Penalty 2292.415361 = -123225.449672 nChanged 20 SP:Iteration 14Q (3854.213229 sec): 3 clusters Score: Raw -125532.512777 + Penalty 2292.415361 = -123240.097416 nChanged 17 SP:Iteration 15Q (3854.257164 sec): 3 clusters Score: Raw -125546.775948 + Penalty 2292.415361 = -123254.360587 nChanged 16 SP:Iteration 16Q (3854.299053 sec): 3 clusters Score: Raw -125565.029861 + Penalty 2292.415361 = -123272.614499 nChanged 13 SP:Iteration 17Q (3854.347461 sec): 3 clusters Score: Raw -125581.977228 + Penalty 2292.415361 = -123289.561866 nChanged 15 SP:Iteration 18Q (3854.396467 sec): 3 clusters Score: Raw -125602.485983 + Penalty 2292.415361 = -123310.070621 nChanged 14 SP:Iteration 19Q (3854.445622 sec): 3 clusters Score: Raw -125618.707622 + Penalty 2292.415361 = -123326.292261 nChanged 10 SP:Iteration 20F (3854.485154 sec): 3 clusters Score: Raw -125627.549835 + Penalty 2292.415361 = -123335.134473 nChanged 3 SP:Iteration 21Q (3854.520967 sec): 3 clusters Score: Raw -125629.977345 + Penalty 2292.415361 = -123337.561984 nChanged 5 SP:Iteration 22Q (3854.566209 sec): 3 clusters Score: Raw -125636.262855 + Penalty 2292.415361 = -123343.847494 nChanged 7 SP:Iteration 23Q (3854.618735 sec): 3 clusters Score: Raw -125645.981173 + Penalty 2292.415361 = -123353.565812 nChanged 3 SP:Iteration 24Q (3854.658662 sec): 3 clusters Score: Raw -125648.926845 + Penalty 2292.415361 = -123356.511484 nChanged 3 SP:Iteration 25Q (3854.708071 sec): 3 clusters Score: Raw -125649.810514 + Penalty 2292.415361 = -123357.395152 nChanged 0 SP:Iteration 26F (3854.760373 sec): 3 clusters Score: Raw -125649.810514 + Penalty 2292.415361 = -123357.395152 nChanged 0 Trying to split cluster 5 (34969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3854.828294 sec): 2 clusters Score: Raw -3652324.683651 + Penalty 1700.110300 = -3650624.573351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3854.923591 sec): 3 clusters Score: Raw -3630637.329667 + Penalty 3400.220601 = -3627237.109066 nChanged 16208 SP:Iteration 1F (3855.035303 sec): 3 clusters Score: Raw -3639734.864258 + Penalty 3400.220601 = -3636334.643657 nChanged 1829 SP:Iteration 2F (3855.127988 sec): 3 clusters Score: Raw -3640550.692320 + Penalty 3400.220601 = -3637150.471719 nChanged 1985 SP:Iteration 3F (3855.231541 sec): 3 clusters Score: Raw -3641608.409789 + Penalty 3400.220601 = -3638208.189188 nChanged 2187 SP:Iteration 4F (3855.326727 sec): 3 clusters Score: Raw -3642941.357244 + Penalty 3400.220601 = -3639541.136643 nChanged 2306 SP:Iteration 5F (3855.439609 sec): 3 clusters Score: Raw -3644529.727847 + Penalty 3400.220601 = -3641129.507246 nChanged 2282 SP:Iteration 6F (3855.542996 sec): 3 clusters Score: Raw -3646239.792628 + Penalty 3400.220601 = -3642839.572027 nChanged 2045 SP:Iteration 7F (3855.646209 sec): 3 clusters Score: Raw -3647942.981856 + Penalty 3400.220601 = -3644542.761255 nChanged 1634 SP:Iteration 8Q (3855.749747 sec): 3 clusters Score: Raw -3649248.132839 + Penalty 3400.220601 = -3645847.912238 nChanged 1203 SP:Iteration 9Q (3855.853115 sec): 3 clusters Score: Raw -3650069.556617 + Penalty 3400.220601 = -3646669.336017 nChanged 879 SP:Iteration 10Q (3855.959739 sec): 3 clusters Score: Raw -3650597.270768 + Penalty 3400.220601 = -3647197.050167 nChanged 699 SP:Iteration 11Q (3856.053964 sec): 3 clusters Score: Raw -3650974.144271 + Penalty 3400.220601 = -3647573.923670 nChanged 552 SP:Iteration 12Q (3856.147290 sec): 3 clusters Score: Raw -3651263.402379 + Penalty 3400.220601 = -3647863.181778 nChanged 490 SP:Iteration 13Q (3856.252687 sec): 3 clusters Score: Raw -3651502.359542 + Penalty 3400.220601 = -3648102.138941 nChanged 431 SP:Iteration 14Q (3856.341898 sec): 3 clusters Score: Raw -3651721.249237 + Penalty 3400.220601 = -3648321.028636 nChanged 400 SP:Iteration 15Q (3856.440283 sec): 3 clusters Score: Raw -3651922.190920 + Penalty 3400.220601 = -3648521.970320 nChanged 336 SP:Iteration 16Q (3856.533738 sec): 3 clusters Score: Raw -3652080.183395 + Penalty 3400.220601 = -3648679.962794 nChanged 289 SP:Iteration 17Q (3856.630091 sec): 3 clusters Score: Raw -3652203.313297 + Penalty 3400.220601 = -3648803.092696 nChanged 224 SP:Iteration 18Q (3856.723830 sec): 3 clusters Score: Raw -3652300.776951 + Penalty 3400.220601 = -3648900.556350 nChanged 183 SP:Iteration 19Q (3856.817014 sec): 3 clusters Score: Raw -3652381.318499 + Penalty 3400.220601 = -3648981.097898 nChanged 149 SP:Iteration 20F (3856.914261 sec): 3 clusters Score: Raw -3652438.092498 + Penalty 3400.220601 = -3649037.871897 nChanged 110 SP:Iteration 21Q (3857.011470 sec): 3 clusters Score: Raw -3652477.445952 + Penalty 3400.220601 = -3649077.225351 nChanged 101 SP:Iteration 22Q (3857.103921 sec): 3 clusters Score: Raw -3652512.928722 + Penalty 3400.220601 = -3649112.708121 nChanged 81 SP:Iteration 23Q (3857.196650 sec): 3 clusters Score: Raw -3652544.027708 + Penalty 3400.220601 = -3649143.807107 nChanged 72 SP:Iteration 24Q (3857.286468 sec): 3 clusters Score: Raw -3652573.002098 + Penalty 3400.220601 = -3649172.781497 nChanged 63 SP:Iteration 25Q (3857.377112 sec): 3 clusters Score: Raw -3652593.329002 + Penalty 3400.220601 = -3649193.108401 nChanged 48 SP:Iteration 26Q (3857.470647 sec): 3 clusters Score: Raw -3652611.514329 + Penalty 3400.220601 = -3649211.293728 nChanged 47 SP:Iteration 27Q (3857.564855 sec): 3 clusters Score: Raw -3652628.215114 + Penalty 3400.220601 = -3649227.994513 nChanged 48 SP:Iteration 28Q (3857.649204 sec): 3 clusters Score: Raw -3652643.263588 + Penalty 3400.220601 = -3649243.042987 nChanged 27 SP:Iteration 29Q (3857.748606 sec): 3 clusters Score: Raw -3652652.409200 + Penalty 3400.220601 = -3649252.188599 nChanged 26 SP:Iteration 30Q (3857.838987 sec): 3 clusters Score: Raw -3652660.642908 + Penalty 3400.220601 = -3649260.422307 nChanged 26 SP:Iteration 31Q (3857.925028 sec): 3 clusters Score: Raw -3652669.734133 + Penalty 3400.220601 = -3649269.513532 nChanged 25 SP:Iteration 32Q (3858.023879 sec): 3 clusters Score: Raw -3652676.428629 + Penalty 3400.220601 = -3649276.208028 nChanged 23 SP:Iteration 33Q (3858.114037 sec): 3 clusters Score: Raw -3652685.733513 + Penalty 3400.220601 = -3649285.512912 nChanged 26 SP:Iteration 34Q (3858.199617 sec): 3 clusters Score: Raw -3652695.277592 + Penalty 3400.220601 = -3649295.056991 nChanged 26 SP:Iteration 35Q (3858.286449 sec): 3 clusters Score: Raw -3652704.740585 + Penalty 3400.220601 = -3649304.519984 nChanged 20 SP:Iteration 36Q (3858.382472 sec): 3 clusters Score: Raw -3652712.340978 + Penalty 3400.220601 = -3649312.120377 nChanged 18 SP:Iteration 37Q (3858.469810 sec): 3 clusters Score: Raw -3652718.406474 + Penalty 3400.220601 = -3649318.185873 nChanged 19 SP:Iteration 38Q (3858.553488 sec): 3 clusters Score: Raw -3652724.210747 + Penalty 3400.220601 = -3649323.990146 nChanged 12 SP:Iteration 39Q (3858.641542 sec): 3 clusters Score: Raw -3652727.224268 + Penalty 3400.220601 = -3649327.003667 nChanged 11 SP:Iteration 40F (3858.747619 sec): 3 clusters Score: Raw -3652730.170131 + Penalty 3400.220601 = -3649329.949530 nChanged 9 SP:Iteration 41Q (3858.836305 sec): 3 clusters Score: Raw -3652734.060518 + Penalty 3400.220601 = -3649333.839917 nChanged 6 SP:Iteration 42Q (3858.927293 sec): 3 clusters Score: Raw -3652736.167073 + Penalty 3400.220601 = -3649335.946472 nChanged 7 SP:Iteration 43Q (3859.025201 sec): 3 clusters Score: Raw -3652737.642290 + Penalty 3400.220601 = -3649337.421689 nChanged 8 SP:Iteration 44Q (3859.112579 sec): 3 clusters Score: Raw -3652739.652960 + Penalty 3400.220601 = -3649339.432359 nChanged 8 SP:Iteration 45Q (3859.199941 sec): 3 clusters Score: Raw -3652742.016430 + Penalty 3400.220601 = -3649341.795829 nChanged 4 SP:Iteration 46Q (3859.286436 sec): 3 clusters Score: Raw -3652743.528579 + Penalty 3400.220601 = -3649343.307978 nChanged 6 SP:Iteration 47Q (3859.378412 sec): 3 clusters Score: Raw -3652745.767420 + Penalty 3400.220601 = -3649345.546819 nChanged 7 SP:Iteration 48Q (3859.475859 sec): 3 clusters Score: Raw -3652748.902391 + Penalty 3400.220601 = -3649348.681790 nChanged 6 SP:Iteration 49Q (3859.561137 sec): 3 clusters Score: Raw -3652750.409949 + Penalty 3400.220601 = -3649350.189348 nChanged 4 SP:Iteration 50Q (3859.658832 sec): 3 clusters Score: Raw -3652751.417094 + Penalty 3400.220601 = -3649351.196493 nChanged 2 SP:Iteration 51Q (3859.743141 sec): 3 clusters Score: Raw -3652752.408085 + Penalty 3400.220601 = -3649352.187484 nChanged 5 SP:Iteration 52Q (3859.830817 sec): 3 clusters Score: Raw -3652753.854824 + Penalty 3400.220601 = -3649353.634223 nChanged 6 SP:Iteration 53Q (3859.914230 sec): 3 clusters Score: Raw -3652755.847414 + Penalty 3400.220601 = -3649355.626813 nChanged 9 SP:Iteration 54Q (3859.998641 sec): 3 clusters Score: Raw -3652758.427922 + Penalty 3400.220601 = -3649358.207321 nChanged 9 SP:Iteration 55Q (3860.092023 sec): 3 clusters Score: Raw -3652760.905190 + Penalty 3400.220601 = -3649360.684589 nChanged 9 SP:Iteration 56Q (3860.181170 sec): 3 clusters Score: Raw -3652763.658568 + Penalty 3400.220601 = -3649363.437967 nChanged 6 SP:Iteration 57Q (3860.259614 sec): 3 clusters Score: Raw -3652765.845430 + Penalty 3400.220601 = -3649365.624829 nChanged 6 SP:Iteration 58Q (3860.346684 sec): 3 clusters Score: Raw -3652767.968460 + Penalty 3400.220601 = -3649367.747859 nChanged 3 SP:Iteration 59Q (3860.436412 sec): 3 clusters Score: Raw -3652769.057910 + Penalty 3400.220601 = -3649368.837309 nChanged 1 SP:Iteration 60F (3860.540984 sec): 3 clusters Score: Raw -3652769.422118 + Penalty 3400.220601 = -3649369.201517 nChanged 1 SP:Iteration 61Q (3860.622152 sec): 3 clusters Score: Raw -3652769.875486 + Penalty 3400.220601 = -3649369.654885 nChanged 2 SP:Iteration 62Q (3860.726341 sec): 3 clusters Score: Raw -3652770.459569 + Penalty 3400.220601 = -3649370.238968 nChanged 2 SP:Iteration 63Q (3860.819657 sec): 3 clusters Score: Raw -3652771.423268 + Penalty 3400.220601 = -3649371.202667 nChanged 2 SP:Iteration 64Q (3860.899207 sec): 3 clusters Score: Raw -3652771.914120 + Penalty 3400.220601 = -3649371.693520 nChanged 1 SP:Iteration 65Q (3860.990447 sec): 3 clusters Score: Raw -3652772.005168 + Penalty 3400.220601 = -3649371.784568 nChanged 0 SP:Iteration 66F (3861.078467 sec): 3 clusters Score: Raw -3652772.005168 + Penalty 3400.220601 = -3649371.784568 nChanged 0 Trying to split cluster 6 (10565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3861.125548 sec): 2 clusters Score: Raw -1124295.774322 + Penalty 1505.611564 = -1122790.162759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3861.185388 sec): 3 clusters Score: Raw -1118254.981957 + Penalty 3011.223127 = -1115243.758830 nChanged 4604 SP:Iteration 1F (3861.235891 sec): 3 clusters Score: Raw -1120796.105698 + Penalty 3011.223127 = -1117784.882571 nChanged 662 SP:Iteration 2F (3861.302720 sec): 3 clusters Score: Raw -1121115.445426 + Penalty 3011.223127 = -1118104.222298 nChanged 577 SP:Iteration 3F (3861.361749 sec): 3 clusters Score: Raw -1121390.690234 + Penalty 3011.223127 = -1118379.467106 nChanged 549 SP:Iteration 4F (3861.416779 sec): 3 clusters Score: Raw -1121669.226902 + Penalty 3011.223127 = -1118658.003775 nChanged 541 SP:Iteration 5F (3861.484568 sec): 3 clusters Score: Raw -1121927.826344 + Penalty 3011.223127 = -1118916.603217 nChanged 540 SP:Iteration 6F (3861.538077 sec): 3 clusters Score: Raw -1122217.854117 + Penalty 3011.223127 = -1119206.630990 nChanged 509 SP:Iteration 7Q (3861.599672 sec): 3 clusters Score: Raw -1122462.419521 + Penalty 3011.223127 = -1119451.196393 nChanged 405 SP:Iteration 8Q (3861.662051 sec): 3 clusters Score: Raw -1122633.698699 + Penalty 3011.223127 = -1119622.475572 nChanged 334 SP:Iteration 9Q (3861.720139 sec): 3 clusters Score: Raw -1122755.902798 + Penalty 3011.223127 = -1119744.679671 nChanged 261 SP:Iteration 10Q (3861.789918 sec): 3 clusters Score: Raw -1122845.755000 + Penalty 3011.223127 = -1119834.531873 nChanged 220 SP:Iteration 11Q (3861.842263 sec): 3 clusters Score: Raw -1122917.722861 + Penalty 3011.223127 = -1119906.499734 nChanged 194 SP:Iteration 12Q (3861.898243 sec): 3 clusters Score: Raw -1122972.919363 + Penalty 3011.223127 = -1119961.696236 nChanged 156 SP:Iteration 13Q (3861.967504 sec): 3 clusters Score: Raw -1123015.504963 + Penalty 3011.223127 = -1120004.281835 nChanged 138 SP:Iteration 14Q (3862.027566 sec): 3 clusters Score: Raw -1123048.371293 + Penalty 3011.223127 = -1120037.148165 nChanged 118 SP:Iteration 15Q (3862.090990 sec): 3 clusters Score: Raw -1123077.199732 + Penalty 3011.223127 = -1120065.976604 nChanged 102 SP:Iteration 16Q (3862.145268 sec): 3 clusters Score: Raw -1123099.306387 + Penalty 3011.223127 = -1120088.083260 nChanged 106 SP:Iteration 17Q (3862.205397 sec): 3 clusters Score: Raw -1123123.785568 + Penalty 3011.223127 = -1120112.562441 nChanged 93 SP:Iteration 18Q (3862.272081 sec): 3 clusters Score: Raw -1123143.256034 + Penalty 3011.223127 = -1120132.032906 nChanged 77 SP:Iteration 19Q (3862.336826 sec): 3 clusters Score: Raw -1123159.259202 + Penalty 3011.223127 = -1120148.036075 nChanged 79 SP:Iteration 20F (3862.400775 sec): 3 clusters Score: Raw -1123178.610369 + Penalty 3011.223127 = -1120167.387242 nChanged 80 SP:Iteration 21Q (3862.452441 sec): 3 clusters Score: Raw -1123201.717343 + Penalty 3011.223127 = -1120190.494216 nChanged 85 SP:Iteration 22Q (3862.521187 sec): 3 clusters Score: Raw -1123222.160170 + Penalty 3011.223127 = -1120210.937043 nChanged 83 SP:Iteration 23Q (3862.579156 sec): 3 clusters Score: Raw -1123246.630613 + Penalty 3011.223127 = -1120235.407486 nChanged 96 SP:Iteration 24Q (3862.641893 sec): 3 clusters Score: Raw -1123281.869829 + Penalty 3011.223127 = -1120270.646701 nChanged 104 SP:Iteration 25Q (3862.702592 sec): 3 clusters Score: Raw -1123321.263595 + Penalty 3011.223127 = -1120310.040468 nChanged 110 SP:Iteration 26Q (3862.767745 sec): 3 clusters Score: Raw -1123368.024971 + Penalty 3011.223127 = -1120356.801844 nChanged 141 SP:Iteration 27Q (3862.828668 sec): 3 clusters Score: Raw -1123425.329413 + Penalty 3011.223127 = -1120414.106286 nChanged 134 SP:Iteration 28Q (3862.889535 sec): 3 clusters Score: Raw -1123476.236741 + Penalty 3011.223127 = -1120465.013614 nChanged 125 SP:Iteration 29Q (3862.954591 sec): 3 clusters Score: Raw -1123519.532790 + Penalty 3011.223127 = -1120508.309663 nChanged 124 SP:Iteration 30Q (3863.018433 sec): 3 clusters Score: Raw -1123570.121243 + Penalty 3011.223127 = -1120558.898115 nChanged 132 SP:Iteration 31Q (3863.082858 sec): 3 clusters Score: Raw -1123622.445841 + Penalty 3011.223127 = -1120611.222714 nChanged 121 SP:Iteration 32Q (3863.152417 sec): 3 clusters Score: Raw -1123666.913951 + Penalty 3011.223127 = -1120655.690824 nChanged 128 SP:Iteration 33Q (3863.206068 sec): 3 clusters Score: Raw -1123707.334510 + Penalty 3011.223127 = -1120696.111382 nChanged 121 SP:Iteration 34Q (3863.258844 sec): 3 clusters Score: Raw -1123747.105102 + Penalty 3011.223127 = -1120735.881974 nChanged 109 SP:Iteration 35Q (3863.297043 sec): 3 clusters Score: Raw -1123784.616495 + Penalty 3011.223127 = -1120773.393368 nChanged 111 SP:Iteration 36Q (3863.364642 sec): 3 clusters Score: Raw -1123824.249893 + Penalty 3011.223127 = -1120813.026766 nChanged 106 SP:Iteration 37Q (3863.423888 sec): 3 clusters Score: Raw -1123861.784502 + Penalty 3011.223127 = -1120850.561375 nChanged 99 SP:Iteration 38Q (3863.482339 sec): 3 clusters Score: Raw -1123895.239240 + Penalty 3011.223127 = -1120884.016113 nChanged 93 SP:Iteration 39Q (3863.549438 sec): 3 clusters Score: Raw -1123926.868459 + Penalty 3011.223127 = -1120915.645331 nChanged 96 SP:Iteration 40F (3863.615008 sec): 3 clusters Score: Raw -1123958.272168 + Penalty 3011.223127 = -1120947.049041 nChanged 82 SP:Iteration 41Q (3863.678145 sec): 3 clusters Score: Raw -1123985.270654 + Penalty 3011.223127 = -1120974.047527 nChanged 88 SP:Iteration 42Q (3863.732311 sec): 3 clusters Score: Raw -1124022.320017 + Penalty 3011.223127 = -1121011.096890 nChanged 101 SP:Iteration 43Q (3863.783866 sec): 3 clusters Score: Raw -1124065.292894 + Penalty 3011.223127 = -1121054.069767 nChanged 116 SP:Iteration 44Q (3863.848675 sec): 3 clusters Score: Raw -1124116.157613 + Penalty 3011.223127 = -1121104.934485 nChanged 97 SP:Iteration 45Q (3863.908439 sec): 3 clusters Score: Raw -1124163.153790 + Penalty 3011.223127 = -1121151.930662 nChanged 96 SP:Iteration 46Q (3863.981244 sec): 3 clusters Score: Raw -1124204.909309 + Penalty 3011.223127 = -1121193.686182 nChanged 95 SP:Iteration 47Q (3864.043538 sec): 3 clusters Score: Raw -1124247.549215 + Penalty 3011.223127 = -1121236.326087 nChanged 88 SP:Iteration 48Q (3864.083722 sec): 3 clusters Score: Raw -1124283.391637 + Penalty 3011.223127 = -1121272.168509 nChanged 80 SP:Iteration 49Q (3864.139943 sec): 3 clusters Score: Raw -1124319.603520 + Penalty 3011.223127 = -1121308.380393 nChanged 89 SP:Iteration 50Q (3864.209906 sec): 3 clusters Score: Raw -1124368.087136 + Penalty 3011.223127 = -1121356.864009 nChanged 73 SP:Iteration 51Q (3864.259685 sec): 3 clusters Score: Raw -1124398.517487 + Penalty 3011.223127 = -1121387.294360 nChanged 68 SP:Iteration 52Q (3864.318297 sec): 3 clusters Score: Raw -1124427.163303 + Penalty 3011.223127 = -1121415.940176 nChanged 53 SP:Iteration 53Q (3864.379679 sec): 3 clusters Score: Raw -1124450.319570 + Penalty 3011.223127 = -1121439.096443 nChanged 36 SP:Iteration 54Q (3864.438118 sec): 3 clusters Score: Raw -1124464.316366 + Penalty 3011.223127 = -1121453.093239 nChanged 29 SP:Iteration 55Q (3864.488225 sec): 3 clusters Score: Raw -1124473.527463 + Penalty 3011.223127 = -1121462.304335 nChanged 21 SP:Iteration 56Q (3864.546057 sec): 3 clusters Score: Raw -1124480.514362 + Penalty 3011.223127 = -1121469.291234 nChanged 26 SP:Iteration 57Q (3864.617616 sec): 3 clusters Score: Raw -1124488.644378 + Penalty 3011.223127 = -1121477.421251 nChanged 24 SP:Iteration 58Q (3864.666277 sec): 3 clusters Score: Raw -1124497.511761 + Penalty 3011.223127 = -1121486.288634 nChanged 26 SP:Iteration 59Q (3864.720302 sec): 3 clusters Score: Raw -1124506.852967 + Penalty 3011.223127 = -1121495.629840 nChanged 20 SP:Iteration 60F (3864.786314 sec): 3 clusters Score: Raw -1124513.879479 + Penalty 3011.223127 = -1121502.656351 nChanged 23 SP:Iteration 61Q (3864.837694 sec): 3 clusters Score: Raw -1124523.619787 + Penalty 3011.223127 = -1121512.396660 nChanged 30 SP:Iteration 62Q (3864.897675 sec): 3 clusters Score: Raw -1124535.116104 + Penalty 3011.223127 = -1121523.892977 nChanged 30 SP:Iteration 63Q (3864.962044 sec): 3 clusters Score: Raw -1124547.228956 + Penalty 3011.223127 = -1121536.005829 nChanged 17 SP:Iteration 64Q (3865.025974 sec): 3 clusters Score: Raw -1124555.433835 + Penalty 3011.223127 = -1121544.210707 nChanged 18 SP:Iteration 65Q (3865.082283 sec): 3 clusters Score: Raw -1124561.600385 + Penalty 3011.223127 = -1121550.377258 nChanged 17 SP:Iteration 66Q (3865.135681 sec): 3 clusters Score: Raw -1124567.849792 + Penalty 3011.223127 = -1121556.626664 nChanged 16 SP:Iteration 67Q (3865.205549 sec): 3 clusters Score: Raw -1124572.252991 + Penalty 3011.223127 = -1121561.029864 nChanged 11 SP:Iteration 68Q (3865.257641 sec): 3 clusters Score: Raw -1124576.282741 + Penalty 3011.223127 = -1121565.059613 nChanged 16 SP:Iteration 69Q (3865.321086 sec): 3 clusters Score: Raw -1124581.016753 + Penalty 3011.223127 = -1121569.793625 nChanged 17 SP:Iteration 70Q (3865.371272 sec): 3 clusters Score: Raw -1124587.094242 + Penalty 3011.223127 = -1121575.871115 nChanged 15 SP:Iteration 71Q (3865.431122 sec): 3 clusters Score: Raw -1124591.888821 + Penalty 3011.223127 = -1121580.665694 nChanged 13 SP:Iteration 72Q (3865.499688 sec): 3 clusters Score: Raw -1124596.257394 + Penalty 3011.223127 = -1121585.034267 nChanged 10 SP:Iteration 73Q (3865.564013 sec): 3 clusters Score: Raw -1124599.525293 + Penalty 3011.223127 = -1121588.302166 nChanged 9 SP:Iteration 74Q (3865.616851 sec): 3 clusters Score: Raw -1124603.748907 + Penalty 3011.223127 = -1121592.525780 nChanged 11 SP:Iteration 75Q (3865.667462 sec): 3 clusters Score: Raw -1124610.295268 + Penalty 3011.223127 = -1121599.072140 nChanged 9 SP:Iteration 76Q (3865.734327 sec): 3 clusters Score: Raw -1124614.618378 + Penalty 3011.223127 = -1121603.395251 nChanged 12 SP:Iteration 77Q (3865.794626 sec): 3 clusters Score: Raw -1124622.224163 + Penalty 3011.223127 = -1121611.001035 nChanged 14 SP:Iteration 78Q (3865.852232 sec): 3 clusters Score: Raw -1124631.809354 + Penalty 3011.223127 = -1121620.586227 nChanged 18 SP:Iteration 79Q (3865.907685 sec): 3 clusters Score: Raw -1124643.583046 + Penalty 3011.223127 = -1121632.359918 nChanged 13 SP:Iteration 80F (3865.966098 sec): 3 clusters Score: Raw -1124651.645556 + Penalty 3011.223127 = -1121640.422429 nChanged 12 SP:Iteration 81Q (3866.022714 sec): 3 clusters Score: Raw -1124657.168569 + Penalty 3011.223127 = -1121645.945442 nChanged 8 SP:Iteration 82Q (3866.081584 sec): 3 clusters Score: Raw -1124661.421580 + Penalty 3011.223127 = -1121650.198452 nChanged 8 SP:Iteration 83Q (3866.147484 sec): 3 clusters Score: Raw -1124665.813412 + Penalty 3011.223127 = -1121654.590284 nChanged 9 SP:Iteration 84Q (3866.207357 sec): 3 clusters Score: Raw -1124670.018000 + Penalty 3011.223127 = -1121658.794873 nChanged 4 SP:Iteration 85Q (3866.255487 sec): 3 clusters Score: Raw -1124671.039528 + Penalty 3011.223127 = -1121659.816401 nChanged 2 SP:Iteration 86Q (3866.325126 sec): 3 clusters Score: Raw -1124671.565627 + Penalty 3011.223127 = -1121660.342500 nChanged 2 SP:Iteration 87Q (3866.377096 sec): 3 clusters Score: Raw -1124672.471518 + Penalty 3011.223127 = -1121661.248390 nChanged 0 SP:Iteration 88F (3866.430356 sec): 3 clusters Score: Raw -1124672.471518 + Penalty 3011.223127 = -1121661.248390 nChanged 0 Trying to split cluster 7 (10777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3866.465742 sec): 2 clusters Score: Raw -1137064.066526 + Penalty 1508.840046 = -1135555.226480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3866.530331 sec): 3 clusters Score: Raw -1130907.995610 + Penalty 3017.680092 = -1127890.315518 nChanged 4703 SP:Iteration 1F (3866.590497 sec): 3 clusters Score: Raw -1133332.013267 + Penalty 3017.680092 = -1130314.333175 nChanged 683 SP:Iteration 2F (3866.658173 sec): 3 clusters Score: Raw -1133666.192084 + Penalty 3017.680092 = -1130648.511993 nChanged 618 SP:Iteration 3F (3866.720530 sec): 3 clusters Score: Raw -1134027.067585 + Penalty 3017.680092 = -1131009.387494 nChanged 617 SP:Iteration 4F (3866.775142 sec): 3 clusters Score: Raw -1134451.212466 + Penalty 3017.680092 = -1131433.532374 nChanged 638 SP:Iteration 5F (3866.838093 sec): 3 clusters Score: Raw -1134999.009616 + Penalty 3017.680092 = -1131981.329525 nChanged 715 SP:Iteration 6F (3866.895323 sec): 3 clusters Score: Raw -1135657.791612 + Penalty 3017.680092 = -1132640.111521 nChanged 732 SP:Iteration 7F (3866.953851 sec): 3 clusters Score: Raw -1136469.281721 + Penalty 3017.680092 = -1133451.601630 nChanged 695 SP:Iteration 8F (3867.017528 sec): 3 clusters Score: Raw -1137144.888724 + Penalty 3017.680092 = -1134127.208632 nChanged 552 SP:Iteration 9F (3867.081365 sec): 3 clusters Score: Raw -1137581.212156 + Penalty 3017.680092 = -1134563.532065 nChanged 394 SP:Iteration 10Q (3867.146139 sec): 3 clusters Score: Raw -1137860.632444 + Penalty 3017.680092 = -1134842.952352 nChanged 319 SP:Iteration 11Q (3867.205522 sec): 3 clusters Score: Raw -1138105.083120 + Penalty 3017.680092 = -1135087.403028 nChanged 245 SP:Iteration 12Q (3867.267862 sec): 3 clusters Score: Raw -1138303.071314 + Penalty 3017.680092 = -1135285.391222 nChanged 215 SP:Iteration 13Q (3867.337312 sec): 3 clusters Score: Raw -1138441.712769 + Penalty 3017.680092 = -1135424.032677 nChanged 155 SP:Iteration 14Q (3867.385503 sec): 3 clusters Score: Raw -1138504.707785 + Penalty 3017.680092 = -1135487.027694 nChanged 95 SP:Iteration 15Q (3867.442305 sec): 3 clusters Score: Raw -1138535.843720 + Penalty 3017.680092 = -1135518.163628 nChanged 42 SP:Iteration 16Q (3867.502481 sec): 3 clusters Score: Raw -1138546.175627 + Penalty 3017.680092 = -1135528.495535 nChanged 31 SP:Iteration 17Q (3867.573606 sec): 3 clusters Score: Raw -1138552.760551 + Penalty 3017.680092 = -1135535.080460 nChanged 20 SP:Iteration 18Q (3867.623735 sec): 3 clusters Score: Raw -1138555.890639 + Penalty 3017.680092 = -1135538.210548 nChanged 23 SP:Iteration 19Q (3867.683895 sec): 3 clusters Score: Raw -1138558.907513 + Penalty 3017.680092 = -1135541.227421 nChanged 21 SP:Iteration 20F (3867.749274 sec): 3 clusters Score: Raw -1138562.862068 + Penalty 3017.680092 = -1135545.181976 nChanged 21 SP:Iteration 21Q (3867.807310 sec): 3 clusters Score: Raw -1138566.823618 + Penalty 3017.680092 = -1135549.143526 nChanged 22 SP:Iteration 22Q (3867.860497 sec): 3 clusters Score: Raw -1138569.947983 + Penalty 3017.680092 = -1135552.267892 nChanged 14 SP:Iteration 23Q (3867.921902 sec): 3 clusters Score: Raw -1138572.101201 + Penalty 3017.680092 = -1135554.421109 nChanged 14 SP:Iteration 24Q (3867.981434 sec): 3 clusters Score: Raw -1138573.910565 + Penalty 3017.680092 = -1135556.230474 nChanged 9 SP:Iteration 25Q (3868.039290 sec): 3 clusters Score: Raw -1138575.204562 + Penalty 3017.680092 = -1135557.524471 nChanged 8 SP:Iteration 26Q (3868.093924 sec): 3 clusters Score: Raw -1138576.520303 + Penalty 3017.680092 = -1135558.840211 nChanged 14 SP:Iteration 27Q (3868.146717 sec): 3 clusters Score: Raw -1138578.632201 + Penalty 3017.680092 = -1135560.952109 nChanged 14 SP:Iteration 28Q (3868.202806 sec): 3 clusters Score: Raw -1138579.982607 + Penalty 3017.680092 = -1135562.302515 nChanged 9 SP:Iteration 29Q (3868.270335 sec): 3 clusters Score: Raw -1138580.826774 + Penalty 3017.680092 = -1135563.146683 nChanged 5 SP:Iteration 30Q (3868.323372 sec): 3 clusters Score: Raw -1138581.330538 + Penalty 3017.680092 = -1135563.650446 nChanged 7 SP:Iteration 31Q (3868.390221 sec): 3 clusters Score: Raw -1138582.493953 + Penalty 3017.680092 = -1135564.813861 nChanged 8 SP:Iteration 32Q (3868.441688 sec): 3 clusters Score: Raw -1138583.391211 + Penalty 3017.680092 = -1135565.711119 nChanged 8 SP:Iteration 33Q (3868.504292 sec): 3 clusters Score: Raw -1138584.428809 + Penalty 3017.680092 = -1135566.748718 nChanged 9 SP:Iteration 34Q (3868.564625 sec): 3 clusters Score: Raw -1138585.433123 + Penalty 3017.680092 = -1135567.753032 nChanged 8 SP:Iteration 35Q (3868.623926 sec): 3 clusters Score: Raw -1138586.087860 + Penalty 3017.680092 = -1135568.407768 nChanged 4 SP:Iteration 36Q (3868.685619 sec): 3 clusters Score: Raw -1138586.334965 + Penalty 3017.680092 = -1135568.654873 nChanged 3 SP:Iteration 37Q (3868.744088 sec): 3 clusters Score: Raw -1138586.690781 + Penalty 3017.680092 = -1135569.010689 nChanged 4 SP:Iteration 38Q (3868.800670 sec): 3 clusters Score: Raw -1138587.089655 + Penalty 3017.680092 = -1135569.409564 nChanged 3 SP:Iteration 39Q (3868.868155 sec): 3 clusters Score: Raw -1138587.388351 + Penalty 3017.680092 = -1135569.708259 nChanged 3 SP:Iteration 40F (3868.939652 sec): 3 clusters Score: Raw -1138587.616722 + Penalty 3017.680092 = -1135569.936630 nChanged 3 SP:Iteration 41Q (3868.991968 sec): 3 clusters Score: Raw -1138587.855420 + Penalty 3017.680092 = -1135570.175328 nChanged 1 SP:Iteration 42Q (3869.052486 sec): 3 clusters Score: Raw -1138587.917601 + Penalty 3017.680092 = -1135570.237509 nChanged 2 SP:Iteration 43Q (3869.112573 sec): 3 clusters Score: Raw -1138588.270725 + Penalty 3017.680092 = -1135570.590634 nChanged 1 SP:Iteration 44Q (3869.181338 sec): 3 clusters Score: Raw -1138588.313773 + Penalty 3017.680092 = -1135570.633681 nChanged 1 SP:Iteration 45Q (3869.242998 sec): 3 clusters Score: Raw -1138588.374614 + Penalty 3017.680092 = -1135570.694522 nChanged 0 SP:Iteration 46F (3869.301398 sec): 3 clusters Score: Raw -1138588.374614 + Penalty 3017.680092 = -1135570.694522 nChanged 0 Score: Raw -50089300.094223 + Penalty 97976.798046 = -49991323.296177 Splitting cluster 7 changes total score from -49991928.750947 to -49991323.296177 So it's not getting split. Trying to split cluster 8 (25030 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3883.829157 sec): 2 clusters Score: Raw -2592089.847403 + Penalty 1645.772437 = -2590444.074966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3883.920512 sec): 3 clusters Score: Raw -2576757.116208 + Penalty 3291.544875 = -2573465.571333 nChanged 11461 SP:Iteration 1F (3883.998267 sec): 3 clusters Score: Raw -2583450.515330 + Penalty 3291.544875 = -2580158.970455 nChanged 1500 SP:Iteration 2F (3884.075526 sec): 3 clusters Score: Raw -2584264.612624 + Penalty 3291.544875 = -2580973.067749 nChanged 1438 SP:Iteration 3F (3884.163291 sec): 3 clusters Score: Raw -2585130.267912 + Penalty 3291.544875 = -2581838.723037 nChanged 1459 SP:Iteration 4F (3884.246362 sec): 3 clusters Score: Raw -2586076.428224 + Penalty 3291.544875 = -2582784.883349 nChanged 1428 SP:Iteration 5F (3884.321579 sec): 3 clusters Score: Raw -2587064.168785 + Penalty 3291.544875 = -2583772.623910 nChanged 1390 SP:Iteration 6F (3884.412068 sec): 3 clusters Score: Raw -2588001.190859 + Penalty 3291.544875 = -2584709.645984 nChanged 1246 SP:Iteration 7Q (3884.495938 sec): 3 clusters Score: Raw -2588859.914101 + Penalty 3291.544875 = -2585568.369227 nChanged 1127 SP:Iteration 8Q (3884.579075 sec): 3 clusters Score: Raw -2589608.064667 + Penalty 3291.544875 = -2586316.519792 nChanged 955 SP:Iteration 9Q (3884.669208 sec): 3 clusters Score: Raw -2590206.582312 + Penalty 3291.544875 = -2586915.037437 nChanged 809 SP:Iteration 10Q (3884.752522 sec): 3 clusters Score: Raw -2590710.204815 + Penalty 3291.544875 = -2587418.659940 nChanged 667 SP:Iteration 11Q (3884.828459 sec): 3 clusters Score: Raw -2591098.878020 + Penalty 3291.544875 = -2587807.333145 nChanged 544 SP:Iteration 12Q (3884.908799 sec): 3 clusters Score: Raw -2591398.829432 + Penalty 3291.544875 = -2588107.284557 nChanged 458 SP:Iteration 13Q (3884.988335 sec): 3 clusters Score: Raw -2591637.290951 + Penalty 3291.544875 = -2588345.746076 nChanged 394 SP:Iteration 14Q (3885.072063 sec): 3 clusters Score: Raw -2591856.042508 + Penalty 3291.544875 = -2588564.497633 nChanged 338 SP:Iteration 15Q (3885.158578 sec): 3 clusters Score: Raw -2592016.121324 + Penalty 3291.544875 = -2588724.576449 nChanged 260 SP:Iteration 16Q (3885.242783 sec): 3 clusters Score: Raw -2592114.609942 + Penalty 3291.544875 = -2588823.065067 nChanged 193 SP:Iteration 17Q (3885.318515 sec): 3 clusters Score: Raw -2592181.608667 + Penalty 3291.544875 = -2588890.063792 nChanged 158 SP:Iteration 18Q (3885.401779 sec): 3 clusters Score: Raw -2592235.911686 + Penalty 3291.544875 = -2588944.366811 nChanged 151 SP:Iteration 19Q (3885.474178 sec): 3 clusters Score: Raw -2592287.727713 + Penalty 3291.544875 = -2588996.182838 nChanged 141 SP:Iteration 20F (3885.563223 sec): 3 clusters Score: Raw -2592332.436963 + Penalty 3291.544875 = -2589040.892088 nChanged 121 SP:Iteration 21Q (3885.630838 sec): 3 clusters Score: Raw -2592364.272401 + Penalty 3291.544875 = -2589072.727526 nChanged 84 SP:Iteration 22Q (3885.711031 sec): 3 clusters Score: Raw -2592385.761810 + Penalty 3291.544875 = -2589094.216935 nChanged 81 SP:Iteration 23Q (3885.785636 sec): 3 clusters Score: Raw -2592407.039880 + Penalty 3291.544875 = -2589115.495005 nChanged 74 SP:Iteration 24Q (3885.866020 sec): 3 clusters Score: Raw -2592426.676435 + Penalty 3291.544875 = -2589135.131560 nChanged 76 SP:Iteration 25Q (3885.943635 sec): 3 clusters Score: Raw -2592448.604157 + Penalty 3291.544875 = -2589157.059282 nChanged 69 SP:Iteration 26Q (3886.013972 sec): 3 clusters Score: Raw -2592465.037636 + Penalty 3291.544875 = -2589173.492761 nChanged 50 SP:Iteration 27Q (3886.090929 sec): 3 clusters Score: Raw -2592477.083123 + Penalty 3291.544875 = -2589185.538249 nChanged 47 SP:Iteration 28Q (3886.175232 sec): 3 clusters Score: Raw -2592488.919586 + Penalty 3291.544875 = -2589197.374711 nChanged 39 SP:Iteration 29Q (3886.249890 sec): 3 clusters Score: Raw -2592497.706773 + Penalty 3291.544875 = -2589206.161898 nChanged 36 SP:Iteration 30Q (3886.325816 sec): 3 clusters Score: Raw -2592505.984452 + Penalty 3291.544875 = -2589214.439577 nChanged 35 SP:Iteration 31Q (3886.400788 sec): 3 clusters Score: Raw -2592513.970605 + Penalty 3291.544875 = -2589222.425730 nChanged 34 SP:Iteration 32Q (3886.484701 sec): 3 clusters Score: Raw -2592520.714547 + Penalty 3291.544875 = -2589229.169672 nChanged 31 SP:Iteration 33Q (3886.563243 sec): 3 clusters Score: Raw -2592526.288123 + Penalty 3291.544875 = -2589234.743248 nChanged 17 SP:Iteration 34Q (3886.631895 sec): 3 clusters Score: Raw -2592529.958872 + Penalty 3291.544875 = -2589238.413997 nChanged 17 SP:Iteration 35Q (3886.722040 sec): 3 clusters Score: Raw -2592533.861556 + Penalty 3291.544875 = -2589242.316681 nChanged 21 SP:Iteration 36Q (3886.803122 sec): 3 clusters Score: Raw -2592537.571899 + Penalty 3291.544875 = -2589246.027024 nChanged 16 SP:Iteration 37Q (3886.877394 sec): 3 clusters Score: Raw -2592539.706516 + Penalty 3291.544875 = -2589248.161641 nChanged 13 SP:Iteration 38Q (3886.958693 sec): 3 clusters Score: Raw -2592542.289615 + Penalty 3291.544875 = -2589250.744740 nChanged 13 SP:Iteration 39Q (3887.030782 sec): 3 clusters Score: Raw -2592544.237498 + Penalty 3291.544875 = -2589252.692623 nChanged 5 SP:Iteration 40F (3887.120726 sec): 3 clusters Score: Raw -2592544.993429 + Penalty 3291.544875 = -2589253.448554 nChanged 3 SP:Iteration 41Q (3887.193935 sec): 3 clusters Score: Raw -2592545.504035 + Penalty 3291.544875 = -2589253.959160 nChanged 5 SP:Iteration 42Q (3887.263999 sec): 3 clusters Score: Raw -2592546.787025 + Penalty 3291.544875 = -2589255.242150 nChanged 7 SP:Iteration 43Q (3887.348746 sec): 3 clusters Score: Raw -2592547.776942 + Penalty 3291.544875 = -2589256.232067 nChanged 3 SP:Iteration 44Q (3887.420226 sec): 3 clusters Score: Raw -2592548.283078 + Penalty 3291.544875 = -2589256.738203 nChanged 3 SP:Iteration 45Q (3887.498358 sec): 3 clusters Score: Raw -2592548.629687 + Penalty 3291.544875 = -2589257.084812 nChanged 2 SP:Iteration 46Q (3887.574613 sec): 3 clusters Score: Raw -2592549.053007 + Penalty 3291.544875 = -2589257.508132 nChanged 1 SP:Iteration 47Q (3887.651848 sec): 3 clusters Score: Raw -2592549.303188 + Penalty 3291.544875 = -2589257.758313 nChanged 3 SP:Iteration 48Q (3887.731461 sec): 3 clusters Score: Raw -2592549.555309 + Penalty 3291.544875 = -2589258.010434 nChanged 3 SP:Iteration 49Q (3887.806093 sec): 3 clusters Score: Raw -2592549.798854 + Penalty 3291.544875 = -2589258.253979 nChanged 4 SP:Iteration 50Q (3887.876600 sec): 3 clusters Score: Raw -2592550.437512 + Penalty 3291.544875 = -2589258.892637 nChanged 2 SP:Iteration 51Q (3887.952049 sec): 3 clusters Score: Raw -2592550.970074 + Penalty 3291.544875 = -2589259.425199 nChanged 1 SP:Iteration 52Q (3888.037204 sec): 3 clusters Score: Raw -2592551.011606 + Penalty 3291.544875 = -2589259.466731 nChanged 0 SP:Iteration 53F (3888.111226 sec): 3 clusters Score: Raw -2592551.011606 + Penalty 3291.544875 = -2589259.466731 nChanged 0 Trying to split cluster 9 (12801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3888.156709 sec): 2 clusters Score: Raw -1289611.914980 + Penalty 1536.807768 = -1288075.107212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3888.222079 sec): 3 clusters Score: Raw -1282142.751734 + Penalty 3073.615536 = -1279069.136198 nChanged 5633 SP:Iteration 1F (3888.285326 sec): 3 clusters Score: Raw -1285362.205256 + Penalty 3073.615536 = -1282288.589720 nChanged 774 SP:Iteration 2F (3888.348795 sec): 3 clusters Score: Raw -1285788.868167 + Penalty 3073.615536 = -1282715.252631 nChanged 786 SP:Iteration 3F (3888.416042 sec): 3 clusters Score: Raw -1286221.418070 + Penalty 3073.615536 = -1283147.802534 nChanged 730 SP:Iteration 4F (3888.473750 sec): 3 clusters Score: Raw -1286630.978339 + Penalty 3073.615536 = -1283557.362803 nChanged 670 SP:Iteration 5F (3888.543691 sec): 3 clusters Score: Raw -1287003.354018 + Penalty 3073.615536 = -1283929.738482 nChanged 618 SP:Iteration 6Q (3888.609540 sec): 3 clusters Score: Raw -1287345.219548 + Penalty 3073.615536 = -1284271.604012 nChanged 557 SP:Iteration 7Q (3888.669193 sec): 3 clusters Score: Raw -1287624.207921 + Penalty 3073.615536 = -1284550.592385 nChanged 520 SP:Iteration 8Q (3888.736704 sec): 3 clusters Score: Raw -1287887.135258 + Penalty 3073.615536 = -1284813.519722 nChanged 439 SP:Iteration 9Q (3888.801845 sec): 3 clusters Score: Raw -1288113.332426 + Penalty 3073.615536 = -1285039.716890 nChanged 419 SP:Iteration 10Q (3888.875523 sec): 3 clusters Score: Raw -1288342.120373 + Penalty 3073.615536 = -1285268.504837 nChanged 370 SP:Iteration 11Q (3888.934306 sec): 3 clusters Score: Raw -1288525.028552 + Penalty 3073.615536 = -1285451.413016 nChanged 335 SP:Iteration 12Q (3889.006080 sec): 3 clusters Score: Raw -1288703.205194 + Penalty 3073.615536 = -1285629.589658 nChanged 304 SP:Iteration 13Q (3889.062822 sec): 3 clusters Score: Raw -1288854.208592 + Penalty 3073.615536 = -1285780.593056 nChanged 293 SP:Iteration 14Q (3889.128218 sec): 3 clusters Score: Raw -1289000.171180 + Penalty 3073.615536 = -1285926.555644 nChanged 235 SP:Iteration 15Q (3889.194875 sec): 3 clusters Score: Raw -1289103.348558 + Penalty 3073.615536 = -1286029.733022 nChanged 209 SP:Iteration 16Q (3889.264112 sec): 3 clusters Score: Raw -1289174.090860 + Penalty 3073.615536 = -1286100.475324 nChanged 170 SP:Iteration 17Q (3889.320112 sec): 3 clusters Score: Raw -1289229.429473 + Penalty 3073.615536 = -1286155.813937 nChanged 139 SP:Iteration 18Q (3889.383163 sec): 3 clusters Score: Raw -1289270.090852 + Penalty 3073.615536 = -1286196.475316 nChanged 111 SP:Iteration 19Q (3889.456007 sec): 3 clusters Score: Raw -1289295.444659 + Penalty 3073.615536 = -1286221.829123 nChanged 84 SP:Iteration 20F (3889.520441 sec): 3 clusters Score: Raw -1289315.249970 + Penalty 3073.615536 = -1286241.634434 nChanged 68 SP:Iteration 21Q (3889.577299 sec): 3 clusters Score: Raw -1289329.678128 + Penalty 3073.615536 = -1286256.062592 nChanged 62 SP:Iteration 22Q (3889.637321 sec): 3 clusters Score: Raw -1289343.763227 + Penalty 3073.615536 = -1286270.147691 nChanged 66 SP:Iteration 23Q (3889.706488 sec): 3 clusters Score: Raw -1289357.688912 + Penalty 3073.615536 = -1286284.073376 nChanged 67 SP:Iteration 24Q (3889.760704 sec): 3 clusters Score: Raw -1289372.296289 + Penalty 3073.615536 = -1286298.680753 nChanged 60 SP:Iteration 25Q (3889.829232 sec): 3 clusters Score: Raw -1289382.841068 + Penalty 3073.615536 = -1286309.225532 nChanged 38 SP:Iteration 26Q (3889.891594 sec): 3 clusters Score: Raw -1289388.946936 + Penalty 3073.615536 = -1286315.331400 nChanged 37 SP:Iteration 27Q (3889.960514 sec): 3 clusters Score: Raw -1289394.033304 + Penalty 3073.615536 = -1286320.417768 nChanged 30 SP:Iteration 28Q (3890.014627 sec): 3 clusters Score: Raw -1289399.010967 + Penalty 3073.615536 = -1286325.395431 nChanged 35 SP:Iteration 29Q (3890.078623 sec): 3 clusters Score: Raw -1289402.580046 + Penalty 3073.615536 = -1286328.964511 nChanged 24 SP:Iteration 30Q (3890.144036 sec): 3 clusters Score: Raw -1289405.685278 + Penalty 3073.615536 = -1286332.069742 nChanged 27 SP:Iteration 31Q (3890.208381 sec): 3 clusters Score: Raw -1289409.572572 + Penalty 3073.615536 = -1286335.957036 nChanged 27 SP:Iteration 32Q (3890.282300 sec): 3 clusters Score: Raw -1289412.341824 + Penalty 3073.615536 = -1286338.726288 nChanged 22 SP:Iteration 33Q (3890.337254 sec): 3 clusters Score: Raw -1289414.509246 + Penalty 3073.615536 = -1286340.893710 nChanged 12 SP:Iteration 34Q (3890.398759 sec): 3 clusters Score: Raw -1289415.492570 + Penalty 3073.615536 = -1286341.877035 nChanged 9 SP:Iteration 35Q (3890.460619 sec): 3 clusters Score: Raw -1289416.282751 + Penalty 3073.615536 = -1286342.667215 nChanged 11 SP:Iteration 36Q (3890.539353 sec): 3 clusters Score: Raw -1289417.376694 + Penalty 3073.615536 = -1286343.761158 nChanged 14 SP:Iteration 37Q (3890.604305 sec): 3 clusters Score: Raw -1289418.626998 + Penalty 3073.615536 = -1286345.011462 nChanged 12 SP:Iteration 38Q (3890.670870 sec): 3 clusters Score: Raw -1289419.914142 + Penalty 3073.615536 = -1286346.298606 nChanged 15 SP:Iteration 39Q (3890.726758 sec): 3 clusters Score: Raw -1289421.595815 + Penalty 3073.615536 = -1286347.980280 nChanged 10 SP:Iteration 40F (3890.801593 sec): 3 clusters Score: Raw -1289422.456883 + Penalty 3073.615536 = -1286348.841347 nChanged 5 SP:Iteration 41Q (3890.861933 sec): 3 clusters Score: Raw -1289422.763401 + Penalty 3073.615536 = -1286349.147865 nChanged 2 SP:Iteration 42Q (3890.929386 sec): 3 clusters Score: Raw -1289423.021627 + Penalty 3073.615536 = -1286349.406091 nChanged 4 SP:Iteration 43Q (3890.993032 sec): 3 clusters Score: Raw -1289423.496829 + Penalty 3073.615536 = -1286349.881293 nChanged 8 SP:Iteration 44Q (3891.047007 sec): 3 clusters Score: Raw -1289424.214702 + Penalty 3073.615536 = -1286350.599166 nChanged 8 SP:Iteration 45Q (3891.122110 sec): 3 clusters Score: Raw -1289424.970104 + Penalty 3073.615536 = -1286351.354569 nChanged 6 SP:Iteration 46Q (3891.180863 sec): 3 clusters Score: Raw -1289425.499165 + Penalty 3073.615536 = -1286351.883629 nChanged 4 SP:Iteration 47Q (3891.239326 sec): 3 clusters Score: Raw -1289425.908681 + Penalty 3073.615536 = -1286352.293145 nChanged 4 SP:Iteration 48Q (3891.304285 sec): 3 clusters Score: Raw -1289426.160269 + Penalty 3073.615536 = -1286352.544733 nChanged 5 SP:Iteration 49Q (3891.366833 sec): 3 clusters Score: Raw -1289426.393093 + Penalty 3073.615536 = -1286352.777557 nChanged 3 SP:Iteration 50Q (3891.432517 sec): 3 clusters Score: Raw -1289426.946267 + Penalty 3073.615536 = -1286353.330731 nChanged 9 SP:Iteration 51Q (3891.501325 sec): 3 clusters Score: Raw -1289427.790568 + Penalty 3073.615536 = -1286354.175032 nChanged 9 SP:Iteration 52Q (3891.569073 sec): 3 clusters Score: Raw -1289428.867342 + Penalty 3073.615536 = -1286355.251807 nChanged 12 SP:Iteration 53Q (3891.626692 sec): 3 clusters Score: Raw -1289430.094550 + Penalty 3073.615536 = -1286356.479014 nChanged 9 SP:Iteration 54Q (3891.698428 sec): 3 clusters Score: Raw -1289430.982390 + Penalty 3073.615536 = -1286357.366854 nChanged 7 SP:Iteration 55Q (3891.752157 sec): 3 clusters Score: Raw -1289431.852055 + Penalty 3073.615536 = -1286358.236519 nChanged 9 SP:Iteration 56Q (3891.824498 sec): 3 clusters Score: Raw -1289432.555509 + Penalty 3073.615536 = -1286358.939973 nChanged 7 SP:Iteration 57Q (3891.879066 sec): 3 clusters Score: Raw -1289433.244902 + Penalty 3073.615536 = -1286359.629366 nChanged 6 SP:Iteration 58Q (3891.946341 sec): 3 clusters Score: Raw -1289433.779483 + Penalty 3073.615536 = -1286360.163948 nChanged 7 SP:Iteration 59Q (3892.009959 sec): 3 clusters Score: Raw -1289434.547204 + Penalty 3073.615536 = -1286360.931668 nChanged 5 SP:Iteration 60F (3892.079158 sec): 3 clusters Score: Raw -1289434.993756 + Penalty 3073.615536 = -1286361.378220 nChanged 5 SP:Iteration 61Q (3892.143417 sec): 3 clusters Score: Raw -1289435.646004 + Penalty 3073.615536 = -1286362.030468 nChanged 5 SP:Iteration 62Q (3892.203247 sec): 3 clusters Score: Raw -1289435.990720 + Penalty 3073.615536 = -1286362.375185 nChanged 4 SP:Iteration 63Q (3892.265299 sec): 3 clusters Score: Raw -1289436.275602 + Penalty 3073.615536 = -1286362.660066 nChanged 5 SP:Iteration 64Q (3892.321763 sec): 3 clusters Score: Raw -1289436.803388 + Penalty 3073.615536 = -1286363.187852 nChanged 6 SP:Iteration 65Q (3892.390566 sec): 3 clusters Score: Raw -1289437.545437 + Penalty 3073.615536 = -1286363.929901 nChanged 7 SP:Iteration 66Q (3892.446008 sec): 3 clusters Score: Raw -1289438.247493 + Penalty 3073.615536 = -1286364.631957 nChanged 6 SP:Iteration 67Q (3892.510128 sec): 3 clusters Score: Raw -1289438.794496 + Penalty 3073.615536 = -1286365.178960 nChanged 5 SP:Iteration 68Q (3892.587354 sec): 3 clusters Score: Raw -1289439.444448 + Penalty 3073.615536 = -1286365.828912 nChanged 6 SP:Iteration 69Q (3892.643958 sec): 3 clusters Score: Raw -1289439.983383 + Penalty 3073.615536 = -1286366.367848 nChanged 7 SP:Iteration 70Q (3892.701405 sec): 3 clusters Score: Raw -1289440.547538 + Penalty 3073.615536 = -1286366.932002 nChanged 6 SP:Iteration 71Q (3892.763813 sec): 3 clusters Score: Raw -1289440.960068 + Penalty 3073.615536 = -1286367.344532 nChanged 5 SP:Iteration 72Q (3892.827265 sec): 3 clusters Score: Raw -1289441.419752 + Penalty 3073.615536 = -1286367.804216 nChanged 6 SP:Iteration 73Q (3892.890106 sec): 3 clusters Score: Raw -1289442.123754 + Penalty 3073.615536 = -1286368.508218 nChanged 7 SP:Iteration 74Q (3892.965359 sec): 3 clusters Score: Raw -1289442.627526 + Penalty 3073.615536 = -1286369.011990 nChanged 5 SP:Iteration 75Q (3893.022331 sec): 3 clusters Score: Raw -1289443.053050 + Penalty 3073.615536 = -1286369.437514 nChanged 4 SP:Iteration 76Q (3893.087081 sec): 3 clusters Score: Raw -1289443.440915 + Penalty 3073.615536 = -1286369.825379 nChanged 0 SP:Iteration 77F (3893.147096 sec): 3 clusters Score: Raw -1289443.440915 + Penalty 3073.615536 = -1286369.825379 nChanged 0 Trying to split cluster 10 (1778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3893.169398 sec): 2 clusters Score: Raw -172668.067465 + Penalty 1216.027218 = -171452.040247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3893.210176 sec): 3 clusters Score: Raw -171932.984985 + Penalty 2432.054435 = -169500.930550 nChanged 621 SP:Iteration 1F (3893.246771 sec): 3 clusters Score: Raw -172296.507668 + Penalty 2432.054435 = -169864.453232 nChanged 137 SP:Iteration 2F (3893.282045 sec): 3 clusters Score: Raw -172411.691168 + Penalty 2432.054435 = -169979.636733 nChanged 109 SP:Iteration 3F (3893.321545 sec): 3 clusters Score: Raw -172504.069474 + Penalty 2432.054435 = -170072.015039 nChanged 67 SP:Iteration 4Q (3893.364453 sec): 3 clusters Score: Raw -172551.726692 + Penalty 2432.054435 = -170119.672257 nChanged 41 SP:Iteration 5Q (3893.415383 sec): 3 clusters Score: Raw -172579.209843 + Penalty 2432.054435 = -170147.155407 nChanged 28 SP:Iteration 6Q (3893.461014 sec): 3 clusters Score: Raw -172598.220604 + Penalty 2432.054435 = -170166.166168 nChanged 28 SP:Iteration 7Q (3893.497323 sec): 3 clusters Score: Raw -172613.147776 + Penalty 2432.054435 = -170181.093340 nChanged 16 SP:Iteration 8Q (3893.543274 sec): 3 clusters Score: Raw -172620.503625 + Penalty 2432.054435 = -170188.449190 nChanged 11 SP:Iteration 9Q (3893.589613 sec): 3 clusters Score: Raw -172625.002586 + Penalty 2432.054435 = -170192.948151 nChanged 6 SP:Iteration 10Q (3893.637578 sec): 3 clusters Score: Raw -172628.655172 + Penalty 2432.054435 = -170196.600737 nChanged 8 SP:Iteration 11Q (3893.684895 sec): 3 clusters Score: Raw -172632.668931 + Penalty 2432.054435 = -170200.614496 nChanged 5 SP:Iteration 12Q (3893.722100 sec): 3 clusters Score: Raw -172634.632284 + Penalty 2432.054435 = -170202.577848 nChanged 4 SP:Iteration 13Q (3893.760667 sec): 3 clusters Score: Raw -172636.229574 + Penalty 2432.054435 = -170204.175138 nChanged 5 SP:Iteration 14Q (3893.797573 sec): 3 clusters Score: Raw -172638.304897 + Penalty 2432.054435 = -170206.250462 nChanged 4 SP:Iteration 15Q (3893.849546 sec): 3 clusters Score: Raw -172640.243848 + Penalty 2432.054435 = -170208.189412 nChanged 3 SP:Iteration 16Q (3893.883262 sec): 3 clusters Score: Raw -172641.756647 + Penalty 2432.054435 = -170209.702212 nChanged 6 SP:Iteration 17Q (3893.935432 sec): 3 clusters Score: Raw -172643.825804 + Penalty 2432.054435 = -170211.771369 nChanged 2 SP:Iteration 18Q (3893.974147 sec): 3 clusters Score: Raw -172644.969967 + Penalty 2432.054435 = -170212.915532 nChanged 3 SP:Iteration 19Q (3894.018749 sec): 3 clusters Score: Raw -172646.116133 + Penalty 2432.054435 = -170214.061698 nChanged 3 SP:Iteration 20F (3894.058703 sec): 3 clusters Score: Raw -172647.468778 + Penalty 2432.054435 = -170215.414343 nChanged 3 SP:Iteration 21Q (3894.103168 sec): 3 clusters Score: Raw -172648.622287 + Penalty 2432.054435 = -170216.567852 nChanged 1 SP:Iteration 22Q (3894.147187 sec): 3 clusters Score: Raw -172649.044122 + Penalty 2432.054435 = -170216.989686 nChanged 0 SP:Iteration 23F (3894.191563 sec): 3 clusters Score: Raw -172649.044122 + Penalty 2432.054435 = -170216.989686 nChanged 0 Trying to split cluster 11 (15389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3894.232517 sec): 2 clusters Score: Raw -1685806.984792 + Penalty 1566.728840 = -1684240.255951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3894.302197 sec): 3 clusters Score: Raw -1676668.748925 + Penalty 3133.457680 = -1673535.291245 nChanged 6855 SP:Iteration 1F (3894.359530 sec): 3 clusters Score: Raw -1680462.125367 + Penalty 3133.457680 = -1677328.667687 nChanged 798 SP:Iteration 2F (3894.425983 sec): 3 clusters Score: Raw -1680768.790894 + Penalty 3133.457680 = -1677635.333213 nChanged 704 SP:Iteration 3Q (3894.506110 sec): 3 clusters Score: Raw -1681064.237676 + Penalty 3133.457680 = -1677930.779996 nChanged 743 SP:Iteration 4Q (3894.565854 sec): 3 clusters Score: Raw -1681410.501776 + Penalty 3133.457680 = -1678277.044096 nChanged 716 SP:Iteration 5Q (3894.640535 sec): 3 clusters Score: Raw -1681782.749780 + Penalty 3133.457680 = -1678649.292100 nChanged 721 SP:Iteration 6Q (3894.717857 sec): 3 clusters Score: Raw -1682258.238818 + Penalty 3133.457680 = -1679124.781137 nChanged 745 SP:Iteration 7Q (3894.785124 sec): 3 clusters Score: Raw -1682757.683671 + Penalty 3133.457680 = -1679624.225991 nChanged 712 SP:Iteration 8Q (3894.866119 sec): 3 clusters Score: Raw -1683285.460573 + Penalty 3133.457680 = -1680152.002893 nChanged 700 SP:Iteration 9Q (3894.927232 sec): 3 clusters Score: Raw -1683768.563085 + Penalty 3133.457680 = -1680635.105405 nChanged 599 SP:Iteration 10Q (3895.001180 sec): 3 clusters Score: Raw -1684191.104295 + Penalty 3133.457680 = -1681057.646614 nChanged 570 SP:Iteration 11Q (3895.075922 sec): 3 clusters Score: Raw -1684546.377633 + Penalty 3133.457680 = -1681412.919952 nChanged 453 SP:Iteration 12Q (3895.148974 sec): 3 clusters Score: Raw -1684801.522573 + Penalty 3133.457680 = -1681668.064892 nChanged 337 SP:Iteration 13Q (3895.221728 sec): 3 clusters Score: Raw -1684971.796102 + Penalty 3133.457680 = -1681838.338422 nChanged 296 SP:Iteration 14Q (3895.300472 sec): 3 clusters Score: Raw -1685126.842139 + Penalty 3133.457680 = -1681993.384459 nChanged 272 SP:Iteration 15Q (3895.367225 sec): 3 clusters Score: Raw -1685260.126224 + Penalty 3133.457680 = -1682126.668544 nChanged 213 SP:Iteration 16Q (3895.432369 sec): 3 clusters Score: Raw -1685353.415622 + Penalty 3133.457680 = -1682219.957942 nChanged 189 SP:Iteration 17Q (3895.511126 sec): 3 clusters Score: Raw -1685438.439929 + Penalty 3133.457680 = -1682304.982248 nChanged 171 SP:Iteration 18Q (3895.579408 sec): 3 clusters Score: Raw -1685521.373189 + Penalty 3133.457680 = -1682387.915508 nChanged 164 SP:Iteration 19Q (3895.654641 sec): 3 clusters Score: Raw -1685603.831012 + Penalty 3133.457680 = -1682470.373331 nChanged 150 SP:Iteration 20F (3895.718949 sec): 3 clusters Score: Raw -1685685.880080 + Penalty 3133.457680 = -1682552.422400 nChanged 133 SP:Iteration 21Q (3895.800599 sec): 3 clusters Score: Raw -1685760.284507 + Penalty 3133.457680 = -1682626.826826 nChanged 114 SP:Iteration 22Q (3895.873212 sec): 3 clusters Score: Raw -1685826.297946 + Penalty 3133.457680 = -1682692.840266 nChanged 76 SP:Iteration 23Q (3895.938782 sec): 3 clusters Score: Raw -1685870.070747 + Penalty 3133.457680 = -1682736.613066 nChanged 81 SP:Iteration 24Q (3896.004389 sec): 3 clusters Score: Raw -1685909.406592 + Penalty 3133.457680 = -1682775.948912 nChanged 50 SP:Iteration 25Q (3896.062878 sec): 3 clusters Score: Raw -1685929.372261 + Penalty 3133.457680 = -1682795.914580 nChanged 37 SP:Iteration 26Q (3896.135588 sec): 3 clusters Score: Raw -1685946.292742 + Penalty 3133.457680 = -1682812.835061 nChanged 36 SP:Iteration 27Q (3896.205324 sec): 3 clusters Score: Raw -1685964.845645 + Penalty 3133.457680 = -1682831.387965 nChanged 37 SP:Iteration 28Q (3896.274840 sec): 3 clusters Score: Raw -1685984.635829 + Penalty 3133.457680 = -1682851.178148 nChanged 31 SP:Iteration 29Q (3896.339037 sec): 3 clusters Score: Raw -1686002.069802 + Penalty 3133.457680 = -1682868.612122 nChanged 29 SP:Iteration 30Q (3896.405132 sec): 3 clusters Score: Raw -1686022.100414 + Penalty 3133.457680 = -1682888.642733 nChanged 19 SP:Iteration 31Q (3896.476840 sec): 3 clusters Score: Raw -1686033.473957 + Penalty 3133.457680 = -1682900.016277 nChanged 18 SP:Iteration 32Q (3896.543558 sec): 3 clusters Score: Raw -1686045.987562 + Penalty 3133.457680 = -1682912.529882 nChanged 19 SP:Iteration 33Q (3896.612550 sec): 3 clusters Score: Raw -1686057.574463 + Penalty 3133.457680 = -1682924.116782 nChanged 12 SP:Iteration 34Q (3896.679662 sec): 3 clusters Score: Raw -1686062.685507 + Penalty 3133.457680 = -1682929.227826 nChanged 10 SP:Iteration 35Q (3896.750882 sec): 3 clusters Score: Raw -1686067.253380 + Penalty 3133.457680 = -1682933.795700 nChanged 6 SP:Iteration 36Q (3896.810312 sec): 3 clusters Score: Raw -1686071.188301 + Penalty 3133.457680 = -1682937.730620 nChanged 9 SP:Iteration 37Q (3896.885863 sec): 3 clusters Score: Raw -1686075.026360 + Penalty 3133.457680 = -1682941.568679 nChanged 5 SP:Iteration 38Q (3896.954420 sec): 3 clusters Score: Raw -1686077.233843 + Penalty 3133.457680 = -1682943.776162 nChanged 5 SP:Iteration 39Q (3897.020254 sec): 3 clusters Score: Raw -1686079.725640 + Penalty 3133.457680 = -1682946.267959 nChanged 3 SP:Iteration 40F (3897.085393 sec): 3 clusters Score: Raw -1686081.683158 + Penalty 3133.457680 = -1682948.225478 nChanged 4 SP:Iteration 41Q (3897.148170 sec): 3 clusters Score: Raw -1686083.406243 + Penalty 3133.457680 = -1682949.948563 nChanged 1 SP:Iteration 42Q (3897.216799 sec): 3 clusters Score: Raw -1686083.828870 + Penalty 3133.457680 = -1682950.371190 nChanged 2 SP:Iteration 43Q (3897.291473 sec): 3 clusters Score: Raw -1686085.229089 + Penalty 3133.457680 = -1682951.771409 nChanged 5 SP:Iteration 44Q (3897.356890 sec): 3 clusters Score: Raw -1686090.074873 + Penalty 3133.457680 = -1682956.617192 nChanged 8 SP:Iteration 45Q (3897.428679 sec): 3 clusters Score: Raw -1686094.808189 + Penalty 3133.457680 = -1682961.350508 nChanged 9 SP:Iteration 46Q (3897.499835 sec): 3 clusters Score: Raw -1686101.193575 + Penalty 3133.457680 = -1682967.735895 nChanged 11 SP:Iteration 47Q (3897.568925 sec): 3 clusters Score: Raw -1686106.281387 + Penalty 3133.457680 = -1682972.823707 nChanged 11 SP:Iteration 48Q (3897.636925 sec): 3 clusters Score: Raw -1686113.738722 + Penalty 3133.457680 = -1682980.281042 nChanged 5 SP:Iteration 49Q (3897.707457 sec): 3 clusters Score: Raw -1686116.547827 + Penalty 3133.457680 = -1682983.090146 nChanged 4 SP:Iteration 50Q (3897.776021 sec): 3 clusters Score: Raw -1686119.075878 + Penalty 3133.457680 = -1682985.618197 nChanged 5 SP:Iteration 51Q (3897.845725 sec): 3 clusters Score: Raw -1686122.332433 + Penalty 3133.457680 = -1682988.874752 nChanged 4 SP:Iteration 52Q (3897.916050 sec): 3 clusters Score: Raw -1686124.651862 + Penalty 3133.457680 = -1682991.194182 nChanged 3 SP:Iteration 53Q (3897.982195 sec): 3 clusters Score: Raw -1686126.589085 + Penalty 3133.457680 = -1682993.131405 nChanged 3 SP:Iteration 54Q (3898.048834 sec): 3 clusters Score: Raw -1686127.453333 + Penalty 3133.457680 = -1682993.995652 nChanged 2 SP:Iteration 55Q (3898.111400 sec): 3 clusters Score: Raw -1686128.351640 + Penalty 3133.457680 = -1682994.893960 nChanged 2 SP:Iteration 56Q (3898.185505 sec): 3 clusters Score: Raw -1686129.010696 + Penalty 3133.457680 = -1682995.553015 nChanged 0 SP:Iteration 57F (3898.256880 sec): 3 clusters Score: Raw -1686129.010696 + Penalty 3133.457680 = -1682995.553015 nChanged 0 Trying to split cluster 12 (404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3898.270443 sec): 2 clusters Score: Raw -31368.003422 + Penalty 975.229918 = -30392.773504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3898.316211 sec): 3 clusters Score: Raw -31449.252433 + Penalty 1950.459835 = -29498.792597 nChanged 108 SP:Iteration 1F (3898.365298 sec): 3 clusters Score: Raw -31769.319997 + Penalty 1950.459835 = -29818.860161 nChanged 34 SP:Iteration 2F (3898.402859 sec): 3 clusters Score: Raw -31899.198738 + Penalty 1950.459835 = -29948.738903 nChanged 13 SP:Iteration 3Q (3898.449005 sec): 3 clusters Score: Raw -31957.072806 + Penalty 1950.459835 = -30006.612971 nChanged 10 SP:Iteration 4Q (3898.497486 sec): 3 clusters Score: Raw -31988.185396 + Penalty 1950.459835 = -30037.725561 nChanged 12 SP:Iteration 5Q (3898.545209 sec): 3 clusters Score: Raw -32021.422129 + Penalty 1950.459835 = -30070.962294 nChanged 6 SP:Iteration 6Q (3898.595138 sec): 3 clusters Score: Raw -32044.183530 + Penalty 1950.459835 = -30093.723695 nChanged 9 SP:Iteration 7Q (3898.644602 sec): 3 clusters Score: Raw -32078.908338 + Penalty 1950.459835 = -30128.448503 nChanged 7 SP:Iteration 8Q (3898.701192 sec): 3 clusters Score: Raw -32106.339487 + Penalty 1950.459835 = -30155.879652 nChanged 4 SP:Iteration 9Q (3898.742079 sec): 3 clusters Score: Raw -32133.068282 + Penalty 1950.459835 = -30182.608447 nChanged 3 SP:Iteration 10Q (3898.794174 sec): 3 clusters Score: Raw -32173.665718 + Penalty 1950.459835 = -30223.205883 nChanged 6 SP:Iteration 11Q (3898.838207 sec): 3 clusters Score: Raw -32208.670851 + Penalty 1950.459835 = -30258.211016 nChanged 3 SP:Iteration 12Q (3898.886891 sec): 3 clusters Score: Raw -32218.984405 + Penalty 1950.459835 = -30268.524570 nChanged 1 SP:Iteration 13Q (3898.945977 sec): 3 clusters Score: Raw -32223.164819 + Penalty 1950.459835 = -30272.704983 nChanged 0 SP:Iteration 14F (3898.993225 sec): 3 clusters Score: Raw -32227.589533 + Penalty 1950.459835 = -30277.129698 nChanged 2 SP:Iteration 15Q (3899.035199 sec): 3 clusters Score: Raw -32249.518148 + Penalty 1950.459835 = -30299.058312 nChanged 2 SP:Iteration 16Q (3899.078287 sec): 3 clusters Score: Raw -32255.818889 + Penalty 1950.459835 = -30305.359054 nChanged 1 SP:Iteration 17Q (3899.122114 sec): 3 clusters Score: Raw -32263.612253 + Penalty 1950.459835 = -30313.152418 nChanged 0 SP:Iteration 18F (3899.167670 sec): 3 clusters Score: Raw -32263.612253 + Penalty 1950.459835 = -30313.152418 nChanged 0 Trying to split cluster 13 (1907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3899.202403 sec): 2 clusters Score: Raw -185784.689830 + Penalty 1227.409073 = -184557.280757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3899.253734 sec): 3 clusters Score: Raw -184963.674036 + Penalty 2454.818147 = -182508.855889 nChanged 659 SP:Iteration 1F (3899.300443 sec): 3 clusters Score: Raw -185411.305381 + Penalty 2454.818147 = -182956.487234 nChanged 128 SP:Iteration 2F (3899.343782 sec): 3 clusters Score: Raw -185505.866338 + Penalty 2454.818147 = -183051.048192 nChanged 80 SP:Iteration 3Q (3899.396865 sec): 3 clusters Score: Raw -185568.039173 + Penalty 2454.818147 = -183113.221026 nChanged 61 SP:Iteration 4Q (3899.437398 sec): 3 clusters Score: Raw -185616.041259 + Penalty 2454.818147 = -183161.223112 nChanged 44 SP:Iteration 5Q (3899.489313 sec): 3 clusters Score: Raw -185649.551252 + Penalty 2454.818147 = -183194.733105 nChanged 41 SP:Iteration 6Q (3899.543502 sec): 3 clusters Score: Raw -185683.296509 + Penalty 2454.818147 = -183228.478363 nChanged 41 SP:Iteration 7Q (3899.585534 sec): 3 clusters Score: Raw -185710.919485 + Penalty 2454.818147 = -183256.101338 nChanged 38 SP:Iteration 8Q (3899.629774 sec): 3 clusters Score: Raw -185735.002461 + Penalty 2454.818147 = -183280.184314 nChanged 29 SP:Iteration 9Q (3899.666921 sec): 3 clusters Score: Raw -185750.936923 + Penalty 2454.818147 = -183296.118776 nChanged 20 SP:Iteration 10Q (3899.710731 sec): 3 clusters Score: Raw -185760.038558 + Penalty 2454.818147 = -183305.220411 nChanged 21 SP:Iteration 11Q (3899.756704 sec): 3 clusters Score: Raw -185773.565689 + Penalty 2454.818147 = -183318.747542 nChanged 22 SP:Iteration 12Q (3899.807741 sec): 3 clusters Score: Raw -185789.208730 + Penalty 2454.818147 = -183334.390584 nChanged 20 SP:Iteration 13Q (3899.849000 sec): 3 clusters Score: Raw -185798.192680 + Penalty 2454.818147 = -183343.374534 nChanged 19 SP:Iteration 14Q (3899.902973 sec): 3 clusters Score: Raw -185807.676333 + Penalty 2454.818147 = -183352.858187 nChanged 16 SP:Iteration 15Q (3899.931943 sec): 3 clusters Score: Raw -185814.508867 + Penalty 2454.818147 = -183359.690720 nChanged 10 SP:Iteration 16Q (3899.974104 sec): 3 clusters Score: Raw -185822.003975 + Penalty 2454.818147 = -183367.185828 nChanged 8 SP:Iteration 17Q (3900.028095 sec): 3 clusters Score: Raw -185825.896001 + Penalty 2454.818147 = -183371.077854 nChanged 13 SP:Iteration 18Q (3900.063177 sec): 3 clusters Score: Raw -185831.988483 + Penalty 2454.818147 = -183377.170336 nChanged 13 SP:Iteration 19Q (3900.096438 sec): 3 clusters Score: Raw -185839.134666 + Penalty 2454.818147 = -183384.316519 nChanged 14 SP:Iteration 20F (3900.136314 sec): 3 clusters Score: Raw -185846.009711 + Penalty 2454.818147 = -183391.191564 nChanged 11 SP:Iteration 21Q (3900.185812 sec): 3 clusters Score: Raw -185851.187402 + Penalty 2454.818147 = -183396.369255 nChanged 7 SP:Iteration 22Q (3900.227252 sec): 3 clusters Score: Raw -185854.013865 + Penalty 2454.818147 = -183399.195719 nChanged 5 SP:Iteration 23Q (3900.260748 sec): 3 clusters Score: Raw -185855.501731 + Penalty 2454.818147 = -183400.683584 nChanged 4 SP:Iteration 24Q (3900.313069 sec): 3 clusters Score: Raw -185857.381172 + Penalty 2454.818147 = -183402.563025 nChanged 3 SP:Iteration 25Q (3900.356211 sec): 3 clusters Score: Raw -185859.124576 + Penalty 2454.818147 = -183404.306430 nChanged 5 SP:Iteration 26Q (3900.405755 sec): 3 clusters Score: Raw -185862.697610 + Penalty 2454.818147 = -183407.879464 nChanged 9 SP:Iteration 27Q (3900.440312 sec): 3 clusters Score: Raw -185867.345339 + Penalty 2454.818147 = -183412.527192 nChanged 7 SP:Iteration 28Q (3900.488595 sec): 3 clusters Score: Raw -185871.993490 + Penalty 2454.818147 = -183417.175343 nChanged 7 SP:Iteration 29Q (3900.548252 sec): 3 clusters Score: Raw -185874.744917 + Penalty 2454.818147 = -183419.926770 nChanged 5 SP:Iteration 30Q (3900.583210 sec): 3 clusters Score: Raw -185876.169176 + Penalty 2454.818147 = -183421.351029 nChanged 6 SP:Iteration 31Q (3900.631764 sec): 3 clusters Score: Raw -185878.047053 + Penalty 2454.818147 = -183423.228906 nChanged 3 SP:Iteration 32Q (3900.683349 sec): 3 clusters Score: Raw -185880.426651 + Penalty 2454.818147 = -183425.608504 nChanged 6 SP:Iteration 33Q (3900.720584 sec): 3 clusters Score: Raw -185881.716736 + Penalty 2454.818147 = -183426.898589 nChanged 3 SP:Iteration 34Q (3900.776506 sec): 3 clusters Score: Raw -185882.611560 + Penalty 2454.818147 = -183427.793413 nChanged 2 SP:Iteration 35Q (3900.822518 sec): 3 clusters Score: Raw -185883.119650 + Penalty 2454.818147 = -183428.301504 nChanged 1 SP:Iteration 36Q (3900.862867 sec): 3 clusters Score: Raw -185883.225619 + Penalty 2454.818147 = -183428.407472 nChanged 2 SP:Iteration 37Q (3900.904290 sec): 3 clusters Score: Raw -185883.733902 + Penalty 2454.818147 = -183428.915755 nChanged 2 SP:Iteration 38Q (3900.957342 sec): 3 clusters Score: Raw -185884.213018 + Penalty 2454.818147 = -183429.394872 nChanged 1 SP:Iteration 39Q (3900.998150 sec): 3 clusters Score: Raw -185884.922399 + Penalty 2454.818147 = -183430.104252 nChanged 3 SP:Iteration 40F (3901.052390 sec): 3 clusters Score: Raw -185886.344742 + Penalty 2454.818147 = -183431.526595 nChanged 5 SP:Iteration 41Q (3901.093970 sec): 3 clusters Score: Raw -185888.429016 + Penalty 2454.818147 = -183433.610870 nChanged 4 SP:Iteration 42Q (3901.136446 sec): 3 clusters Score: Raw -185890.844851 + Penalty 2454.818147 = -183436.026704 nChanged 3 SP:Iteration 43Q (3901.189430 sec): 3 clusters Score: Raw -185892.212456 + Penalty 2454.818147 = -183437.394309 nChanged 1 SP:Iteration 44Q (3901.233070 sec): 3 clusters Score: Raw -185892.678354 + Penalty 2454.818147 = -183437.860207 nChanged 2 SP:Iteration 45Q (3901.273450 sec): 3 clusters Score: Raw -185893.524696 + Penalty 2454.818147 = -183438.706549 nChanged 0 SP:Iteration 46F (3901.324539 sec): 3 clusters Score: Raw -185893.524696 + Penalty 2454.818147 = -183438.706549 nChanged 0 Trying to split cluster 14 (2096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3901.348301 sec): 2 clusters Score: Raw -185756.156875 + Penalty 1242.765232 = -184513.391643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3901.382716 sec): 3 clusters Score: Raw -184892.011346 + Penalty 2485.530465 = -182406.480881 nChanged 746 SP:Iteration 1F (3901.426225 sec): 3 clusters Score: Raw -185473.369876 + Penalty 2485.530465 = -182987.839411 nChanged 203 SP:Iteration 2F (3901.464982 sec): 3 clusters Score: Raw -185761.271070 + Penalty 2485.530465 = -183275.740605 nChanged 169 SP:Iteration 3F (3901.513878 sec): 3 clusters Score: Raw -186036.907322 + Penalty 2485.530465 = -183551.376857 nChanged 135 SP:Iteration 4F (3901.555588 sec): 3 clusters Score: Raw -186257.894083 + Penalty 2485.530465 = -183772.363618 nChanged 124 SP:Iteration 5F (3901.599520 sec): 3 clusters Score: Raw -186413.198905 + Penalty 2485.530465 = -183927.668440 nChanged 90 SP:Iteration 6Q (3901.654735 sec): 3 clusters Score: Raw -186489.963082 + Penalty 2485.530465 = -184004.432618 nChanged 46 SP:Iteration 7Q (3901.698456 sec): 3 clusters Score: Raw -186527.565393 + Penalty 2485.530465 = -184042.034928 nChanged 35 SP:Iteration 8Q (3901.739018 sec): 3 clusters Score: Raw -186549.182232 + Penalty 2485.530465 = -184063.651768 nChanged 24 SP:Iteration 9Q (3901.789585 sec): 3 clusters Score: Raw -186565.646805 + Penalty 2485.530465 = -184080.116340 nChanged 21 SP:Iteration 10Q (3901.827651 sec): 3 clusters Score: Raw -186580.149741 + Penalty 2485.530465 = -184094.619276 nChanged 16 SP:Iteration 11Q (3901.887364 sec): 3 clusters Score: Raw -186588.155884 + Penalty 2485.530465 = -184102.625420 nChanged 13 SP:Iteration 12Q (3901.925940 sec): 3 clusters Score: Raw -186598.390116 + Penalty 2485.530465 = -184112.859651 nChanged 17 SP:Iteration 13Q (3901.972550 sec): 3 clusters Score: Raw -186606.633948 + Penalty 2485.530465 = -184121.103483 nChanged 7 SP:Iteration 14Q (3902.024480 sec): 3 clusters Score: Raw -186609.076845 + Penalty 2485.530465 = -184123.546380 nChanged 7 SP:Iteration 15Q (3902.072606 sec): 3 clusters Score: Raw -186615.567605 + Penalty 2485.530465 = -184130.037141 nChanged 10 SP:Iteration 16Q (3902.111383 sec): 3 clusters Score: Raw -186621.717405 + Penalty 2485.530465 = -184136.186940 nChanged 6 SP:Iteration 17Q (3902.157815 sec): 3 clusters Score: Raw -186630.472294 + Penalty 2485.530465 = -184144.941829 nChanged 7 SP:Iteration 18Q (3902.209078 sec): 3 clusters Score: Raw -186633.448859 + Penalty 2485.530465 = -184147.918394 nChanged 7 SP:Iteration 19Q (3902.255353 sec): 3 clusters Score: Raw -186637.699389 + Penalty 2485.530465 = -184152.168924 nChanged 7 SP:Iteration 20F (3902.289266 sec): 3 clusters Score: Raw -186641.623856 + Penalty 2485.530465 = -184156.093391 nChanged 6 SP:Iteration 21Q (3902.331192 sec): 3 clusters Score: Raw -186645.696619 + Penalty 2485.530465 = -184160.166154 nChanged 7 SP:Iteration 22Q (3902.377010 sec): 3 clusters Score: Raw -186650.385189 + Penalty 2485.530465 = -184164.854724 nChanged 5 SP:Iteration 23Q (3902.410681 sec): 3 clusters Score: Raw -186652.608544 + Penalty 2485.530465 = -184167.078079 nChanged 2 SP:Iteration 24Q (3902.461108 sec): 3 clusters Score: Raw -186653.208842 + Penalty 2485.530465 = -184167.678377 nChanged 1 SP:Iteration 25Q (3902.516453 sec): 3 clusters Score: Raw -186653.851326 + Penalty 2485.530465 = -184168.320861 nChanged 1 SP:Iteration 26Q (3902.555730 sec): 3 clusters Score: Raw -186654.053261 + Penalty 2485.530465 = -184168.522796 nChanged 0 SP:Iteration 27F (3902.604370 sec): 3 clusters Score: Raw -186654.053261 + Penalty 2485.530465 = -184168.522796 nChanged 0 Trying to split cluster 15 (9336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3902.641712 sec): 2 clusters Score: Raw -985081.538101 + Penalty 1485.515391 = -983596.022711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3902.700337 sec): 3 clusters Score: Raw -979834.252600 + Penalty 2971.030782 = -976863.221818 nChanged 4011 SP:Iteration 1F (3902.757472 sec): 3 clusters Score: Raw -982040.479582 + Penalty 2971.030782 = -979069.448800 nChanged 531 SP:Iteration 2F (3902.823164 sec): 3 clusters Score: Raw -982283.030136 + Penalty 2971.030782 = -979311.999355 nChanged 484 SP:Iteration 3F (3902.877405 sec): 3 clusters Score: Raw -982506.727806 + Penalty 2971.030782 = -979535.697024 nChanged 380 SP:Iteration 4Q (3902.938156 sec): 3 clusters Score: Raw -982668.544638 + Penalty 2971.030782 = -979697.513857 nChanged 315 SP:Iteration 5Q (3902.985227 sec): 3 clusters Score: Raw -982810.828455 + Penalty 2971.030782 = -979839.797673 nChanged 328 SP:Iteration 6Q (3903.042960 sec): 3 clusters Score: Raw -982992.289607 + Penalty 2971.030782 = -980021.258825 nChanged 348 SP:Iteration 7Q (3903.109963 sec): 3 clusters Score: Raw -983189.633439 + Penalty 2971.030782 = -980218.602658 nChanged 366 SP:Iteration 8Q (3903.152573 sec): 3 clusters Score: Raw -983430.755085 + Penalty 2971.030782 = -980459.724304 nChanged 401 SP:Iteration 9Q (3903.209668 sec): 3 clusters Score: Raw -983729.300981 + Penalty 2971.030782 = -980758.270199 nChanged 396 SP:Iteration 10Q (3903.262822 sec): 3 clusters Score: Raw -984026.631439 + Penalty 2971.030782 = -981055.600657 nChanged 427 SP:Iteration 11Q (3903.331707 sec): 3 clusters Score: Raw -984333.752805 + Penalty 2971.030782 = -981362.722023 nChanged 373 SP:Iteration 12Q (3903.381072 sec): 3 clusters Score: Raw -984575.642336 + Penalty 2971.030782 = -981604.611555 nChanged 330 SP:Iteration 13Q (3903.434168 sec): 3 clusters Score: Raw -984771.615728 + Penalty 2971.030782 = -981800.584946 nChanged 305 SP:Iteration 14Q (3903.497132 sec): 3 clusters Score: Raw -984934.541414 + Penalty 2971.030782 = -981963.510632 nChanged 228 SP:Iteration 15Q (3903.552174 sec): 3 clusters Score: Raw -985034.775020 + Penalty 2971.030782 = -982063.744239 nChanged 178 SP:Iteration 16Q (3903.607619 sec): 3 clusters Score: Raw -985103.851950 + Penalty 2971.030782 = -982132.821168 nChanged 136 SP:Iteration 17Q (3903.666093 sec): 3 clusters Score: Raw -985152.091918 + Penalty 2971.030782 = -982181.061136 nChanged 116 SP:Iteration 18Q (3903.736212 sec): 3 clusters Score: Raw -985189.986722 + Penalty 2971.030782 = -982218.955940 nChanged 98 SP:Iteration 19Q (3903.786703 sec): 3 clusters Score: Raw -985218.468311 + Penalty 2971.030782 = -982247.437529 nChanged 91 SP:Iteration 20F (3903.844868 sec): 3 clusters Score: Raw -985244.293920 + Penalty 2971.030782 = -982273.263138 nChanged 79 SP:Iteration 21Q (3903.909525 sec): 3 clusters Score: Raw -985265.286950 + Penalty 2971.030782 = -982294.256168 nChanged 57 SP:Iteration 22Q (3903.967792 sec): 3 clusters Score: Raw -985279.132285 + Penalty 2971.030782 = -982308.101504 nChanged 67 SP:Iteration 23Q (3904.030290 sec): 3 clusters Score: Raw -985295.453250 + Penalty 2971.030782 = -982324.422468 nChanged 54 SP:Iteration 24Q (3904.076368 sec): 3 clusters Score: Raw -985308.517377 + Penalty 2971.030782 = -982337.486595 nChanged 46 SP:Iteration 25Q (3904.138162 sec): 3 clusters Score: Raw -985319.560804 + Penalty 2971.030782 = -982348.530022 nChanged 41 SP:Iteration 26Q (3904.199300 sec): 3 clusters Score: Raw -985326.659186 + Penalty 2971.030782 = -982355.628404 nChanged 37 SP:Iteration 27Q (3904.255568 sec): 3 clusters Score: Raw -985333.593290 + Penalty 2971.030782 = -982362.562508 nChanged 35 SP:Iteration 28Q (3904.299008 sec): 3 clusters Score: Raw -985339.630765 + Penalty 2971.030782 = -982368.599984 nChanged 29 SP:Iteration 29Q (3904.355639 sec): 3 clusters Score: Raw -985346.001493 + Penalty 2971.030782 = -982374.970712 nChanged 41 SP:Iteration 30Q (3904.412445 sec): 3 clusters Score: Raw -985355.345414 + Penalty 2971.030782 = -982384.314632 nChanged 37 SP:Iteration 31Q (3904.462457 sec): 3 clusters Score: Raw -985364.127514 + Penalty 2971.030782 = -982393.096732 nChanged 43 SP:Iteration 32Q (3904.531023 sec): 3 clusters Score: Raw -985375.547867 + Penalty 2971.030782 = -982404.517086 nChanged 48 SP:Iteration 33Q (3904.590669 sec): 3 clusters Score: Raw -985387.749403 + Penalty 2971.030782 = -982416.718621 nChanged 42 SP:Iteration 34Q (3904.636609 sec): 3 clusters Score: Raw -985395.093767 + Penalty 2971.030782 = -982424.062986 nChanged 39 SP:Iteration 35Q (3904.691498 sec): 3 clusters Score: Raw -985404.198403 + Penalty 2971.030782 = -982433.167622 nChanged 36 SP:Iteration 36Q (3904.748309 sec): 3 clusters Score: Raw -985411.956924 + Penalty 2971.030782 = -982440.926143 nChanged 39 SP:Iteration 37Q (3904.816254 sec): 3 clusters Score: Raw -985419.967013 + Penalty 2971.030782 = -982448.936231 nChanged 37 SP:Iteration 38Q (3904.864920 sec): 3 clusters Score: Raw -985428.902311 + Penalty 2971.030782 = -982457.871530 nChanged 50 SP:Iteration 39Q (3904.924936 sec): 3 clusters Score: Raw -985442.354798 + Penalty 2971.030782 = -982471.324016 nChanged 34 SP:Iteration 40F (3904.990356 sec): 3 clusters Score: Raw -985448.312517 + Penalty 2971.030782 = -982477.281736 nChanged 35 SP:Iteration 41Q (3905.048877 sec): 3 clusters Score: Raw -985456.438184 + Penalty 2971.030782 = -982485.407402 nChanged 32 SP:Iteration 42Q (3905.098604 sec): 3 clusters Score: Raw -985464.182298 + Penalty 2971.030782 = -982493.151517 nChanged 29 SP:Iteration 43Q (3905.155340 sec): 3 clusters Score: Raw -985469.580150 + Penalty 2971.030782 = -982498.549369 nChanged 24 SP:Iteration 44Q (3905.215724 sec): 3 clusters Score: Raw -985473.436799 + Penalty 2971.030782 = -982502.406017 nChanged 21 SP:Iteration 45Q (3905.276429 sec): 3 clusters Score: Raw -985476.842947 + Penalty 2971.030782 = -982505.812166 nChanged 18 SP:Iteration 46Q (3905.334513 sec): 3 clusters Score: Raw -985479.483451 + Penalty 2971.030782 = -982508.452670 nChanged 18 SP:Iteration 47Q (3905.382048 sec): 3 clusters Score: Raw -985483.149068 + Penalty 2971.030782 = -982512.118286 nChanged 25 SP:Iteration 48Q (3905.442373 sec): 3 clusters Score: Raw -985488.512801 + Penalty 2971.030782 = -982517.482019 nChanged 22 SP:Iteration 49Q (3905.494338 sec): 3 clusters Score: Raw -985492.531319 + Penalty 2971.030782 = -982521.500537 nChanged 13 SP:Iteration 50Q (3905.549738 sec): 3 clusters Score: Raw -985494.012919 + Penalty 2971.030782 = -982522.982137 nChanged 12 SP:Iteration 51Q (3905.606114 sec): 3 clusters Score: Raw -985495.941395 + Penalty 2971.030782 = -982524.910613 nChanged 16 SP:Iteration 52Q (3905.660946 sec): 3 clusters Score: Raw -985497.945035 + Penalty 2971.030782 = -982526.914253 nChanged 12 SP:Iteration 53Q (3905.716339 sec): 3 clusters Score: Raw -985499.752894 + Penalty 2971.030782 = -982528.722112 nChanged 15 SP:Iteration 54Q (3905.780791 sec): 3 clusters Score: Raw -985501.500963 + Penalty 2971.030782 = -982530.470182 nChanged 8 SP:Iteration 55Q (3905.836711 sec): 3 clusters Score: Raw -985502.851691 + Penalty 2971.030782 = -982531.820909 nChanged 11 SP:Iteration 56Q (3905.894068 sec): 3 clusters Score: Raw -985504.521255 + Penalty 2971.030782 = -982533.490474 nChanged 12 SP:Iteration 57Q (3905.959688 sec): 3 clusters Score: Raw -985506.157017 + Penalty 2971.030782 = -982535.126236 nChanged 14 SP:Iteration 58Q (3906.020527 sec): 3 clusters Score: Raw -985508.217909 + Penalty 2971.030782 = -982537.187127 nChanged 13 SP:Iteration 59Q (3906.080535 sec): 3 clusters Score: Raw -985509.858131 + Penalty 2971.030782 = -982538.827349 nChanged 12 SP:Iteration 60F (3906.131151 sec): 3 clusters Score: Raw -985511.061740 + Penalty 2971.030782 = -982540.030958 nChanged 4 SP:Iteration 61Q (3906.194831 sec): 3 clusters Score: Raw -985511.392011 + Penalty 2971.030782 = -982540.361230 nChanged 3 SP:Iteration 62Q (3906.248586 sec): 3 clusters Score: Raw -985511.571318 + Penalty 2971.030782 = -982540.540537 nChanged 3 SP:Iteration 63Q (3906.300481 sec): 3 clusters Score: Raw -985511.808474 + Penalty 2971.030782 = -982540.777693 nChanged 4 SP:Iteration 64Q (3906.359706 sec): 3 clusters Score: Raw -985512.287903 + Penalty 2971.030782 = -982541.257121 nChanged 4 SP:Iteration 65Q (3906.417966 sec): 3 clusters Score: Raw -985512.527865 + Penalty 2971.030782 = -982541.497083 nChanged 1 SP:Iteration 66Q (3906.468575 sec): 3 clusters Score: Raw -985512.589905 + Penalty 2971.030782 = -982541.559123 nChanged 1 SP:Iteration 67Q (3906.528894 sec): 3 clusters Score: Raw -985512.710686 + Penalty 2971.030782 = -982541.679904 nChanged 2 SP:Iteration 68Q (3906.592668 sec): 3 clusters Score: Raw -985512.935885 + Penalty 2971.030782 = -982541.905104 nChanged 1 SP:Iteration 69Q (3906.639445 sec): 3 clusters Score: Raw -985512.964600 + Penalty 2971.030782 = -982541.933818 nChanged 0 SP:Iteration 70F (3906.705800 sec): 3 clusters Score: Raw -985512.964600 + Penalty 2971.030782 = -982541.933818 nChanged 0 Trying to split cluster 16 (5308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3906.733893 sec): 2 clusters Score: Raw -512010.836903 + Penalty 1393.757689 = -510617.079214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3906.780035 sec): 3 clusters Score: Raw -509226.255582 + Penalty 2787.515379 = -506438.740203 nChanged 2161 SP:Iteration 1F (3906.831533 sec): 3 clusters Score: Raw -510415.095190 + Penalty 2787.515379 = -507627.579812 nChanged 404 SP:Iteration 2F (3906.886882 sec): 3 clusters Score: Raw -510667.665825 + Penalty 2787.515379 = -507880.150446 nChanged 351 SP:Iteration 3F (3906.949106 sec): 3 clusters Score: Raw -510877.912073 + Penalty 2787.515379 = -508090.396695 nChanged 270 SP:Iteration 4F (3906.990455 sec): 3 clusters Score: Raw -511029.429490 + Penalty 2787.515379 = -508241.914112 nChanged 231 SP:Iteration 5Q (3907.050748 sec): 3 clusters Score: Raw -511148.008912 + Penalty 2787.515379 = -508360.493534 nChanged 180 SP:Iteration 6Q (3907.103362 sec): 3 clusters Score: Raw -511236.268057 + Penalty 2787.515379 = -508448.752678 nChanged 155 SP:Iteration 7Q (3907.150561 sec): 3 clusters Score: Raw -511308.933243 + Penalty 2787.515379 = -508521.417865 nChanged 124 SP:Iteration 8Q (3907.216304 sec): 3 clusters Score: Raw -511364.880103 + Penalty 2787.515379 = -508577.364725 nChanged 114 SP:Iteration 9Q (3907.250219 sec): 3 clusters Score: Raw -511419.607912 + Penalty 2787.515379 = -508632.092533 nChanged 114 SP:Iteration 10Q (3907.310609 sec): 3 clusters Score: Raw -511471.147745 + Penalty 2787.515379 = -508683.632367 nChanged 112 SP:Iteration 11Q (3907.365068 sec): 3 clusters Score: Raw -511517.831916 + Penalty 2787.515379 = -508730.316537 nChanged 108 SP:Iteration 12Q (3907.414031 sec): 3 clusters Score: Raw -511566.684800 + Penalty 2787.515379 = -508779.169421 nChanged 108 SP:Iteration 13Q (3907.467755 sec): 3 clusters Score: Raw -511619.063981 + Penalty 2787.515379 = -508831.548602 nChanged 94 SP:Iteration 14Q (3907.523106 sec): 3 clusters Score: Raw -511663.398241 + Penalty 2787.515379 = -508875.882862 nChanged 92 SP:Iteration 15Q (3907.566587 sec): 3 clusters Score: Raw -511712.291573 + Penalty 2787.515379 = -508924.776195 nChanged 114 SP:Iteration 16Q (3907.615879 sec): 3 clusters Score: Raw -511763.121311 + Penalty 2787.515379 = -508975.605932 nChanged 91 SP:Iteration 17Q (3907.681211 sec): 3 clusters Score: Raw -511798.209785 + Penalty 2787.515379 = -509010.694406 nChanged 88 SP:Iteration 18Q (3907.730246 sec): 3 clusters Score: Raw -511835.017905 + Penalty 2787.515379 = -509047.502526 nChanged 74 SP:Iteration 19Q (3907.787925 sec): 3 clusters Score: Raw -511866.656174 + Penalty 2787.515379 = -509079.140796 nChanged 59 SP:Iteration 20F (3907.835222 sec): 3 clusters Score: Raw -511886.994091 + Penalty 2787.515379 = -509099.478713 nChanged 55 SP:Iteration 21Q (3907.898446 sec): 3 clusters Score: Raw -511908.863787 + Penalty 2787.515379 = -509121.348409 nChanged 56 SP:Iteration 22Q (3907.945121 sec): 3 clusters Score: Raw -511934.256122 + Penalty 2787.515379 = -509146.740744 nChanged 54 SP:Iteration 23Q (3907.991311 sec): 3 clusters Score: Raw -511961.700833 + Penalty 2787.515379 = -509174.185455 nChanged 49 SP:Iteration 24Q (3908.049947 sec): 3 clusters Score: Raw -511983.385296 + Penalty 2787.515379 = -509195.869918 nChanged 50 SP:Iteration 25Q (3908.099580 sec): 3 clusters Score: Raw -512001.085887 + Penalty 2787.515379 = -509213.570509 nChanged 35 SP:Iteration 26Q (3908.159619 sec): 3 clusters Score: Raw -512011.696557 + Penalty 2787.515379 = -509224.181178 nChanged 23 SP:Iteration 27Q (3908.211165 sec): 3 clusters Score: Raw -512019.943267 + Penalty 2787.515379 = -509232.427889 nChanged 34 SP:Iteration 28Q (3908.259866 sec): 3 clusters Score: Raw -512033.483597 + Penalty 2787.515379 = -509245.968219 nChanged 40 SP:Iteration 29Q (3908.323801 sec): 3 clusters Score: Raw -512048.807416 + Penalty 2787.515379 = -509261.292037 nChanged 46 SP:Iteration 30Q (3908.366258 sec): 3 clusters Score: Raw -512065.519554 + Penalty 2787.515379 = -509278.004175 nChanged 37 SP:Iteration 31Q (3908.422353 sec): 3 clusters Score: Raw -512076.592149 + Penalty 2787.515379 = -509289.076771 nChanged 32 SP:Iteration 32Q (3908.475525 sec): 3 clusters Score: Raw -512086.294162 + Penalty 2787.515379 = -509298.778784 nChanged 19 SP:Iteration 33Q (3908.523813 sec): 3 clusters Score: Raw -512094.733588 + Penalty 2787.515379 = -509307.218209 nChanged 23 SP:Iteration 34Q (3908.575522 sec): 3 clusters Score: Raw -512103.466850 + Penalty 2787.515379 = -509315.951471 nChanged 25 SP:Iteration 35Q (3908.632250 sec): 3 clusters Score: Raw -512111.759741 + Penalty 2787.515379 = -509324.244363 nChanged 22 SP:Iteration 36Q (3908.668611 sec): 3 clusters Score: Raw -512120.505499 + Penalty 2787.515379 = -509332.990120 nChanged 25 SP:Iteration 37Q (3908.726401 sec): 3 clusters Score: Raw -512130.023923 + Penalty 2787.515379 = -509342.508545 nChanged 21 SP:Iteration 38Q (3908.778317 sec): 3 clusters Score: Raw -512135.985395 + Penalty 2787.515379 = -509348.470017 nChanged 17 SP:Iteration 39Q (3908.834329 sec): 3 clusters Score: Raw -512141.264988 + Penalty 2787.515379 = -509353.749609 nChanged 15 SP:Iteration 40F (3908.886768 sec): 3 clusters Score: Raw -512147.632813 + Penalty 2787.515379 = -509360.117435 nChanged 21 SP:Iteration 41Q (3908.943015 sec): 3 clusters Score: Raw -512157.459488 + Penalty 2787.515379 = -509369.944109 nChanged 22 SP:Iteration 42Q (3908.991815 sec): 3 clusters Score: Raw -512166.736659 + Penalty 2787.515379 = -509379.221280 nChanged 17 SP:Iteration 43Q (3909.036477 sec): 3 clusters Score: Raw -512174.109425 + Penalty 2787.515379 = -509386.594046 nChanged 16 SP:Iteration 44Q (3909.084267 sec): 3 clusters Score: Raw -512181.338443 + Penalty 2787.515379 = -509393.823065 nChanged 16 SP:Iteration 45Q (3909.140619 sec): 3 clusters Score: Raw -512190.420241 + Penalty 2787.515379 = -509402.904863 nChanged 19 SP:Iteration 46Q (3909.187702 sec): 3 clusters Score: Raw -512198.723996 + Penalty 2787.515379 = -509411.208618 nChanged 15 SP:Iteration 47Q (3909.235842 sec): 3 clusters Score: Raw -512205.815098 + Penalty 2787.515379 = -509418.299720 nChanged 16 SP:Iteration 48Q (3909.294170 sec): 3 clusters Score: Raw -512210.790700 + Penalty 2787.515379 = -509423.275321 nChanged 10 SP:Iteration 49Q (3909.347314 sec): 3 clusters Score: Raw -512215.212421 + Penalty 2787.515379 = -509427.697043 nChanged 15 SP:Iteration 50Q (3909.388370 sec): 3 clusters Score: Raw -512221.741096 + Penalty 2787.515379 = -509434.225717 nChanged 11 SP:Iteration 51Q (3909.441555 sec): 3 clusters Score: Raw -512227.181537 + Penalty 2787.515379 = -509439.666158 nChanged 11 SP:Iteration 52Q (3909.486313 sec): 3 clusters Score: Raw -512232.183604 + Penalty 2787.515379 = -509444.668226 nChanged 11 SP:Iteration 53Q (3909.531011 sec): 3 clusters Score: Raw -512237.749074 + Penalty 2787.515379 = -509450.233695 nChanged 11 SP:Iteration 54Q (3909.579688 sec): 3 clusters Score: Raw -512241.843594 + Penalty 2787.515379 = -509454.328215 nChanged 12 SP:Iteration 55Q (3909.626515 sec): 3 clusters Score: Raw -512247.552149 + Penalty 2787.515379 = -509460.036771 nChanged 15 SP:Iteration 56Q (3909.671384 sec): 3 clusters Score: Raw -512252.884927 + Penalty 2787.515379 = -509465.369548 nChanged 12 SP:Iteration 57Q (3909.734065 sec): 3 clusters Score: Raw -512259.770200 + Penalty 2787.515379 = -509472.254821 nChanged 19 SP:Iteration 58Q (3909.780504 sec): 3 clusters Score: Raw -512269.142373 + Penalty 2787.515379 = -509481.626994 nChanged 16 SP:Iteration 59Q (3909.831821 sec): 3 clusters Score: Raw -512277.308271 + Penalty 2787.515379 = -509489.792893 nChanged 22 SP:Iteration 60F (3909.876543 sec): 3 clusters Score: Raw -512287.642003 + Penalty 2787.515379 = -509500.126624 nChanged 15 SP:Iteration 61Q (3909.931309 sec): 3 clusters Score: Raw -512293.993478 + Penalty 2787.515379 = -509506.478099 nChanged 10 SP:Iteration 62Q (3909.973855 sec): 3 clusters Score: Raw -512296.749011 + Penalty 2787.515379 = -509509.233632 nChanged 7 SP:Iteration 63Q (3910.018761 sec): 3 clusters Score: Raw -512298.342594 + Penalty 2787.515379 = -509510.827216 nChanged 2 SP:Iteration 64Q (3910.080193 sec): 3 clusters Score: Raw -512299.070051 + Penalty 2787.515379 = -509511.554672 nChanged 1 SP:Iteration 65Q (3910.129283 sec): 3 clusters Score: Raw -512299.218946 + Penalty 2787.515379 = -509511.703567 nChanged 1 SP:Iteration 66Q (3910.179926 sec): 3 clusters Score: Raw -512299.736978 + Penalty 2787.515379 = -509512.221600 nChanged 2 SP:Iteration 67Q (3910.231786 sec): 3 clusters Score: Raw -512300.208912 + Penalty 2787.515379 = -509512.693533 nChanged 1 SP:Iteration 68Q (3910.275748 sec): 3 clusters Score: Raw -512300.692845 + Penalty 2787.515379 = -509513.177467 nChanged 3 SP:Iteration 69Q (3910.327606 sec): 3 clusters Score: Raw -512301.481079 + Penalty 2787.515379 = -509513.965701 nChanged 2 SP:Iteration 70Q (3910.378334 sec): 3 clusters Score: Raw -512302.040011 + Penalty 2787.515379 = -509514.524632 nChanged 3 SP:Iteration 71Q (3910.432803 sec): 3 clusters Score: Raw -512303.362663 + Penalty 2787.515379 = -509515.847284 nChanged 4 SP:Iteration 72Q (3910.483338 sec): 3 clusters Score: Raw -512304.927851 + Penalty 2787.515379 = -509517.412472 nChanged 3 SP:Iteration 73Q (3910.530608 sec): 3 clusters Score: Raw -512305.947585 + Penalty 2787.515379 = -509518.432206 nChanged 2 SP:Iteration 74Q (3910.569291 sec): 3 clusters Score: Raw -512306.631310 + Penalty 2787.515379 = -509519.115932 nChanged 2 SP:Iteration 75Q (3910.621781 sec): 3 clusters Score: Raw -512307.222127 + Penalty 2787.515379 = -509519.706748 nChanged 4 SP:Iteration 76Q (3910.680890 sec): 3 clusters Score: Raw -512308.630301 + Penalty 2787.515379 = -509521.114923 nChanged 3 SP:Iteration 77Q (3910.729750 sec): 3 clusters Score: Raw -512309.810250 + Penalty 2787.515379 = -509522.294871 nChanged 4 SP:Iteration 78Q (3910.785118 sec): 3 clusters Score: Raw -512311.346010 + Penalty 2787.515379 = -509523.830632 nChanged 6 SP:Iteration 79Q (3910.831886 sec): 3 clusters Score: Raw -512313.334434 + Penalty 2787.515379 = -509525.819056 nChanged 3 SP:Iteration 80F (3910.883835 sec): 3 clusters Score: Raw -512314.357083 + Penalty 2787.515379 = -509526.841704 nChanged 3 SP:Iteration 81Q (3910.932584 sec): 3 clusters Score: Raw -512315.820381 + Penalty 2787.515379 = -509528.305003 nChanged 6 SP:Iteration 82Q (3910.983307 sec): 3 clusters Score: Raw -512318.179657 + Penalty 2787.515379 = -509530.664278 nChanged 7 SP:Iteration 83Q (3911.044293 sec): 3 clusters Score: Raw -512321.721452 + Penalty 2787.515379 = -509534.206074 nChanged 4 SP:Iteration 84Q (3911.088848 sec): 3 clusters Score: Raw -512322.778005 + Penalty 2787.515379 = -509535.262627 nChanged 5 SP:Iteration 85Q (3911.144950 sec): 3 clusters Score: Raw -512325.058299 + Penalty 2787.515379 = -509537.542921 nChanged 5 SP:Iteration 86Q (3911.196912 sec): 3 clusters Score: Raw -512326.751414 + Penalty 2787.515379 = -509539.236035 nChanged 8 SP:Iteration 87Q (3911.247438 sec): 3 clusters Score: Raw -512329.874396 + Penalty 2787.515379 = -509542.359017 nChanged 2 SP:Iteration 88Q (3911.304985 sec): 3 clusters Score: Raw -512330.318861 + Penalty 2787.515379 = -509542.803483 nChanged 2 SP:Iteration 89Q (3911.351864 sec): 3 clusters Score: Raw -512331.041606 + Penalty 2787.515379 = -509543.526228 nChanged 0 SP:Iteration 90F (3911.402861 sec): 3 clusters Score: Raw -512331.041606 + Penalty 2787.515379 = -509543.526228 nChanged 0 Trying to split cluster 17 (5722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3911.437069 sec): 2 clusters Score: Raw -578858.983186 + Penalty 1405.961972 = -577453.021214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3911.489987 sec): 3 clusters Score: Raw -575853.836574 + Penalty 2811.923944 = -573041.912630 nChanged 2389 SP:Iteration 1F (3911.545935 sec): 3 clusters Score: Raw -577251.851785 + Penalty 2811.923944 = -574439.927841 nChanged 382 SP:Iteration 2F (3911.600171 sec): 3 clusters Score: Raw -577446.246623 + Penalty 2811.923944 = -574634.322679 nChanged 284 SP:Iteration 3Q (3911.650419 sec): 3 clusters Score: Raw -577587.314091 + Penalty 2811.923944 = -574775.390147 nChanged 243 SP:Iteration 4Q (3911.695814 sec): 3 clusters Score: Raw -577710.349721 + Penalty 2811.923944 = -574898.425777 nChanged 209 SP:Iteration 5Q (3911.761291 sec): 3 clusters Score: Raw -577815.663303 + Penalty 2811.923944 = -575003.739359 nChanged 181 SP:Iteration 6Q (3911.803982 sec): 3 clusters Score: Raw -577922.738769 + Penalty 2811.923944 = -575110.814825 nChanged 188 SP:Iteration 7Q (3911.856919 sec): 3 clusters Score: Raw -578038.380896 + Penalty 2811.923944 = -575226.456952 nChanged 189 SP:Iteration 8Q (3911.919415 sec): 3 clusters Score: Raw -578147.967400 + Penalty 2811.923944 = -575336.043456 nChanged 184 SP:Iteration 9Q (3911.966872 sec): 3 clusters Score: Raw -578253.512065 + Penalty 2811.923944 = -575441.588121 nChanged 167 SP:Iteration 10Q (3912.015351 sec): 3 clusters Score: Raw -578338.642534 + Penalty 2811.923944 = -575526.718590 nChanged 144 SP:Iteration 11Q (3912.066002 sec): 3 clusters Score: Raw -578419.043795 + Penalty 2811.923944 = -575607.119851 nChanged 145 SP:Iteration 12Q (3912.120953 sec): 3 clusters Score: Raw -578491.672041 + Penalty 2811.923944 = -575679.748097 nChanged 128 SP:Iteration 13Q (3912.173325 sec): 3 clusters Score: Raw -578557.320323 + Penalty 2811.923944 = -575745.396379 nChanged 137 SP:Iteration 14Q (3912.225284 sec): 3 clusters Score: Raw -578612.264795 + Penalty 2811.923944 = -575800.340851 nChanged 116 SP:Iteration 15Q (3912.278459 sec): 3 clusters Score: Raw -578656.678162 + Penalty 2811.923944 = -575844.754218 nChanged 105 SP:Iteration 16Q (3912.331353 sec): 3 clusters Score: Raw -578697.879853 + Penalty 2811.923944 = -575885.955909 nChanged 78 SP:Iteration 17Q (3912.384115 sec): 3 clusters Score: Raw -578726.571057 + Penalty 2811.923944 = -575914.647113 nChanged 69 SP:Iteration 18Q (3912.440307 sec): 3 clusters Score: Raw -578750.063325 + Penalty 2811.923944 = -575938.139381 nChanged 71 SP:Iteration 19Q (3912.487507 sec): 3 clusters Score: Raw -578772.344958 + Penalty 2811.923944 = -575960.421014 nChanged 49 SP:Iteration 20F (3912.546406 sec): 3 clusters Score: Raw -578788.137008 + Penalty 2811.923944 = -575976.213064 nChanged 69 SP:Iteration 21Q (3912.589248 sec): 3 clusters Score: Raw -578809.079632 + Penalty 2811.923944 = -575997.155688 nChanged 56 SP:Iteration 22Q (3912.637822 sec): 3 clusters Score: Raw -578825.945855 + Penalty 2811.923944 = -576014.021911 nChanged 47 SP:Iteration 23Q (3912.682880 sec): 3 clusters Score: Raw -578837.636447 + Penalty 2811.923944 = -576025.712503 nChanged 44 SP:Iteration 24Q (3912.735610 sec): 3 clusters Score: Raw -578849.516589 + Penalty 2811.923944 = -576037.592645 nChanged 45 SP:Iteration 25Q (3912.799581 sec): 3 clusters Score: Raw -578861.628183 + Penalty 2811.923944 = -576049.704239 nChanged 43 SP:Iteration 26Q (3912.842202 sec): 3 clusters Score: Raw -578874.783139 + Penalty 2811.923944 = -576062.859195 nChanged 45 SP:Iteration 27Q (3912.902075 sec): 3 clusters Score: Raw -578889.542445 + Penalty 2811.923944 = -576077.618501 nChanged 40 SP:Iteration 28Q (3912.956646 sec): 3 clusters Score: Raw -578898.730842 + Penalty 2811.923944 = -576086.806898 nChanged 37 SP:Iteration 29Q (3913.002665 sec): 3 clusters Score: Raw -578907.979763 + Penalty 2811.923944 = -576096.055819 nChanged 28 SP:Iteration 30Q (3913.050501 sec): 3 clusters Score: Raw -578915.698957 + Penalty 2811.923944 = -576103.775013 nChanged 22 SP:Iteration 31Q (3913.105205 sec): 3 clusters Score: Raw -578921.008051 + Penalty 2811.923944 = -576109.084107 nChanged 21 SP:Iteration 32Q (3913.142042 sec): 3 clusters Score: Raw -578925.704686 + Penalty 2811.923944 = -576113.780743 nChanged 24 SP:Iteration 33Q (3913.203472 sec): 3 clusters Score: Raw -578930.950462 + Penalty 2811.923944 = -576119.026518 nChanged 23 SP:Iteration 34Q (3913.249167 sec): 3 clusters Score: Raw -578936.931630 + Penalty 2811.923944 = -576125.007686 nChanged 24 SP:Iteration 35Q (3913.307822 sec): 3 clusters Score: Raw -578944.512864 + Penalty 2811.923944 = -576132.588920 nChanged 24 SP:Iteration 36Q (3913.347505 sec): 3 clusters Score: Raw -578951.462241 + Penalty 2811.923944 = -576139.538298 nChanged 32 SP:Iteration 37Q (3913.408369 sec): 3 clusters Score: Raw -578960.540571 + Penalty 2811.923944 = -576148.616627 nChanged 30 SP:Iteration 38Q (3913.459101 sec): 3 clusters Score: Raw -578968.473173 + Penalty 2811.923944 = -576156.549229 nChanged 27 SP:Iteration 39Q (3913.505199 sec): 3 clusters Score: Raw -578975.653964 + Penalty 2811.923944 = -576163.730020 nChanged 23 SP:Iteration 40F (3913.555752 sec): 3 clusters Score: Raw -578981.530762 + Penalty 2811.923944 = -576169.606818 nChanged 19 SP:Iteration 41Q (3913.614068 sec): 3 clusters Score: Raw -578985.706385 + Penalty 2811.923944 = -576173.782441 nChanged 29 SP:Iteration 42Q (3913.662155 sec): 3 clusters Score: Raw -578995.003581 + Penalty 2811.923944 = -576183.079637 nChanged 39 SP:Iteration 43Q (3913.707810 sec): 3 clusters Score: Raw -579007.400007 + Penalty 2811.923944 = -576195.476063 nChanged 40 SP:Iteration 44Q (3913.758149 sec): 3 clusters Score: Raw -579021.878773 + Penalty 2811.923944 = -576209.954829 nChanged 51 SP:Iteration 45Q (3913.813680 sec): 3 clusters Score: Raw -579042.392618 + Penalty 2811.923944 = -576230.468674 nChanged 46 SP:Iteration 46Q (3913.876680 sec): 3 clusters Score: Raw -579061.522960 + Penalty 2811.923944 = -576249.599016 nChanged 47 SP:Iteration 47Q (3913.918650 sec): 3 clusters Score: Raw -579079.225047 + Penalty 2811.923944 = -576267.301103 nChanged 40 SP:Iteration 48Q (3913.976143 sec): 3 clusters Score: Raw -579094.270754 + Penalty 2811.923944 = -576282.346810 nChanged 40 SP:Iteration 49Q (3914.015670 sec): 3 clusters Score: Raw -579111.031078 + Penalty 2811.923944 = -576299.107135 nChanged 39 SP:Iteration 50Q (3914.070832 sec): 3 clusters Score: Raw -579126.837925 + Penalty 2811.923944 = -576314.913981 nChanged 44 SP:Iteration 51Q (3914.116300 sec): 3 clusters Score: Raw -579149.945412 + Penalty 2811.923944 = -576338.021468 nChanged 42 SP:Iteration 52Q (3914.180229 sec): 3 clusters Score: Raw -579171.000542 + Penalty 2811.923944 = -576359.076598 nChanged 45 SP:Iteration 53Q (3914.234839 sec): 3 clusters Score: Raw -579194.853379 + Penalty 2811.923944 = -576382.929435 nChanged 55 SP:Iteration 54Q (3914.282409 sec): 3 clusters Score: Raw -579230.423699 + Penalty 2811.923944 = -576418.499756 nChanged 53 SP:Iteration 55Q (3914.325746 sec): 3 clusters Score: Raw -579262.115161 + Penalty 2811.923944 = -576450.191217 nChanged 48 SP:Iteration 56Q (3914.375494 sec): 3 clusters Score: Raw -579288.239910 + Penalty 2811.923944 = -576476.315966 nChanged 39 SP:Iteration 57Q (3914.428329 sec): 3 clusters Score: Raw -579307.129812 + Penalty 2811.923944 = -576495.205868 nChanged 33 SP:Iteration 58Q (3914.479958 sec): 3 clusters Score: Raw -579321.052636 + Penalty 2811.923944 = -576509.128692 nChanged 27 SP:Iteration 59Q (3914.539079 sec): 3 clusters Score: Raw -579332.994595 + Penalty 2811.923944 = -576521.070651 nChanged 25 SP:Iteration 60F (3914.588214 sec): 3 clusters Score: Raw -579344.855936 + Penalty 2811.923944 = -576532.931992 nChanged 19 SP:Iteration 61Q (3914.644893 sec): 3 clusters Score: Raw -579352.111627 + Penalty 2811.923944 = -576540.187684 nChanged 17 SP:Iteration 62Q (3914.701305 sec): 3 clusters Score: Raw -579358.270258 + Penalty 2811.923944 = -576546.346314 nChanged 14 SP:Iteration 63Q (3914.756401 sec): 3 clusters Score: Raw -579363.146555 + Penalty 2811.923944 = -576551.222611 nChanged 11 SP:Iteration 64Q (3914.806441 sec): 3 clusters Score: Raw -579366.320940 + Penalty 2811.923944 = -576554.396996 nChanged 8 SP:Iteration 65Q (3914.860468 sec): 3 clusters Score: Raw -579367.728580 + Penalty 2811.923944 = -576555.804636 nChanged 4 SP:Iteration 66Q (3914.913933 sec): 3 clusters Score: Raw -579368.640549 + Penalty 2811.923944 = -576556.716605 nChanged 4 SP:Iteration 67Q (3914.965369 sec): 3 clusters Score: Raw -579369.653281 + Penalty 2811.923944 = -576557.729337 nChanged 0 SP:Iteration 68F (3915.010251 sec): 3 clusters Score: Raw -579369.653281 + Penalty 2811.923944 = -576557.729337 nChanged 0 Trying to split cluster 18 (32473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3915.078494 sec): 2 clusters Score: Raw -3541644.593020 + Penalty 1688.076691 = -3539956.516329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3915.187637 sec): 3 clusters Score: Raw -3521474.453123 + Penalty 3376.153382 = -3518098.299740 nChanged 15023 SP:Iteration 1F (3915.285644 sec): 3 clusters Score: Raw -3529861.984435 + Penalty 3376.153382 = -3526485.831052 nChanged 1407 SP:Iteration 2Q (3915.384462 sec): 3 clusters Score: Raw -3530287.626289 + Penalty 3376.153382 = -3526911.472907 nChanged 1328 SP:Iteration 3Q (3915.482434 sec): 3 clusters Score: Raw -3530682.946954 + Penalty 3376.153382 = -3527306.793571 nChanged 1230 SP:Iteration 4Q (3915.588579 sec): 3 clusters Score: Raw -3531069.903222 + Penalty 3376.153382 = -3527693.749839 nChanged 1196 SP:Iteration 5Q (3915.688244 sec): 3 clusters Score: Raw -3531496.920234 + Penalty 3376.153382 = -3528120.766852 nChanged 1260 SP:Iteration 6Q (3915.789117 sec): 3 clusters Score: Raw -3532020.462545 + Penalty 3376.153382 = -3528644.309163 nChanged 1370 SP:Iteration 7Q (3915.893654 sec): 3 clusters Score: Raw -3532715.619467 + Penalty 3376.153382 = -3529339.466085 nChanged 1436 SP:Iteration 8Q (3915.985157 sec): 3 clusters Score: Raw -3533580.826944 + Penalty 3376.153382 = -3530204.673562 nChanged 1591 SP:Iteration 9Q (3916.077861 sec): 3 clusters Score: Raw -3534706.375147 + Penalty 3376.153382 = -3531330.221765 nChanged 1735 SP:Iteration 10F (3916.163279 sec): 3 clusters Score: Raw -3536015.718727 + Penalty 3376.153382 = -3532639.565344 nChanged 1725 SP:Iteration 11F (3916.243869 sec): 3 clusters Score: Raw -3537194.701662 + Penalty 3376.153382 = -3533818.548279 nChanged 1507 SP:Iteration 12Q (3916.344708 sec): 3 clusters Score: Raw -3538034.890726 + Penalty 3376.153382 = -3534658.737344 nChanged 1096 SP:Iteration 13Q (3916.434039 sec): 3 clusters Score: Raw -3538528.278211 + Penalty 3376.153382 = -3535152.124829 nChanged 803 SP:Iteration 14Q (3916.527650 sec): 3 clusters Score: Raw -3538830.738032 + Penalty 3376.153382 = -3535454.584649 nChanged 639 SP:Iteration 15Q (3916.628811 sec): 3 clusters Score: Raw -3539039.143428 + Penalty 3376.153382 = -3535662.990045 nChanged 475 SP:Iteration 16Q (3916.727062 sec): 3 clusters Score: Raw -3539191.682626 + Penalty 3376.153382 = -3535815.529244 nChanged 449 SP:Iteration 17Q (3916.830309 sec): 3 clusters Score: Raw -3539320.264828 + Penalty 3376.153382 = -3535944.111446 nChanged 419 SP:Iteration 18Q (3916.918349 sec): 3 clusters Score: Raw -3539430.665960 + Penalty 3376.153382 = -3536054.512578 nChanged 352 SP:Iteration 19Q (3917.019478 sec): 3 clusters Score: Raw -3539524.548479 + Penalty 3376.153382 = -3536148.395097 nChanged 351 SP:Iteration 20F (3917.115108 sec): 3 clusters Score: Raw -3539618.547730 + Penalty 3376.153382 = -3536242.394348 nChanged 335 SP:Iteration 21Q (3917.205545 sec): 3 clusters Score: Raw -3539700.637672 + Penalty 3376.153382 = -3536324.484289 nChanged 310 SP:Iteration 22Q (3917.299196 sec): 3 clusters Score: Raw -3539773.054860 + Penalty 3376.153382 = -3536396.901477 nChanged 281 SP:Iteration 23Q (3917.395252 sec): 3 clusters Score: Raw -3539830.963516 + Penalty 3376.153382 = -3536454.810134 nChanged 234 SP:Iteration 24Q (3917.482116 sec): 3 clusters Score: Raw -3539873.637755 + Penalty 3376.153382 = -3536497.484372 nChanged 204 SP:Iteration 25Q (3917.586809 sec): 3 clusters Score: Raw -3539908.693317 + Penalty 3376.153382 = -3536532.539935 nChanged 209 SP:Iteration 26Q (3917.673626 sec): 3 clusters Score: Raw -3539942.532974 + Penalty 3376.153382 = -3536566.379591 nChanged 204 SP:Iteration 27Q (3917.760776 sec): 3 clusters Score: Raw -3539973.542600 + Penalty 3376.153382 = -3536597.389218 nChanged 162 SP:Iteration 28Q (3917.853789 sec): 3 clusters Score: Raw -3539997.750292 + Penalty 3376.153382 = -3536621.596909 nChanged 168 SP:Iteration 29Q (3917.955147 sec): 3 clusters Score: Raw -3540024.218274 + Penalty 3376.153382 = -3536648.064891 nChanged 168 SP:Iteration 30Q (3918.043749 sec): 3 clusters Score: Raw -3540050.498908 + Penalty 3376.153382 = -3536674.345525 nChanged 150 SP:Iteration 31Q (3918.140094 sec): 3 clusters Score: Raw -3540072.586583 + Penalty 3376.153382 = -3536696.433201 nChanged 147 SP:Iteration 32Q (3918.227903 sec): 3 clusters Score: Raw -3540093.249349 + Penalty 3376.153382 = -3536717.095967 nChanged 139 SP:Iteration 33Q (3918.315550 sec): 3 clusters Score: Raw -3540112.227297 + Penalty 3376.153382 = -3536736.073914 nChanged 136 SP:Iteration 34Q (3918.413522 sec): 3 clusters Score: Raw -3540127.743847 + Penalty 3376.153382 = -3536751.590465 nChanged 127 SP:Iteration 35Q (3918.494632 sec): 3 clusters Score: Raw -3540141.453605 + Penalty 3376.153382 = -3536765.300223 nChanged 111 SP:Iteration 36Q (3918.595692 sec): 3 clusters Score: Raw -3540156.233433 + Penalty 3376.153382 = -3536780.080050 nChanged 118 SP:Iteration 37Q (3918.688171 sec): 3 clusters Score: Raw -3540172.299521 + Penalty 3376.153382 = -3536796.146139 nChanged 127 SP:Iteration 38Q (3918.772335 sec): 3 clusters Score: Raw -3540186.060624 + Penalty 3376.153382 = -3536809.907242 nChanged 109 SP:Iteration 39Q (3918.873428 sec): 3 clusters Score: Raw -3540197.943121 + Penalty 3376.153382 = -3536821.789738 nChanged 98 SP:Iteration 40F (3918.972162 sec): 3 clusters Score: Raw -3540209.730791 + Penalty 3376.153382 = -3536833.577408 nChanged 89 SP:Iteration 41Q (3919.064846 sec): 3 clusters Score: Raw -3540222.170242 + Penalty 3376.153382 = -3536846.016860 nChanged 116 SP:Iteration 42Q (3919.159744 sec): 3 clusters Score: Raw -3540239.394526 + Penalty 3376.153382 = -3536863.241143 nChanged 125 SP:Iteration 43Q (3919.251108 sec): 3 clusters Score: Raw -3540257.375444 + Penalty 3376.153382 = -3536881.222061 nChanged 130 SP:Iteration 44Q (3919.344760 sec): 3 clusters Score: Raw -3540273.933134 + Penalty 3376.153382 = -3536897.779751 nChanged 112 SP:Iteration 45Q (3919.438125 sec): 3 clusters Score: Raw -3540288.363020 + Penalty 3376.153382 = -3536912.209638 nChanged 111 SP:Iteration 46Q (3919.530726 sec): 3 clusters Score: Raw -3540301.449453 + Penalty 3376.153382 = -3536925.296071 nChanged 105 SP:Iteration 47Q (3919.622156 sec): 3 clusters Score: Raw -3540313.947814 + Penalty 3376.153382 = -3536937.794431 nChanged 108 SP:Iteration 48Q (3919.721429 sec): 3 clusters Score: Raw -3540328.981169 + Penalty 3376.153382 = -3536952.827786 nChanged 126 SP:Iteration 49Q (3919.813109 sec): 3 clusters Score: Raw -3540345.158959 + Penalty 3376.153382 = -3536969.005576 nChanged 108 SP:Iteration 50Q (3919.883358 sec): 3 clusters Score: Raw -3540359.540527 + Penalty 3376.153382 = -3536983.387145 nChanged 109 SP:Iteration 51Q (3919.986281 sec): 3 clusters Score: Raw -3540378.472018 + Penalty 3376.153382 = -3537002.318635 nChanged 121 SP:Iteration 52Q (3920.080010 sec): 3 clusters Score: Raw -3540397.874000 + Penalty 3376.153382 = -3537021.720617 nChanged 120 SP:Iteration 53Q (3920.167737 sec): 3 clusters Score: Raw -3540415.092100 + Penalty 3376.153382 = -3537038.938717 nChanged 133 SP:Iteration 54Q (3920.252831 sec): 3 clusters Score: Raw -3540435.154383 + Penalty 3376.153382 = -3537059.001000 nChanged 131 SP:Iteration 55Q (3920.347397 sec): 3 clusters Score: Raw -3540453.193296 + Penalty 3376.153382 = -3537077.039913 nChanged 127 SP:Iteration 56Q (3920.440207 sec): 3 clusters Score: Raw -3540472.223796 + Penalty 3376.153382 = -3537096.070414 nChanged 126 SP:Iteration 57Q (3920.523368 sec): 3 clusters Score: Raw -3540493.233635 + Penalty 3376.153382 = -3537117.080253 nChanged 131 SP:Iteration 58Q (3920.615330 sec): 3 clusters Score: Raw -3540515.058534 + Penalty 3376.153382 = -3537138.905152 nChanged 131 SP:Iteration 59Q (3920.704240 sec): 3 clusters Score: Raw -3540537.528801 + Penalty 3376.153382 = -3537161.375419 nChanged 135 SP:Iteration 60F (3920.804258 sec): 3 clusters Score: Raw -3540560.229790 + Penalty 3376.153382 = -3537184.076408 nChanged 135 SP:Iteration 61Q (3920.897601 sec): 3 clusters Score: Raw -3540580.806699 + Penalty 3376.153382 = -3537204.653317 nChanged 132 SP:Iteration 62Q (3920.998472 sec): 3 clusters Score: Raw -3540600.516595 + Penalty 3376.153382 = -3537224.363212 nChanged 132 SP:Iteration 63Q (3921.084628 sec): 3 clusters Score: Raw -3540622.426385 + Penalty 3376.153382 = -3537246.273002 nChanged 142 SP:Iteration 64Q (3921.176604 sec): 3 clusters Score: Raw -3540647.629786 + Penalty 3376.153382 = -3537271.476404 nChanged 153 SP:Iteration 65Q (3921.264798 sec): 3 clusters Score: Raw -3540677.476213 + Penalty 3376.153382 = -3537301.322830 nChanged 162 SP:Iteration 66Q (3921.359759 sec): 3 clusters Score: Raw -3540709.918161 + Penalty 3376.153382 = -3537333.764778 nChanged 165 SP:Iteration 67Q (3921.457278 sec): 3 clusters Score: Raw -3540743.777781 + Penalty 3376.153382 = -3537367.624399 nChanged 161 SP:Iteration 68Q (3921.542534 sec): 3 clusters Score: Raw -3540780.212078 + Penalty 3376.153382 = -3537404.058695 nChanged 175 SP:Iteration 69Q (3921.630528 sec): 3 clusters Score: Raw -3540825.695838 + Penalty 3376.153382 = -3537449.542455 nChanged 198 SP:Iteration 70Q (3921.721864 sec): 3 clusters Score: Raw -3540883.729687 + Penalty 3376.153382 = -3537507.576305 nChanged 221 SP:Iteration 71Q (3921.823480 sec): 3 clusters Score: Raw -3540959.117934 + Penalty 3376.153382 = -3537582.964551 nChanged 216 SP:Iteration 72Q (3921.921416 sec): 3 clusters Score: Raw -3541044.177867 + Penalty 3376.153382 = -3537668.024484 nChanged 258 SP:Iteration 73Q (3922.007429 sec): 3 clusters Score: Raw -3541141.566144 + Penalty 3376.153382 = -3537765.412761 nChanged 248 SP:Iteration 74Q (3922.095148 sec): 3 clusters Score: Raw -3541244.770858 + Penalty 3376.153382 = -3537868.617476 nChanged 243 SP:Iteration 75Q (3922.186760 sec): 3 clusters Score: Raw -3541342.045402 + Penalty 3376.153382 = -3537965.892020 nChanged 246 SP:Iteration 76Q (3922.271461 sec): 3 clusters Score: Raw -3541445.119931 + Penalty 3376.153382 = -3538068.966549 nChanged 231 SP:Iteration 77Q (3922.354514 sec): 3 clusters Score: Raw -3541538.427367 + Penalty 3376.153382 = -3538162.273985 nChanged 213 SP:Iteration 78Q (3922.438795 sec): 3 clusters Score: Raw -3541612.820736 + Penalty 3376.153382 = -3538236.667354 nChanged 158 SP:Iteration 79Q (3922.528202 sec): 3 clusters Score: Raw -3541666.855190 + Penalty 3376.153382 = -3538290.701808 nChanged 136 SP:Iteration 80F (3922.622377 sec): 3 clusters Score: Raw -3541721.248491 + Penalty 3376.153382 = -3538345.095108 nChanged 137 SP:Iteration 81Q (3922.710251 sec): 3 clusters Score: Raw -3541775.952169 + Penalty 3376.153382 = -3538399.798787 nChanged 130 SP:Iteration 82Q (3922.790511 sec): 3 clusters Score: Raw -3541827.269578 + Penalty 3376.153382 = -3538451.116196 nChanged 117 SP:Iteration 83Q (3922.873897 sec): 3 clusters Score: Raw -3541873.273494 + Penalty 3376.153382 = -3538497.120111 nChanged 110 SP:Iteration 84Q (3922.960376 sec): 3 clusters Score: Raw -3541912.307255 + Penalty 3376.153382 = -3538536.153872 nChanged 95 SP:Iteration 85Q (3923.051550 sec): 3 clusters Score: Raw -3541945.168601 + Penalty 3376.153382 = -3538569.015218 nChanged 73 SP:Iteration 86Q (3923.143746 sec): 3 clusters Score: Raw -3541966.676988 + Penalty 3376.153382 = -3538590.523605 nChanged 48 SP:Iteration 87Q (3923.229586 sec): 3 clusters Score: Raw -3541979.459615 + Penalty 3376.153382 = -3538603.306232 nChanged 37 SP:Iteration 88Q (3923.320277 sec): 3 clusters Score: Raw -3541991.520116 + Penalty 3376.153382 = -3538615.366733 nChanged 44 SP:Iteration 89Q (3923.410038 sec): 3 clusters Score: Raw -3542005.683329 + Penalty 3376.153382 = -3538629.529947 nChanged 39 SP:Iteration 90Q (3923.496440 sec): 3 clusters Score: Raw -3542018.410029 + Penalty 3376.153382 = -3538642.256647 nChanged 37 SP:Iteration 91Q (3923.592815 sec): 3 clusters Score: Raw -3542028.721517 + Penalty 3376.153382 = -3538652.568134 nChanged 29 SP:Iteration 92Q (3923.675406 sec): 3 clusters Score: Raw -3542036.210724 + Penalty 3376.153382 = -3538660.057342 nChanged 25 SP:Iteration 93Q (3923.762024 sec): 3 clusters Score: Raw -3542042.664011 + Penalty 3376.153382 = -3538666.510628 nChanged 19 SP:Iteration 94Q (3923.848067 sec): 3 clusters Score: Raw -3542048.624706 + Penalty 3376.153382 = -3538672.471323 nChanged 23 SP:Iteration 95Q (3923.944081 sec): 3 clusters Score: Raw -3542054.000189 + Penalty 3376.153382 = -3538677.846806 nChanged 10 SP:Iteration 96Q (3924.033428 sec): 3 clusters Score: Raw -3542055.685747 + Penalty 3376.153382 = -3538679.532365 nChanged 8 SP:Iteration 97Q (3924.120964 sec): 3 clusters Score: Raw -3542057.456733 + Penalty 3376.153382 = -3538681.303350 nChanged 4 SP:Iteration 98Q (3924.201839 sec): 3 clusters Score: Raw -3542058.540035 + Penalty 3376.153382 = -3538682.386653 nChanged 3 SP:Iteration 99Q (3924.288806 sec): 3 clusters Score: Raw -3542059.139324 + Penalty 3376.153382 = -3538682.985942 nChanged 2 SP:Iteration 100F (3924.379145 sec): 3 clusters Score: Raw -3542059.560310 + Penalty 3376.153382 = -3538683.406928 nChanged 4 SP:Iteration 101Q (3924.466289 sec): 3 clusters Score: Raw -3542060.223166 + Penalty 3376.153382 = -3538684.069783 nChanged 3 SP:Iteration 102Q (3924.544566 sec): 3 clusters Score: Raw -3542060.959184 + Penalty 3376.153382 = -3538684.805801 nChanged 5 SP:Iteration 103Q (3924.637570 sec): 3 clusters Score: Raw -3542061.909756 + Penalty 3376.153382 = -3538685.756373 nChanged 3 SP:Iteration 104Q (3924.720196 sec): 3 clusters Score: Raw -3542062.990917 + Penalty 3376.153382 = -3538686.837534 nChanged 2 SP:Iteration 105Q (3924.802991 sec): 3 clusters Score: Raw -3542063.627173 + Penalty 3376.153382 = -3538687.473790 nChanged 7 SP:Iteration 106Q (3924.885405 sec): 3 clusters Score: Raw -3542064.994662 + Penalty 3376.153382 = -3538688.841279 nChanged 4 SP:Iteration 107Q (3924.972391 sec): 3 clusters Score: Raw -3542065.784434 + Penalty 3376.153382 = -3538689.631051 nChanged 8 SP:Iteration 108Q (3925.066147 sec): 3 clusters Score: Raw -3542067.955957 + Penalty 3376.153382 = -3538691.802575 nChanged 9 SP:Iteration 109Q (3925.153222 sec): 3 clusters Score: Raw -3542069.797345 + Penalty 3376.153382 = -3538693.643962 nChanged 11 SP:Iteration 110Q (3925.236825 sec): 3 clusters Score: Raw -3542072.466374 + Penalty 3376.153382 = -3538696.312991 nChanged 10 SP:Iteration 111Q (3925.322231 sec): 3 clusters Score: Raw -3542074.416130 + Penalty 3376.153382 = -3538698.262747 nChanged 7 SP:Iteration 112Q (3925.398135 sec): 3 clusters Score: Raw -3542075.599637 + Penalty 3376.153382 = -3538699.446254 nChanged 7 SP:Iteration 113Q (3925.487395 sec): 3 clusters Score: Raw -3542076.697730 + Penalty 3376.153382 = -3538700.544348 nChanged 8 SP:Iteration 114Q (3925.575272 sec): 3 clusters Score: Raw -3542079.170248 + Penalty 3376.153382 = -3538703.016865 nChanged 8 SP:Iteration 115Q (3925.656321 sec): 3 clusters Score: Raw -3542081.280441 + Penalty 3376.153382 = -3538705.127058 nChanged 9 SP:Iteration 116Q (3925.738715 sec): 3 clusters Score: Raw -3542083.039131 + Penalty 3376.153382 = -3538706.885749 nChanged 10 SP:Iteration 117Q (3925.834634 sec): 3 clusters Score: Raw -3542084.912907 + Penalty 3376.153382 = -3538708.759524 nChanged 5 SP:Iteration 118Q (3925.922345 sec): 3 clusters Score: Raw -3542086.400941 + Penalty 3376.153382 = -3538710.247558 nChanged 7 SP:Iteration 119Q (3926.001549 sec): 3 clusters Score: Raw -3542088.093133 + Penalty 3376.153382 = -3538711.939750 nChanged 4 SP:Iteration 120F (3926.092606 sec): 3 clusters Score: Raw -3542088.758751 + Penalty 3376.153382 = -3538712.605368 nChanged 5 SP:Iteration 121Q (3926.182171 sec): 3 clusters Score: Raw -3542089.710301 + Penalty 3376.153382 = -3538713.556918 nChanged 4 SP:Iteration 122Q (3926.264614 sec): 3 clusters Score: Raw -3542090.483512 + Penalty 3376.153382 = -3538714.330129 nChanged 3 SP:Iteration 123Q (3926.352476 sec): 3 clusters Score: Raw -3542091.247589 + Penalty 3376.153382 = -3538715.094206 nChanged 3 SP:Iteration 124Q (3926.446621 sec): 3 clusters Score: Raw -3542091.831750 + Penalty 3376.153382 = -3538715.678368 nChanged 5 SP:Iteration 125Q (3926.530841 sec): 3 clusters Score: Raw -3542092.629058 + Penalty 3376.153382 = -3538716.475676 nChanged 1 SP:Iteration 126Q (3926.616850 sec): 3 clusters Score: Raw -3542092.702624 + Penalty 3376.153382 = -3538716.549242 nChanged 0 SP:Iteration 127F (3926.714396 sec): 3 clusters Score: Raw -3542092.702624 + Penalty 3376.153382 = -3538716.549242 nChanged 0 Trying to split cluster 19 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3926.735599 sec): 2 clusters Score: Raw -13882.375053 + Penalty 842.950193 = -13039.424859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3926.770983 sec): 3 clusters Score: Raw -14001.549869 + Penalty 1685.900387 = -12315.649482 nChanged 30 SP:Iteration 1F (3926.827227 sec): 3 clusters Score: Raw -14081.020382 + Penalty 1685.900387 = -12395.119995 nChanged 3 SP:Iteration 2Q (3926.860986 sec): 3 clusters Score: Raw -14086.046296 + Penalty 1685.900387 = -12400.145909 nChanged 3 SP:Iteration 3Q (3926.897229 sec): 3 clusters Score: Raw -14092.664666 + Penalty 1685.900387 = -12406.764279 nChanged 2 SP:Iteration 4Q (3926.938500 sec): 3 clusters Score: Raw -14097.436984 + Penalty 1685.900387 = -12411.536597 nChanged 0 SP:Iteration 5F (3926.980084 sec): 3 clusters Score: Raw -14097.436984 + Penalty 1685.900387 = -12411.536597 nChanged 0 Trying to split cluster 20 (4024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3927.007954 sec): 2 clusters Score: Raw -390895.506672 + Penalty 1348.755153 = -389546.751519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3927.056296 sec): 3 clusters Score: Raw -388835.504285 + Penalty 2697.510306 = -386137.993978 nChanged 1612 SP:Iteration 1F (3927.115796 sec): 3 clusters Score: Raw -389716.818344 + Penalty 2697.510306 = -387019.308038 nChanged 296 SP:Iteration 2F (3927.157887 sec): 3 clusters Score: Raw -389888.778061 + Penalty 2697.510306 = -387191.267755 nChanged 232 SP:Iteration 3F (3927.205487 sec): 3 clusters Score: Raw -390014.351883 + Penalty 2697.510306 = -387316.841577 nChanged 160 SP:Iteration 4Q (3927.259862 sec): 3 clusters Score: Raw -390103.254791 + Penalty 2697.510306 = -387405.744484 nChanged 147 SP:Iteration 5Q (3927.299973 sec): 3 clusters Score: Raw -390179.133757 + Penalty 2697.510306 = -387481.623451 nChanged 127 SP:Iteration 6Q (3927.348374 sec): 3 clusters Score: Raw -390247.474032 + Penalty 2697.510306 = -387549.963725 nChanged 124 SP:Iteration 7Q (3927.392573 sec): 3 clusters Score: Raw -390313.104419 + Penalty 2697.510306 = -387615.594113 nChanged 113 SP:Iteration 8Q (3927.443482 sec): 3 clusters Score: Raw -390364.679419 + Penalty 2697.510306 = -387667.169112 nChanged 99 SP:Iteration 9Q (3927.494578 sec): 3 clusters Score: Raw -390411.216611 + Penalty 2697.510306 = -387713.706305 nChanged 102 SP:Iteration 10Q (3927.543585 sec): 3 clusters Score: Raw -390463.146508 + Penalty 2697.510306 = -387765.636201 nChanged 107 SP:Iteration 11Q (3927.588507 sec): 3 clusters Score: Raw -390518.969302 + Penalty 2697.510306 = -387821.458995 nChanged 109 SP:Iteration 12Q (3927.637832 sec): 3 clusters Score: Raw -390575.277102 + Penalty 2697.510306 = -387877.766795 nChanged 103 SP:Iteration 13Q (3927.694776 sec): 3 clusters Score: Raw -390631.841624 + Penalty 2697.510306 = -387934.331318 nChanged 95 SP:Iteration 14Q (3927.743351 sec): 3 clusters Score: Raw -390680.535750 + Penalty 2697.510306 = -387983.025444 nChanged 92 SP:Iteration 15Q (3927.780627 sec): 3 clusters Score: Raw -390730.458469 + Penalty 2697.510306 = -388032.948163 nChanged 82 SP:Iteration 16Q (3927.823746 sec): 3 clusters Score: Raw -390765.153639 + Penalty 2697.510306 = -388067.643333 nChanged 79 SP:Iteration 17Q (3927.878146 sec): 3 clusters Score: Raw -390797.553674 + Penalty 2697.510306 = -388100.043368 nChanged 64 SP:Iteration 18Q (3927.921880 sec): 3 clusters Score: Raw -390828.149806 + Penalty 2697.510306 = -388130.639500 nChanged 59 SP:Iteration 19Q (3927.967245 sec): 3 clusters Score: Raw -390857.067069 + Penalty 2697.510306 = -388159.556762 nChanged 57 SP:Iteration 20F (3928.009343 sec): 3 clusters Score: Raw -390880.313901 + Penalty 2697.510306 = -388182.803595 nChanged 46 SP:Iteration 21Q (3928.055618 sec): 3 clusters Score: Raw -390897.338581 + Penalty 2697.510306 = -388199.828275 nChanged 35 SP:Iteration 22Q (3928.098416 sec): 3 clusters Score: Raw -390909.321391 + Penalty 2697.510306 = -388211.811084 nChanged 26 SP:Iteration 23Q (3928.154771 sec): 3 clusters Score: Raw -390917.909431 + Penalty 2697.510306 = -388220.399125 nChanged 23 SP:Iteration 24Q (3928.208755 sec): 3 clusters Score: Raw -390925.116766 + Penalty 2697.510306 = -388227.606459 nChanged 20 SP:Iteration 25Q (3928.251443 sec): 3 clusters Score: Raw -390930.641469 + Penalty 2697.510306 = -388233.131163 nChanged 12 SP:Iteration 26Q (3928.293896 sec): 3 clusters Score: Raw -390933.534864 + Penalty 2697.510306 = -388236.024558 nChanged 9 SP:Iteration 27Q (3928.344246 sec): 3 clusters Score: Raw -390936.767317 + Penalty 2697.510306 = -388239.257011 nChanged 12 SP:Iteration 28Q (3928.396420 sec): 3 clusters Score: Raw -390939.738689 + Penalty 2697.510306 = -388242.228383 nChanged 12 SP:Iteration 29Q (3928.436266 sec): 3 clusters Score: Raw -390943.061506 + Penalty 2697.510306 = -388245.551199 nChanged 12 SP:Iteration 30Q (3928.489399 sec): 3 clusters Score: Raw -390946.661400 + Penalty 2697.510306 = -388249.151094 nChanged 14 SP:Iteration 31Q (3928.531783 sec): 3 clusters Score: Raw -390951.306495 + Penalty 2697.510306 = -388253.796189 nChanged 11 SP:Iteration 32Q (3928.583731 sec): 3 clusters Score: Raw -390954.023601 + Penalty 2697.510306 = -388256.513294 nChanged 3 SP:Iteration 33Q (3928.629226 sec): 3 clusters Score: Raw -390954.752821 + Penalty 2697.510306 = -388257.242515 nChanged 2 SP:Iteration 34Q (3928.678582 sec): 3 clusters Score: Raw -390955.100505 + Penalty 2697.510306 = -388257.590199 nChanged 2 SP:Iteration 35Q (3928.725504 sec): 3 clusters Score: Raw -390955.635453 + Penalty 2697.510306 = -388258.125147 nChanged 1 SP:Iteration 36Q (3928.771720 sec): 3 clusters Score: Raw -390955.856086 + Penalty 2697.510306 = -388258.345780 nChanged 1 SP:Iteration 37Q (3928.820299 sec): 3 clusters Score: Raw -390956.260058 + Penalty 2697.510306 = -388258.749752 nChanged 3 SP:Iteration 38Q (3928.866900 sec): 3 clusters Score: Raw -390956.609481 + Penalty 2697.510306 = -388259.099175 nChanged 0 SP:Iteration 39F (3928.918593 sec): 3 clusters Score: Raw -390956.609481 + Penalty 2697.510306 = -388259.099175 nChanged 0 Trying to split cluster 21 (14402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3928.959722 sec): 2 clusters Score: Raw -1534576.657030 + Penalty 1555.957384 = -1533020.699646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3929.027094 sec): 3 clusters Score: Raw -1526092.164255 + Penalty 3111.914769 = -1522980.249487 nChanged 6424 SP:Iteration 1F (3929.100384 sec): 3 clusters Score: Raw -1529520.779461 + Penalty 3111.914769 = -1526408.864693 nChanged 741 SP:Iteration 2F (3929.159371 sec): 3 clusters Score: Raw -1529807.037073 + Penalty 3111.914769 = -1526695.122304 nChanged 706 SP:Iteration 3Q (3929.229923 sec): 3 clusters Score: Raw -1530117.211811 + Penalty 3111.914769 = -1527005.297043 nChanged 739 SP:Iteration 4F (3929.293385 sec): 3 clusters Score: Raw -1530514.519277 + Penalty 3111.914769 = -1527402.604508 nChanged 850 SP:Iteration 5F (3929.366354 sec): 3 clusters Score: Raw -1531092.546285 + Penalty 3111.914769 = -1527980.631516 nChanged 972 SP:Iteration 6F (3929.434823 sec): 3 clusters Score: Raw -1531891.868552 + Penalty 3111.914769 = -1528779.953783 nChanged 1052 SP:Iteration 7F (3929.506981 sec): 3 clusters Score: Raw -1532836.232143 + Penalty 3111.914769 = -1529724.317375 nChanged 930 SP:Iteration 8F (3929.569607 sec): 3 clusters Score: Raw -1533784.496680 + Penalty 3111.914769 = -1530672.581912 nChanged 744 SP:Iteration 9F (3929.637425 sec): 3 clusters Score: Raw -1534568.141041 + Penalty 3111.914769 = -1531456.226272 nChanged 505 SP:Iteration 10Q (3929.709138 sec): 3 clusters Score: Raw -1535043.960482 + Penalty 3111.914769 = -1531932.045714 nChanged 295 SP:Iteration 11Q (3929.775738 sec): 3 clusters Score: Raw -1535267.162398 + Penalty 3111.914769 = -1532155.247630 nChanged 187 SP:Iteration 12Q (3929.834626 sec): 3 clusters Score: Raw -1535378.195944 + Penalty 3111.914769 = -1532266.281175 nChanged 111 SP:Iteration 13Q (3929.897976 sec): 3 clusters Score: Raw -1535427.894898 + Penalty 3111.914769 = -1532315.980130 nChanged 84 SP:Iteration 14Q (3929.971185 sec): 3 clusters Score: Raw -1535463.183246 + Penalty 3111.914769 = -1532351.268477 nChanged 84 SP:Iteration 15Q (3930.038456 sec): 3 clusters Score: Raw -1535491.959541 + Penalty 3111.914769 = -1532380.044773 nChanged 58 SP:Iteration 16Q (3930.092240 sec): 3 clusters Score: Raw -1535508.504835 + Penalty 3111.914769 = -1532396.590067 nChanged 37 SP:Iteration 17Q (3930.153814 sec): 3 clusters Score: Raw -1535517.514629 + Penalty 3111.914769 = -1532405.599860 nChanged 28 SP:Iteration 18Q (3930.224347 sec): 3 clusters Score: Raw -1535524.621637 + Penalty 3111.914769 = -1532412.706868 nChanged 24 SP:Iteration 19Q (3930.282241 sec): 3 clusters Score: Raw -1535529.063010 + Penalty 3111.914769 = -1532417.148241 nChanged 18 SP:Iteration 20F (3930.350950 sec): 3 clusters Score: Raw -1535532.330487 + Penalty 3111.914769 = -1532420.415718 nChanged 22 SP:Iteration 21Q (3930.413550 sec): 3 clusters Score: Raw -1535536.689816 + Penalty 3111.914769 = -1532424.775047 nChanged 21 SP:Iteration 22Q (3930.474206 sec): 3 clusters Score: Raw -1535540.555560 + Penalty 3111.914769 = -1532428.640792 nChanged 16 SP:Iteration 23Q (3930.531253 sec): 3 clusters Score: Raw -1535543.259937 + Penalty 3111.914769 = -1532431.345168 nChanged 8 SP:Iteration 24Q (3930.602672 sec): 3 clusters Score: Raw -1535544.476863 + Penalty 3111.914769 = -1532432.562095 nChanged 6 SP:Iteration 25Q (3930.664802 sec): 3 clusters Score: Raw -1535545.197333 + Penalty 3111.914769 = -1532433.282565 nChanged 3 SP:Iteration 26Q (3930.731089 sec): 3 clusters Score: Raw -1535545.738192 + Penalty 3111.914769 = -1532433.823424 nChanged 4 SP:Iteration 27Q (3930.796611 sec): 3 clusters Score: Raw -1535546.283702 + Penalty 3111.914769 = -1532434.368933 nChanged 1 SP:Iteration 28Q (3930.863266 sec): 3 clusters Score: Raw -1535546.354108 + Penalty 3111.914769 = -1532434.439339 nChanged 1 SP:Iteration 29Q (3930.931467 sec): 3 clusters Score: Raw -1535546.532781 + Penalty 3111.914769 = -1532434.618012 nChanged 2 SP:Iteration 30Q (3930.998718 sec): 3 clusters Score: Raw -1535546.828160 + Penalty 3111.914769 = -1532434.913392 nChanged 3 SP:Iteration 31Q (3931.054214 sec): 3 clusters Score: Raw -1535547.220193 + Penalty 3111.914769 = -1532435.305424 nChanged 4 SP:Iteration 32Q (3931.112298 sec): 3 clusters Score: Raw -1535547.762158 + Penalty 3111.914769 = -1532435.847389 nChanged 4 SP:Iteration 33Q (3931.173012 sec): 3 clusters Score: Raw -1535548.195537 + Penalty 3111.914769 = -1532436.280768 nChanged 3 SP:Iteration 34Q (3931.234758 sec): 3 clusters Score: Raw -1535548.602029 + Penalty 3111.914769 = -1532436.687260 nChanged 2 SP:Iteration 35Q (3931.303787 sec): 3 clusters Score: Raw -1535548.867276 + Penalty 3111.914769 = -1532436.952508 nChanged 3 SP:Iteration 36Q (3931.368023 sec): 3 clusters Score: Raw -1535549.184770 + Penalty 3111.914769 = -1532437.270001 nChanged 1 SP:Iteration 37Q (3931.425347 sec): 3 clusters Score: Raw -1535549.323279 + Penalty 3111.914769 = -1532437.408510 nChanged 1 SP:Iteration 38Q (3931.486663 sec): 3 clusters Score: Raw -1535549.404109 + Penalty 3111.914769 = -1532437.489341 nChanged 0 SP:Iteration 39F (3931.561841 sec): 3 clusters Score: Raw -1535549.404109 + Penalty 3111.914769 = -1532437.489341 nChanged 0 Trying to split cluster 22 (19851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3931.609491 sec): 2 clusters Score: Raw -2094539.374002 + Penalty 1608.101570 = -2092931.272432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3931.679598 sec): 3 clusters Score: Raw -2082667.070242 + Penalty 3216.203140 = -2079450.867102 nChanged 8942 SP:Iteration 1F (3931.755651 sec): 3 clusters Score: Raw -2088096.991817 + Penalty 3216.203140 = -2084880.788676 nChanged 1463 SP:Iteration 2F (3931.829303 sec): 3 clusters Score: Raw -2089288.755283 + Penalty 3216.203140 = -2086072.552142 nChanged 1685 SP:Iteration 3F (3931.893473 sec): 3 clusters Score: Raw -2090777.256074 + Penalty 3216.203140 = -2087561.052934 nChanged 1662 SP:Iteration 4F (3931.975328 sec): 3 clusters Score: Raw -2092080.946285 + Penalty 3216.203140 = -2088864.743145 nChanged 1392 SP:Iteration 5F (3932.048809 sec): 3 clusters Score: Raw -2092905.321659 + Penalty 3216.203140 = -2089689.118519 nChanged 971 SP:Iteration 6Q (3932.135646 sec): 3 clusters Score: Raw -2093296.885101 + Penalty 3216.203140 = -2090080.681960 nChanged 617 SP:Iteration 7Q (3932.200943 sec): 3 clusters Score: Raw -2093481.509197 + Penalty 3216.203140 = -2090265.306057 nChanged 451 SP:Iteration 8Q (3932.277483 sec): 3 clusters Score: Raw -2093589.248917 + Penalty 3216.203140 = -2090373.045777 nChanged 316 SP:Iteration 9Q (3932.360692 sec): 3 clusters Score: Raw -2093660.475429 + Penalty 3216.203140 = -2090444.272289 nChanged 299 SP:Iteration 10Q (3932.439651 sec): 3 clusters Score: Raw -2093719.054618 + Penalty 3216.203140 = -2090502.851478 nChanged 223 SP:Iteration 11Q (3932.524860 sec): 3 clusters Score: Raw -2093756.291185 + Penalty 3216.203140 = -2090540.088045 nChanged 180 SP:Iteration 12Q (3932.601940 sec): 3 clusters Score: Raw -2093780.296972 + Penalty 3216.203140 = -2090564.093831 nChanged 135 SP:Iteration 13Q (3932.677155 sec): 3 clusters Score: Raw -2093797.939757 + Penalty 3216.203140 = -2090581.736616 nChanged 132 SP:Iteration 14Q (3932.747710 sec): 3 clusters Score: Raw -2093815.585482 + Penalty 3216.203140 = -2090599.382341 nChanged 139 SP:Iteration 15Q (3932.830590 sec): 3 clusters Score: Raw -2093834.855553 + Penalty 3216.203140 = -2090618.652413 nChanged 141 SP:Iteration 16Q (3932.898238 sec): 3 clusters Score: Raw -2093854.916233 + Penalty 3216.203140 = -2090638.713092 nChanged 148 SP:Iteration 17Q (3932.973491 sec): 3 clusters Score: Raw -2093876.546099 + Penalty 3216.203140 = -2090660.342959 nChanged 164 SP:Iteration 18Q (3933.043358 sec): 3 clusters Score: Raw -2093901.309393 + Penalty 3216.203140 = -2090685.106253 nChanged 167 SP:Iteration 19Q (3933.126495 sec): 3 clusters Score: Raw -2093926.506014 + Penalty 3216.203140 = -2090710.302873 nChanged 158 SP:Iteration 20F (3933.200365 sec): 3 clusters Score: Raw -2093952.678594 + Penalty 3216.203140 = -2090736.475454 nChanged 164 SP:Iteration 21Q (3933.271152 sec): 3 clusters Score: Raw -2093980.190635 + Penalty 3216.203140 = -2090763.987495 nChanged 185 SP:Iteration 22Q (3933.350940 sec): 3 clusters Score: Raw -2094010.973353 + Penalty 3216.203140 = -2090794.770213 nChanged 188 SP:Iteration 23Q (3933.438052 sec): 3 clusters Score: Raw -2094042.713003 + Penalty 3216.203140 = -2090826.509863 nChanged 200 SP:Iteration 24Q (3933.503305 sec): 3 clusters Score: Raw -2094078.031189 + Penalty 3216.203140 = -2090861.828048 nChanged 204 SP:Iteration 25Q (3933.573816 sec): 3 clusters Score: Raw -2094111.951824 + Penalty 3216.203140 = -2090895.748683 nChanged 205 SP:Iteration 26Q (3933.644306 sec): 3 clusters Score: Raw -2094146.662692 + Penalty 3216.203140 = -2090930.459552 nChanged 200 SP:Iteration 27Q (3933.717358 sec): 3 clusters Score: Raw -2094185.584548 + Penalty 3216.203140 = -2090969.381407 nChanged 230 SP:Iteration 28Q (3933.790217 sec): 3 clusters Score: Raw -2094231.131408 + Penalty 3216.203140 = -2091014.928268 nChanged 218 SP:Iteration 29Q (3933.861645 sec): 3 clusters Score: Raw -2094273.182163 + Penalty 3216.203140 = -2091056.979023 nChanged 230 SP:Iteration 30Q (3933.941119 sec): 3 clusters Score: Raw -2094318.389163 + Penalty 3216.203140 = -2091102.186023 nChanged 216 SP:Iteration 31Q (3934.006186 sec): 3 clusters Score: Raw -2094362.353686 + Penalty 3216.203140 = -2091146.150545 nChanged 225 SP:Iteration 32Q (3934.094003 sec): 3 clusters Score: Raw -2094415.043636 + Penalty 3216.203140 = -2091198.840495 nChanged 225 SP:Iteration 33Q (3934.158330 sec): 3 clusters Score: Raw -2094467.430678 + Penalty 3216.203140 = -2091251.227537 nChanged 236 SP:Iteration 34Q (3934.225023 sec): 3 clusters Score: Raw -2094527.565602 + Penalty 3216.203140 = -2091311.362462 nChanged 224 SP:Iteration 35Q (3934.296063 sec): 3 clusters Score: Raw -2094585.032961 + Penalty 3216.203140 = -2091368.829821 nChanged 240 SP:Iteration 36Q (3934.381402 sec): 3 clusters Score: Raw -2094651.685989 + Penalty 3216.203140 = -2091435.482848 nChanged 225 SP:Iteration 37Q (3934.446323 sec): 3 clusters Score: Raw -2094708.750409 + Penalty 3216.203140 = -2091492.547268 nChanged 203 SP:Iteration 38Q (3934.517882 sec): 3 clusters Score: Raw -2094760.805097 + Penalty 3216.203140 = -2091544.601957 nChanged 215 SP:Iteration 39Q (3934.590001 sec): 3 clusters Score: Raw -2094823.645886 + Penalty 3216.203140 = -2091607.442746 nChanged 219 SP:Iteration 40F (3934.662258 sec): 3 clusters Score: Raw -2094888.876090 + Penalty 3216.203140 = -2091672.672949 nChanged 188 SP:Iteration 41Q (3934.728956 sec): 3 clusters Score: Raw -2094938.911062 + Penalty 3216.203140 = -2091722.707922 nChanged 162 SP:Iteration 42Q (3934.805956 sec): 3 clusters Score: Raw -2094985.702269 + Penalty 3216.203140 = -2091769.499128 nChanged 147 SP:Iteration 43Q (3934.872783 sec): 3 clusters Score: Raw -2095024.652168 + Penalty 3216.203140 = -2091808.449027 nChanged 131 SP:Iteration 44Q (3934.949227 sec): 3 clusters Score: Raw -2095056.960310 + Penalty 3216.203140 = -2091840.757170 nChanged 119 SP:Iteration 45Q (3935.014609 sec): 3 clusters Score: Raw -2095083.328847 + Penalty 3216.203140 = -2091867.125707 nChanged 92 SP:Iteration 46Q (3935.088848 sec): 3 clusters Score: Raw -2095105.704742 + Penalty 3216.203140 = -2091889.501602 nChanged 81 SP:Iteration 47Q (3935.161047 sec): 3 clusters Score: Raw -2095125.043892 + Penalty 3216.203140 = -2091908.840752 nChanged 82 SP:Iteration 48Q (3935.235949 sec): 3 clusters Score: Raw -2095141.450265 + Penalty 3216.203140 = -2091925.247125 nChanged 74 SP:Iteration 49Q (3935.309618 sec): 3 clusters Score: Raw -2095156.645375 + Penalty 3216.203140 = -2091940.442234 nChanged 72 SP:Iteration 50Q (3935.375694 sec): 3 clusters Score: Raw -2095172.763731 + Penalty 3216.203140 = -2091956.560590 nChanged 49 SP:Iteration 51Q (3935.444289 sec): 3 clusters Score: Raw -2095182.671043 + Penalty 3216.203140 = -2091966.467902 nChanged 40 SP:Iteration 52Q (3935.522831 sec): 3 clusters Score: Raw -2095190.458992 + Penalty 3216.203140 = -2091974.255852 nChanged 34 SP:Iteration 53Q (3935.603060 sec): 3 clusters Score: Raw -2095197.200071 + Penalty 3216.203140 = -2091980.996931 nChanged 41 SP:Iteration 54Q (3935.672019 sec): 3 clusters Score: Raw -2095205.460336 + Penalty 3216.203140 = -2091989.257196 nChanged 39 SP:Iteration 55Q (3935.742344 sec): 3 clusters Score: Raw -2095213.205620 + Penalty 3216.203140 = -2091997.002480 nChanged 47 SP:Iteration 56Q (3935.800493 sec): 3 clusters Score: Raw -2095222.920719 + Penalty 3216.203140 = -2092006.717579 nChanged 45 SP:Iteration 57Q (3935.881381 sec): 3 clusters Score: Raw -2095232.178863 + Penalty 3216.203140 = -2092015.975723 nChanged 38 SP:Iteration 58Q (3935.944171 sec): 3 clusters Score: Raw -2095237.943636 + Penalty 3216.203140 = -2092021.740495 nChanged 31 SP:Iteration 59Q (3936.020517 sec): 3 clusters Score: Raw -2095243.990881 + Penalty 3216.203140 = -2092027.787740 nChanged 32 SP:Iteration 60F (3936.089760 sec): 3 clusters Score: Raw -2095251.300651 + Penalty 3216.203140 = -2092035.097510 nChanged 33 SP:Iteration 61Q (3936.168408 sec): 3 clusters Score: Raw -2095257.655257 + Penalty 3216.203140 = -2092041.452117 nChanged 23 SP:Iteration 62Q (3936.230622 sec): 3 clusters Score: Raw -2095261.989432 + Penalty 3216.203140 = -2092045.786292 nChanged 17 SP:Iteration 63Q (3936.302429 sec): 3 clusters Score: Raw -2095265.373339 + Penalty 3216.203140 = -2092049.170199 nChanged 19 SP:Iteration 64Q (3936.378353 sec): 3 clusters Score: Raw -2095268.959734 + Penalty 3216.203140 = -2092052.756594 nChanged 15 SP:Iteration 65Q (3936.460410 sec): 3 clusters Score: Raw -2095271.311335 + Penalty 3216.203140 = -2092055.108195 nChanged 9 SP:Iteration 66Q (3936.515799 sec): 3 clusters Score: Raw -2095273.146566 + Penalty 3216.203140 = -2092056.943426 nChanged 15 SP:Iteration 67Q (3936.592665 sec): 3 clusters Score: Raw -2095275.444072 + Penalty 3216.203140 = -2092059.240932 nChanged 11 SP:Iteration 68Q (3936.665768 sec): 3 clusters Score: Raw -2095276.955547 + Penalty 3216.203140 = -2092060.752407 nChanged 6 SP:Iteration 69Q (3936.730922 sec): 3 clusters Score: Raw -2095277.801555 + Penalty 3216.203140 = -2092061.598414 nChanged 4 SP:Iteration 70Q (3936.807840 sec): 3 clusters Score: Raw -2095278.724051 + Penalty 3216.203140 = -2092062.520910 nChanged 3 SP:Iteration 71Q (3936.882396 sec): 3 clusters Score: Raw -2095279.152232 + Penalty 3216.203140 = -2092062.949092 nChanged 3 SP:Iteration 72Q (3936.954794 sec): 3 clusters Score: Raw -2095279.487741 + Penalty 3216.203140 = -2092063.284600 nChanged 1 SP:Iteration 73Q (3937.030265 sec): 3 clusters Score: Raw -2095279.642109 + Penalty 3216.203140 = -2092063.438969 nChanged 1 SP:Iteration 74Q (3937.102151 sec): 3 clusters Score: Raw -2095279.848385 + Penalty 3216.203140 = -2092063.645244 nChanged 1 SP:Iteration 75Q (3937.173141 sec): 3 clusters Score: Raw -2095280.036799 + Penalty 3216.203140 = -2092063.833658 nChanged 2 SP:Iteration 76Q (3937.241911 sec): 3 clusters Score: Raw -2095280.425451 + Penalty 3216.203140 = -2092064.222311 nChanged 3 SP:Iteration 77Q (3937.306931 sec): 3 clusters Score: Raw -2095280.906093 + Penalty 3216.203140 = -2092064.702953 nChanged 2 SP:Iteration 78Q (3937.381688 sec): 3 clusters Score: Raw -2095281.175136 + Penalty 3216.203140 = -2092064.971995 nChanged 2 SP:Iteration 79Q (3937.450276 sec): 3 clusters Score: Raw -2095281.441061 + Penalty 3216.203140 = -2092065.237920 nChanged 2 SP:Iteration 80F (3937.527103 sec): 3 clusters Score: Raw -2095281.663570 + Penalty 3216.203140 = -2092065.460430 nChanged 0 Trying to split cluster 23 (30530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3937.589074 sec): 2 clusters Score: Raw -3315866.861011 + Penalty 1678.050576 = -3314188.810435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3937.682879 sec): 3 clusters Score: Raw -3296997.391627 + Penalty 3356.101153 = -3293641.290474 nChanged 14016 SP:Iteration 1F (3937.765433 sec): 3 clusters Score: Raw -3305010.739090 + Penalty 3356.101153 = -3301654.637938 nChanged 1577 SP:Iteration 2F (3937.863645 sec): 3 clusters Score: Raw -3305643.130649 + Penalty 3356.101153 = -3302287.029496 nChanged 1633 SP:Iteration 3F (3937.946516 sec): 3 clusters Score: Raw -3306364.908636 + Penalty 3356.101153 = -3303008.807484 nChanged 1696 SP:Iteration 4F (3938.029611 sec): 3 clusters Score: Raw -3307250.315048 + Penalty 3356.101153 = -3303894.213895 nChanged 1818 SP:Iteration 5F (3938.114573 sec): 3 clusters Score: Raw -3308391.700750 + Penalty 3356.101153 = -3305035.599597 nChanged 1949 SP:Iteration 6F (3938.214652 sec): 3 clusters Score: Raw -3309894.643228 + Penalty 3356.101153 = -3306538.542075 nChanged 2002 SP:Iteration 7F (3938.300159 sec): 3 clusters Score: Raw -3311657.865694 + Penalty 3356.101153 = -3308301.764541 nChanged 1774 SP:Iteration 8F (3938.398951 sec): 3 clusters Score: Raw -3312953.558404 + Penalty 3356.101153 = -3309597.457251 nChanged 1354 SP:Iteration 9Q (3938.488178 sec): 3 clusters Score: Raw -3313651.113007 + Penalty 3356.101153 = -3310295.011854 nChanged 879 SP:Iteration 10Q (3938.580035 sec): 3 clusters Score: Raw -3313947.316745 + Penalty 3356.101153 = -3310591.215592 nChanged 591 SP:Iteration 11Q (3938.667192 sec): 3 clusters Score: Raw -3314150.021977 + Penalty 3356.101153 = -3310793.920825 nChanged 482 SP:Iteration 12Q (3938.755228 sec): 3 clusters Score: Raw -3314341.198336 + Penalty 3356.101153 = -3310985.097183 nChanged 475 SP:Iteration 13Q (3938.860089 sec): 3 clusters Score: Raw -3314513.777567 + Penalty 3356.101153 = -3311157.676414 nChanged 424 SP:Iteration 14Q (3938.957652 sec): 3 clusters Score: Raw -3314645.135612 + Penalty 3356.101153 = -3311289.034459 nChanged 376 SP:Iteration 15Q (3939.057858 sec): 3 clusters Score: Raw -3314767.013620 + Penalty 3356.101153 = -3311410.912467 nChanged 382 SP:Iteration 16Q (3939.140065 sec): 3 clusters Score: Raw -3314892.273437 + Penalty 3356.101153 = -3311536.172285 nChanged 354 SP:Iteration 17Q (3939.231527 sec): 3 clusters Score: Raw -3315005.192820 + Penalty 3356.101153 = -3311649.091668 nChanged 346 SP:Iteration 18Q (3939.327847 sec): 3 clusters Score: Raw -3315109.769938 + Penalty 3356.101153 = -3311753.668785 nChanged 312 SP:Iteration 19Q (3939.418662 sec): 3 clusters Score: Raw -3315200.700588 + Penalty 3356.101153 = -3311844.599435 nChanged 304 SP:Iteration 20F (3939.511862 sec): 3 clusters Score: Raw -3315295.139252 + Penalty 3356.101153 = -3311939.038099 nChanged 295 SP:Iteration 21Q (3939.612378 sec): 3 clusters Score: Raw -3315400.837266 + Penalty 3356.101153 = -3312044.736113 nChanged 273 SP:Iteration 22Q (3939.695958 sec): 3 clusters Score: Raw -3315512.762166 + Penalty 3356.101153 = -3312156.661013 nChanged 286 SP:Iteration 23Q (3939.786947 sec): 3 clusters Score: Raw -3315623.279769 + Penalty 3356.101153 = -3312267.178616 nChanged 281 SP:Iteration 24Q (3939.883274 sec): 3 clusters Score: Raw -3315721.027464 + Penalty 3356.101153 = -3312364.926311 nChanged 244 SP:Iteration 25Q (3939.968686 sec): 3 clusters Score: Raw -3315801.042983 + Penalty 3356.101153 = -3312444.941831 nChanged 229 SP:Iteration 26Q (3940.050185 sec): 3 clusters Score: Raw -3315867.894225 + Penalty 3356.101153 = -3312511.793072 nChanged 226 SP:Iteration 27Q (3940.139137 sec): 3 clusters Score: Raw -3315931.016837 + Penalty 3356.101153 = -3312574.915685 nChanged 205 SP:Iteration 28Q (3940.220676 sec): 3 clusters Score: Raw -3315979.664907 + Penalty 3356.101153 = -3312623.563755 nChanged 143 SP:Iteration 29Q (3940.315307 sec): 3 clusters Score: Raw -3316009.324761 + Penalty 3356.101153 = -3312653.223608 nChanged 132 SP:Iteration 30Q (3940.400247 sec): 3 clusters Score: Raw -3316031.196336 + Penalty 3356.101153 = -3312675.095183 nChanged 101 SP:Iteration 31Q (3940.507957 sec): 3 clusters Score: Raw -3316043.719796 + Penalty 3356.101153 = -3312687.618643 nChanged 78 SP:Iteration 32Q (3940.591386 sec): 3 clusters Score: Raw -3316052.491452 + Penalty 3356.101153 = -3312696.390299 nChanged 59 SP:Iteration 33Q (3940.675893 sec): 3 clusters Score: Raw -3316057.404891 + Penalty 3356.101153 = -3312701.303738 nChanged 38 SP:Iteration 34Q (3940.763546 sec): 3 clusters Score: Raw -3316059.898035 + Penalty 3356.101153 = -3312703.796882 nChanged 31 SP:Iteration 35Q (3940.869319 sec): 3 clusters Score: Raw -3316061.683564 + Penalty 3356.101153 = -3312705.582411 nChanged 29 SP:Iteration 36Q (3940.965290 sec): 3 clusters Score: Raw -3316063.351547 + Penalty 3356.101153 = -3312707.250395 nChanged 20 SP:Iteration 37Q (3941.053367 sec): 3 clusters Score: Raw -3316064.424347 + Penalty 3356.101153 = -3312708.323194 nChanged 21 SP:Iteration 38Q (3941.140643 sec): 3 clusters Score: Raw -3316065.414442 + Penalty 3356.101153 = -3312709.313290 nChanged 18 SP:Iteration 39Q (3941.222468 sec): 3 clusters Score: Raw -3316066.296545 + Penalty 3356.101153 = -3312710.195392 nChanged 11 SP:Iteration 40F (3941.316474 sec): 3 clusters Score: Raw -3316066.831838 + Penalty 3356.101153 = -3312710.730685 nChanged 14 SP:Iteration 41Q (3941.413705 sec): 3 clusters Score: Raw -3316067.613605 + Penalty 3356.101153 = -3312711.512452 nChanged 10 SP:Iteration 42Q (3941.501788 sec): 3 clusters Score: Raw -3316068.134091 + Penalty 3356.101153 = -3312712.032938 nChanged 12 SP:Iteration 43Q (3941.600496 sec): 3 clusters Score: Raw -3316068.771193 + Penalty 3356.101153 = -3312712.670040 nChanged 18 SP:Iteration 44Q (3941.689586 sec): 3 clusters Score: Raw -3316069.767803 + Penalty 3356.101153 = -3312713.666650 nChanged 14 SP:Iteration 45Q (3941.770430 sec): 3 clusters Score: Raw -3316070.510045 + Penalty 3356.101153 = -3312714.408892 nChanged 11 SP:Iteration 46Q (3941.873253 sec): 3 clusters Score: Raw -3316071.224827 + Penalty 3356.101153 = -3312715.123674 nChanged 18 SP:Iteration 47Q (3941.964250 sec): 3 clusters Score: Raw -3316072.165239 + Penalty 3356.101153 = -3312716.064086 nChanged 13 SP:Iteration 48Q (3942.043241 sec): 3 clusters Score: Raw -3316073.166447 + Penalty 3356.101153 = -3312717.065294 nChanged 22 SP:Iteration 49Q (3942.137397 sec): 3 clusters Score: Raw -3316074.590181 + Penalty 3356.101153 = -3312718.489028 nChanged 25 SP:Iteration 50Q (3942.222279 sec): 3 clusters Score: Raw -3316076.165332 + Penalty 3356.101153 = -3312720.064179 nChanged 21 SP:Iteration 51Q (3942.316496 sec): 3 clusters Score: Raw -3316077.327457 + Penalty 3356.101153 = -3312721.226304 nChanged 15 SP:Iteration 52Q (3942.412720 sec): 3 clusters Score: Raw -3316078.105040 + Penalty 3356.101153 = -3312722.003887 nChanged 19 SP:Iteration 53Q (3942.495281 sec): 3 clusters Score: Raw -3316079.223448 + Penalty 3356.101153 = -3312723.122295 nChanged 23 SP:Iteration 54Q (3942.587216 sec): 3 clusters Score: Raw -3316080.496885 + Penalty 3356.101153 = -3312724.395732 nChanged 10 SP:Iteration 55Q (3942.675763 sec): 3 clusters Score: Raw -3316081.008662 + Penalty 3356.101153 = -3312724.907509 nChanged 14 SP:Iteration 56Q (3942.761704 sec): 3 clusters Score: Raw -3316081.506044 + Penalty 3356.101153 = -3312725.404891 nChanged 10 SP:Iteration 57Q (3942.849694 sec): 3 clusters Score: Raw -3316081.909839 + Penalty 3356.101153 = -3312725.808686 nChanged 8 SP:Iteration 58Q (3942.952026 sec): 3 clusters Score: Raw -3316082.220874 + Penalty 3356.101153 = -3312726.119721 nChanged 10 SP:Iteration 59Q (3943.042341 sec): 3 clusters Score: Raw -3316082.689155 + Penalty 3356.101153 = -3312726.588002 nChanged 6 SP:Iteration 60F (3943.136466 sec): 3 clusters Score: Raw -3316082.960695 + Penalty 3356.101153 = -3312726.859542 nChanged 6 SP:Iteration 61Q (3943.227187 sec): 3 clusters Score: Raw -3316083.174748 + Penalty 3356.101153 = -3312727.073595 nChanged 2 SP:Iteration 62Q (3943.330753 sec): 3 clusters Score: Raw -3316083.216719 + Penalty 3356.101153 = -3312727.115566 nChanged 1 SP:Iteration 63Q (3943.417118 sec): 3 clusters Score: Raw -3316083.241526 + Penalty 3356.101153 = -3312727.140373 nChanged 1 SP:Iteration 64Q (3943.520438 sec): 3 clusters Score: Raw -3316083.294896 + Penalty 3356.101153 = -3312727.193743 nChanged 1 SP:Iteration 65Q (3943.615153 sec): 3 clusters Score: Raw -3316083.307259 + Penalty 3356.101153 = -3312727.206106 nChanged 0 SP:Iteration 66F (3943.701224 sec): 3 clusters Score: Raw -3316083.307259 + Penalty 3356.101153 = -3312727.206106 nChanged 0 Trying to split cluster 24 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3943.724957 sec): 2 clusters Score: Raw -14347.064874 + Penalty 863.395972 = -13483.668903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3943.750066 sec): 3 clusters Score: Raw -14567.929089 + Penalty 1726.791943 = -12841.137146 nChanged 47 SP:Iteration 1F (3943.803901 sec): 3 clusters Score: Raw -14808.123526 + Penalty 1726.791943 = -13081.331582 nChanged 22 SP:Iteration 2F (3943.845780 sec): 3 clusters Score: Raw -15030.656631 + Penalty 1726.791943 = -13303.864688 nChanged 8 SP:Iteration 3Q (3943.884627 sec): 3 clusters Score: Raw -15101.907439 + Penalty 1726.791943 = -13375.115496 nChanged 3 SP:Iteration 4Q (3943.932463 sec): 3 clusters Score: Raw -15114.557385 + Penalty 1726.791943 = -13387.765442 nChanged 1 SP:Iteration 5Q (3943.975496 sec): 3 clusters Score: Raw -15115.853762 + Penalty 1726.791943 = -13389.061819 nChanged 1 SP:Iteration 6Q (3944.005034 sec): 3 clusters Score: Raw -15117.190701 + Penalty 1726.791943 = -13390.398758 nChanged 0 SP:Iteration 7F (3944.045845 sec): 3 clusters Score: Raw -15117.190701 + Penalty 1726.791943 = -13390.398758 nChanged 0 Trying to split cluster 25 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3944.067404 sec): 2 clusters Score: Raw -47287.721434 + Penalty 1006.590876 = -46281.130558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3944.114210 sec): 3 clusters Score: Raw -47204.633316 + Penalty 2013.181752 = -45191.451564 nChanged 112 SP:Iteration 1F (3944.158337 sec): 3 clusters Score: Raw -47375.323578 + Penalty 2013.181752 = -45362.141826 nChanged 34 SP:Iteration 2F (3944.191496 sec): 3 clusters Score: Raw -47442.615075 + Penalty 2013.181752 = -45429.433322 nChanged 21 SP:Iteration 3Q (3944.238784 sec): 3 clusters Score: Raw -47485.796569 + Penalty 2013.181752 = -45472.614817 nChanged 17 SP:Iteration 4Q (3944.276191 sec): 3 clusters Score: Raw -47522.911662 + Penalty 2013.181752 = -45509.729910 nChanged 7 SP:Iteration 5Q (3944.327210 sec): 3 clusters Score: Raw -47530.967444 + Penalty 2013.181752 = -45517.785692 nChanged 6 SP:Iteration 6Q (3944.362399 sec): 3 clusters Score: Raw -47537.781839 + Penalty 2013.181752 = -45524.600087 nChanged 6 SP:Iteration 7Q (3944.398413 sec): 3 clusters Score: Raw -47545.464787 + Penalty 2013.181752 = -45532.283035 nChanged 7 SP:Iteration 8Q (3944.450620 sec): 3 clusters Score: Raw -47555.510423 + Penalty 2013.181752 = -45542.328671 nChanged 3 SP:Iteration 9Q (3944.490680 sec): 3 clusters Score: Raw -47559.138701 + Penalty 2013.181752 = -45545.956949 nChanged 3 SP:Iteration 10Q (3944.525149 sec): 3 clusters Score: Raw -47563.064220 + Penalty 2013.181752 = -45549.882468 nChanged 2 SP:Iteration 11Q (3944.566740 sec): 3 clusters Score: Raw -47564.931078 + Penalty 2013.181752 = -45551.749326 nChanged 3 SP:Iteration 12Q (3944.613939 sec): 3 clusters Score: Raw -47567.051584 + Penalty 2013.181752 = -45553.869832 nChanged 2 SP:Iteration 13Q (3944.646318 sec): 3 clusters Score: Raw -47569.085307 + Penalty 2013.181752 = -45555.903555 nChanged 1 SP:Iteration 14Q (3944.688827 sec): 3 clusters Score: Raw -47569.755812 + Penalty 2013.181752 = -45556.574060 nChanged 1 SP:Iteration 15Q (3944.743234 sec): 3 clusters Score: Raw -47570.574785 + Penalty 2013.181752 = -45557.393033 nChanged 1 SP:Iteration 16Q (3944.779497 sec): 3 clusters Score: Raw -47572.556677 + Penalty 2013.181752 = -45559.374925 nChanged 2 SP:Iteration 17Q (3944.823531 sec): 3 clusters Score: Raw -47575.292255 + Penalty 2013.181752 = -45562.110503 nChanged 1 SP:Iteration 18Q (3944.859733 sec): 3 clusters Score: Raw -47575.976999 + Penalty 2013.181752 = -45562.795247 nChanged 1 SP:Iteration 19Q (3944.904943 sec): 3 clusters Score: Raw -47576.233728 + Penalty 2013.181752 = -45563.051976 nChanged 1 SP:Iteration 20F (3944.950368 sec): 3 clusters Score: Raw -47576.734702 + Penalty 2013.181752 = -45563.552950 nChanged 2 SP:Iteration 21Q (3944.993858 sec): 3 clusters Score: Raw -47577.465114 + Penalty 2013.181752 = -45564.283362 nChanged 0 SP:Iteration 22F (3945.020913 sec): 3 clusters Score: Raw -47577.465114 + Penalty 2013.181752 = -45564.283362 nChanged 0 Trying to split cluster 26 (18384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3945.075819 sec): 2 clusters Score: Raw -1815937.753013 + Penalty 1595.625850 = -1814342.127163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3945.149668 sec): 3 clusters Score: Raw -1804949.201609 + Penalty 3191.251700 = -1801757.949909 nChanged 8253 SP:Iteration 1F (3945.216353 sec): 3 clusters Score: Raw -1809622.703515 + Penalty 3191.251700 = -1806431.451815 nChanged 1303 SP:Iteration 2F (3945.291878 sec): 3 clusters Score: Raw -1810511.325606 + Penalty 3191.251700 = -1807320.073906 nChanged 1534 SP:Iteration 3F (3945.368074 sec): 3 clusters Score: Raw -1811834.551865 + Penalty 3191.251700 = -1808643.300165 nChanged 1722 SP:Iteration 4F (3945.436173 sec): 3 clusters Score: Raw -1813483.062323 + Penalty 3191.251700 = -1810291.810623 nChanged 1528 SP:Iteration 5F (3945.513181 sec): 3 clusters Score: Raw -1814942.002125 + Penalty 3191.251700 = -1811750.750425 nChanged 1073 SP:Iteration 6F (3945.581321 sec): 3 clusters Score: Raw -1815913.912506 + Penalty 3191.251700 = -1812722.660806 nChanged 646 SP:Iteration 7Q (3945.663947 sec): 3 clusters Score: Raw -1816420.958681 + Penalty 3191.251700 = -1813229.706981 nChanged 385 SP:Iteration 8Q (3945.735965 sec): 3 clusters Score: Raw -1816685.783690 + Penalty 3191.251700 = -1813494.531990 nChanged 252 SP:Iteration 9Q (3945.812425 sec): 3 clusters Score: Raw -1816859.518328 + Penalty 3191.251700 = -1813668.266628 nChanged 172 SP:Iteration 10Q (3945.889142 sec): 3 clusters Score: Raw -1817000.445441 + Penalty 3191.251700 = -1813809.193741 nChanged 116 SP:Iteration 11Q (3945.968135 sec): 3 clusters Score: Raw -1817100.194336 + Penalty 3191.251700 = -1813908.942636 nChanged 77 SP:Iteration 12Q (3946.041854 sec): 3 clusters Score: Raw -1817154.740126 + Penalty 3191.251700 = -1813963.488426 nChanged 65 SP:Iteration 13Q (3946.109577 sec): 3 clusters Score: Raw -1817198.614435 + Penalty 3191.251700 = -1814007.362735 nChanged 66 SP:Iteration 14Q (3946.190995 sec): 3 clusters Score: Raw -1817238.764551 + Penalty 3191.251700 = -1814047.512851 nChanged 51 SP:Iteration 15Q (3946.245660 sec): 3 clusters Score: Raw -1817268.479475 + Penalty 3191.251700 = -1814077.227775 nChanged 41 SP:Iteration 16Q (3946.317909 sec): 3 clusters Score: Raw -1817287.833882 + Penalty 3191.251700 = -1814096.582182 nChanged 27 SP:Iteration 17Q (3946.367963 sec): 3 clusters Score: Raw -1817302.010950 + Penalty 3191.251700 = -1814110.759250 nChanged 22 SP:Iteration 18Q (3946.432810 sec): 3 clusters Score: Raw -1817313.581206 + Penalty 3191.251700 = -1814122.329506 nChanged 25 SP:Iteration 19Q (3946.499445 sec): 3 clusters Score: Raw -1817319.949511 + Penalty 3191.251700 = -1814128.697811 nChanged 16 SP:Iteration 20F (3946.566729 sec): 3 clusters Score: Raw -1817324.699367 + Penalty 3191.251700 = -1814133.447667 nChanged 16 SP:Iteration 21Q (3946.635058 sec): 3 clusters Score: Raw -1817329.191073 + Penalty 3191.251700 = -1814137.939373 nChanged 17 SP:Iteration 22Q (3946.712976 sec): 3 clusters Score: Raw -1817334.549228 + Penalty 3191.251700 = -1814143.297528 nChanged 17 SP:Iteration 23Q (3946.777727 sec): 3 clusters Score: Raw -1817339.397036 + Penalty 3191.251700 = -1814148.145336 nChanged 8 SP:Iteration 24Q (3946.849004 sec): 3 clusters Score: Raw -1817340.514394 + Penalty 3191.251700 = -1814149.262694 nChanged 5 SP:Iteration 25Q (3946.912824 sec): 3 clusters Score: Raw -1817341.026804 + Penalty 3191.251700 = -1814149.775104 nChanged 4 SP:Iteration 26Q (3946.982058 sec): 3 clusters Score: Raw -1817341.435733 + Penalty 3191.251700 = -1814150.184033 nChanged 1 SP:Iteration 27Q (3947.046103 sec): 3 clusters Score: Raw -1817341.857376 + Penalty 3191.251700 = -1814150.605676 nChanged 2 SP:Iteration 28Q (3947.124582 sec): 3 clusters Score: Raw -1817342.171200 + Penalty 3191.251700 = -1814150.919500 nChanged 0 SP:Iteration 29F (3947.195552 sec): 3 clusters Score: Raw -1817342.171200 + Penalty 3191.251700 = -1814150.919500 nChanged 0 Trying to split cluster 27 (29359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3947.256921 sec): 2 clusters Score: Raw -3073960.200696 + Penalty 1671.695094 = -3072288.505602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3947.348515 sec): 3 clusters Score: Raw -3055917.131612 + Penalty 3343.390187 = -3052573.741424 nChanged 13426 SP:Iteration 1F (3947.445320 sec): 3 clusters Score: Raw -3063488.645753 + Penalty 3343.390187 = -3060145.255566 nChanged 1440 SP:Iteration 2Q (3947.530318 sec): 3 clusters Score: Raw -3064064.838908 + Penalty 3343.390187 = -3060721.448720 nChanged 1475 SP:Iteration 3F (3947.620913 sec): 3 clusters Score: Raw -3064791.146269 + Penalty 3343.390187 = -3061447.756082 nChanged 1634 SP:Iteration 4F (3947.714206 sec): 3 clusters Score: Raw -3065800.329307 + Penalty 3343.390187 = -3062456.939120 nChanged 1789 SP:Iteration 5F (3947.805902 sec): 3 clusters Score: Raw -3067004.811669 + Penalty 3343.390187 = -3063661.421482 nChanged 1848 SP:Iteration 6F (3947.901616 sec): 3 clusters Score: Raw -3068248.152103 + Penalty 3343.390187 = -3064904.761916 nChanged 1697 SP:Iteration 7F (3947.988531 sec): 3 clusters Score: Raw -3069248.316896 + Penalty 3343.390187 = -3065904.926709 nChanged 1357 SP:Iteration 8Q (3948.080989 sec): 3 clusters Score: Raw -3069923.228747 + Penalty 3343.390187 = -3066579.838560 nChanged 1092 SP:Iteration 9Q (3948.170591 sec): 3 clusters Score: Raw -3070390.482256 + Penalty 3343.390187 = -3067047.092069 nChanged 791 SP:Iteration 10Q (3948.272122 sec): 3 clusters Score: Raw -3070665.792396 + Penalty 3343.390187 = -3067322.402209 nChanged 602 SP:Iteration 11Q (3948.360300 sec): 3 clusters Score: Raw -3070848.635800 + Penalty 3343.390187 = -3067505.245613 nChanged 473 SP:Iteration 12Q (3948.454580 sec): 3 clusters Score: Raw -3070999.159706 + Penalty 3343.390187 = -3067655.769519 nChanged 442 SP:Iteration 13Q (3948.555588 sec): 3 clusters Score: Raw -3071157.529850 + Penalty 3343.390187 = -3067814.139663 nChanged 473 SP:Iteration 14Q (3948.642831 sec): 3 clusters Score: Raw -3071326.164517 + Penalty 3343.390187 = -3067982.774330 nChanged 478 SP:Iteration 15Q (3948.735675 sec): 3 clusters Score: Raw -3071503.954289 + Penalty 3343.390187 = -3068160.564102 nChanged 500 SP:Iteration 16Q (3948.830644 sec): 3 clusters Score: Raw -3071689.727688 + Penalty 3343.390187 = -3068346.337501 nChanged 504 SP:Iteration 17Q (3948.923267 sec): 3 clusters Score: Raw -3071884.115163 + Penalty 3343.390187 = -3068540.724975 nChanged 518 SP:Iteration 18Q (3949.012853 sec): 3 clusters Score: Raw -3072087.725100 + Penalty 3343.390187 = -3068744.334912 nChanged 504 SP:Iteration 19Q (3949.101903 sec): 3 clusters Score: Raw -3072273.061301 + Penalty 3343.390187 = -3068929.671113 nChanged 457 SP:Iteration 20F (3949.205529 sec): 3 clusters Score: Raw -3072451.142482 + Penalty 3343.390187 = -3069107.752295 nChanged 457 SP:Iteration 21Q (3949.290833 sec): 3 clusters Score: Raw -3072646.722793 + Penalty 3343.390187 = -3069303.332606 nChanged 456 SP:Iteration 22Q (3949.377020 sec): 3 clusters Score: Raw -3072826.393438 + Penalty 3343.390187 = -3069483.003250 nChanged 394 SP:Iteration 23Q (3949.472463 sec): 3 clusters Score: Raw -3072972.382335 + Penalty 3343.390187 = -3069628.992148 nChanged 354 SP:Iteration 24Q (3949.560406 sec): 3 clusters Score: Raw -3073085.307066 + Penalty 3343.390187 = -3069741.916878 nChanged 331 SP:Iteration 25Q (3949.648240 sec): 3 clusters Score: Raw -3073187.793681 + Penalty 3343.390187 = -3069844.403494 nChanged 344 SP:Iteration 26Q (3949.740694 sec): 3 clusters Score: Raw -3073307.896800 + Penalty 3343.390187 = -3069964.506613 nChanged 334 SP:Iteration 27Q (3949.824081 sec): 3 clusters Score: Raw -3073434.474609 + Penalty 3343.390187 = -3070091.084421 nChanged 354 SP:Iteration 28Q (3949.924101 sec): 3 clusters Score: Raw -3073578.484528 + Penalty 3343.390187 = -3070235.094340 nChanged 371 SP:Iteration 29Q (3950.009068 sec): 3 clusters Score: Raw -3073745.918654 + Penalty 3343.390187 = -3070402.528466 nChanged 357 SP:Iteration 30Q (3950.102366 sec): 3 clusters Score: Raw -3073914.458913 + Penalty 3343.390187 = -3070571.068726 nChanged 349 SP:Iteration 31Q (3950.193580 sec): 3 clusters Score: Raw -3074074.637472 + Penalty 3343.390187 = -3070731.247285 nChanged 305 SP:Iteration 32Q (3950.284003 sec): 3 clusters Score: Raw -3074213.541805 + Penalty 3343.390187 = -3070870.151618 nChanged 282 SP:Iteration 33Q (3950.364064 sec): 3 clusters Score: Raw -3074335.560254 + Penalty 3343.390187 = -3070992.170067 nChanged 247 SP:Iteration 34Q (3950.457207 sec): 3 clusters Score: Raw -3074442.216581 + Penalty 3343.390187 = -3071098.826394 nChanged 230 SP:Iteration 35Q (3950.543110 sec): 3 clusters Score: Raw -3074541.402390 + Penalty 3343.390187 = -3071198.012203 nChanged 177 SP:Iteration 36Q (3950.619396 sec): 3 clusters Score: Raw -3074611.768210 + Penalty 3343.390187 = -3071268.378023 nChanged 154 SP:Iteration 37Q (3950.705460 sec): 3 clusters Score: Raw -3074672.112566 + Penalty 3343.390187 = -3071328.722379 nChanged 145 SP:Iteration 38Q (3950.802619 sec): 3 clusters Score: Raw -3074727.045950 + Penalty 3343.390187 = -3071383.655762 nChanged 112 SP:Iteration 39Q (3950.887481 sec): 3 clusters Score: Raw -3074763.639436 + Penalty 3343.390187 = -3071420.249249 nChanged 94 SP:Iteration 40F (3950.979555 sec): 3 clusters Score: Raw -3074801.006856 + Penalty 3343.390187 = -3071457.616669 nChanged 83 SP:Iteration 41Q (3951.066403 sec): 3 clusters Score: Raw -3074828.670629 + Penalty 3343.390187 = -3071485.280441 nChanged 68 SP:Iteration 42Q (3951.148506 sec): 3 clusters Score: Raw -3074851.532238 + Penalty 3343.390187 = -3071508.142051 nChanged 57 SP:Iteration 43Q (3951.232205 sec): 3 clusters Score: Raw -3074870.920595 + Penalty 3343.390187 = -3071527.530407 nChanged 55 SP:Iteration 44Q (3951.308878 sec): 3 clusters Score: Raw -3074886.269328 + Penalty 3343.390187 = -3071542.879141 nChanged 43 SP:Iteration 45Q (3951.384131 sec): 3 clusters Score: Raw -3074895.845341 + Penalty 3343.390187 = -3071552.455154 nChanged 22 SP:Iteration 46Q (3951.464369 sec): 3 clusters Score: Raw -3074900.433770 + Penalty 3343.390187 = -3071557.043583 nChanged 16 SP:Iteration 47Q (3951.547657 sec): 3 clusters Score: Raw -3074903.327231 + Penalty 3343.390187 = -3071559.937044 nChanged 17 SP:Iteration 48Q (3951.629045 sec): 3 clusters Score: Raw -3074907.779119 + Penalty 3343.390187 = -3071564.388932 nChanged 17 SP:Iteration 49Q (3951.713659 sec): 3 clusters Score: Raw -3074911.373520 + Penalty 3343.390187 = -3071567.983333 nChanged 17 SP:Iteration 50Q (3951.802170 sec): 3 clusters Score: Raw -3074914.282911 + Penalty 3343.390187 = -3071570.892724 nChanged 14 SP:Iteration 51Q (3951.876339 sec): 3 clusters Score: Raw -3074916.405975 + Penalty 3343.390187 = -3071573.015788 nChanged 6 SP:Iteration 52Q (3951.959631 sec): 3 clusters Score: Raw -3074917.520520 + Penalty 3343.390187 = -3071574.130332 nChanged 7 SP:Iteration 53Q (3952.039464 sec): 3 clusters Score: Raw -3074918.702212 + Penalty 3343.390187 = -3071575.312024 nChanged 5 SP:Iteration 54Q (3952.114690 sec): 3 clusters Score: Raw -3074920.171089 + Penalty 3343.390187 = -3071576.780901 nChanged 10 SP:Iteration 55Q (3952.208851 sec): 3 clusters Score: Raw -3074922.599724 + Penalty 3343.390187 = -3071579.209537 nChanged 10 SP:Iteration 56Q (3952.302636 sec): 3 clusters Score: Raw -3074924.778510 + Penalty 3343.390187 = -3071581.388323 nChanged 11 SP:Iteration 57Q (3952.375968 sec): 3 clusters Score: Raw -3074927.035175 + Penalty 3343.390187 = -3071583.644988 nChanged 14 SP:Iteration 58Q (3952.450563 sec): 3 clusters Score: Raw -3074929.515462 + Penalty 3343.390187 = -3071586.125275 nChanged 11 SP:Iteration 59Q (3952.523684 sec): 3 clusters Score: Raw -3074930.962032 + Penalty 3343.390187 = -3071587.571845 nChanged 8 SP:Iteration 60F (3952.614975 sec): 3 clusters Score: Raw -3074931.786530 + Penalty 3343.390187 = -3071588.396343 nChanged 2 SP:Iteration 61Q (3952.702396 sec): 3 clusters Score: Raw -3074931.937692 + Penalty 3343.390187 = -3071588.547505 nChanged 0 SP:Iteration 62F (3952.803884 sec): 3 clusters Score: Raw -3074931.937692 + Penalty 3343.390187 = -3071588.547505 nChanged 0 Trying to split cluster 28 (2137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3952.824382 sec): 2 clusters Score: Raw -197910.399193 + Penalty 1245.913216 = -196664.485976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3952.872545 sec): 3 clusters Score: Raw -196981.686348 + Penalty 2491.826433 = -194489.859915 nChanged 759 SP:Iteration 1F (3952.906583 sec): 3 clusters Score: Raw -197464.106271 + Penalty 2491.826433 = -194972.279838 nChanged 185 SP:Iteration 2F (3952.951191 sec): 3 clusters Score: Raw -197624.623436 + Penalty 2491.826433 = -195132.797003 nChanged 132 SP:Iteration 3F (3952.996616 sec): 3 clusters Score: Raw -197747.785902 + Penalty 2491.826433 = -195255.959469 nChanged 93 SP:Iteration 4Q (3953.048225 sec): 3 clusters Score: Raw -197847.110732 + Penalty 2491.826433 = -195355.284299 nChanged 97 SP:Iteration 5Q (3953.099792 sec): 3 clusters Score: Raw -197941.364038 + Penalty 2491.826433 = -195449.537605 nChanged 80 SP:Iteration 6Q (3953.135917 sec): 3 clusters Score: Raw -198019.091531 + Penalty 2491.826433 = -195527.265098 nChanged 69 SP:Iteration 7Q (3953.167827 sec): 3 clusters Score: Raw -198093.282240 + Penalty 2491.826433 = -195601.455807 nChanged 82 SP:Iteration 8Q (3953.202776 sec): 3 clusters Score: Raw -198185.082433 + Penalty 2491.826433 = -195693.256000 nChanged 76 SP:Iteration 9Q (3953.238755 sec): 3 clusters Score: Raw -198258.239572 + Penalty 2491.826433 = -195766.413139 nChanged 66 SP:Iteration 10Q (3953.282268 sec): 3 clusters Score: Raw -198329.289646 + Penalty 2491.826433 = -195837.463213 nChanged 56 SP:Iteration 11Q (3953.342085 sec): 3 clusters Score: Raw -198375.907629 + Penalty 2491.826433 = -195884.081196 nChanged 49 SP:Iteration 12Q (3953.381437 sec): 3 clusters Score: Raw -198410.164969 + Penalty 2491.826433 = -195918.338536 nChanged 39 SP:Iteration 13Q (3953.425399 sec): 3 clusters Score: Raw -198436.472685 + Penalty 2491.826433 = -195944.646252 nChanged 30 SP:Iteration 14Q (3953.460113 sec): 3 clusters Score: Raw -198458.395595 + Penalty 2491.826433 = -195966.569162 nChanged 19 SP:Iteration 15Q (3953.495923 sec): 3 clusters Score: Raw -198472.226475 + Penalty 2491.826433 = -195980.400042 nChanged 20 SP:Iteration 16Q (3953.555311 sec): 3 clusters Score: Raw -198486.244070 + Penalty 2491.826433 = -195994.417637 nChanged 20 SP:Iteration 17Q (3953.597923 sec): 3 clusters Score: Raw -198503.387548 + Penalty 2491.826433 = -196011.561115 nChanged 14 SP:Iteration 18Q (3953.645925 sec): 3 clusters Score: Raw -198513.759984 + Penalty 2491.826433 = -196021.933551 nChanged 13 SP:Iteration 19Q (3953.685820 sec): 3 clusters Score: Raw -198519.962219 + Penalty 2491.826433 = -196028.135786 nChanged 9 SP:Iteration 20F (3953.722271 sec): 3 clusters Score: Raw -198525.109970 + Penalty 2491.826433 = -196033.283537 nChanged 5 SP:Iteration 21Q (3953.753757 sec): 3 clusters Score: Raw -198525.948222 + Penalty 2491.826433 = -196034.121789 nChanged 2 SP:Iteration 22Q (3953.784900 sec): 3 clusters Score: Raw -198526.505955 + Penalty 2491.826433 = -196034.679522 nChanged 0 SP:Iteration 23F (3953.796249 sec): 3 clusters Score: Raw -198526.505955 + Penalty 2491.826433 = -196034.679522 nChanged 0 Trying to split cluster 29 (1451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3953.834086 sec): 2 clusters Score: Raw -165179.687634 + Penalty 1183.001341 = -163996.686293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3953.875099 sec): 3 clusters Score: Raw -164635.457065 + Penalty 2366.002682 = -162269.454382 nChanged 467 SP:Iteration 1F (3953.931852 sec): 3 clusters Score: Raw -165005.423479 + Penalty 2366.002682 = -162639.420797 nChanged 106 SP:Iteration 2F (3953.958194 sec): 3 clusters Score: Raw -165108.996127 + Penalty 2366.002682 = -162742.993445 nChanged 70 SP:Iteration 3Q (3953.990466 sec): 3 clusters Score: Raw -165172.453145 + Penalty 2366.002682 = -162806.450463 nChanged 51 SP:Iteration 4Q (3954.023996 sec): 3 clusters Score: Raw -165215.877996 + Penalty 2366.002682 = -162849.875314 nChanged 27 SP:Iteration 5Q (3954.057371 sec): 3 clusters Score: Raw -165240.518624 + Penalty 2366.002682 = -162874.515942 nChanged 31 SP:Iteration 6Q (3954.095565 sec): 3 clusters Score: Raw -165266.176755 + Penalty 2366.002682 = -162900.174073 nChanged 23 SP:Iteration 7Q (3954.140066 sec): 3 clusters Score: Raw -165285.996572 + Penalty 2366.002682 = -162919.993890 nChanged 22 SP:Iteration 8Q (3954.195108 sec): 3 clusters Score: Raw -165302.952789 + Penalty 2366.002682 = -162936.950107 nChanged 17 SP:Iteration 9Q (3954.234778 sec): 3 clusters Score: Raw -165321.049862 + Penalty 2366.002682 = -162955.047180 nChanged 21 SP:Iteration 10Q (3954.271920 sec): 3 clusters Score: Raw -165335.968637 + Penalty 2366.002682 = -162969.965955 nChanged 15 SP:Iteration 11Q (3954.306478 sec): 3 clusters Score: Raw -165345.021161 + Penalty 2366.002682 = -162979.018479 nChanged 11 SP:Iteration 12Q (3954.364117 sec): 3 clusters Score: Raw -165352.269264 + Penalty 2366.002682 = -162986.266581 nChanged 8 SP:Iteration 13Q (3954.395850 sec): 3 clusters Score: Raw -165356.922625 + Penalty 2366.002682 = -162990.919942 nChanged 8 SP:Iteration 14Q (3954.454186 sec): 3 clusters Score: Raw -165361.468522 + Penalty 2366.002682 = -162995.465840 nChanged 4 SP:Iteration 15Q (3954.502190 sec): 3 clusters Score: Raw -165364.413275 + Penalty 2366.002682 = -162998.410593 nChanged 5 SP:Iteration 16Q (3954.546683 sec): 3 clusters Score: Raw -165366.909744 + Penalty 2366.002682 = -163000.907062 nChanged 5 SP:Iteration 17Q (3954.588379 sec): 3 clusters Score: Raw -165370.519973 + Penalty 2366.002682 = -163004.517291 nChanged 3 SP:Iteration 18Q (3954.644234 sec): 3 clusters Score: Raw -165372.745535 + Penalty 2366.002682 = -163006.742853 nChanged 3 SP:Iteration 19Q (3954.686410 sec): 3 clusters Score: Raw -165375.540091 + Penalty 2366.002682 = -163009.537409 nChanged 4 SP:Iteration 20F (3954.724668 sec): 3 clusters Score: Raw -165378.423985 + Penalty 2366.002682 = -163012.421303 nChanged 3 SP:Iteration 21Q (3954.766216 sec): 3 clusters Score: Raw -165381.664970 + Penalty 2366.002682 = -163015.662288 nChanged 2 SP:Iteration 22Q (3954.811271 sec): 3 clusters Score: Raw -165382.706613 + Penalty 2366.002682 = -163016.703931 nChanged 1 SP:Iteration 23Q (3954.855417 sec): 3 clusters Score: Raw -165383.070389 + Penalty 2366.002682 = -163017.067706 nChanged 1 SP:Iteration 24Q (3954.889254 sec): 3 clusters Score: Raw -165383.705416 + Penalty 2366.002682 = -163017.702734 nChanged 0 SP:Iteration 25F (3954.925134 sec): 3 clusters Score: Raw -165383.705416 + Penalty 2366.002682 = -163017.702734 nChanged 0 Trying to split cluster 30 (5082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3954.954648 sec): 2 clusters Score: Raw -523843.174748 + Penalty 1386.687277 = -522456.487471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3955.003949 sec): 3 clusters Score: Raw -521255.183710 + Penalty 2773.374553 = -518481.809157 nChanged 2087 SP:Iteration 1F (3955.062452 sec): 3 clusters Score: Raw -522498.237495 + Penalty 2773.374553 = -519724.862942 nChanged 396 SP:Iteration 2F (3955.102041 sec): 3 clusters Score: Raw -522746.052574 + Penalty 2773.374553 = -519972.678020 nChanged 306 SP:Iteration 3F (3955.153609 sec): 3 clusters Score: Raw -522934.127071 + Penalty 2773.374553 = -520160.752518 nChanged 250 SP:Iteration 4Q (3955.196663 sec): 3 clusters Score: Raw -523086.282336 + Penalty 2773.374553 = -520312.907783 nChanged 212 SP:Iteration 5Q (3955.248087 sec): 3 clusters Score: Raw -523198.715677 + Penalty 2773.374553 = -520425.341123 nChanged 177 SP:Iteration 6Q (3955.303160 sec): 3 clusters Score: Raw -523293.430866 + Penalty 2773.374553 = -520520.056312 nChanged 146 SP:Iteration 7Q (3955.354769 sec): 3 clusters Score: Raw -523374.832591 + Penalty 2773.374553 = -520601.458038 nChanged 154 SP:Iteration 8Q (3955.404096 sec): 3 clusters Score: Raw -523467.965045 + Penalty 2773.374553 = -520694.590492 nChanged 157 SP:Iteration 9Q (3955.445533 sec): 3 clusters Score: Raw -523563.660463 + Penalty 2773.374553 = -520790.285910 nChanged 144 SP:Iteration 10Q (3955.499752 sec): 3 clusters Score: Raw -523665.232188 + Penalty 2773.374553 = -520891.857635 nChanged 147 SP:Iteration 11Q (3955.557747 sec): 3 clusters Score: Raw -523780.314545 + Penalty 2773.374553 = -521006.939992 nChanged 120 SP:Iteration 12Q (3955.608502 sec): 3 clusters Score: Raw -523875.765100 + Penalty 2773.374553 = -521102.390547 nChanged 105 SP:Iteration 13Q (3955.643018 sec): 3 clusters Score: Raw -523954.909634 + Penalty 2773.374553 = -521181.535081 nChanged 88 SP:Iteration 14Q (3955.696712 sec): 3 clusters Score: Raw -524012.692685 + Penalty 2773.374553 = -521239.318131 nChanged 67 SP:Iteration 15Q (3955.750896 sec): 3 clusters Score: Raw -524059.780163 + Penalty 2773.374553 = -521286.405610 nChanged 53 SP:Iteration 16Q (3955.797439 sec): 3 clusters Score: Raw -524104.949200 + Penalty 2773.374553 = -521331.574647 nChanged 60 SP:Iteration 17Q (3955.854651 sec): 3 clusters Score: Raw -524152.864085 + Penalty 2773.374553 = -521379.489532 nChanged 58 SP:Iteration 18Q (3955.905924 sec): 3 clusters Score: Raw -524200.949430 + Penalty 2773.374553 = -521427.574877 nChanged 47 SP:Iteration 19Q (3955.948015 sec): 3 clusters Score: Raw -524238.890077 + Penalty 2773.374553 = -521465.515524 nChanged 37 SP:Iteration 20F (3956.010429 sec): 3 clusters Score: Raw -524262.873535 + Penalty 2773.374553 = -521489.498981 nChanged 34 SP:Iteration 21Q (3956.048205 sec): 3 clusters Score: Raw -524281.504969 + Penalty 2773.374553 = -521508.130416 nChanged 38 SP:Iteration 22Q (3956.107359 sec): 3 clusters Score: Raw -524304.326265 + Penalty 2773.374553 = -521530.951712 nChanged 26 SP:Iteration 23Q (3956.154423 sec): 3 clusters Score: Raw -524317.603164 + Penalty 2773.374553 = -521544.228611 nChanged 20 SP:Iteration 24Q (3956.201165 sec): 3 clusters Score: Raw -524332.171387 + Penalty 2773.374553 = -521558.796833 nChanged 23 SP:Iteration 25Q (3956.257101 sec): 3 clusters Score: Raw -524344.860443 + Penalty 2773.374553 = -521571.485890 nChanged 16 SP:Iteration 26Q (3956.306470 sec): 3 clusters Score: Raw -524351.740127 + Penalty 2773.374553 = -521578.365574 nChanged 10 SP:Iteration 27Q (3956.359112 sec): 3 clusters Score: Raw -524356.168509 + Penalty 2773.374553 = -521582.793956 nChanged 10 SP:Iteration 28Q (3956.393331 sec): 3 clusters Score: Raw -524359.951514 + Penalty 2773.374553 = -521586.576961 nChanged 6 SP:Iteration 29Q (3956.435342 sec): 3 clusters Score: Raw -524361.280573 + Penalty 2773.374553 = -521587.906020 nChanged 4 SP:Iteration 30Q (3956.484426 sec): 3 clusters Score: Raw -524362.618299 + Penalty 2773.374553 = -521589.243746 nChanged 2 SP:Iteration 31Q (3956.540715 sec): 3 clusters Score: Raw -524363.156714 + Penalty 2773.374553 = -521589.782161 nChanged 1 SP:Iteration 32Q (3956.583217 sec): 3 clusters Score: Raw -524363.427745 + Penalty 2773.374553 = -521590.053192 nChanged 0 SP:Iteration 33F (3956.625132 sec): 3 clusters Score: Raw -524363.427745 + Penalty 2773.374553 = -521590.053192 nChanged 0 Trying to split cluster 31 (6702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3956.649385 sec): 2 clusters Score: Raw -661619.919609 + Penalty 1431.651206 = -660188.268403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3956.712296 sec): 3 clusters Score: Raw -657984.043062 + Penalty 2863.302412 = -655120.740649 nChanged 2804 SP:Iteration 1F (3956.773077 sec): 3 clusters Score: Raw -659651.676996 + Penalty 2863.302412 = -656788.374584 nChanged 499 SP:Iteration 2F (3956.813826 sec): 3 clusters Score: Raw -659934.785185 + Penalty 2863.302412 = -657071.482773 nChanged 396 SP:Iteration 3F (3956.864951 sec): 3 clusters Score: Raw -660152.123629 + Penalty 2863.302412 = -657288.821217 nChanged 313 SP:Iteration 4Q (3956.919738 sec): 3 clusters Score: Raw -660308.792783 + Penalty 2863.302412 = -657445.490371 nChanged 267 SP:Iteration 5Q (3956.972947 sec): 3 clusters Score: Raw -660433.265402 + Penalty 2863.302412 = -657569.962990 nChanged 232 SP:Iteration 6Q (3957.029625 sec): 3 clusters Score: Raw -660543.357770 + Penalty 2863.302412 = -657680.055358 nChanged 206 SP:Iteration 7Q (3957.077461 sec): 3 clusters Score: Raw -660620.984689 + Penalty 2863.302412 = -657757.682277 nChanged 152 SP:Iteration 8Q (3957.118862 sec): 3 clusters Score: Raw -660675.640565 + Penalty 2863.302412 = -657812.338153 nChanged 132 SP:Iteration 9Q (3957.182977 sec): 3 clusters Score: Raw -660716.773003 + Penalty 2863.302412 = -657853.470591 nChanged 116 SP:Iteration 10Q (3957.225333 sec): 3 clusters Score: Raw -660752.127953 + Penalty 2863.302412 = -657888.825541 nChanged 110 SP:Iteration 11Q (3957.289876 sec): 3 clusters Score: Raw -660783.440418 + Penalty 2863.302412 = -657920.138006 nChanged 78 SP:Iteration 12Q (3957.336563 sec): 3 clusters Score: Raw -660803.215301 + Penalty 2863.302412 = -657939.912889 nChanged 85 SP:Iteration 13Q (3957.380342 sec): 3 clusters Score: Raw -660824.823677 + Penalty 2863.302412 = -657961.521265 nChanged 78 SP:Iteration 14Q (3957.426057 sec): 3 clusters Score: Raw -660845.127542 + Penalty 2863.302412 = -657981.825130 nChanged 65 SP:Iteration 15Q (3957.485574 sec): 3 clusters Score: Raw -660859.900392 + Penalty 2863.302412 = -657996.597980 nChanged 56 SP:Iteration 16Q (3957.548022 sec): 3 clusters Score: Raw -660872.381814 + Penalty 2863.302412 = -658009.079402 nChanged 56 SP:Iteration 17Q (3957.613541 sec): 3 clusters Score: Raw -660885.307921 + Penalty 2863.302412 = -658022.005509 nChanged 55 SP:Iteration 18Q (3957.665049 sec): 3 clusters Score: Raw -660897.263086 + Penalty 2863.302412 = -658033.960673 nChanged 46 SP:Iteration 19Q (3957.683157 sec): 3 clusters Score: Raw -660906.990551 + Penalty 2863.302412 = -658043.688139 nChanged 45 SP:Iteration 20F (3957.734741 sec): 3 clusters Score: Raw -660915.816605 + Penalty 2863.302412 = -658052.514193 nChanged 49 SP:Iteration 21Q (3957.780400 sec): 3 clusters Score: Raw -660927.297935 + Penalty 2863.302412 = -658063.995523 nChanged 49 SP:Iteration 22Q (3957.849701 sec): 3 clusters Score: Raw -660937.364905 + Penalty 2863.302412 = -658074.062493 nChanged 39 SP:Iteration 23Q (3957.893979 sec): 3 clusters Score: Raw -660946.166899 + Penalty 2863.302412 = -658082.864487 nChanged 33 SP:Iteration 24Q (3957.943437 sec): 3 clusters Score: Raw -660953.992602 + Penalty 2863.302412 = -658090.690189 nChanged 33 SP:Iteration 25Q (3957.992782 sec): 3 clusters Score: Raw -660961.500856 + Penalty 2863.302412 = -658098.198444 nChanged 35 SP:Iteration 26Q (3958.052483 sec): 3 clusters Score: Raw -660968.628125 + Penalty 2863.302412 = -658105.325712 nChanged 39 SP:Iteration 27Q (3958.116792 sec): 3 clusters Score: Raw -660975.375771 + Penalty 2863.302412 = -658112.073359 nChanged 35 SP:Iteration 28Q (3958.174408 sec): 3 clusters Score: Raw -660982.547531 + Penalty 2863.302412 = -658119.245119 nChanged 31 SP:Iteration 29Q (3958.217751 sec): 3 clusters Score: Raw -660989.018438 + Penalty 2863.302412 = -658125.716026 nChanged 34 SP:Iteration 30Q (3958.282812 sec): 3 clusters Score: Raw -660997.890396 + Penalty 2863.302412 = -658134.587984 nChanged 36 SP:Iteration 31Q (3958.339089 sec): 3 clusters Score: Raw -661004.465272 + Penalty 2863.302412 = -658141.162860 nChanged 35 SP:Iteration 32Q (3958.377899 sec): 3 clusters Score: Raw -661013.887718 + Penalty 2863.302412 = -658150.585305 nChanged 36 SP:Iteration 33Q (3958.434164 sec): 3 clusters Score: Raw -661022.269750 + Penalty 2863.302412 = -658158.967338 nChanged 43 SP:Iteration 34Q (3958.480169 sec): 3 clusters Score: Raw -661033.144726 + Penalty 2863.302412 = -658169.842314 nChanged 59 SP:Iteration 35Q (3958.529552 sec): 3 clusters Score: Raw -661047.749625 + Penalty 2863.302412 = -658184.447213 nChanged 59 SP:Iteration 36Q (3958.584336 sec): 3 clusters Score: Raw -661059.055388 + Penalty 2863.302412 = -658195.752976 nChanged 47 SP:Iteration 37Q (3958.636269 sec): 3 clusters Score: Raw -661068.574504 + Penalty 2863.302412 = -658205.272092 nChanged 37 SP:Iteration 38Q (3958.688435 sec): 3 clusters Score: Raw -661077.045424 + Penalty 2863.302412 = -658213.743012 nChanged 46 SP:Iteration 39Q (3958.730373 sec): 3 clusters Score: Raw -661085.992642 + Penalty 2863.302412 = -658222.690229 nChanged 35 SP:Iteration 40F (3958.782752 sec): 3 clusters Score: Raw -661093.567149 + Penalty 2863.302412 = -658230.264737 nChanged 36 SP:Iteration 41Q (3958.847489 sec): 3 clusters Score: Raw -661102.354535 + Penalty 2863.302412 = -658239.052123 nChanged 39 SP:Iteration 42Q (3958.893695 sec): 3 clusters Score: Raw -661110.620711 + Penalty 2863.302412 = -658247.318299 nChanged 29 SP:Iteration 43Q (3958.947666 sec): 3 clusters Score: Raw -661115.874820 + Penalty 2863.302412 = -658252.572408 nChanged 30 SP:Iteration 44Q (3958.990546 sec): 3 clusters Score: Raw -661121.893301 + Penalty 2863.302412 = -658258.590889 nChanged 32 SP:Iteration 45Q (3959.048145 sec): 3 clusters Score: Raw -661128.855070 + Penalty 2863.302412 = -658265.552658 nChanged 33 SP:Iteration 46Q (3959.111383 sec): 3 clusters Score: Raw -661136.140224 + Penalty 2863.302412 = -658272.837812 nChanged 37 SP:Iteration 47Q (3959.155697 sec): 3 clusters Score: Raw -661143.147112 + Penalty 2863.302412 = -658279.844700 nChanged 33 SP:Iteration 48Q (3959.199958 sec): 3 clusters Score: Raw -661151.990229 + Penalty 2863.302412 = -658288.687817 nChanged 42 SP:Iteration 49Q (3959.245737 sec): 3 clusters Score: Raw -661160.185329 + Penalty 2863.302412 = -658296.882917 nChanged 35 SP:Iteration 50Q (3959.302681 sec): 3 clusters Score: Raw -661166.340195 + Penalty 2863.302412 = -658303.037782 nChanged 18 SP:Iteration 51Q (3959.353555 sec): 3 clusters Score: Raw -661170.139952 + Penalty 2863.302412 = -658306.837540 nChanged 22 SP:Iteration 52Q (3959.406837 sec): 3 clusters Score: Raw -661173.664477 + Penalty 2863.302412 = -658310.362065 nChanged 14 SP:Iteration 53Q (3959.458168 sec): 3 clusters Score: Raw -661175.771289 + Penalty 2863.302412 = -658312.468876 nChanged 16 SP:Iteration 54Q (3959.516454 sec): 3 clusters Score: Raw -661178.254706 + Penalty 2863.302412 = -658314.952294 nChanged 19 SP:Iteration 55Q (3959.575730 sec): 3 clusters Score: Raw -661181.679878 + Penalty 2863.302412 = -658318.377466 nChanged 20 SP:Iteration 56Q (3959.635318 sec): 3 clusters Score: Raw -661187.892246 + Penalty 2863.302412 = -658324.589833 nChanged 21 SP:Iteration 57Q (3959.673461 sec): 3 clusters Score: Raw -661195.131070 + Penalty 2863.302412 = -658331.828658 nChanged 27 SP:Iteration 58Q (3959.733088 sec): 3 clusters Score: Raw -661202.326611 + Penalty 2863.302412 = -658339.024199 nChanged 25 SP:Iteration 59Q (3959.776420 sec): 3 clusters Score: Raw -661208.067609 + Penalty 2863.302412 = -658344.765196 nChanged 26 SP:Iteration 60F (3959.829474 sec): 3 clusters Score: Raw -661214.319179 + Penalty 2863.302412 = -658351.016767 nChanged 22 SP:Iteration 61Q (3959.875506 sec): 3 clusters Score: Raw -661219.153722 + Penalty 2863.302412 = -658355.851309 nChanged 22 SP:Iteration 62Q (3959.928446 sec): 3 clusters Score: Raw -661224.764608 + Penalty 2863.302412 = -658361.462196 nChanged 25 SP:Iteration 63Q (3959.971797 sec): 3 clusters Score: Raw -661232.224690 + Penalty 2863.302412 = -658368.922277 nChanged 31 SP:Iteration 64Q (3960.031003 sec): 3 clusters Score: Raw -661241.288135 + Penalty 2863.302412 = -658377.985722 nChanged 40 SP:Iteration 65Q (3960.088552 sec): 3 clusters Score: Raw -661250.325520 + Penalty 2863.302412 = -658387.023108 nChanged 33 SP:Iteration 66Q (3960.140446 sec): 3 clusters Score: Raw -661257.596812 + Penalty 2863.302412 = -658394.294400 nChanged 27 SP:Iteration 67Q (3960.190073 sec): 3 clusters Score: Raw -661263.410216 + Penalty 2863.302412 = -658400.107804 nChanged 20 SP:Iteration 68Q (3960.234455 sec): 3 clusters Score: Raw -661266.702019 + Penalty 2863.302412 = -658403.399607 nChanged 20 SP:Iteration 69Q (3960.292589 sec): 3 clusters Score: Raw -661270.716137 + Penalty 2863.302412 = -658407.413725 nChanged 18 SP:Iteration 70Q (3960.349794 sec): 3 clusters Score: Raw -661274.306534 + Penalty 2863.302412 = -658411.004122 nChanged 18 SP:Iteration 71Q (3960.387331 sec): 3 clusters Score: Raw -661277.512597 + Penalty 2863.302412 = -658414.210185 nChanged 23 SP:Iteration 72Q (3960.438625 sec): 3 clusters Score: Raw -661281.870819 + Penalty 2863.302412 = -658418.568407 nChanged 23 SP:Iteration 73Q (3960.489961 sec): 3 clusters Score: Raw -661286.273016 + Penalty 2863.302412 = -658422.970603 nChanged 20 SP:Iteration 74Q (3960.551929 sec): 3 clusters Score: Raw -661290.276905 + Penalty 2863.302412 = -658426.974493 nChanged 22 SP:Iteration 75Q (3960.610887 sec): 3 clusters Score: Raw -661293.807025 + Penalty 2863.302412 = -658430.504613 nChanged 26 SP:Iteration 76Q (3960.655237 sec): 3 clusters Score: Raw -661300.066742 + Penalty 2863.302412 = -658436.764330 nChanged 23 SP:Iteration 77Q (3960.692470 sec): 3 clusters Score: Raw -661303.203357 + Penalty 2863.302412 = -658439.900945 nChanged 17 SP:Iteration 78Q (3960.745607 sec): 3 clusters Score: Raw -661306.150824 + Penalty 2863.302412 = -658442.848412 nChanged 15 SP:Iteration 79Q (3960.806048 sec): 3 clusters Score: Raw -661308.575314 + Penalty 2863.302412 = -658445.272902 nChanged 10 SP:Iteration 80F (3960.862489 sec): 3 clusters Score: Raw -661309.978154 + Penalty 2863.302412 = -658446.675742 nChanged 10 SP:Iteration 81Q (3960.922193 sec): 3 clusters Score: Raw -661311.564846 + Penalty 2863.302412 = -658448.262434 nChanged 8 SP:Iteration 82Q (3960.964554 sec): 3 clusters Score: Raw -661313.024840 + Penalty 2863.302412 = -658449.722428 nChanged 10 SP:Iteration 83Q (3961.019935 sec): 3 clusters Score: Raw -661314.915227 + Penalty 2863.302412 = -658451.612815 nChanged 9 SP:Iteration 84Q (3961.078494 sec): 3 clusters Score: Raw -661315.958386 + Penalty 2863.302412 = -658452.655974 nChanged 5 SP:Iteration 85Q (3961.134717 sec): 3 clusters Score: Raw -661316.403103 + Penalty 2863.302412 = -658453.100691 nChanged 0 SP:Iteration 86F (3961.169245 sec): 3 clusters Score: Raw -661316.403103 + Penalty 2863.302412 = -658453.100691 nChanged 0 Trying to split cluster 32 (14538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3961.212580 sec): 2 clusters Score: Raw -1535847.753423 + Penalty 1557.484693 = -1534290.268730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3961.282610 sec): 3 clusters Score: Raw -1527264.273033 + Penalty 3114.969387 = -1524149.303646 nChanged 6471 SP:Iteration 1F (3961.345094 sec): 3 clusters Score: Raw -1531059.882441 + Penalty 3114.969387 = -1527944.913054 nChanged 990 SP:Iteration 2F (3961.399840 sec): 3 clusters Score: Raw -1531658.645298 + Penalty 3114.969387 = -1528543.675911 nChanged 929 SP:Iteration 3F (3961.465837 sec): 3 clusters Score: Raw -1532274.621266 + Penalty 3114.969387 = -1529159.651879 nChanged 932 SP:Iteration 4F (3961.520560 sec): 3 clusters Score: Raw -1532977.083043 + Penalty 3114.969387 = -1529862.113657 nChanged 980 SP:Iteration 5F (3961.578417 sec): 3 clusters Score: Raw -1533686.318253 + Penalty 3114.969387 = -1530571.348866 nChanged 864 SP:Iteration 6F (3961.662246 sec): 3 clusters Score: Raw -1534337.347208 + Penalty 3114.969387 = -1531222.377822 nChanged 768 SP:Iteration 7F (3961.726076 sec): 3 clusters Score: Raw -1534920.667863 + Penalty 3114.969387 = -1531805.698477 nChanged 628 SP:Iteration 8Q (3961.798654 sec): 3 clusters Score: Raw -1535402.089484 + Penalty 3114.969387 = -1532287.120097 nChanged 501 SP:Iteration 9Q (3961.853691 sec): 3 clusters Score: Raw -1535787.929369 + Penalty 3114.969387 = -1532672.959982 nChanged 432 SP:Iteration 10Q (3961.929072 sec): 3 clusters Score: Raw -1536045.624613 + Penalty 3114.969387 = -1532930.655226 nChanged 322 SP:Iteration 11Q (3962.007693 sec): 3 clusters Score: Raw -1536202.898065 + Penalty 3114.969387 = -1533087.928679 nChanged 255 SP:Iteration 12Q (3962.068857 sec): 3 clusters Score: Raw -1536319.713292 + Penalty 3114.969387 = -1533204.743905 nChanged 212 SP:Iteration 13Q (3962.141286 sec): 3 clusters Score: Raw -1536411.755067 + Penalty 3114.969387 = -1533296.785681 nChanged 174 SP:Iteration 14Q (3962.212180 sec): 3 clusters Score: Raw -1536476.221816 + Penalty 3114.969387 = -1533361.252429 nChanged 136 SP:Iteration 15Q (3962.258835 sec): 3 clusters Score: Raw -1536523.855016 + Penalty 3114.969387 = -1533408.885629 nChanged 113 SP:Iteration 16Q (3962.313493 sec): 3 clusters Score: Raw -1536560.574133 + Penalty 3114.969387 = -1533445.604746 nChanged 99 SP:Iteration 17Q (3962.381819 sec): 3 clusters Score: Raw -1536593.544050 + Penalty 3114.969387 = -1533478.574664 nChanged 87 SP:Iteration 18Q (3962.452471 sec): 3 clusters Score: Raw -1536617.281073 + Penalty 3114.969387 = -1533502.311686 nChanged 58 SP:Iteration 19Q (3962.520717 sec): 3 clusters Score: Raw -1536632.712928 + Penalty 3114.969387 = -1533517.743541 nChanged 55 SP:Iteration 20F (3962.573287 sec): 3 clusters Score: Raw -1536647.824817 + Penalty 3114.969387 = -1533532.855431 nChanged 53 SP:Iteration 21Q (3962.645378 sec): 3 clusters Score: Raw -1536659.795501 + Penalty 3114.969387 = -1533544.826114 nChanged 46 SP:Iteration 22Q (3962.710538 sec): 3 clusters Score: Raw -1536668.618995 + Penalty 3114.969387 = -1533553.649608 nChanged 35 SP:Iteration 23Q (3962.759503 sec): 3 clusters Score: Raw -1536674.358747 + Penalty 3114.969387 = -1533559.389360 nChanged 27 SP:Iteration 24Q (3962.823526 sec): 3 clusters Score: Raw -1536678.428571 + Penalty 3114.969387 = -1533563.459184 nChanged 22 SP:Iteration 25Q (3962.888665 sec): 3 clusters Score: Raw -1536681.383811 + Penalty 3114.969387 = -1533566.414424 nChanged 21 SP:Iteration 26Q (3962.939429 sec): 3 clusters Score: Raw -1536684.501720 + Penalty 3114.969387 = -1533569.532334 nChanged 17 SP:Iteration 27Q (3963.005572 sec): 3 clusters Score: Raw -1536686.978908 + Penalty 3114.969387 = -1533572.009521 nChanged 16 SP:Iteration 28Q (3963.073873 sec): 3 clusters Score: Raw -1536688.836090 + Penalty 3114.969387 = -1533573.866703 nChanged 14 SP:Iteration 29Q (3963.146157 sec): 3 clusters Score: Raw -1536690.496775 + Penalty 3114.969387 = -1533575.527388 nChanged 14 SP:Iteration 30Q (3963.203198 sec): 3 clusters Score: Raw -1536692.593410 + Penalty 3114.969387 = -1533577.624023 nChanged 15 SP:Iteration 31Q (3963.260233 sec): 3 clusters Score: Raw -1536694.467015 + Penalty 3114.969387 = -1533579.497629 nChanged 12 SP:Iteration 32Q (3963.312065 sec): 3 clusters Score: Raw -1536696.209958 + Penalty 3114.969387 = -1533581.240572 nChanged 9 SP:Iteration 33Q (3963.374039 sec): 3 clusters Score: Raw -1536697.995903 + Penalty 3114.969387 = -1533583.026517 nChanged 11 SP:Iteration 34Q (3963.440144 sec): 3 clusters Score: Raw -1536700.879878 + Penalty 3114.969387 = -1533585.910491 nChanged 11 SP:Iteration 35Q (3963.493467 sec): 3 clusters Score: Raw -1536702.744847 + Penalty 3114.969387 = -1533587.775460 nChanged 14 SP:Iteration 36Q (3963.565455 sec): 3 clusters Score: Raw -1536705.224299 + Penalty 3114.969387 = -1533590.254912 nChanged 17 SP:Iteration 37Q (3963.634502 sec): 3 clusters Score: Raw -1536707.283352 + Penalty 3114.969387 = -1533592.313965 nChanged 14 SP:Iteration 38Q (3963.695873 sec): 3 clusters Score: Raw -1536709.089185 + Penalty 3114.969387 = -1533594.119798 nChanged 16 SP:Iteration 39Q (3963.744731 sec): 3 clusters Score: Raw -1536710.797938 + Penalty 3114.969387 = -1533595.828551 nChanged 14 SP:Iteration 40F (3963.808744 sec): 3 clusters Score: Raw -1536712.625241 + Penalty 3114.969387 = -1533597.655854 nChanged 12 SP:Iteration 41Q (3963.869013 sec): 3 clusters Score: Raw -1536714.682011 + Penalty 3114.969387 = -1533599.712625 nChanged 17 SP:Iteration 42Q (3963.934293 sec): 3 clusters Score: Raw -1536718.745746 + Penalty 3114.969387 = -1533603.776359 nChanged 21 SP:Iteration 43Q (3964.010410 sec): 3 clusters Score: Raw -1536723.728074 + Penalty 3114.969387 = -1533608.758687 nChanged 25 SP:Iteration 44Q (3964.066015 sec): 3 clusters Score: Raw -1536729.204559 + Penalty 3114.969387 = -1533614.235172 nChanged 18 SP:Iteration 45Q (3964.121502 sec): 3 clusters Score: Raw -1536732.509789 + Penalty 3114.969387 = -1533617.540402 nChanged 22 SP:Iteration 46Q (3964.202755 sec): 3 clusters Score: Raw -1536737.023543 + Penalty 3114.969387 = -1533622.054156 nChanged 24 SP:Iteration 47Q (3964.261422 sec): 3 clusters Score: Raw -1536742.628079 + Penalty 3114.969387 = -1533627.658692 nChanged 26 SP:Iteration 48Q (3964.322401 sec): 3 clusters Score: Raw -1536748.038028 + Penalty 3114.969387 = -1533633.068641 nChanged 19 SP:Iteration 49Q (3964.381696 sec): 3 clusters Score: Raw -1536751.558816 + Penalty 3114.969387 = -1533636.589429 nChanged 18 SP:Iteration 50Q (3964.447085 sec): 3 clusters Score: Raw -1536754.701145 + Penalty 3114.969387 = -1533639.731758 nChanged 16 SP:Iteration 51Q (3964.513345 sec): 3 clusters Score: Raw -1536757.421578 + Penalty 3114.969387 = -1533642.452191 nChanged 10 SP:Iteration 52Q (3964.575516 sec): 3 clusters Score: Raw -1536759.220712 + Penalty 3114.969387 = -1533644.251325 nChanged 13 SP:Iteration 53Q (3964.638394 sec): 3 clusters Score: Raw -1536761.729421 + Penalty 3114.969387 = -1533646.760034 nChanged 16 SP:Iteration 54Q (3964.717648 sec): 3 clusters Score: Raw -1536764.898581 + Penalty 3114.969387 = -1533649.929194 nChanged 12 SP:Iteration 55Q (3964.763378 sec): 3 clusters Score: Raw -1536767.704215 + Penalty 3114.969387 = -1533652.734828 nChanged 13 SP:Iteration 56Q (3964.825751 sec): 3 clusters Score: Raw -1536770.220223 + Penalty 3114.969387 = -1533655.250836 nChanged 10 SP:Iteration 57Q (3964.896325 sec): 3 clusters Score: Raw -1536771.731100 + Penalty 3114.969387 = -1533656.761713 nChanged 6 SP:Iteration 58Q (3964.952991 sec): 3 clusters Score: Raw -1536773.069582 + Penalty 3114.969387 = -1533658.100195 nChanged 8 SP:Iteration 59Q (3965.006810 sec): 3 clusters Score: Raw -1536774.762596 + Penalty 3114.969387 = -1533659.793209 nChanged 7 SP:Iteration 60F (3965.073750 sec): 3 clusters Score: Raw -1536776.380467 + Penalty 3114.969387 = -1533661.411080 nChanged 12 SP:Iteration 61Q (3965.153006 sec): 3 clusters Score: Raw -1536779.576910 + Penalty 3114.969387 = -1533664.607523 nChanged 12 SP:Iteration 62Q (3965.213288 sec): 3 clusters Score: Raw -1536781.715010 + Penalty 3114.969387 = -1533666.745624 nChanged 13 SP:Iteration 63Q (3965.283062 sec): 3 clusters Score: Raw -1536785.085120 + Penalty 3114.969387 = -1533670.115733 nChanged 11 SP:Iteration 64Q (3965.331513 sec): 3 clusters Score: Raw -1536787.826132 + Penalty 3114.969387 = -1533672.856745 nChanged 12 SP:Iteration 65Q (3965.397145 sec): 3 clusters Score: Raw -1536790.551972 + Penalty 3114.969387 = -1533675.582585 nChanged 8 SP:Iteration 66Q (3965.470520 sec): 3 clusters Score: Raw -1536792.382411 + Penalty 3114.969387 = -1533677.413024 nChanged 7 SP:Iteration 67Q (3965.534419 sec): 3 clusters Score: Raw -1536794.353757 + Penalty 3114.969387 = -1533679.384370 nChanged 9 SP:Iteration 68Q (3965.588108 sec): 3 clusters Score: Raw -1536796.636623 + Penalty 3114.969387 = -1533681.667236 nChanged 10 SP:Iteration 69Q (3965.644548 sec): 3 clusters Score: Raw -1536798.346939 + Penalty 3114.969387 = -1533683.377552 nChanged 7 SP:Iteration 70Q (3965.696647 sec): 3 clusters Score: Raw -1536799.527452 + Penalty 3114.969387 = -1533684.558065 nChanged 4 SP:Iteration 71Q (3965.765433 sec): 3 clusters Score: Raw -1536800.426392 + Penalty 3114.969387 = -1533685.457005 nChanged 3 SP:Iteration 72Q (3965.821653 sec): 3 clusters Score: Raw -1536800.987975 + Penalty 3114.969387 = -1533686.018588 nChanged 4 SP:Iteration 73Q (3965.883954 sec): 3 clusters Score: Raw -1536801.996436 + Penalty 3114.969387 = -1533687.027050 nChanged 6 SP:Iteration 74Q (3965.951607 sec): 3 clusters Score: Raw -1536803.186962 + Penalty 3114.969387 = -1533688.217575 nChanged 8 SP:Iteration 75Q (3966.009485 sec): 3 clusters Score: Raw -1536804.788824 + Penalty 3114.969387 = -1533689.819437 nChanged 5 SP:Iteration 76Q (3966.079320 sec): 3 clusters Score: Raw -1536805.795674 + Penalty 3114.969387 = -1533690.826288 nChanged 3 SP:Iteration 77Q (3966.145564 sec): 3 clusters Score: Raw -1536806.398858 + Penalty 3114.969387 = -1533691.429471 nChanged 1 SP:Iteration 78Q (3966.202345 sec): 3 clusters Score: Raw -1536806.477820 + Penalty 3114.969387 = -1533691.508433 nChanged 2 SP:Iteration 79Q (3966.266320 sec): 3 clusters Score: Raw -1536806.653449 + Penalty 3114.969387 = -1533691.684062 nChanged 1 SP:Iteration 80F (3966.330620 sec): 3 clusters Score: Raw -1536806.735208 + Penalty 3114.969387 = -1533691.765821 nChanged 0 Trying to split cluster 33 (2683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3966.356467 sec): 2 clusters Score: Raw -259582.772154 + Penalty 1282.887263 = -258299.884890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3966.403526 sec): 3 clusters Score: Raw -258357.367606 + Penalty 2565.774526 = -255791.593080 nChanged 1011 SP:Iteration 1F (3966.435259 sec): 3 clusters Score: Raw -259054.764792 + Penalty 2565.774526 = -256488.990265 nChanged 235 SP:Iteration 2F (3966.474653 sec): 3 clusters Score: Raw -259225.197818 + Penalty 2565.774526 = -256659.423291 nChanged 144 SP:Iteration 3F (3966.511991 sec): 3 clusters Score: Raw -259323.516009 + Penalty 2565.774526 = -256757.741483 nChanged 109 SP:Iteration 4Q (3966.557615 sec): 3 clusters Score: Raw -259399.274007 + Penalty 2565.774526 = -256833.499481 nChanged 97 SP:Iteration 5Q (3966.603565 sec): 3 clusters Score: Raw -259478.404495 + Penalty 2565.774526 = -256912.629969 nChanged 86 SP:Iteration 6Q (3966.656819 sec): 3 clusters Score: Raw -259541.762579 + Penalty 2565.774526 = -256975.988053 nChanged 83 SP:Iteration 7Q (3966.700229 sec): 3 clusters Score: Raw -259593.371476 + Penalty 2565.774526 = -257027.596949 nChanged 57 SP:Iteration 8Q (3966.734203 sec): 3 clusters Score: Raw -259629.877166 + Penalty 2565.774526 = -257064.102640 nChanged 45 SP:Iteration 9Q (3966.769202 sec): 3 clusters Score: Raw -259652.696598 + Penalty 2565.774526 = -257086.922071 nChanged 34 SP:Iteration 10Q (3966.818697 sec): 3 clusters Score: Raw -259665.446962 + Penalty 2565.774526 = -257099.672436 nChanged 19 SP:Iteration 11Q (3966.871236 sec): 3 clusters Score: Raw -259674.344481 + Penalty 2565.774526 = -257108.569955 nChanged 16 SP:Iteration 12Q (3966.917154 sec): 3 clusters Score: Raw -259680.126220 + Penalty 2565.774526 = -257114.351694 nChanged 16 SP:Iteration 13Q (3966.959969 sec): 3 clusters Score: Raw -259686.525244 + Penalty 2565.774526 = -257120.750718 nChanged 18 SP:Iteration 14Q (3967.002532 sec): 3 clusters Score: Raw -259692.489554 + Penalty 2565.774526 = -257126.715028 nChanged 11 SP:Iteration 15Q (3967.047166 sec): 3 clusters Score: Raw -259696.605203 + Penalty 2565.774526 = -257130.830677 nChanged 10 SP:Iteration 16Q (3967.091781 sec): 3 clusters Score: Raw -259700.481712 + Penalty 2565.774526 = -257134.707186 nChanged 10 SP:Iteration 17Q (3967.143591 sec): 3 clusters Score: Raw -259704.555507 + Penalty 2565.774526 = -257138.780981 nChanged 12 SP:Iteration 18Q (3967.189585 sec): 3 clusters Score: Raw -259710.622555 + Penalty 2565.774526 = -257144.848029 nChanged 15 SP:Iteration 19Q (3967.228894 sec): 3 clusters Score: Raw -259718.183526 + Penalty 2565.774526 = -257152.409000 nChanged 9 SP:Iteration 20F (3967.278804 sec): 3 clusters Score: Raw -259721.063482 + Penalty 2565.774526 = -257155.288955 nChanged 5 SP:Iteration 21Q (3967.315615 sec): 3 clusters Score: Raw -259724.530841 + Penalty 2565.774526 = -257158.756315 nChanged 9 SP:Iteration 22Q (3967.368244 sec): 3 clusters Score: Raw -259727.083170 + Penalty 2565.774526 = -257161.308644 nChanged 4 SP:Iteration 23Q (3967.402635 sec): 3 clusters Score: Raw -259728.409805 + Penalty 2565.774526 = -257162.635278 nChanged 7 SP:Iteration 24Q (3967.446474 sec): 3 clusters Score: Raw -259730.123590 + Penalty 2565.774526 = -257164.349064 nChanged 6 SP:Iteration 25Q (3967.502657 sec): 3 clusters Score: Raw -259732.169610 + Penalty 2565.774526 = -257166.395083 nChanged 5 SP:Iteration 26Q (3967.543426 sec): 3 clusters Score: Raw -259733.798617 + Penalty 2565.774526 = -257168.024091 nChanged 3 SP:Iteration 27Q (3967.589126 sec): 3 clusters Score: Raw -259736.523482 + Penalty 2565.774526 = -257170.748956 nChanged 7 SP:Iteration 28Q (3967.643070 sec): 3 clusters Score: Raw -259740.074173 + Penalty 2565.774526 = -257174.299647 nChanged 8 SP:Iteration 29Q (3967.697343 sec): 3 clusters Score: Raw -259745.116980 + Penalty 2565.774526 = -257179.342454 nChanged 8 SP:Iteration 30Q (3967.734481 sec): 3 clusters Score: Raw -259748.306645 + Penalty 2565.774526 = -257182.532119 nChanged 9 SP:Iteration 31Q (3967.772679 sec): 3 clusters Score: Raw -259751.448780 + Penalty 2565.774526 = -257185.674253 nChanged 9 SP:Iteration 32Q (3967.812546 sec): 3 clusters Score: Raw -259754.977686 + Penalty 2565.774526 = -257189.203159 nChanged 6 SP:Iteration 33Q (3967.857771 sec): 3 clusters Score: Raw -259756.702849 + Penalty 2565.774526 = -257190.928322 nChanged 5 SP:Iteration 34Q (3967.909666 sec): 3 clusters Score: Raw -259758.538988 + Penalty 2565.774526 = -257192.764462 nChanged 3 SP:Iteration 35Q (3967.961288 sec): 3 clusters Score: Raw -259759.666292 + Penalty 2565.774526 = -257193.891765 nChanged 2 SP:Iteration 36Q (3968.004477 sec): 3 clusters Score: Raw -259760.038434 + Penalty 2565.774526 = -257194.263907 nChanged 1 SP:Iteration 37Q (3968.054081 sec): 3 clusters Score: Raw -259760.254714 + Penalty 2565.774526 = -257194.480188 nChanged 0 SP:Iteration 38F (3968.088353 sec): 3 clusters Score: Raw -259760.254714 + Penalty 2565.774526 = -257194.480188 nChanged 0 Trying to split cluster 34 (30787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3968.153375 sec): 2 clusters Score: Raw -3240943.425521 + Penalty 1679.412768 = -3239264.012754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3968.237487 sec): 3 clusters Score: Raw -3221969.936034 + Penalty 3358.825536 = -3218611.110498 nChanged 14210 SP:Iteration 1F (3968.329730 sec): 3 clusters Score: Raw -3229825.055532 + Penalty 3358.825536 = -3226466.229997 nChanged 1362 SP:Iteration 2Q (3968.418194 sec): 3 clusters Score: Raw -3230300.206560 + Penalty 3358.825536 = -3226941.381024 nChanged 1431 SP:Iteration 3Q (3968.494445 sec): 3 clusters Score: Raw -3230905.604839 + Penalty 3358.825536 = -3227546.779304 nChanged 1692 SP:Iteration 4F (3968.587019 sec): 3 clusters Score: Raw -3231806.927051 + Penalty 3358.825536 = -3228448.101515 nChanged 2107 SP:Iteration 5F (3968.666724 sec): 3 clusters Score: Raw -3233168.177126 + Penalty 3358.825536 = -3229809.351591 nChanged 2385 SP:Iteration 6F (3968.762535 sec): 3 clusters Score: Raw -3234983.668610 + Penalty 3358.825536 = -3231624.843075 nChanged 2283 SP:Iteration 7F (3968.861755 sec): 3 clusters Score: Raw -3236878.213617 + Penalty 3358.825536 = -3233519.388081 nChanged 1880 SP:Iteration 8F (3968.954668 sec): 3 clusters Score: Raw -3238502.819783 + Penalty 3358.825536 = -3235143.994248 nChanged 1263 SP:Iteration 9Q (3969.055325 sec): 3 clusters Score: Raw -3239637.551207 + Penalty 3358.825536 = -3236278.725671 nChanged 780 SP:Iteration 10Q (3969.158820 sec): 3 clusters Score: Raw -3240398.145008 + Penalty 3358.825536 = -3237039.319473 nChanged 440 SP:Iteration 11Q (3969.240650 sec): 3 clusters Score: Raw -3240835.968360 + Penalty 3358.825536 = -3237477.142825 nChanged 218 SP:Iteration 12Q (3969.332069 sec): 3 clusters Score: Raw -3241037.296652 + Penalty 3358.825536 = -3237678.471116 nChanged 138 SP:Iteration 13Q (3969.415828 sec): 3 clusters Score: Raw -3241135.356373 + Penalty 3358.825536 = -3237776.530838 nChanged 85 SP:Iteration 14Q (3969.502678 sec): 3 clusters Score: Raw -3241190.726651 + Penalty 3358.825536 = -3237831.901115 nChanged 72 SP:Iteration 15Q (3969.590001 sec): 3 clusters Score: Raw -3241234.780581 + Penalty 3358.825536 = -3237875.955045 nChanged 49 SP:Iteration 16Q (3969.664080 sec): 3 clusters Score: Raw -3241263.184974 + Penalty 3358.825536 = -3237904.359439 nChanged 36 SP:Iteration 17Q (3969.739401 sec): 3 clusters Score: Raw -3241288.341845 + Penalty 3358.825536 = -3237929.516310 nChanged 34 SP:Iteration 18Q (3969.821706 sec): 3 clusters Score: Raw -3241317.155666 + Penalty 3358.825536 = -3237958.330131 nChanged 30 SP:Iteration 19Q (3969.911560 sec): 3 clusters Score: Raw -3241341.655041 + Penalty 3358.825536 = -3237982.829505 nChanged 25 SP:Iteration 20F (3969.992594 sec): 3 clusters Score: Raw -3241352.064348 + Penalty 3358.825536 = -3237993.238813 nChanged 12 SP:Iteration 21Q (3970.065928 sec): 3 clusters Score: Raw -3241357.967295 + Penalty 3358.825536 = -3237999.141759 nChanged 17 SP:Iteration 22Q (3970.146528 sec): 3 clusters Score: Raw -3241366.462878 + Penalty 3358.825536 = -3238007.637342 nChanged 14 SP:Iteration 23Q (3970.216784 sec): 3 clusters Score: Raw -3241370.730952 + Penalty 3358.825536 = -3238011.905416 nChanged 4 SP:Iteration 24Q (3970.298627 sec): 3 clusters Score: Raw -3241372.077680 + Penalty 3358.825536 = -3238013.252144 nChanged 2 SP:Iteration 25Q (3970.366816 sec): 3 clusters Score: Raw -3241372.739407 + Penalty 3358.825536 = -3238013.913871 nChanged 2 SP:Iteration 26Q (3970.446824 sec): 3 clusters Score: Raw -3241373.069516 + Penalty 3358.825536 = -3238014.243980 nChanged 2 SP:Iteration 27Q (3970.522323 sec): 3 clusters Score: Raw -3241373.757079 + Penalty 3358.825536 = -3238014.931543 nChanged 0 SP:Iteration 28F (3970.608749 sec): 3 clusters Score: Raw -3241373.757079 + Penalty 3358.825536 = -3238014.931543 nChanged 0 Trying to split cluster 35 (3226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3970.636103 sec): 2 clusters Score: Raw -336325.458553 + Penalty 1312.837217 = -335012.621336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3970.672165 sec): 3 clusters Score: Raw -334773.581081 + Penalty 2625.674434 = -332147.906647 nChanged 1184 SP:Iteration 1F (3970.733626 sec): 3 clusters Score: Raw -335392.902239 + Penalty 2625.674434 = -332767.227805 nChanged 232 SP:Iteration 2F (3970.778705 sec): 3 clusters Score: Raw -335550.065189 + Penalty 2625.674434 = -332924.390755 nChanged 203 SP:Iteration 3F (3970.822250 sec): 3 clusters Score: Raw -335666.069258 + Penalty 2625.674434 = -333040.394824 nChanged 139 SP:Iteration 4Q (3970.861566 sec): 3 clusters Score: Raw -335740.818539 + Penalty 2625.674434 = -333115.144105 nChanged 119 SP:Iteration 5Q (3970.895812 sec): 3 clusters Score: Raw -335799.603445 + Penalty 2625.674434 = -333173.929011 nChanged 98 SP:Iteration 6Q (3970.940019 sec): 3 clusters Score: Raw -335847.471723 + Penalty 2625.674434 = -333221.797289 nChanged 86 SP:Iteration 7Q (3970.985578 sec): 3 clusters Score: Raw -335888.095883 + Penalty 2625.674434 = -333262.421449 nChanged 62 SP:Iteration 8Q (3971.028512 sec): 3 clusters Score: Raw -335919.254582 + Penalty 2625.674434 = -333293.580148 nChanged 59 SP:Iteration 9Q (3971.076387 sec): 3 clusters Score: Raw -335946.462584 + Penalty 2625.674434 = -333320.788150 nChanged 52 SP:Iteration 10Q (3971.115668 sec): 3 clusters Score: Raw -335967.768743 + Penalty 2625.674434 = -333342.094309 nChanged 40 SP:Iteration 11Q (3971.162383 sec): 3 clusters Score: Raw -335982.029905 + Penalty 2625.674434 = -333356.355471 nChanged 35 SP:Iteration 12Q (3971.209770 sec): 3 clusters Score: Raw -336001.750620 + Penalty 2625.674434 = -333376.076186 nChanged 44 SP:Iteration 13Q (3971.254630 sec): 3 clusters Score: Raw -336018.868238 + Penalty 2625.674434 = -333393.193803 nChanged 37 SP:Iteration 14Q (3971.303600 sec): 3 clusters Score: Raw -336030.938231 + Penalty 2625.674434 = -333405.263797 nChanged 28 SP:Iteration 15Q (3971.350330 sec): 3 clusters Score: Raw -336041.678526 + Penalty 2625.674434 = -333416.004092 nChanged 25 SP:Iteration 16Q (3971.396085 sec): 3 clusters Score: Raw -336050.901270 + Penalty 2625.674434 = -333425.226836 nChanged 22 SP:Iteration 17Q (3971.451193 sec): 3 clusters Score: Raw -336060.283066 + Penalty 2625.674434 = -333434.608632 nChanged 28 SP:Iteration 18Q (3971.484391 sec): 3 clusters Score: Raw -336073.253670 + Penalty 2625.674434 = -333447.579235 nChanged 31 SP:Iteration 19Q (3971.522128 sec): 3 clusters Score: Raw -336088.361874 + Penalty 2625.674434 = -333462.687440 nChanged 23 SP:Iteration 20F (3971.569682 sec): 3 clusters Score: Raw -336099.087671 + Penalty 2625.674434 = -333473.413237 nChanged 26 SP:Iteration 21Q (3971.607248 sec): 3 clusters Score: Raw -336110.196549 + Penalty 2625.674434 = -333484.522115 nChanged 27 SP:Iteration 22Q (3971.658313 sec): 3 clusters Score: Raw -336123.501205 + Penalty 2625.674434 = -333497.826771 nChanged 34 SP:Iteration 23Q (3971.694212 sec): 3 clusters Score: Raw -336138.760923 + Penalty 2625.674434 = -333513.086489 nChanged 27 SP:Iteration 24Q (3971.738971 sec): 3 clusters Score: Raw -336151.336782 + Penalty 2625.674434 = -333525.662348 nChanged 33 SP:Iteration 25Q (3971.776563 sec): 3 clusters Score: Raw -336164.666502 + Penalty 2625.674434 = -333538.992068 nChanged 26 SP:Iteration 26Q (3971.829317 sec): 3 clusters Score: Raw -336173.253816 + Penalty 2625.674434 = -333547.579381 nChanged 18 SP:Iteration 27Q (3971.880906 sec): 3 clusters Score: Raw -336181.119508 + Penalty 2625.674434 = -333555.445074 nChanged 12 SP:Iteration 28Q (3971.933204 sec): 3 clusters Score: Raw -336186.733941 + Penalty 2625.674434 = -333561.059507 nChanged 16 SP:Iteration 29Q (3971.976815 sec): 3 clusters Score: Raw -336192.689976 + Penalty 2625.674434 = -333567.015542 nChanged 8 SP:Iteration 30Q (3972.015612 sec): 3 clusters Score: Raw -336195.221126 + Penalty 2625.674434 = -333569.546691 nChanged 4 SP:Iteration 31Q (3972.050846 sec): 3 clusters Score: Raw -336196.947685 + Penalty 2625.674434 = -333571.273251 nChanged 7 SP:Iteration 32Q (3972.094799 sec): 3 clusters Score: Raw -336199.212400 + Penalty 2625.674434 = -333573.537966 nChanged 6 SP:Iteration 33Q (3972.149936 sec): 3 clusters Score: Raw -336200.503763 + Penalty 2625.674434 = -333574.829328 nChanged 6 SP:Iteration 34Q (3972.183701 sec): 3 clusters Score: Raw -336202.677665 + Penalty 2625.674434 = -333577.003230 nChanged 4 SP:Iteration 35Q (3972.240060 sec): 3 clusters Score: Raw -336204.005909 + Penalty 2625.674434 = -333578.331475 nChanged 1 SP:Iteration 36Q (3972.279098 sec): 3 clusters Score: Raw -336204.265227 + Penalty 2625.674434 = -333578.590793 nChanged 2 SP:Iteration 37Q (3972.315332 sec): 3 clusters Score: Raw -336204.563773 + Penalty 2625.674434 = -333578.889339 nChanged 0 SP:Iteration 38F (3972.367796 sec): 3 clusters Score: Raw -336204.563773 + Penalty 2625.674434 = -333578.889339 nChanged 0 Trying to split cluster 36 (35201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3972.433241 sec): 2 clusters Score: Raw -3822924.955282 + Penalty 1701.184838 = -3821223.770444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3972.535561 sec): 3 clusters Score: Raw -3800986.299780 + Penalty 3402.369675 = -3797583.930105 nChanged 16254 SP:Iteration 1F (3972.620221 sec): 3 clusters Score: Raw -3810141.121031 + Penalty 3402.369675 = -3806738.751355 nChanged 1587 SP:Iteration 2Q (3972.721107 sec): 3 clusters Score: Raw -3810631.022128 + Penalty 3402.369675 = -3807228.652452 nChanged 1485 SP:Iteration 3Q (3972.827273 sec): 3 clusters Score: Raw -3811096.049901 + Penalty 3402.369675 = -3807693.680225 nChanged 1395 SP:Iteration 4Q (3972.936741 sec): 3 clusters Score: Raw -3811581.374995 + Penalty 3402.369675 = -3808179.005319 nChanged 1449 SP:Iteration 5Q (3973.030260 sec): 3 clusters Score: Raw -3812158.063046 + Penalty 3402.369675 = -3808755.693370 nChanged 1507 SP:Iteration 6Q (3973.141579 sec): 3 clusters Score: Raw -3812867.590171 + Penalty 3402.369675 = -3809465.220495 nChanged 1792 SP:Iteration 7F (3973.244846 sec): 3 clusters Score: Raw -3813884.628430 + Penalty 3402.369675 = -3810482.258754 nChanged 1996 SP:Iteration 8F (3973.343386 sec): 3 clusters Score: Raw -3815248.555067 + Penalty 3402.369675 = -3811846.185392 nChanged 2104 SP:Iteration 9F (3973.437003 sec): 3 clusters Score: Raw -3816809.236204 + Penalty 3402.369675 = -3813406.866529 nChanged 1980 SP:Iteration 10F (3973.529877 sec): 3 clusters Score: Raw -3818376.543447 + Penalty 3402.369675 = -3814974.173771 nChanged 1713 SP:Iteration 11Q (3973.628946 sec): 3 clusters Score: Raw -3819756.270856 + Penalty 3402.369675 = -3816353.901181 nChanged 1326 SP:Iteration 12Q (3973.727703 sec): 3 clusters Score: Raw -3820807.599624 + Penalty 3402.369675 = -3817405.229948 nChanged 943 SP:Iteration 13Q (3973.805456 sec): 3 clusters Score: Raw -3821529.366763 + Penalty 3402.369675 = -3818126.997088 nChanged 689 SP:Iteration 14Q (3973.897861 sec): 3 clusters Score: Raw -3822020.923376 + Penalty 3402.369675 = -3818618.553701 nChanged 524 SP:Iteration 15Q (3973.996615 sec): 3 clusters Score: Raw -3822404.084327 + Penalty 3402.369675 = -3819001.714652 nChanged 400 SP:Iteration 16Q (3974.082671 sec): 3 clusters Score: Raw -3822698.387363 + Penalty 3402.369675 = -3819296.017687 nChanged 308 SP:Iteration 17Q (3974.164617 sec): 3 clusters Score: Raw -3822925.177031 + Penalty 3402.369675 = -3819522.807356 nChanged 215 SP:Iteration 18Q (3974.254243 sec): 3 clusters Score: Raw -3823057.998248 + Penalty 3402.369675 = -3819655.628572 nChanged 146 SP:Iteration 19Q (3974.343392 sec): 3 clusters Score: Raw -3823150.502669 + Penalty 3402.369675 = -3819748.132994 nChanged 103 SP:Iteration 20F (3974.428573 sec): 3 clusters Score: Raw -3823210.657665 + Penalty 3402.369675 = -3819808.287990 nChanged 85 SP:Iteration 21Q (3974.523911 sec): 3 clusters Score: Raw -3823255.879425 + Penalty 3402.369675 = -3819853.509750 nChanged 66 SP:Iteration 22Q (3974.610456 sec): 3 clusters Score: Raw -3823296.978556 + Penalty 3402.369675 = -3819894.608880 nChanged 47 SP:Iteration 23Q (3974.698834 sec): 3 clusters Score: Raw -3823327.431435 + Penalty 3402.369675 = -3819925.061760 nChanged 35 SP:Iteration 24Q (3974.773312 sec): 3 clusters Score: Raw -3823343.650252 + Penalty 3402.369675 = -3819941.280576 nChanged 27 SP:Iteration 25Q (3974.865132 sec): 3 clusters Score: Raw -3823355.537450 + Penalty 3402.369675 = -3819953.167775 nChanged 25 SP:Iteration 26Q (3974.938208 sec): 3 clusters Score: Raw -3823366.315518 + Penalty 3402.369675 = -3819963.945843 nChanged 28 SP:Iteration 27Q (3975.025642 sec): 3 clusters Score: Raw -3823376.761113 + Penalty 3402.369675 = -3819974.391438 nChanged 19 SP:Iteration 28Q (3975.097322 sec): 3 clusters Score: Raw -3823383.641030 + Penalty 3402.369675 = -3819981.271355 nChanged 14 SP:Iteration 29Q (3975.186221 sec): 3 clusters Score: Raw -3823388.378781 + Penalty 3402.369675 = -3819986.009106 nChanged 9 SP:Iteration 30Q (3975.273551 sec): 3 clusters Score: Raw -3823391.528303 + Penalty 3402.369675 = -3819989.158628 nChanged 12 SP:Iteration 31Q (3975.363933 sec): 3 clusters Score: Raw -3823396.843679 + Penalty 3402.369675 = -3819994.474004 nChanged 13 SP:Iteration 32Q (3975.447691 sec): 3 clusters Score: Raw -3823402.610168 + Penalty 3402.369675 = -3820000.240493 nChanged 16 SP:Iteration 33Q (3975.529842 sec): 3 clusters Score: Raw -3823411.163841 + Penalty 3402.369675 = -3820008.794165 nChanged 14 SP:Iteration 34Q (3975.609503 sec): 3 clusters Score: Raw -3823416.840390 + Penalty 3402.369675 = -3820014.470715 nChanged 9 SP:Iteration 35Q (3975.697636 sec): 3 clusters Score: Raw -3823420.886287 + Penalty 3402.369675 = -3820018.516611 nChanged 10 SP:Iteration 36Q (3975.791291 sec): 3 clusters Score: Raw -3823425.043108 + Penalty 3402.369675 = -3820022.673432 nChanged 10 SP:Iteration 37Q (3975.875030 sec): 3 clusters Score: Raw -3823427.915786 + Penalty 3402.369675 = -3820025.546110 nChanged 10 SP:Iteration 38Q (3975.959078 sec): 3 clusters Score: Raw -3823431.181003 + Penalty 3402.369675 = -3820028.811327 nChanged 8 SP:Iteration 39Q (3976.043710 sec): 3 clusters Score: Raw -3823433.894613 + Penalty 3402.369675 = -3820031.524938 nChanged 6 SP:Iteration 40F (3976.146570 sec): 3 clusters Score: Raw -3823435.714523 + Penalty 3402.369675 = -3820033.344848 nChanged 10 SP:Iteration 41Q (3976.240481 sec): 3 clusters Score: Raw -3823439.971323 + Penalty 3402.369675 = -3820037.601647 nChanged 13 SP:Iteration 42Q (3976.323219 sec): 3 clusters Score: Raw -3823446.477704 + Penalty 3402.369675 = -3820044.108029 nChanged 9 SP:Iteration 43Q (3976.402915 sec): 3 clusters Score: Raw -3823449.912331 + Penalty 3402.369675 = -3820047.542655 nChanged 6 SP:Iteration 44Q (3976.484741 sec): 3 clusters Score: Raw -3823451.193235 + Penalty 3402.369675 = -3820048.823560 nChanged 3 SP:Iteration 45Q (3976.574872 sec): 3 clusters Score: Raw -3823452.636878 + Penalty 3402.369675 = -3820050.267202 nChanged 4 SP:Iteration 46Q (3976.670042 sec): 3 clusters Score: Raw -3823453.540332 + Penalty 3402.369675 = -3820051.170657 nChanged 3 SP:Iteration 47Q (3976.756209 sec): 3 clusters Score: Raw -3823454.432661 + Penalty 3402.369675 = -3820052.062986 nChanged 3 SP:Iteration 48Q (3976.848530 sec): 3 clusters Score: Raw -3823455.194466 + Penalty 3402.369675 = -3820052.824791 nChanged 2 SP:Iteration 49Q (3976.932392 sec): 3 clusters Score: Raw -3823455.350977 + Penalty 3402.369675 = -3820052.981302 nChanged 1 SP:Iteration 50Q (3977.024036 sec): 3 clusters Score: Raw -3823455.519857 + Penalty 3402.369675 = -3820053.150182 nChanged 2 SP:Iteration 51Q (3977.105114 sec): 3 clusters Score: Raw -3823455.890440 + Penalty 3402.369675 = -3820053.520765 nChanged 1 SP:Iteration 52Q (3977.204955 sec): 3 clusters Score: Raw -3823456.030938 + Penalty 3402.369675 = -3820053.661263 nChanged 1 SP:Iteration 53Q (3977.286555 sec): 3 clusters Score: Raw -3823456.436156 + Penalty 3402.369675 = -3820054.066480 nChanged 2 SP:Iteration 54Q (3977.369485 sec): 3 clusters Score: Raw -3823457.198687 + Penalty 3402.369675 = -3820054.829011 nChanged 1 SP:Iteration 55Q (3977.454096 sec): 3 clusters Score: Raw -3823457.752972 + Penalty 3402.369675 = -3820055.383297 nChanged 4 SP:Iteration 56Q (3977.529929 sec): 3 clusters Score: Raw -3823459.309535 + Penalty 3402.369675 = -3820056.939860 nChanged 3 SP:Iteration 57Q (3977.617690 sec): 3 clusters Score: Raw -3823460.660963 + Penalty 3402.369675 = -3820058.291288 nChanged 11 SP:Iteration 58Q (3977.710969 sec): 3 clusters Score: Raw -3823464.907571 + Penalty 3402.369675 = -3820062.537896 nChanged 13 SP:Iteration 59Q (3977.796822 sec): 3 clusters Score: Raw -3823469.139714 + Penalty 3402.369675 = -3820066.770038 nChanged 5 SP:Iteration 60F (3977.893674 sec): 3 clusters Score: Raw -3823470.422776 + Penalty 3402.369675 = -3820068.053100 nChanged 5 SP:Iteration 61Q (3977.985747 sec): 3 clusters Score: Raw -3823471.588065 + Penalty 3402.369675 = -3820069.218390 nChanged 4 SP:Iteration 62Q (3978.070195 sec): 3 clusters Score: Raw -3823472.696718 + Penalty 3402.369675 = -3820070.327043 nChanged 5 SP:Iteration 63Q (3978.142647 sec): 3 clusters Score: Raw -3823474.620867 + Penalty 3402.369675 = -3820072.251191 nChanged 7 SP:Iteration 64Q (3978.240033 sec): 3 clusters Score: Raw -3823476.509715 + Penalty 3402.369675 = -3820074.140040 nChanged 7 SP:Iteration 65Q (3978.320425 sec): 3 clusters Score: Raw -3823479.381020 + Penalty 3402.369675 = -3820077.011344 nChanged 9 SP:Iteration 66Q (3978.403372 sec): 3 clusters Score: Raw -3823482.591860 + Penalty 3402.369675 = -3820080.222185 nChanged 6 SP:Iteration 67Q (3978.487545 sec): 3 clusters Score: Raw -3823484.301628 + Penalty 3402.369675 = -3820081.931952 nChanged 1 SP:Iteration 68Q (3978.567928 sec): 3 clusters Score: Raw -3823484.613966 + Penalty 3402.369675 = -3820082.244291 nChanged 3 SP:Iteration 69Q (3978.646960 sec): 3 clusters Score: Raw -3823485.624976 + Penalty 3402.369675 = -3820083.255301 nChanged 2 SP:Iteration 70Q (3978.729446 sec): 3 clusters Score: Raw -3823486.093476 + Penalty 3402.369675 = -3820083.723800 nChanged 1 SP:Iteration 71Q (3978.799121 sec): 3 clusters Score: Raw -3823486.680666 + Penalty 3402.369675 = -3820084.310991 nChanged 1 SP:Iteration 72Q (3978.879412 sec): 3 clusters Score: Raw -3823487.034466 + Penalty 3402.369675 = -3820084.664791 nChanged 0 SP:Iteration 73F (3978.979602 sec): 3 clusters Score: Raw -3823487.034466 + Penalty 3402.369675 = -3820084.664791 nChanged 0 Trying to split cluster 37 (3878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3979.003879 sec): 2 clusters Score: Raw -392729.174629 + Penalty 1342.749661 = -391386.424968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3979.044186 sec): 3 clusters Score: Raw -390849.883014 + Penalty 2685.499322 = -388164.383693 nChanged 1542 SP:Iteration 1F (3979.083466 sec): 3 clusters Score: Raw -391901.340378 + Penalty 2685.499322 = -389215.841056 nChanged 312 SP:Iteration 2F (3979.131183 sec): 3 clusters Score: Raw -392099.442831 + Penalty 2685.499322 = -389413.943510 nChanged 236 SP:Iteration 3F (3979.176961 sec): 3 clusters Score: Raw -392271.672563 + Penalty 2685.499322 = -389586.173242 nChanged 220 SP:Iteration 4F (3979.209395 sec): 3 clusters Score: Raw -392438.417663 + Penalty 2685.499322 = -389752.918341 nChanged 186 SP:Iteration 5Q (3979.253160 sec): 3 clusters Score: Raw -392578.923360 + Penalty 2685.499322 = -389893.424038 nChanged 185 SP:Iteration 6Q (3979.298094 sec): 3 clusters Score: Raw -392719.053651 + Penalty 2685.499322 = -390033.554329 nChanged 159 SP:Iteration 7Q (3979.345258 sec): 3 clusters Score: Raw -392846.392777 + Penalty 2685.499322 = -390160.893455 nChanged 136 SP:Iteration 8Q (3979.390558 sec): 3 clusters Score: Raw -392951.790191 + Penalty 2685.499322 = -390266.290869 nChanged 108 SP:Iteration 9Q (3979.430195 sec): 3 clusters Score: Raw -393018.387427 + Penalty 2685.499322 = -390332.888105 nChanged 79 SP:Iteration 10Q (3979.479822 sec): 3 clusters Score: Raw -393056.678580 + Penalty 2685.499322 = -390371.179258 nChanged 67 SP:Iteration 11Q (3979.519480 sec): 3 clusters Score: Raw -393091.536087 + Penalty 2685.499322 = -390406.036766 nChanged 65 SP:Iteration 12Q (3979.539185 sec): 3 clusters Score: Raw -393121.071456 + Penalty 2685.499322 = -390435.572134 nChanged 49 SP:Iteration 13Q (3979.596043 sec): 3 clusters Score: Raw -393146.782632 + Penalty 2685.499322 = -390461.283310 nChanged 40 SP:Iteration 14Q (3979.650748 sec): 3 clusters Score: Raw -393167.546036 + Penalty 2685.499322 = -390482.046714 nChanged 38 SP:Iteration 15Q (3979.709057 sec): 3 clusters Score: Raw -393184.762425 + Penalty 2685.499322 = -390499.263103 nChanged 37 SP:Iteration 16Q (3979.749594 sec): 3 clusters Score: Raw -393200.169770 + Penalty 2685.499322 = -390514.670448 nChanged 36 SP:Iteration 17Q (3979.800538 sec): 3 clusters Score: Raw -393216.991219 + Penalty 2685.499322 = -390531.491897 nChanged 41 SP:Iteration 18Q (3979.828598 sec): 3 clusters Score: Raw -393234.688974 + Penalty 2685.499322 = -390549.189653 nChanged 29 SP:Iteration 19Q (3979.884204 sec): 3 clusters Score: Raw -393244.318760 + Penalty 2685.499322 = -390558.819438 nChanged 21 SP:Iteration 20F (3979.937070 sec): 3 clusters Score: Raw -393251.547201 + Penalty 2685.499322 = -390566.047879 nChanged 16 SP:Iteration 21Q (3979.974548 sec): 3 clusters Score: Raw -393257.031913 + Penalty 2685.499322 = -390571.532591 nChanged 16 SP:Iteration 22Q (3980.023259 sec): 3 clusters Score: Raw -393262.494172 + Penalty 2685.499322 = -390576.994850 nChanged 20 SP:Iteration 23Q (3980.062215 sec): 3 clusters Score: Raw -393270.943744 + Penalty 2685.499322 = -390585.444423 nChanged 19 SP:Iteration 24Q (3980.126642 sec): 3 clusters Score: Raw -393277.878071 + Penalty 2685.499322 = -390592.378750 nChanged 15 SP:Iteration 25Q (3980.171012 sec): 3 clusters Score: Raw -393283.043796 + Penalty 2685.499322 = -390597.544474 nChanged 7 SP:Iteration 26Q (3980.222588 sec): 3 clusters Score: Raw -393284.363527 + Penalty 2685.499322 = -390598.864205 nChanged 3 SP:Iteration 27Q (3980.275088 sec): 3 clusters Score: Raw -393285.283219 + Penalty 2685.499322 = -390599.783897 nChanged 2 SP:Iteration 28Q (3980.323855 sec): 3 clusters Score: Raw -393285.677726 + Penalty 2685.499322 = -390600.178404 nChanged 0 SP:Iteration 29F (3980.365097 sec): 3 clusters Score: Raw -393285.677726 + Penalty 2685.499322 = -390600.178404 nChanged 0 Trying to split cluster 38 (1564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3980.398737 sec): 2 clusters Score: Raw -171010.722961 + Penalty 1195.187812 = -169815.535149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3980.432751 sec): 3 clusters Score: Raw -170406.250912 + Penalty 2390.375624 = -168015.875288 nChanged 524 SP:Iteration 1F (3980.477323 sec): 3 clusters Score: Raw -170809.579925 + Penalty 2390.375624 = -168419.204301 nChanged 118 SP:Iteration 2F (3980.525110 sec): 3 clusters Score: Raw -170916.789057 + Penalty 2390.375624 = -168526.413432 nChanged 78 SP:Iteration 3Q (3980.559664 sec): 3 clusters Score: Raw -170970.077052 + Penalty 2390.375624 = -168579.701428 nChanged 48 SP:Iteration 4Q (3980.609873 sec): 3 clusters Score: Raw -171005.830176 + Penalty 2390.375624 = -168615.454551 nChanged 43 SP:Iteration 5Q (3980.660544 sec): 3 clusters Score: Raw -171047.746455 + Penalty 2390.375624 = -168657.370830 nChanged 35 SP:Iteration 6Q (3980.708803 sec): 3 clusters Score: Raw -171071.523941 + Penalty 2390.375624 = -168681.148317 nChanged 28 SP:Iteration 7Q (3980.742809 sec): 3 clusters Score: Raw -171092.352756 + Penalty 2390.375624 = -168701.977131 nChanged 22 SP:Iteration 8Q (3980.785148 sec): 3 clusters Score: Raw -171111.093325 + Penalty 2390.375624 = -168720.717701 nChanged 28 SP:Iteration 9Q (3980.819987 sec): 3 clusters Score: Raw -171131.927886 + Penalty 2390.375624 = -168741.552261 nChanged 27 SP:Iteration 10Q (3980.858489 sec): 3 clusters Score: Raw -171154.086653 + Penalty 2390.375624 = -168763.711029 nChanged 27 SP:Iteration 11Q (3980.893254 sec): 3 clusters Score: Raw -171177.698818 + Penalty 2390.375624 = -168787.323194 nChanged 25 SP:Iteration 12Q (3980.932290 sec): 3 clusters Score: Raw -171195.911040 + Penalty 2390.375624 = -168805.535416 nChanged 20 SP:Iteration 13Q (3980.977208 sec): 3 clusters Score: Raw -171210.181373 + Penalty 2390.375624 = -168819.805749 nChanged 23 SP:Iteration 14Q (3981.017488 sec): 3 clusters Score: Raw -171227.931911 + Penalty 2390.375624 = -168837.556286 nChanged 20 SP:Iteration 15Q (3981.051353 sec): 3 clusters Score: Raw -171244.230886 + Penalty 2390.375624 = -168853.855262 nChanged 18 SP:Iteration 16Q (3981.097702 sec): 3 clusters Score: Raw -171261.295967 + Penalty 2390.375624 = -168870.920343 nChanged 16 SP:Iteration 17Q (3981.130847 sec): 3 clusters Score: Raw -171273.452236 + Penalty 2390.375624 = -168883.076612 nChanged 14 SP:Iteration 18Q (3981.180929 sec): 3 clusters Score: Raw -171285.769151 + Penalty 2390.375624 = -168895.393527 nChanged 9 SP:Iteration 19Q (3981.229315 sec): 3 clusters Score: Raw -171290.881277 + Penalty 2390.375624 = -168900.505652 nChanged 10 SP:Iteration 20F (3981.273835 sec): 3 clusters Score: Raw -171297.698508 + Penalty 2390.375624 = -168907.322884 nChanged 7 SP:Iteration 21Q (3981.308407 sec): 3 clusters Score: Raw -171301.926184 + Penalty 2390.375624 = -168911.550560 nChanged 7 SP:Iteration 22Q (3981.342312 sec): 3 clusters Score: Raw -171307.050729 + Penalty 2390.375624 = -168916.675104 nChanged 7 SP:Iteration 23Q (3981.389936 sec): 3 clusters Score: Raw -171313.374960 + Penalty 2390.375624 = -168922.999335 nChanged 8 SP:Iteration 24Q (3981.436902 sec): 3 clusters Score: Raw -171321.063019 + Penalty 2390.375624 = -168930.687394 nChanged 9 SP:Iteration 25Q (3981.482010 sec): 3 clusters Score: Raw -171329.946843 + Penalty 2390.375624 = -168939.571219 nChanged 11 SP:Iteration 26Q (3981.520648 sec): 3 clusters Score: Raw -171336.883115 + Penalty 2390.375624 = -168946.507490 nChanged 3 SP:Iteration 27Q (3981.557990 sec): 3 clusters Score: Raw -171338.831066 + Penalty 2390.375624 = -168948.455442 nChanged 4 SP:Iteration 28Q (3981.593366 sec): 3 clusters Score: Raw -171340.890380 + Penalty 2390.375624 = -168950.514755 nChanged 5 SP:Iteration 29Q (3981.627186 sec): 3 clusters Score: Raw -171343.466783 + Penalty 2390.375624 = -168953.091159 nChanged 2 SP:Iteration 30Q (3981.669618 sec): 3 clusters Score: Raw -171344.595025 + Penalty 2390.375624 = -168954.219400 nChanged 0 SP:Iteration 31F (3981.709337 sec): 3 clusters Score: Raw -171344.595025 + Penalty 2390.375624 = -168954.219400 nChanged 0 Trying to split cluster 39 (1709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3981.736859 sec): 2 clusters Score: Raw -175462.864632 + Penalty 1209.595349 = -174253.269284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3981.785259 sec): 3 clusters Score: Raw -174785.228991 + Penalty 2419.190697 = -172366.038294 nChanged 595 SP:Iteration 1F (3981.821076 sec): 3 clusters Score: Raw -175254.094837 + Penalty 2419.190697 = -172834.904140 nChanged 137 SP:Iteration 2F (3981.858978 sec): 3 clusters Score: Raw -175379.177785 + Penalty 2419.190697 = -172959.987088 nChanged 78 SP:Iteration 3Q (3981.894923 sec): 3 clusters Score: Raw -175449.218603 + Penalty 2419.190697 = -173030.027906 nChanged 72 SP:Iteration 4Q (3981.944624 sec): 3 clusters Score: Raw -175536.176050 + Penalty 2419.190697 = -173116.985353 nChanged 77 SP:Iteration 5Q (3981.984578 sec): 3 clusters Score: Raw -175628.218999 + Penalty 2419.190697 = -173209.028302 nChanged 82 SP:Iteration 6Q (3982.045554 sec): 3 clusters Score: Raw -175725.672392 + Penalty 2419.190697 = -173306.481695 nChanged 55 SP:Iteration 7Q (3982.080453 sec): 3 clusters Score: Raw -175785.284032 + Penalty 2419.190697 = -173366.093335 nChanged 50 SP:Iteration 8Q (3982.112669 sec): 3 clusters Score: Raw -175842.206620 + Penalty 2419.190697 = -173423.015923 nChanged 46 SP:Iteration 9Q (3982.146911 sec): 3 clusters Score: Raw -175883.902267 + Penalty 2419.190697 = -173464.711570 nChanged 22 SP:Iteration 10Q (3982.182745 sec): 3 clusters Score: Raw -175896.527368 + Penalty 2419.190697 = -173477.336671 nChanged 12 SP:Iteration 11Q (3982.229537 sec): 3 clusters Score: Raw -175907.147826 + Penalty 2419.190697 = -173487.957129 nChanged 9 SP:Iteration 12Q (3982.273327 sec): 3 clusters Score: Raw -175910.987629 + Penalty 2419.190697 = -173491.796932 nChanged 3 SP:Iteration 13Q (3982.317227 sec): 3 clusters Score: Raw -175912.765791 + Penalty 2419.190697 = -173493.575094 nChanged 2 SP:Iteration 14Q (3982.354022 sec): 3 clusters Score: Raw -175913.388417 + Penalty 2419.190697 = -173494.197720 nChanged 2 SP:Iteration 15Q (3982.401932 sec): 3 clusters Score: Raw -175914.283583 + Penalty 2419.190697 = -173495.092886 nChanged 1 SP:Iteration 16Q (3982.436271 sec): 3 clusters Score: Raw -175915.083319 + Penalty 2419.190697 = -173495.892622 nChanged 1 SP:Iteration 17Q (3982.472953 sec): 3 clusters Score: Raw -175915.720194 + Penalty 2419.190697 = -173496.529497 nChanged 1 SP:Iteration 18Q (3982.515971 sec): 3 clusters Score: Raw -175916.312234 + Penalty 2419.190697 = -173497.121537 nChanged 1 SP:Iteration 19Q (3982.563593 sec): 3 clusters Score: Raw -175916.737277 + Penalty 2419.190697 = -173497.546580 nChanged 0 SP:Iteration 20F (3982.606827 sec): 3 clusters Score: Raw -175916.737277 + Penalty 2419.190697 = -173497.546580 nChanged 0 Trying to split cluster 40 (8604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3982.652844 sec): 2 clusters Score: Raw -917138.003158 + Penalty 1472.247155 = -915665.756004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3982.697910 sec): 3 clusters Score: Raw -912338.321048 + Penalty 2944.494309 = -909393.826738 nChanged 3691 SP:Iteration 1F (3982.752565 sec): 3 clusters Score: Raw -914344.212185 + Penalty 2944.494309 = -911399.717876 nChanged 569 SP:Iteration 2F (3982.815044 sec): 3 clusters Score: Raw -914667.080911 + Penalty 2944.494309 = -911722.586601 nChanged 500 SP:Iteration 3F (3982.878254 sec): 3 clusters Score: Raw -914966.362223 + Penalty 2944.494309 = -912021.867913 nChanged 448 SP:Iteration 4F (3982.929000 sec): 3 clusters Score: Raw -915254.031979 + Penalty 2944.494309 = -912309.537669 nChanged 473 SP:Iteration 5F (3982.983477 sec): 3 clusters Score: Raw -915538.634052 + Penalty 2944.494309 = -912594.139742 nChanged 405 SP:Iteration 6Q (3983.048019 sec): 3 clusters Score: Raw -915784.630465 + Penalty 2944.494309 = -912840.136156 nChanged 391 SP:Iteration 7Q (3983.091077 sec): 3 clusters Score: Raw -916009.312027 + Penalty 2944.494309 = -913064.817718 nChanged 361 SP:Iteration 8Q (3983.142163 sec): 3 clusters Score: Raw -916209.929826 + Penalty 2944.494309 = -913265.435517 nChanged 326 SP:Iteration 9Q (3983.186310 sec): 3 clusters Score: Raw -916394.885047 + Penalty 2944.494309 = -913450.390737 nChanged 284 SP:Iteration 10Q (3983.245600 sec): 3 clusters Score: Raw -916541.309804 + Penalty 2944.494309 = -913596.815494 nChanged 235 SP:Iteration 11Q (3983.302841 sec): 3 clusters Score: Raw -916650.301960 + Penalty 2944.494309 = -913705.807650 nChanged 187 SP:Iteration 12Q (3983.361771 sec): 3 clusters Score: Raw -916717.459395 + Penalty 2944.494309 = -913772.965086 nChanged 122 SP:Iteration 13Q (3983.401975 sec): 3 clusters Score: Raw -916761.557763 + Penalty 2944.494309 = -913817.063454 nChanged 108 SP:Iteration 14Q (3983.459517 sec): 3 clusters Score: Raw -916807.985296 + Penalty 2944.494309 = -913863.490987 nChanged 99 SP:Iteration 15Q (3983.524868 sec): 3 clusters Score: Raw -916843.152208 + Penalty 2944.494309 = -913898.657899 nChanged 88 SP:Iteration 16Q (3983.584134 sec): 3 clusters Score: Raw -916878.155848 + Penalty 2944.494309 = -913933.661539 nChanged 94 SP:Iteration 17Q (3983.623693 sec): 3 clusters Score: Raw -916909.922646 + Penalty 2944.494309 = -913965.428337 nChanged 92 SP:Iteration 18Q (3983.678731 sec): 3 clusters Score: Raw -916938.536131 + Penalty 2944.494309 = -913994.041822 nChanged 84 SP:Iteration 19Q (3983.732461 sec): 3 clusters Score: Raw -916963.963751 + Penalty 2944.494309 = -914019.469441 nChanged 70 SP:Iteration 20F (3983.795896 sec): 3 clusters Score: Raw -916981.971771 + Penalty 2944.494309 = -914037.477462 nChanged 63 SP:Iteration 21Q (3983.863242 sec): 3 clusters Score: Raw -916999.271087 + Penalty 2944.494309 = -914054.776777 nChanged 54 SP:Iteration 22Q (3983.924452 sec): 3 clusters Score: Raw -917012.470057 + Penalty 2944.494309 = -914067.975747 nChanged 49 SP:Iteration 23Q (3983.974167 sec): 3 clusters Score: Raw -917022.845808 + Penalty 2944.494309 = -914078.351499 nChanged 40 SP:Iteration 24Q (3984.021546 sec): 3 clusters Score: Raw -917032.775797 + Penalty 2944.494309 = -914088.281487 nChanged 47 SP:Iteration 25Q (3984.082683 sec): 3 clusters Score: Raw -917047.493586 + Penalty 2944.494309 = -914102.999277 nChanged 50 SP:Iteration 26Q (3984.143814 sec): 3 clusters Score: Raw -917061.311485 + Penalty 2944.494309 = -914116.817176 nChanged 57 SP:Iteration 27Q (3984.194264 sec): 3 clusters Score: Raw -917078.269100 + Penalty 2944.494309 = -914133.774791 nChanged 58 SP:Iteration 28Q (3984.233322 sec): 3 clusters Score: Raw -917092.887292 + Penalty 2944.494309 = -914148.392982 nChanged 52 SP:Iteration 29Q (3984.297861 sec): 3 clusters Score: Raw -917104.442579 + Penalty 2944.494309 = -914159.948270 nChanged 44 SP:Iteration 30Q (3984.349112 sec): 3 clusters Score: Raw -917115.799576 + Penalty 2944.494309 = -914171.305267 nChanged 43 SP:Iteration 31Q (3984.397871 sec): 3 clusters Score: Raw -917128.107937 + Penalty 2944.494309 = -914183.613628 nChanged 48 SP:Iteration 32Q (3984.443608 sec): 3 clusters Score: Raw -917141.044648 + Penalty 2944.494309 = -914196.550339 nChanged 53 SP:Iteration 33Q (3984.503941 sec): 3 clusters Score: Raw -917156.306257 + Penalty 2944.494309 = -914211.811948 nChanged 59 SP:Iteration 34Q (3984.554543 sec): 3 clusters Score: Raw -917172.071372 + Penalty 2944.494309 = -914227.577063 nChanged 50 SP:Iteration 35Q (3984.616307 sec): 3 clusters Score: Raw -917186.042224 + Penalty 2944.494309 = -914241.547915 nChanged 51 SP:Iteration 36Q (3984.672966 sec): 3 clusters Score: Raw -917200.086439 + Penalty 2944.494309 = -914255.592130 nChanged 45 SP:Iteration 37Q (3984.719118 sec): 3 clusters Score: Raw -917212.065629 + Penalty 2944.494309 = -914267.571319 nChanged 47 SP:Iteration 38Q (3984.774436 sec): 3 clusters Score: Raw -917226.966117 + Penalty 2944.494309 = -914282.471808 nChanged 44 SP:Iteration 39Q (3984.836758 sec): 3 clusters Score: Raw -917241.696488 + Penalty 2944.494309 = -914297.202178 nChanged 44 SP:Iteration 40F (3984.881646 sec): 3 clusters Score: Raw -917253.759145 + Penalty 2944.494309 = -914309.264836 nChanged 31 SP:Iteration 41Q (3984.930287 sec): 3 clusters Score: Raw -917261.937263 + Penalty 2944.494309 = -914317.442954 nChanged 35 SP:Iteration 42Q (3984.979619 sec): 3 clusters Score: Raw -917270.334146 + Penalty 2944.494309 = -914325.839837 nChanged 31 SP:Iteration 43Q (3985.040121 sec): 3 clusters Score: Raw -917280.710284 + Penalty 2944.494309 = -914336.215975 nChanged 36 SP:Iteration 44Q (3985.092424 sec): 3 clusters Score: Raw -917290.342380 + Penalty 2944.494309 = -914345.848070 nChanged 34 SP:Iteration 45Q (3985.132784 sec): 3 clusters Score: Raw -917298.348825 + Penalty 2944.494309 = -914353.854516 nChanged 30 SP:Iteration 46Q (3985.183414 sec): 3 clusters Score: Raw -917306.947614 + Penalty 2944.494309 = -914362.453304 nChanged 24 SP:Iteration 47Q (3985.239189 sec): 3 clusters Score: Raw -917313.038043 + Penalty 2944.494309 = -914368.543733 nChanged 22 SP:Iteration 48Q (3985.299527 sec): 3 clusters Score: Raw -917317.526150 + Penalty 2944.494309 = -914373.031840 nChanged 22 SP:Iteration 49Q (3985.354050 sec): 3 clusters Score: Raw -917322.031359 + Penalty 2944.494309 = -914377.537050 nChanged 20 SP:Iteration 50Q (3985.381539 sec): 3 clusters Score: Raw -917325.048490 + Penalty 2944.494309 = -914380.554180 nChanged 14 SP:Iteration 51Q (3985.442539 sec): 3 clusters Score: Raw -917327.417764 + Penalty 2944.494309 = -914382.923454 nChanged 11 SP:Iteration 52Q (3985.489781 sec): 3 clusters Score: Raw -917330.091926 + Penalty 2944.494309 = -914385.597616 nChanged 10 SP:Iteration 53Q (3985.552060 sec): 3 clusters Score: Raw -917331.547402 + Penalty 2944.494309 = -914387.053092 nChanged 7 SP:Iteration 54Q (3985.612715 sec): 3 clusters Score: Raw -917332.400987 + Penalty 2944.494309 = -914387.906678 nChanged 5 SP:Iteration 55Q (3985.669355 sec): 3 clusters Score: Raw -917333.141208 + Penalty 2944.494309 = -914388.646898 nChanged 8 SP:Iteration 56Q (3985.730927 sec): 3 clusters Score: Raw -917334.868231 + Penalty 2944.494309 = -914390.373922 nChanged 7 SP:Iteration 57Q (3985.779267 sec): 3 clusters Score: Raw -917335.863589 + Penalty 2944.494309 = -914391.369279 nChanged 4 SP:Iteration 58Q (3985.836614 sec): 3 clusters Score: Raw -917336.573818 + Penalty 2944.494309 = -914392.079508 nChanged 3 SP:Iteration 59Q (3985.886736 sec): 3 clusters Score: Raw -917336.991128 + Penalty 2944.494309 = -914392.496819 nChanged 1 SP:Iteration 60F (3985.939041 sec): 3 clusters Score: Raw -917337.280818 + Penalty 2944.494309 = -914392.786508 nChanged 1 SP:Iteration 61Q (3985.999854 sec): 3 clusters Score: Raw -917337.353694 + Penalty 2944.494309 = -914392.859385 nChanged 0 SP:Iteration 62F (3986.051544 sec): 3 clusters Score: Raw -917337.353694 + Penalty 2944.494309 = -914392.859385 nChanged 0 Trying to split cluster 41 (12544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3986.087862 sec): 2 clusters Score: Raw -1373402.449010 + Penalty 1533.512133 = -1371868.936877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3986.142085 sec): 3 clusters Score: Raw -1366145.449519 + Penalty 3067.024266 = -1363078.425252 nChanged 5516 SP:Iteration 1F (3986.213317 sec): 3 clusters Score: Raw -1369112.040857 + Penalty 3067.024266 = -1366045.016590 nChanged 728 SP:Iteration 2F (3986.261413 sec): 3 clusters Score: Raw -1369412.822258 + Penalty 3067.024266 = -1366345.797992 nChanged 582 SP:Iteration 3Q (3986.304385 sec): 3 clusters Score: Raw -1369648.585219 + Penalty 3067.024266 = -1366581.560953 nChanged 544 SP:Iteration 4Q (3986.358468 sec): 3 clusters Score: Raw -1369871.036114 + Penalty 3067.024266 = -1366804.011848 nChanged 524 SP:Iteration 5Q (3986.425475 sec): 3 clusters Score: Raw -1370089.042017 + Penalty 3067.024266 = -1367022.017751 nChanged 497 SP:Iteration 6Q (3986.501169 sec): 3 clusters Score: Raw -1370298.169405 + Penalty 3067.024266 = -1367231.145139 nChanged 480 SP:Iteration 7Q (3986.555199 sec): 3 clusters Score: Raw -1370530.016264 + Penalty 3067.024266 = -1367462.991998 nChanged 531 SP:Iteration 8Q (3986.610180 sec): 3 clusters Score: Raw -1370832.149433 + Penalty 3067.024266 = -1367765.125167 nChanged 556 SP:Iteration 9Q (3986.679750 sec): 3 clusters Score: Raw -1371172.019224 + Penalty 3067.024266 = -1368104.994957 nChanged 586 SP:Iteration 10Q (3986.743751 sec): 3 clusters Score: Raw -1371573.867475 + Penalty 3067.024266 = -1368506.843209 nChanged 552 SP:Iteration 11Q (3986.804002 sec): 3 clusters Score: Raw -1371939.767332 + Penalty 3067.024266 = -1368872.743065 nChanged 489 SP:Iteration 12Q (3986.863875 sec): 3 clusters Score: Raw -1372261.782438 + Penalty 3067.024266 = -1369194.758172 nChanged 388 SP:Iteration 13Q (3986.927714 sec): 3 clusters Score: Raw -1372508.659503 + Penalty 3067.024266 = -1369441.635237 nChanged 311 SP:Iteration 14Q (3986.989705 sec): 3 clusters Score: Raw -1372679.590105 + Penalty 3067.024266 = -1369612.565839 nChanged 256 SP:Iteration 15Q (3987.046857 sec): 3 clusters Score: Raw -1372811.565484 + Penalty 3067.024266 = -1369744.541218 nChanged 206 SP:Iteration 16Q (3987.108927 sec): 3 clusters Score: Raw -1372908.588189 + Penalty 3067.024266 = -1369841.563922 nChanged 174 SP:Iteration 17Q (3987.171573 sec): 3 clusters Score: Raw -1372982.619560 + Penalty 3067.024266 = -1369915.595293 nChanged 163 SP:Iteration 18Q (3987.236605 sec): 3 clusters Score: Raw -1373046.808206 + Penalty 3067.024266 = -1369979.783940 nChanged 132 SP:Iteration 19Q (3987.295138 sec): 3 clusters Score: Raw -1373100.071840 + Penalty 3067.024266 = -1370033.047574 nChanged 118 SP:Iteration 20F (3987.357962 sec): 3 clusters Score: Raw -1373146.752754 + Penalty 3067.024266 = -1370079.728487 nChanged 101 SP:Iteration 21Q (3987.406660 sec): 3 clusters Score: Raw -1373186.711297 + Penalty 3067.024266 = -1370119.687031 nChanged 94 SP:Iteration 22Q (3987.459459 sec): 3 clusters Score: Raw -1373223.401564 + Penalty 3067.024266 = -1370156.377297 nChanged 78 SP:Iteration 23Q (3987.516818 sec): 3 clusters Score: Raw -1373255.419692 + Penalty 3067.024266 = -1370188.395426 nChanged 65 SP:Iteration 24Q (3987.581093 sec): 3 clusters Score: Raw -1373284.687484 + Penalty 3067.024266 = -1370217.663218 nChanged 62 SP:Iteration 25Q (3987.633346 sec): 3 clusters Score: Raw -1373309.514417 + Penalty 3067.024266 = -1370242.490151 nChanged 50 SP:Iteration 26Q (3987.697770 sec): 3 clusters Score: Raw -1373326.420714 + Penalty 3067.024266 = -1370259.396448 nChanged 63 SP:Iteration 27Q (3987.753110 sec): 3 clusters Score: Raw -1373344.889258 + Penalty 3067.024266 = -1370277.864991 nChanged 46 SP:Iteration 28Q (3987.801522 sec): 3 clusters Score: Raw -1373359.285590 + Penalty 3067.024266 = -1370292.261324 nChanged 47 SP:Iteration 29Q (3987.856093 sec): 3 clusters Score: Raw -1373370.902467 + Penalty 3067.024266 = -1370303.878200 nChanged 34 SP:Iteration 30Q (3987.927427 sec): 3 clusters Score: Raw -1373381.889280 + Penalty 3067.024266 = -1370314.865013 nChanged 39 SP:Iteration 31Q (3987.979467 sec): 3 clusters Score: Raw -1373397.298590 + Penalty 3067.024266 = -1370330.274324 nChanged 32 SP:Iteration 32Q (3988.034083 sec): 3 clusters Score: Raw -1373408.280806 + Penalty 3067.024266 = -1370341.256540 nChanged 28 SP:Iteration 33Q (3988.079382 sec): 3 clusters Score: Raw -1373419.536358 + Penalty 3067.024266 = -1370352.512092 nChanged 40 SP:Iteration 34Q (3988.141096 sec): 3 clusters Score: Raw -1373434.790522 + Penalty 3067.024266 = -1370367.766255 nChanged 35 SP:Iteration 35Q (3988.197432 sec): 3 clusters Score: Raw -1373445.205456 + Penalty 3067.024266 = -1370378.181189 nChanged 23 SP:Iteration 36Q (3988.255950 sec): 3 clusters Score: Raw -1373453.816963 + Penalty 3067.024266 = -1370386.792697 nChanged 26 SP:Iteration 37Q (3988.314800 sec): 3 clusters Score: Raw -1373463.142308 + Penalty 3067.024266 = -1370396.118042 nChanged 32 SP:Iteration 38Q (3988.375795 sec): 3 clusters Score: Raw -1373473.355586 + Penalty 3067.024266 = -1370406.331320 nChanged 20 SP:Iteration 39Q (3988.424505 sec): 3 clusters Score: Raw -1373480.698681 + Penalty 3067.024266 = -1370413.674415 nChanged 17 SP:Iteration 40F (3988.501981 sec): 3 clusters Score: Raw -1373486.574697 + Penalty 3067.024266 = -1370419.550431 nChanged 17 SP:Iteration 41Q (3988.554189 sec): 3 clusters Score: Raw -1373492.358786 + Penalty 3067.024266 = -1370425.334520 nChanged 21 SP:Iteration 42Q (3988.617065 sec): 3 clusters Score: Raw -1373499.444005 + Penalty 3067.024266 = -1370432.419738 nChanged 17 SP:Iteration 43Q (3988.688021 sec): 3 clusters Score: Raw -1373505.027115 + Penalty 3067.024266 = -1370438.002848 nChanged 19 SP:Iteration 44Q (3988.710627 sec): 3 clusters Score: Raw -1373513.677282 + Penalty 3067.024266 = -1370446.653016 nChanged 24 SP:Iteration 45Q (3988.773080 sec): 3 clusters Score: Raw -1373525.346671 + Penalty 3067.024266 = -1370458.322405 nChanged 22 SP:Iteration 46Q (3988.830747 sec): 3 clusters Score: Raw -1373535.779744 + Penalty 3067.024266 = -1370468.755478 nChanged 17 SP:Iteration 47Q (3988.892949 sec): 3 clusters Score: Raw -1373542.333194 + Penalty 3067.024266 = -1370475.308927 nChanged 15 SP:Iteration 48Q (3988.949710 sec): 3 clusters Score: Raw -1373547.113107 + Penalty 3067.024266 = -1370480.088841 nChanged 16 SP:Iteration 49Q (3989.000140 sec): 3 clusters Score: Raw -1373554.635933 + Penalty 3067.024266 = -1370487.611667 nChanged 18 SP:Iteration 50Q (3989.069122 sec): 3 clusters Score: Raw -1373562.545725 + Penalty 3067.024266 = -1370495.521459 nChanged 18 SP:Iteration 51Q (3989.131334 sec): 3 clusters Score: Raw -1373570.636134 + Penalty 3067.024266 = -1370503.611867 nChanged 19 SP:Iteration 52Q (3989.168193 sec): 3 clusters Score: Raw -1373577.435040 + Penalty 3067.024266 = -1370510.410774 nChanged 10 SP:Iteration 53Q (3989.230086 sec): 3 clusters Score: Raw -1373581.177973 + Penalty 3067.024266 = -1370514.153706 nChanged 11 SP:Iteration 54Q (3989.285694 sec): 3 clusters Score: Raw -1373585.290062 + Penalty 3067.024266 = -1370518.265795 nChanged 10 SP:Iteration 55Q (3989.346584 sec): 3 clusters Score: Raw -1373588.814945 + Penalty 3067.024266 = -1370521.790678 nChanged 8 SP:Iteration 56Q (3989.402140 sec): 3 clusters Score: Raw -1373592.213562 + Penalty 3067.024266 = -1370525.189295 nChanged 9 SP:Iteration 57Q (3989.454605 sec): 3 clusters Score: Raw -1373596.906901 + Penalty 3067.024266 = -1370529.882635 nChanged 12 SP:Iteration 58Q (3989.528212 sec): 3 clusters Score: Raw -1373600.725436 + Penalty 3067.024266 = -1370533.701169 nChanged 10 SP:Iteration 59Q (3989.583401 sec): 3 clusters Score: Raw -1373603.543621 + Penalty 3067.024266 = -1370536.519355 nChanged 6 SP:Iteration 60F (3989.641445 sec): 3 clusters Score: Raw -1373605.593399 + Penalty 3067.024266 = -1370538.569132 nChanged 6 SP:Iteration 61Q (3989.706948 sec): 3 clusters Score: Raw -1373607.673949 + Penalty 3067.024266 = -1370540.649683 nChanged 8 SP:Iteration 62Q (3989.774738 sec): 3 clusters Score: Raw -1373610.048314 + Penalty 3067.024266 = -1370543.024047 nChanged 4 SP:Iteration 63Q (3989.824793 sec): 3 clusters Score: Raw -1373611.537086 + Penalty 3067.024266 = -1370544.512819 nChanged 7 SP:Iteration 64Q (3989.886556 sec): 3 clusters Score: Raw -1373614.283282 + Penalty 3067.024266 = -1370547.259015 nChanged 8 SP:Iteration 65Q (3989.936603 sec): 3 clusters Score: Raw -1373616.860269 + Penalty 3067.024266 = -1370549.836002 nChanged 8 SP:Iteration 66Q (3989.993851 sec): 3 clusters Score: Raw -1373619.942698 + Penalty 3067.024266 = -1370552.918432 nChanged 2 SP:Iteration 67Q (3990.051088 sec): 3 clusters Score: Raw -1373621.024401 + Penalty 3067.024266 = -1370554.000135 nChanged 2 SP:Iteration 68Q (3990.110044 sec): 3 clusters Score: Raw -1373621.298954 + Penalty 3067.024266 = -1370554.274688 nChanged 2 SP:Iteration 69Q (3990.151337 sec): 3 clusters Score: Raw -1373622.623971 + Penalty 3067.024266 = -1370555.599705 nChanged 5 SP:Iteration 70Q (3990.214041 sec): 3 clusters Score: Raw -1373625.270986 + Penalty 3067.024266 = -1370558.246719 nChanged 5 SP:Iteration 71Q (3990.281240 sec): 3 clusters Score: Raw -1373627.964761 + Penalty 3067.024266 = -1370560.940494 nChanged 8 SP:Iteration 72Q (3990.339445 sec): 3 clusters Score: Raw -1373630.291409 + Penalty 3067.024266 = -1370563.267142 nChanged 7 SP:Iteration 73Q (3990.396798 sec): 3 clusters Score: Raw -1373633.231267 + Penalty 3067.024266 = -1370566.207001 nChanged 3 SP:Iteration 74Q (3990.440696 sec): 3 clusters Score: Raw -1373635.183414 + Penalty 3067.024266 = -1370568.159148 nChanged 6 SP:Iteration 75Q (3990.500280 sec): 3 clusters Score: Raw -1373637.500801 + Penalty 3067.024266 = -1370570.476534 nChanged 3 SP:Iteration 76Q (3990.569605 sec): 3 clusters Score: Raw -1373638.681674 + Penalty 3067.024266 = -1370571.657407 nChanged 1 SP:Iteration 77Q (3990.628977 sec): 3 clusters Score: Raw -1373638.985539 + Penalty 3067.024266 = -1370571.961273 nChanged 0 SP:Iteration 78F (3990.674509 sec): 3 clusters Score: Raw -1373638.985539 + Penalty 3067.024266 = -1370571.961273 nChanged 0 Trying to split cluster 42 (9616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3990.709665 sec): 2 clusters Score: Raw -995843.240542 + Penalty 1490.317344 = -994352.923198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3990.766025 sec): 3 clusters Score: Raw -990427.476184 + Penalty 2980.634688 = -987446.841496 nChanged 4153 SP:Iteration 1F (3990.840744 sec): 3 clusters Score: Raw -992786.573953 + Penalty 2980.634688 = -989805.939264 nChanged 679 SP:Iteration 2F (3990.888357 sec): 3 clusters Score: Raw -993223.047379 + Penalty 2980.634688 = -990242.412690 nChanged 668 SP:Iteration 3F (3990.944643 sec): 3 clusters Score: Raw -993675.690415 + Penalty 2980.634688 = -990695.055726 nChanged 619 SP:Iteration 4F (3991.015224 sec): 3 clusters Score: Raw -994092.305443 + Penalty 2980.634688 = -991111.670755 nChanged 605 SP:Iteration 5F (3991.061305 sec): 3 clusters Score: Raw -994461.959795 + Penalty 2980.634688 = -991481.325106 nChanged 497 SP:Iteration 6F (3991.116017 sec): 3 clusters Score: Raw -994721.326928 + Penalty 2980.634688 = -991740.692240 nChanged 402 SP:Iteration 7Q (3991.162579 sec): 3 clusters Score: Raw -994880.467429 + Penalty 2980.634688 = -991899.832741 nChanged 281 SP:Iteration 8Q (3991.224086 sec): 3 clusters Score: Raw -994975.874622 + Penalty 2980.634688 = -991995.239933 nChanged 209 SP:Iteration 9Q (3991.283406 sec): 3 clusters Score: Raw -995031.171924 + Penalty 2980.634688 = -992050.537235 nChanged 135 SP:Iteration 10Q (3991.343788 sec): 3 clusters Score: Raw -995061.181182 + Penalty 2980.634688 = -992080.546493 nChanged 102 SP:Iteration 11Q (3991.404774 sec): 3 clusters Score: Raw -995083.115642 + Penalty 2980.634688 = -992102.480954 nChanged 98 SP:Iteration 12Q (3991.449100 sec): 3 clusters Score: Raw -995102.321848 + Penalty 2980.634688 = -992121.687160 nChanged 70 SP:Iteration 13Q (3991.506272 sec): 3 clusters Score: Raw -995115.452151 + Penalty 2980.634688 = -992134.817462 nChanged 56 SP:Iteration 14Q (3991.562205 sec): 3 clusters Score: Raw -995126.576983 + Penalty 2980.634688 = -992145.942295 nChanged 59 SP:Iteration 15Q (3991.623697 sec): 3 clusters Score: Raw -995134.602714 + Penalty 2980.634688 = -992153.968026 nChanged 42 SP:Iteration 16Q (3991.667807 sec): 3 clusters Score: Raw -995140.913492 + Penalty 2980.634688 = -992160.278804 nChanged 37 SP:Iteration 17Q (3991.735657 sec): 3 clusters Score: Raw -995147.450673 + Penalty 2980.634688 = -992166.815985 nChanged 48 SP:Iteration 18Q (3991.798291 sec): 3 clusters Score: Raw -995155.168776 + Penalty 2980.634688 = -992174.534088 nChanged 48 SP:Iteration 19Q (3991.857269 sec): 3 clusters Score: Raw -995162.293834 + Penalty 2980.634688 = -992181.659145 nChanged 35 SP:Iteration 20F (3991.903756 sec): 3 clusters Score: Raw -995166.362200 + Penalty 2980.634688 = -992185.727512 nChanged 27 SP:Iteration 21Q (3991.966410 sec): 3 clusters Score: Raw -995169.549051 + Penalty 2980.634688 = -992188.914363 nChanged 26 SP:Iteration 22Q (3992.041815 sec): 3 clusters Score: Raw -995172.065106 + Penalty 2980.634688 = -992191.430418 nChanged 15 SP:Iteration 23Q (3992.088124 sec): 3 clusters Score: Raw -995174.174040 + Penalty 2980.634688 = -992193.539352 nChanged 21 SP:Iteration 24Q (3992.119360 sec): 3 clusters Score: Raw -995177.230892 + Penalty 2980.634688 = -992196.596203 nChanged 28 SP:Iteration 25Q (3992.179090 sec): 3 clusters Score: Raw -995181.532341 + Penalty 2980.634688 = -992200.897653 nChanged 28 SP:Iteration 26Q (3992.241252 sec): 3 clusters Score: Raw -995184.989400 + Penalty 2980.634688 = -992204.354712 nChanged 23 SP:Iteration 27Q (3992.301206 sec): 3 clusters Score: Raw -995187.678150 + Penalty 2980.634688 = -992207.043461 nChanged 23 SP:Iteration 28Q (3992.360692 sec): 3 clusters Score: Raw -995190.342693 + Penalty 2980.634688 = -992209.708005 nChanged 29 SP:Iteration 29Q (3992.403848 sec): 3 clusters Score: Raw -995194.478956 + Penalty 2980.634688 = -992213.844268 nChanged 23 SP:Iteration 30Q (3992.472919 sec): 3 clusters Score: Raw -995197.628162 + Penalty 2980.634688 = -992216.993473 nChanged 19 SP:Iteration 31Q (3992.531776 sec): 3 clusters Score: Raw -995200.107536 + Penalty 2980.634688 = -992219.472847 nChanged 21 SP:Iteration 32Q (3992.591296 sec): 3 clusters Score: Raw -995202.953153 + Penalty 2980.634688 = -992222.318464 nChanged 16 SP:Iteration 33Q (3992.643263 sec): 3 clusters Score: Raw -995204.457363 + Penalty 2980.634688 = -992223.822675 nChanged 15 SP:Iteration 34Q (3992.709047 sec): 3 clusters Score: Raw -995206.081417 + Penalty 2980.634688 = -992225.446729 nChanged 18 SP:Iteration 35Q (3992.773657 sec): 3 clusters Score: Raw -995208.310471 + Penalty 2980.634688 = -992227.675782 nChanged 21 SP:Iteration 36Q (3992.830813 sec): 3 clusters Score: Raw -995211.252900 + Penalty 2980.634688 = -992230.618211 nChanged 18 SP:Iteration 37Q (3992.875923 sec): 3 clusters Score: Raw -995213.607196 + Penalty 2980.634688 = -992232.972508 nChanged 16 SP:Iteration 38Q (3992.930047 sec): 3 clusters Score: Raw -995215.769027 + Penalty 2980.634688 = -992235.134338 nChanged 19 SP:Iteration 39Q (3992.990492 sec): 3 clusters Score: Raw -995217.840328 + Penalty 2980.634688 = -992237.205639 nChanged 19 SP:Iteration 40F (3993.044279 sec): 3 clusters Score: Raw -995220.440066 + Penalty 2980.634688 = -992239.805377 nChanged 19 SP:Iteration 41Q (3993.113333 sec): 3 clusters Score: Raw -995222.976256 + Penalty 2980.634688 = -992242.341568 nChanged 20 SP:Iteration 42Q (3993.161164 sec): 3 clusters Score: Raw -995225.670576 + Penalty 2980.634688 = -992245.035888 nChanged 26 SP:Iteration 43Q (3993.231030 sec): 3 clusters Score: Raw -995229.415408 + Penalty 2980.634688 = -992248.780720 nChanged 27 SP:Iteration 44Q (3993.280140 sec): 3 clusters Score: Raw -995232.695863 + Penalty 2980.634688 = -992252.061175 nChanged 19 SP:Iteration 45Q (3993.326467 sec): 3 clusters Score: Raw -995235.208429 + Penalty 2980.634688 = -992254.573741 nChanged 20 SP:Iteration 46Q (3993.381377 sec): 3 clusters Score: Raw -995238.419255 + Penalty 2980.634688 = -992257.784567 nChanged 24 SP:Iteration 47Q (3993.430798 sec): 3 clusters Score: Raw -995240.956518 + Penalty 2980.634688 = -992260.321830 nChanged 13 SP:Iteration 48Q (3993.494536 sec): 3 clusters Score: Raw -995242.392776 + Penalty 2980.634688 = -992261.758087 nChanged 10 SP:Iteration 49Q (3993.567332 sec): 3 clusters Score: Raw -995243.924574 + Penalty 2980.634688 = -992263.289886 nChanged 16 SP:Iteration 50Q (3993.618193 sec): 3 clusters Score: Raw -995246.042015 + Penalty 2980.634688 = -992265.407327 nChanged 15 SP:Iteration 51Q (3993.675262 sec): 3 clusters Score: Raw -995247.710059 + Penalty 2980.634688 = -992267.075370 nChanged 11 SP:Iteration 52Q (3993.738584 sec): 3 clusters Score: Raw -995248.903062 + Penalty 2980.634688 = -992268.268373 nChanged 9 SP:Iteration 53Q (3993.804311 sec): 3 clusters Score: Raw -995249.668023 + Penalty 2980.634688 = -992269.033334 nChanged 4 SP:Iteration 54Q (3993.862859 sec): 3 clusters Score: Raw -995250.022199 + Penalty 2980.634688 = -992269.387511 nChanged 4 SP:Iteration 55Q (3993.926813 sec): 3 clusters Score: Raw -995250.358293 + Penalty 2980.634688 = -992269.723605 nChanged 2 SP:Iteration 56Q (3993.989055 sec): 3 clusters Score: Raw -995250.717250 + Penalty 2980.634688 = -992270.082562 nChanged 3 SP:Iteration 57Q (3994.042943 sec): 3 clusters Score: Raw -995250.960028 + Penalty 2980.634688 = -992270.325340 nChanged 1 SP:Iteration 58Q (3994.098786 sec): 3 clusters Score: Raw -995251.010139 + Penalty 2980.634688 = -992270.375451 nChanged 0 SP:Iteration 59F (3994.158730 sec): 3 clusters Score: Raw -995251.010139 + Penalty 2980.634688 = -992270.375451 nChanged 0 Trying to split cluster 43 (6499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3994.182774 sec): 2 clusters Score: Raw -694285.821089 + Penalty 1426.653085 = -692859.168004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3994.248722 sec): 3 clusters Score: Raw -690810.951429 + Penalty 2853.306169 = -687957.645260 nChanged 2714 SP:Iteration 1F (3994.293567 sec): 3 clusters Score: Raw -692262.127014 + Penalty 2853.306169 = -689408.820845 nChanged 441 SP:Iteration 2F (3994.334160 sec): 3 clusters Score: Raw -692475.486107 + Penalty 2853.306169 = -689622.179938 nChanged 333 SP:Iteration 3F (3994.384441 sec): 3 clusters Score: Raw -692634.140013 + Penalty 2853.306169 = -689780.833844 nChanged 255 SP:Iteration 4Q (3994.439669 sec): 3 clusters Score: Raw -692745.724431 + Penalty 2853.306169 = -689892.418261 nChanged 234 SP:Iteration 5Q (3994.490328 sec): 3 clusters Score: Raw -692843.471705 + Penalty 2853.306169 = -689990.165536 nChanged 194 SP:Iteration 6Q (3994.536020 sec): 3 clusters Score: Raw -692913.755871 + Penalty 2853.306169 = -690060.449702 nChanged 164 SP:Iteration 7Q (3994.587162 sec): 3 clusters Score: Raw -692967.068195 + Penalty 2853.306169 = -690113.762025 nChanged 142 SP:Iteration 8Q (3994.645967 sec): 3 clusters Score: Raw -693010.131913 + Penalty 2853.306169 = -690156.825743 nChanged 121 SP:Iteration 9Q (3994.709906 sec): 3 clusters Score: Raw -693048.810180 + Penalty 2853.306169 = -690195.504011 nChanged 113 SP:Iteration 10Q (3994.755841 sec): 3 clusters Score: Raw -693095.403930 + Penalty 2853.306169 = -690242.097761 nChanged 141 SP:Iteration 11Q (3994.802205 sec): 3 clusters Score: Raw -693152.408687 + Penalty 2853.306169 = -690299.102518 nChanged 158 SP:Iteration 12Q (3994.851040 sec): 3 clusters Score: Raw -693236.198812 + Penalty 2853.306169 = -690382.892642 nChanged 206 SP:Iteration 13Q (3994.910468 sec): 3 clusters Score: Raw -693342.572377 + Penalty 2853.306169 = -690489.266207 nChanged 206 SP:Iteration 14Q (3994.967051 sec): 3 clusters Score: Raw -693437.501658 + Penalty 2853.306169 = -690584.195488 nChanged 181 SP:Iteration 15Q (3995.017772 sec): 3 clusters Score: Raw -693526.480819 + Penalty 2853.306169 = -690673.174650 nChanged 166 SP:Iteration 16Q (3995.060155 sec): 3 clusters Score: Raw -693605.780312 + Penalty 2853.306169 = -690752.474143 nChanged 137 SP:Iteration 17Q (3995.104054 sec): 3 clusters Score: Raw -693665.301718 + Penalty 2853.306169 = -690811.995548 nChanged 125 SP:Iteration 18Q (3995.152484 sec): 3 clusters Score: Raw -693708.393857 + Penalty 2853.306169 = -690855.087687 nChanged 105 SP:Iteration 19Q (3995.198860 sec): 3 clusters Score: Raw -693746.433788 + Penalty 2853.306169 = -690893.127619 nChanged 96 SP:Iteration 20F (3995.255712 sec): 3 clusters Score: Raw -693778.168788 + Penalty 2853.306169 = -690924.862619 nChanged 82 SP:Iteration 21Q (3995.318641 sec): 3 clusters Score: Raw -693805.000235 + Penalty 2853.306169 = -690951.694066 nChanged 73 SP:Iteration 22Q (3995.355879 sec): 3 clusters Score: Raw -693826.049596 + Penalty 2853.306169 = -690972.743426 nChanged 58 SP:Iteration 23Q (3995.412810 sec): 3 clusters Score: Raw -693841.471069 + Penalty 2853.306169 = -690988.164899 nChanged 52 SP:Iteration 24Q (3995.462865 sec): 3 clusters Score: Raw -693853.408977 + Penalty 2853.306169 = -691000.102807 nChanged 52 SP:Iteration 25Q (3995.515883 sec): 3 clusters Score: Raw -693866.703444 + Penalty 2853.306169 = -691013.397275 nChanged 43 SP:Iteration 26Q (3995.563029 sec): 3 clusters Score: Raw -693878.405014 + Penalty 2853.306169 = -691025.098845 nChanged 49 SP:Iteration 27Q (3995.618031 sec): 3 clusters Score: Raw -693890.637559 + Penalty 2853.306169 = -691037.331389 nChanged 44 SP:Iteration 28Q (3995.677378 sec): 3 clusters Score: Raw -693900.222344 + Penalty 2853.306169 = -691046.916175 nChanged 31 SP:Iteration 29Q (3995.732256 sec): 3 clusters Score: Raw -693906.320601 + Penalty 2853.306169 = -691053.014432 nChanged 21 SP:Iteration 30Q (3995.789751 sec): 3 clusters Score: Raw -693911.577342 + Penalty 2853.306169 = -691058.271173 nChanged 25 SP:Iteration 31Q (3995.835429 sec): 3 clusters Score: Raw -693916.228294 + Penalty 2853.306169 = -691062.922124 nChanged 23 SP:Iteration 32Q (3995.895427 sec): 3 clusters Score: Raw -693922.474485 + Penalty 2853.306169 = -691069.168316 nChanged 27 SP:Iteration 33Q (3995.961713 sec): 3 clusters Score: Raw -693928.658339 + Penalty 2853.306169 = -691075.352169 nChanged 29 SP:Iteration 34Q (3996.003220 sec): 3 clusters Score: Raw -693935.681195 + Penalty 2853.306169 = -691082.375026 nChanged 34 SP:Iteration 35Q (3996.053491 sec): 3 clusters Score: Raw -693945.252342 + Penalty 2853.306169 = -691091.946173 nChanged 26 SP:Iteration 36Q (3996.105491 sec): 3 clusters Score: Raw -693951.748107 + Penalty 2853.306169 = -691098.441937 nChanged 27 SP:Iteration 37Q (3996.152292 sec): 3 clusters Score: Raw -693960.833091 + Penalty 2853.306169 = -691107.526921 nChanged 37 SP:Iteration 38Q (3996.197278 sec): 3 clusters Score: Raw -693968.570028 + Penalty 2853.306169 = -691115.263858 nChanged 28 SP:Iteration 39Q (3996.241153 sec): 3 clusters Score: Raw -693974.495486 + Penalty 2853.306169 = -691121.189317 nChanged 24 SP:Iteration 40F (3996.291438 sec): 3 clusters Score: Raw -693981.704646 + Penalty 2853.306169 = -691128.398477 nChanged 27 SP:Iteration 41Q (3996.339463 sec): 3 clusters Score: Raw -693987.295916 + Penalty 2853.306169 = -691133.989747 nChanged 22 SP:Iteration 42Q (3996.381525 sec): 3 clusters Score: Raw -693991.459754 + Penalty 2853.306169 = -691138.153584 nChanged 25 SP:Iteration 43Q (3996.433103 sec): 3 clusters Score: Raw -693997.421350 + Penalty 2853.306169 = -691144.115180 nChanged 22 SP:Iteration 44Q (3996.480826 sec): 3 clusters Score: Raw -694002.724363 + Penalty 2853.306169 = -691149.418194 nChanged 23 SP:Iteration 45Q (3996.530815 sec): 3 clusters Score: Raw -694008.517400 + Penalty 2853.306169 = -691155.211230 nChanged 29 SP:Iteration 46Q (3996.582369 sec): 3 clusters Score: Raw -694014.329663 + Penalty 2853.306169 = -691161.023494 nChanged 20 SP:Iteration 47Q (3996.638574 sec): 3 clusters Score: Raw -694018.230225 + Penalty 2853.306169 = -691164.924056 nChanged 18 SP:Iteration 48Q (3996.697998 sec): 3 clusters Score: Raw -694020.899476 + Penalty 2853.306169 = -691167.593306 nChanged 17 SP:Iteration 49Q (3996.756606 sec): 3 clusters Score: Raw -694023.874400 + Penalty 2853.306169 = -691170.568230 nChanged 12 SP:Iteration 50Q (3996.803570 sec): 3 clusters Score: Raw -694026.048060 + Penalty 2853.306169 = -691172.741890 nChanged 12 SP:Iteration 51Q (3996.853507 sec): 3 clusters Score: Raw -694028.295405 + Penalty 2853.306169 = -691174.989236 nChanged 13 SP:Iteration 52Q (3996.913117 sec): 3 clusters Score: Raw -694030.781381 + Penalty 2853.306169 = -691177.475212 nChanged 13 SP:Iteration 53Q (3996.976165 sec): 3 clusters Score: Raw -694032.851144 + Penalty 2853.306169 = -691179.544975 nChanged 14 SP:Iteration 54Q (3997.014226 sec): 3 clusters Score: Raw -694036.336698 + Penalty 2853.306169 = -691183.030529 nChanged 19 SP:Iteration 55Q (3997.058255 sec): 3 clusters Score: Raw -694040.954517 + Penalty 2853.306169 = -691187.648348 nChanged 21 SP:Iteration 56Q (3997.095151 sec): 3 clusters Score: Raw -694045.430866 + Penalty 2853.306169 = -691192.124697 nChanged 20 SP:Iteration 57Q (3997.155244 sec): 3 clusters Score: Raw -694050.209834 + Penalty 2853.306169 = -691196.903665 nChanged 18 SP:Iteration 58Q (3997.212672 sec): 3 clusters Score: Raw -694054.135412 + Penalty 2853.306169 = -691200.829243 nChanged 11 SP:Iteration 59Q (3997.256543 sec): 3 clusters Score: Raw -694055.457597 + Penalty 2853.306169 = -691202.151427 nChanged 8 SP:Iteration 60F (3997.300754 sec): 3 clusters Score: Raw -694056.730054 + Penalty 2853.306169 = -691203.423885 nChanged 3 SP:Iteration 61Q (3997.345490 sec): 3 clusters Score: Raw -694057.307320 + Penalty 2853.306169 = -691204.001150 nChanged 2 SP:Iteration 62Q (3997.394324 sec): 3 clusters Score: Raw -694057.664813 + Penalty 2853.306169 = -691204.358644 nChanged 3 SP:Iteration 63Q (3997.449891 sec): 3 clusters Score: Raw -694058.573022 + Penalty 2853.306169 = -691205.266853 nChanged 2 SP:Iteration 64Q (3997.497396 sec): 3 clusters Score: Raw -694058.908115 + Penalty 2853.306169 = -691205.601946 nChanged 6 SP:Iteration 65Q (3997.546285 sec): 3 clusters Score: Raw -694059.648683 + Penalty 2853.306169 = -691206.342514 nChanged 6 SP:Iteration 66Q (3997.592720 sec): 3 clusters Score: Raw -694060.449341 + Penalty 2853.306169 = -691207.143171 nChanged 7 SP:Iteration 67Q (3997.644951 sec): 3 clusters Score: Raw -694061.167206 + Penalty 2853.306169 = -691207.861037 nChanged 2 SP:Iteration 68Q (3997.696729 sec): 3 clusters Score: Raw -694061.344087 + Penalty 2853.306169 = -691208.037918 nChanged 2 SP:Iteration 69Q (3997.756022 sec): 3 clusters Score: Raw -694061.658427 + Penalty 2853.306169 = -691208.352258 nChanged 2 SP:Iteration 70Q (3997.795073 sec): 3 clusters Score: Raw -694061.757204 + Penalty 2853.306169 = -691208.451035 nChanged 0 SP:Iteration 71F (3997.835571 sec): 3 clusters Score: Raw -694061.757204 + Penalty 2853.306169 = -691208.451035 nChanged 0 Trying to split cluster 44 (5880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3997.869495 sec): 2 clusters Score: Raw -629056.225902 + Penalty 1410.388207 = -627645.837695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3997.912563 sec): 3 clusters Score: Raw -625964.957251 + Penalty 2820.776413 = -623144.180838 nChanged 2376 SP:Iteration 1F (3997.958927 sec): 3 clusters Score: Raw -627159.874665 + Penalty 2820.776413 = -624339.098252 nChanged 373 SP:Iteration 2F (3998.003345 sec): 3 clusters Score: Raw -627342.514889 + Penalty 2820.776413 = -624521.738475 nChanged 305 SP:Iteration 3F (3998.053123 sec): 3 clusters Score: Raw -627497.867548 + Penalty 2820.776413 = -624677.091135 nChanged 263 SP:Iteration 4Q (3998.109828 sec): 3 clusters Score: Raw -627621.474580 + Penalty 2820.776413 = -624800.698166 nChanged 236 SP:Iteration 5Q (3998.159397 sec): 3 clusters Score: Raw -627721.843344 + Penalty 2820.776413 = -624901.066930 nChanged 171 SP:Iteration 6Q (3998.216077 sec): 3 clusters Score: Raw -627791.476868 + Penalty 2820.776413 = -624970.700455 nChanged 154 SP:Iteration 7Q (3998.262375 sec): 3 clusters Score: Raw -627862.679473 + Penalty 2820.776413 = -625041.903060 nChanged 143 SP:Iteration 8Q (3998.312240 sec): 3 clusters Score: Raw -627932.096755 + Penalty 2820.776413 = -625111.320342 nChanged 171 SP:Iteration 9Q (3998.367033 sec): 3 clusters Score: Raw -628010.821444 + Penalty 2820.776413 = -625190.045031 nChanged 145 SP:Iteration 10Q (3998.426230 sec): 3 clusters Score: Raw -628078.086846 + Penalty 2820.776413 = -625257.310432 nChanged 123 SP:Iteration 11Q (3998.480477 sec): 3 clusters Score: Raw -628143.549502 + Penalty 2820.776413 = -625322.773089 nChanged 143 SP:Iteration 12Q (3998.526168 sec): 3 clusters Score: Raw -628212.864181 + Penalty 2820.776413 = -625392.087768 nChanged 143 SP:Iteration 13Q (3998.569279 sec): 3 clusters Score: Raw -628287.302993 + Penalty 2820.776413 = -625466.526580 nChanged 141 SP:Iteration 14Q (3998.630592 sec): 3 clusters Score: Raw -628367.960986 + Penalty 2820.776413 = -625547.184573 nChanged 143 SP:Iteration 15Q (3998.679129 sec): 3 clusters Score: Raw -628450.976578 + Penalty 2820.776413 = -625630.200164 nChanged 116 SP:Iteration 16Q (3998.725249 sec): 3 clusters Score: Raw -628518.998353 + Penalty 2820.776413 = -625698.221940 nChanged 108 SP:Iteration 17Q (3998.773828 sec): 3 clusters Score: Raw -628577.167460 + Penalty 2820.776413 = -625756.391046 nChanged 88 SP:Iteration 18Q (3998.821318 sec): 3 clusters Score: Raw -628626.266127 + Penalty 2820.776413 = -625805.489713 nChanged 101 SP:Iteration 19Q (3998.878724 sec): 3 clusters Score: Raw -628675.589640 + Penalty 2820.776413 = -625854.813226 nChanged 79 SP:Iteration 20F (3998.935635 sec): 3 clusters Score: Raw -628716.600884 + Penalty 2820.776413 = -625895.824471 nChanged 73 SP:Iteration 21Q (3998.990706 sec): 3 clusters Score: Raw -628755.149062 + Penalty 2820.776413 = -625934.372648 nChanged 69 SP:Iteration 22Q (3999.037789 sec): 3 clusters Score: Raw -628796.492649 + Penalty 2820.776413 = -625975.716235 nChanged 71 SP:Iteration 23Q (3999.083729 sec): 3 clusters Score: Raw -628837.382657 + Penalty 2820.776413 = -626016.606244 nChanged 66 SP:Iteration 24Q (3999.128021 sec): 3 clusters Score: Raw -628878.944794 + Penalty 2820.776413 = -626058.168381 nChanged 61 SP:Iteration 25Q (3999.177549 sec): 3 clusters Score: Raw -628914.702747 + Penalty 2820.776413 = -626093.926334 nChanged 43 SP:Iteration 26Q (3999.222398 sec): 3 clusters Score: Raw -628937.807482 + Penalty 2820.776413 = -626117.031068 nChanged 45 SP:Iteration 27Q (3999.276792 sec): 3 clusters Score: Raw -628964.017024 + Penalty 2820.776413 = -626143.240611 nChanged 48 SP:Iteration 28Q (3999.324139 sec): 3 clusters Score: Raw -628988.519308 + Penalty 2820.776413 = -626167.742895 nChanged 27 SP:Iteration 29Q (3999.365045 sec): 3 clusters Score: Raw -628999.935204 + Penalty 2820.776413 = -626179.158791 nChanged 23 SP:Iteration 30Q (3999.414042 sec): 3 clusters Score: Raw -629010.449815 + Penalty 2820.776413 = -626189.673402 nChanged 21 SP:Iteration 31Q (3999.472132 sec): 3 clusters Score: Raw -629021.336164 + Penalty 2820.776413 = -626200.559751 nChanged 16 SP:Iteration 32Q (3999.527387 sec): 3 clusters Score: Raw -629027.036347 + Penalty 2820.776413 = -626206.259934 nChanged 11 SP:Iteration 33Q (3999.566347 sec): 3 clusters Score: Raw -629032.100560 + Penalty 2820.776413 = -626211.324147 nChanged 13 SP:Iteration 34Q (3999.622969 sec): 3 clusters Score: Raw -629037.305332 + Penalty 2820.776413 = -626216.528919 nChanged 14 SP:Iteration 35Q (3999.672805 sec): 3 clusters Score: Raw -629043.578127 + Penalty 2820.776413 = -626222.801713 nChanged 10 SP:Iteration 36Q (3999.728859 sec): 3 clusters Score: Raw -629047.443892 + Penalty 2820.776413 = -626226.667479 nChanged 9 SP:Iteration 37Q (3999.764050 sec): 3 clusters Score: Raw -629052.534666 + Penalty 2820.776413 = -626231.758253 nChanged 14 SP:Iteration 38Q (3999.820943 sec): 3 clusters Score: Raw -629058.986682 + Penalty 2820.776413 = -626238.210268 nChanged 15 SP:Iteration 39Q (3999.871338 sec): 3 clusters Score: Raw -629065.247278 + Penalty 2820.776413 = -626244.470865 nChanged 14 SP:Iteration 40F (3999.910811 sec): 3 clusters Score: Raw -629071.512615 + Penalty 2820.776413 = -626250.736201 nChanged 11 SP:Iteration 41Q (3999.954559 sec): 3 clusters Score: Raw -629077.493335 + Penalty 2820.776413 = -626256.716922 nChanged 6 SP:Iteration 42Q (3999.998639 sec): 3 clusters Score: Raw -629080.139114 + Penalty 2820.776413 = -626259.362701 nChanged 9 SP:Iteration 43Q (4000.045149 sec): 3 clusters Score: Raw -629085.021538 + Penalty 2820.776413 = -626264.245125 nChanged 10 SP:Iteration 44Q (4000.087794 sec): 3 clusters Score: Raw -629090.954143 + Penalty 2820.776413 = -626270.177730 nChanged 11 SP:Iteration 45Q (4000.142590 sec): 3 clusters Score: Raw -629097.610471 + Penalty 2820.776413 = -626276.834058 nChanged 12 SP:Iteration 46Q (4000.193222 sec): 3 clusters Score: Raw -629104.096571 + Penalty 2820.776413 = -626283.320158 nChanged 9 SP:Iteration 47Q (4000.240340 sec): 3 clusters Score: Raw -629110.716820 + Penalty 2820.776413 = -626289.940407 nChanged 14 SP:Iteration 48Q (4000.293612 sec): 3 clusters Score: Raw -629119.885656 + Penalty 2820.776413 = -626299.109243 nChanged 15 SP:Iteration 49Q (4000.335304 sec): 3 clusters Score: Raw -629127.122573 + Penalty 2820.776413 = -626306.346160 nChanged 8 SP:Iteration 50Q (4000.381795 sec): 3 clusters Score: Raw -629130.905090 + Penalty 2820.776413 = -626310.128677 nChanged 10 SP:Iteration 51Q (4000.437441 sec): 3 clusters Score: Raw -629135.659230 + Penalty 2820.776413 = -626314.882817 nChanged 7 SP:Iteration 52Q (4000.489261 sec): 3 clusters Score: Raw -629138.831153 + Penalty 2820.776413 = -626318.054740 nChanged 5 SP:Iteration 53Q (4000.544203 sec): 3 clusters Score: Raw -629141.762474 + Penalty 2820.776413 = -626320.986061 nChanged 5 SP:Iteration 54Q (4000.585532 sec): 3 clusters Score: Raw -629144.954716 + Penalty 2820.776413 = -626324.178302 nChanged 6 SP:Iteration 55Q (4000.638483 sec): 3 clusters Score: Raw -629148.102774 + Penalty 2820.776413 = -626327.326360 nChanged 6 SP:Iteration 56Q (4000.684755 sec): 3 clusters Score: Raw -629151.417416 + Penalty 2820.776413 = -626330.641003 nChanged 4 SP:Iteration 57Q (4000.729243 sec): 3 clusters Score: Raw -629154.324047 + Penalty 2820.776413 = -626333.547634 nChanged 4 SP:Iteration 58Q (4000.783117 sec): 3 clusters Score: Raw -629157.285194 + Penalty 2820.776413 = -626336.508781 nChanged 4 SP:Iteration 59Q (4000.820010 sec): 3 clusters Score: Raw -629161.304278 + Penalty 2820.776413 = -626340.527865 nChanged 5 SP:Iteration 60F (4000.873848 sec): 3 clusters Score: Raw -629165.645166 + Penalty 2820.776413 = -626344.868753 nChanged 11 SP:Iteration 61Q (4000.935409 sec): 3 clusters Score: Raw -629173.485657 + Penalty 2820.776413 = -626352.709244 nChanged 13 SP:Iteration 62Q (4000.976042 sec): 3 clusters Score: Raw -629182.626798 + Penalty 2820.776413 = -626361.850384 nChanged 6 SP:Iteration 63Q (4001.025080 sec): 3 clusters Score: Raw -629186.471609 + Penalty 2820.776413 = -626365.695196 nChanged 6 SP:Iteration 64Q (4001.075850 sec): 3 clusters Score: Raw -629190.984604 + Penalty 2820.776413 = -626370.208191 nChanged 9 SP:Iteration 65Q (4001.119376 sec): 3 clusters Score: Raw -629195.685953 + Penalty 2820.776413 = -626374.909540 nChanged 4 SP:Iteration 66Q (4001.169988 sec): 3 clusters Score: Raw -629198.154925 + Penalty 2820.776413 = -626377.378511 nChanged 5 SP:Iteration 67Q (4001.219132 sec): 3 clusters Score: Raw -629200.991056 + Penalty 2820.776413 = -626380.214643 nChanged 6 SP:Iteration 68Q (4001.264455 sec): 3 clusters Score: Raw -629205.685578 + Penalty 2820.776413 = -626384.909165 nChanged 6 SP:Iteration 69Q (4001.314222 sec): 3 clusters Score: Raw -629209.681785 + Penalty 2820.776413 = -626388.905372 nChanged 4 SP:Iteration 70Q (4001.353988 sec): 3 clusters Score: Raw -629212.558272 + Penalty 2820.776413 = -626391.781859 nChanged 4 SP:Iteration 71Q (4001.401715 sec): 3 clusters Score: Raw -629214.449786 + Penalty 2820.776413 = -626393.673373 nChanged 3 SP:Iteration 72Q (4001.456714 sec): 3 clusters Score: Raw -629216.220852 + Penalty 2820.776413 = -626395.444439 nChanged 3 SP:Iteration 73Q (4001.505621 sec): 3 clusters Score: Raw -629218.152842 + Penalty 2820.776413 = -626397.376429 nChanged 2 SP:Iteration 74Q (4001.559276 sec): 3 clusters Score: Raw -629219.799806 + Penalty 2820.776413 = -626399.023392 nChanged 3 SP:Iteration 75Q (4001.608323 sec): 3 clusters Score: Raw -629222.105060 + Penalty 2820.776413 = -626401.328646 nChanged 4 SP:Iteration 76Q (4001.660010 sec): 3 clusters Score: Raw -629223.743251 + Penalty 2820.776413 = -626402.966838 nChanged 1 SP:Iteration 77Q (4001.720718 sec): 3 clusters Score: Raw -629224.191438 + Penalty 2820.776413 = -626403.415025 nChanged 0 SP:Iteration 78F (4001.763749 sec): 3 clusters Score: Raw -629224.191438 + Penalty 2820.776413 = -626403.415025 nChanged 0 Trying to split cluster 45 (14269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4001.803389 sec): 2 clusters Score: Raw -1551846.705574 + Penalty 1554.449753 = -1550292.255822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4001.870824 sec): 3 clusters Score: Raw -1543384.047287 + Penalty 3108.899505 = -1540275.147782 nChanged 6371 SP:Iteration 1F (4001.939261 sec): 3 clusters Score: Raw -1546822.408191 + Penalty 3108.899505 = -1543713.508686 nChanged 853 SP:Iteration 2F (4001.998029 sec): 3 clusters Score: Raw -1547235.429069 + Penalty 3108.899505 = -1544126.529564 nChanged 791 SP:Iteration 3F (4002.055580 sec): 3 clusters Score: Raw -1547649.802928 + Penalty 3108.899505 = -1544540.903423 nChanged 781 SP:Iteration 4F (4002.132981 sec): 3 clusters Score: Raw -1548056.784531 + Penalty 3108.899505 = -1544947.885026 nChanged 727 SP:Iteration 5F (4002.185585 sec): 3 clusters Score: Raw -1548447.473921 + Penalty 3108.899505 = -1545338.574416 nChanged 717 SP:Iteration 6F (4002.251596 sec): 3 clusters Score: Raw -1548821.567374 + Penalty 3108.899505 = -1545712.667869 nChanged 679 SP:Iteration 7Q (4002.301967 sec): 3 clusters Score: Raw -1549188.052361 + Penalty 3108.899505 = -1546079.152856 nChanged 656 SP:Iteration 8Q (4002.377988 sec): 3 clusters Score: Raw -1549557.754699 + Penalty 3108.899505 = -1546448.855194 nChanged 570 SP:Iteration 9Q (4002.445567 sec): 3 clusters Score: Raw -1549849.736242 + Penalty 3108.899505 = -1546740.836737 nChanged 530 SP:Iteration 10Q (4002.497022 sec): 3 clusters Score: Raw -1550120.139434 + Penalty 3108.899505 = -1547011.239929 nChanged 466 SP:Iteration 11Q (4002.571280 sec): 3 clusters Score: Raw -1550341.330646 + Penalty 3108.899505 = -1547232.431141 nChanged 355 SP:Iteration 12Q (4002.640163 sec): 3 clusters Score: Raw -1550463.324634 + Penalty 3108.899505 = -1547354.425129 nChanged 271 SP:Iteration 13Q (4002.694483 sec): 3 clusters Score: Raw -1550528.376931 + Penalty 3108.899505 = -1547419.477426 nChanged 191 SP:Iteration 14Q (4002.754574 sec): 3 clusters Score: Raw -1550571.062696 + Penalty 3108.899505 = -1547462.163191 nChanged 144 SP:Iteration 15Q (4002.817985 sec): 3 clusters Score: Raw -1550599.599711 + Penalty 3108.899505 = -1547490.700206 nChanged 108 SP:Iteration 16Q (4002.874894 sec): 3 clusters Score: Raw -1550617.178297 + Penalty 3108.899505 = -1547508.278792 nChanged 100 SP:Iteration 17Q (4002.941201 sec): 3 clusters Score: Raw -1550631.586468 + Penalty 3108.899505 = -1547522.686963 nChanged 77 SP:Iteration 18Q (4003.006065 sec): 3 clusters Score: Raw -1550643.280307 + Penalty 3108.899505 = -1547534.380802 nChanged 66 SP:Iteration 19Q (4003.078270 sec): 3 clusters Score: Raw -1550650.567700 + Penalty 3108.899505 = -1547541.668195 nChanged 42 SP:Iteration 20F (4003.127371 sec): 3 clusters Score: Raw -1550655.943207 + Penalty 3108.899505 = -1547547.043702 nChanged 43 SP:Iteration 21Q (4003.189064 sec): 3 clusters Score: Raw -1550661.361475 + Penalty 3108.899505 = -1547552.461970 nChanged 47 SP:Iteration 22Q (4003.257557 sec): 3 clusters Score: Raw -1550667.407087 + Penalty 3108.899505 = -1547558.507582 nChanged 35 SP:Iteration 23Q (4003.327770 sec): 3 clusters Score: Raw -1550671.614568 + Penalty 3108.899505 = -1547562.715063 nChanged 33 SP:Iteration 24Q (4003.393153 sec): 3 clusters Score: Raw -1550675.550709 + Penalty 3108.899505 = -1547566.651203 nChanged 35 SP:Iteration 25Q (4003.464060 sec): 3 clusters Score: Raw -1550679.253288 + Penalty 3108.899505 = -1547570.353783 nChanged 35 SP:Iteration 26Q (4003.525457 sec): 3 clusters Score: Raw -1550682.430723 + Penalty 3108.899505 = -1547573.531218 nChanged 39 SP:Iteration 27Q (4003.595079 sec): 3 clusters Score: Raw -1550687.288826 + Penalty 3108.899505 = -1547578.389321 nChanged 46 SP:Iteration 28Q (4003.630245 sec): 3 clusters Score: Raw -1550693.532648 + Penalty 3108.899505 = -1547584.633143 nChanged 50 SP:Iteration 29Q (4003.695074 sec): 3 clusters Score: Raw -1550700.752692 + Penalty 3108.899505 = -1547591.853187 nChanged 61 SP:Iteration 30Q (4003.755923 sec): 3 clusters Score: Raw -1550711.463436 + Penalty 3108.899505 = -1547602.563931 nChanged 70 SP:Iteration 31Q (4003.819939 sec): 3 clusters Score: Raw -1550724.749689 + Penalty 3108.899505 = -1547615.850184 nChanged 70 SP:Iteration 32Q (4003.884307 sec): 3 clusters Score: Raw -1550737.495871 + Penalty 3108.899505 = -1547628.596366 nChanged 72 SP:Iteration 33Q (4003.947330 sec): 3 clusters Score: Raw -1550749.279094 + Penalty 3108.899505 = -1547640.379589 nChanged 70 SP:Iteration 34Q (4004.009984 sec): 3 clusters Score: Raw -1550759.464551 + Penalty 3108.899505 = -1547650.565046 nChanged 59 SP:Iteration 35Q (4004.070001 sec): 3 clusters Score: Raw -1550768.941121 + Penalty 3108.899505 = -1547660.041616 nChanged 66 SP:Iteration 36Q (4004.135718 sec): 3 clusters Score: Raw -1550778.536558 + Penalty 3108.899505 = -1547669.637053 nChanged 57 SP:Iteration 37Q (4004.204240 sec): 3 clusters Score: Raw -1550787.161228 + Penalty 3108.899505 = -1547678.261723 nChanged 71 SP:Iteration 38Q (4004.269384 sec): 3 clusters Score: Raw -1550797.543587 + Penalty 3108.899505 = -1547688.644082 nChanged 63 SP:Iteration 39Q (4004.337825 sec): 3 clusters Score: Raw -1550805.730572 + Penalty 3108.899505 = -1547696.831067 nChanged 60 SP:Iteration 40F (4004.395873 sec): 3 clusters Score: Raw -1550812.899777 + Penalty 3108.899505 = -1547704.000271 nChanged 48 SP:Iteration 41Q (4004.464263 sec): 3 clusters Score: Raw -1550819.617267 + Penalty 3108.899505 = -1547710.717762 nChanged 51 SP:Iteration 42Q (4004.520946 sec): 3 clusters Score: Raw -1550826.465946 + Penalty 3108.899505 = -1547717.566441 nChanged 51 SP:Iteration 43Q (4004.582874 sec): 3 clusters Score: Raw -1550834.321533 + Penalty 3108.899505 = -1547725.422028 nChanged 54 SP:Iteration 44Q (4004.647756 sec): 3 clusters Score: Raw -1550843.669508 + Penalty 3108.899505 = -1547734.770003 nChanged 67 SP:Iteration 45Q (4004.717336 sec): 3 clusters Score: Raw -1550854.273398 + Penalty 3108.899505 = -1547745.373893 nChanged 57 SP:Iteration 46Q (4004.774810 sec): 3 clusters Score: Raw -1550863.435718 + Penalty 3108.899505 = -1547754.536213 nChanged 55 SP:Iteration 47Q (4004.836594 sec): 3 clusters Score: Raw -1550870.464143 + Penalty 3108.899505 = -1547761.564638 nChanged 57 SP:Iteration 48Q (4004.893380 sec): 3 clusters Score: Raw -1550878.478036 + Penalty 3108.899505 = -1547769.578531 nChanged 66 SP:Iteration 49Q (4004.966880 sec): 3 clusters Score: Raw -1550888.454740 + Penalty 3108.899505 = -1547779.555234 nChanged 66 SP:Iteration 50Q (4005.027637 sec): 3 clusters Score: Raw -1550897.979638 + Penalty 3108.899505 = -1547789.080133 nChanged 64 SP:Iteration 51Q (4005.082405 sec): 3 clusters Score: Raw -1550911.298541 + Penalty 3108.899505 = -1547802.399036 nChanged 83 SP:Iteration 52Q (4005.159347 sec): 3 clusters Score: Raw -1550931.443041 + Penalty 3108.899505 = -1547822.543536 nChanged 95 SP:Iteration 53Q (4005.233441 sec): 3 clusters Score: Raw -1550953.722665 + Penalty 3108.899505 = -1547844.823160 nChanged 110 SP:Iteration 54Q (4005.287659 sec): 3 clusters Score: Raw -1550979.157755 + Penalty 3108.899505 = -1547870.258250 nChanged 97 SP:Iteration 55Q (4005.339663 sec): 3 clusters Score: Raw -1550999.845789 + Penalty 3108.899505 = -1547890.946284 nChanged 103 SP:Iteration 56Q (4005.408047 sec): 3 clusters Score: Raw -1551022.424291 + Penalty 3108.899505 = -1547913.524786 nChanged 102 SP:Iteration 57Q (4005.471795 sec): 3 clusters Score: Raw -1551044.507129 + Penalty 3108.899505 = -1547935.607624 nChanged 90 SP:Iteration 58Q (4005.539054 sec): 3 clusters Score: Raw -1551066.049005 + Penalty 3108.899505 = -1547957.149500 nChanged 97 SP:Iteration 59Q (4005.599580 sec): 3 clusters Score: Raw -1551090.232019 + Penalty 3108.899505 = -1547981.332514 nChanged 118 SP:Iteration 60F (4005.664785 sec): 3 clusters Score: Raw -1551122.960325 + Penalty 3108.899505 = -1548014.060820 nChanged 113 SP:Iteration 61Q (4005.727244 sec): 3 clusters Score: Raw -1551154.573491 + Penalty 3108.899505 = -1548045.673986 nChanged 118 SP:Iteration 62Q (4005.792263 sec): 3 clusters Score: Raw -1551186.909004 + Penalty 3108.899505 = -1548078.009499 nChanged 98 SP:Iteration 63Q (4005.854880 sec): 3 clusters Score: Raw -1551216.391209 + Penalty 3108.899505 = -1548107.491704 nChanged 124 SP:Iteration 64Q (4005.927287 sec): 3 clusters Score: Raw -1551249.837145 + Penalty 3108.899505 = -1548140.937640 nChanged 139 SP:Iteration 65Q (4005.984073 sec): 3 clusters Score: Raw -1551293.677570 + Penalty 3108.899505 = -1548184.778065 nChanged 138 SP:Iteration 66Q (4006.042142 sec): 3 clusters Score: Raw -1551338.740994 + Penalty 3108.899505 = -1548229.841489 nChanged 139 SP:Iteration 67Q (4006.109325 sec): 3 clusters Score: Raw -1551387.154284 + Penalty 3108.899505 = -1548278.254779 nChanged 144 SP:Iteration 68Q (4006.179039 sec): 3 clusters Score: Raw -1551439.962583 + Penalty 3108.899505 = -1548331.063078 nChanged 156 SP:Iteration 69Q (4006.227637 sec): 3 clusters Score: Raw -1551502.421390 + Penalty 3108.899505 = -1548393.521885 nChanged 133 SP:Iteration 70Q (4006.303116 sec): 3 clusters Score: Raw -1551554.397285 + Penalty 3108.899505 = -1548445.497779 nChanged 124 SP:Iteration 71Q (4006.367516 sec): 3 clusters Score: Raw -1551610.644756 + Penalty 3108.899505 = -1548501.745251 nChanged 122 SP:Iteration 72Q (4006.413598 sec): 3 clusters Score: Raw -1551663.884904 + Penalty 3108.899505 = -1548554.985399 nChanged 121 SP:Iteration 73Q (4006.475986 sec): 3 clusters Score: Raw -1551713.378207 + Penalty 3108.899505 = -1548604.478702 nChanged 105 SP:Iteration 74Q (4006.540751 sec): 3 clusters Score: Raw -1551757.112817 + Penalty 3108.899505 = -1548648.213312 nChanged 90 SP:Iteration 75Q (4006.614514 sec): 3 clusters Score: Raw -1551797.617124 + Penalty 3108.899505 = -1548688.717619 nChanged 96 SP:Iteration 76Q (4006.668064 sec): 3 clusters Score: Raw -1551839.298720 + Penalty 3108.899505 = -1548730.399215 nChanged 90 SP:Iteration 77Q (4006.727965 sec): 3 clusters Score: Raw -1551877.145761 + Penalty 3108.899505 = -1548768.246256 nChanged 91 SP:Iteration 78Q (4006.798785 sec): 3 clusters Score: Raw -1551915.996479 + Penalty 3108.899505 = -1548807.096974 nChanged 81 SP:Iteration 79Q (4006.855728 sec): 3 clusters Score: Raw -1551946.880149 + Penalty 3108.899505 = -1548837.980644 nChanged 80 SP:Iteration 80F (4006.919072 sec): 3 clusters Score: Raw -1551981.153538 + Penalty 3108.899505 = -1548872.254033 nChanged 87 SP:Iteration 81Q (4006.982055 sec): 3 clusters Score: Raw -1552007.388673 + Penalty 3108.899505 = -1548898.489168 nChanged 61 SP:Iteration 82Q (4007.039472 sec): 3 clusters Score: Raw -1552023.722509 + Penalty 3108.899505 = -1548914.823004 nChanged 50 SP:Iteration 83Q (4007.096193 sec): 3 clusters Score: Raw -1552040.570249 + Penalty 3108.899505 = -1548931.670744 nChanged 50 SP:Iteration 84Q (4007.154942 sec): 3 clusters Score: Raw -1552054.214204 + Penalty 3108.899505 = -1548945.314699 nChanged 43 SP:Iteration 85Q (4007.229976 sec): 3 clusters Score: Raw -1552067.333039 + Penalty 3108.899505 = -1548958.433534 nChanged 41 SP:Iteration 86Q (4007.285218 sec): 3 clusters Score: Raw -1552076.420527 + Penalty 3108.899505 = -1548967.521022 nChanged 28 SP:Iteration 87Q (4007.333358 sec): 3 clusters Score: Raw -1552081.702775 + Penalty 3108.899505 = -1548972.803270 nChanged 19 SP:Iteration 88Q (4007.384826 sec): 3 clusters Score: Raw -1552084.566211 + Penalty 3108.899505 = -1548975.666706 nChanged 12 SP:Iteration 89Q (4007.445687 sec): 3 clusters Score: Raw -1552086.914878 + Penalty 3108.899505 = -1548978.015373 nChanged 6 SP:Iteration 90Q (4007.514540 sec): 3 clusters Score: Raw -1552087.654384 + Penalty 3108.899505 = -1548978.754879 nChanged 4 SP:Iteration 91Q (4007.578355 sec): 3 clusters Score: Raw -1552088.348150 + Penalty 3108.899505 = -1548979.448645 nChanged 5 SP:Iteration 92Q (4007.628143 sec): 3 clusters Score: Raw -1552089.075089 + Penalty 3108.899505 = -1548980.175584 nChanged 2 SP:Iteration 93Q (4007.692297 sec): 3 clusters Score: Raw -1552089.476965 + Penalty 3108.899505 = -1548980.577460 nChanged 5 SP:Iteration 94Q (4007.749180 sec): 3 clusters Score: Raw -1552090.657059 + Penalty 3108.899505 = -1548981.757554 nChanged 7 SP:Iteration 95Q (4007.805214 sec): 3 clusters Score: Raw -1552091.697436 + Penalty 3108.899505 = -1548982.797931 nChanged 9 SP:Iteration 96Q (4007.850617 sec): 3 clusters Score: Raw -1552093.434930 + Penalty 3108.899505 = -1548984.535425 nChanged 9 SP:Iteration 97Q (4007.917015 sec): 3 clusters Score: Raw -1552094.433421 + Penalty 3108.899505 = -1548985.533916 nChanged 5 SP:Iteration 98Q (4007.988324 sec): 3 clusters Score: Raw -1552095.239341 + Penalty 3108.899505 = -1548986.339836 nChanged 4 SP:Iteration 99Q (4008.034614 sec): 3 clusters Score: Raw -1552095.765643 + Penalty 3108.899505 = -1548986.866138 nChanged 4 SP:Iteration 100F (4008.107677 sec): 3 clusters Score: Raw -1552096.356351 + Penalty 3108.899505 = -1548987.456846 nChanged 5 SP:Iteration 101Q (4008.179071 sec): 3 clusters Score: Raw -1552096.870195 + Penalty 3108.899505 = -1548987.970690 nChanged 3 SP:Iteration 102Q (4008.242536 sec): 3 clusters Score: Raw -1552097.323473 + Penalty 3108.899505 = -1548988.423968 nChanged 4 SP:Iteration 103Q (4008.293819 sec): 3 clusters Score: Raw -1552097.935619 + Penalty 3108.899505 = -1548989.036114 nChanged 3 SP:Iteration 104Q (4008.354849 sec): 3 clusters Score: Raw -1552098.145923 + Penalty 3108.899505 = -1548989.246418 nChanged 1 SP:Iteration 105Q (4008.409907 sec): 3 clusters Score: Raw -1552098.455843 + Penalty 3108.899505 = -1548989.556338 nChanged 2 SP:Iteration 106Q (4008.471268 sec): 3 clusters Score: Raw -1552098.860487 + Penalty 3108.899505 = -1548989.960982 nChanged 5 SP:Iteration 107Q (4008.514345 sec): 3 clusters Score: Raw -1552099.521639 + Penalty 3108.899505 = -1548990.622134 nChanged 3 SP:Iteration 108Q (4008.576045 sec): 3 clusters Score: Raw -1552099.887927 + Penalty 3108.899505 = -1548990.988422 nChanged 4 SP:Iteration 109Q (4008.636293 sec): 3 clusters Score: Raw -1552100.705399 + Penalty 3108.899505 = -1548991.805894 nChanged 3 SP:Iteration 110Q (4008.685897 sec): 3 clusters Score: Raw -1552101.014200 + Penalty 3108.899505 = -1548992.114695 nChanged 2 SP:Iteration 111Q (4008.747845 sec): 3 clusters Score: Raw -1552101.253743 + Penalty 3108.899505 = -1548992.354238 nChanged 2 SP:Iteration 112Q (4008.823238 sec): 3 clusters Score: Raw -1552101.472293 + Penalty 3108.899505 = -1548992.572788 nChanged 1 SP:Iteration 113Q (4008.869167 sec): 3 clusters Score: Raw -1552101.609064 + Penalty 3108.899505 = -1548992.709559 nChanged 0 SP:Iteration 114F (4008.929972 sec): 3 clusters Score: Raw -1552101.609064 + Penalty 3108.899505 = -1548992.709559 nChanged 0 Iteration 379Q (4015.541297 sec): 46 clusters Score: Raw -50087775.834074 + Penalty 95846.867654 = -49991928.966420 nChanged 17 Iteration 380F (4029.498838 sec): 46 clusters Score: Raw -50087776.261080 + Penalty 95846.867654 = -49991929.393426 nChanged 14 Iteration 381Q (4035.695759 sec): 46 clusters Score: Raw -50087776.500132 + Penalty 95846.867654 = -49991929.632478 nChanged 9 Iteration 382Q (4041.903036 sec): 46 clusters Score: Raw -50087776.663269 + Penalty 95846.867654 = -49991929.795615 nChanged 9 Iteration 383Q (4048.047111 sec): 46 clusters Score: Raw -50087776.838777 + Penalty 95846.867654 = -49991929.971123 nChanged 8 Iteration 384Q (4054.261591 sec): 46 clusters Score: Raw -50087776.995115 + Penalty 95846.867654 = -49991930.127461 nChanged 4 Iteration 385Q (4060.469051 sec): 46 clusters Score: Raw -50087777.052458 + Penalty 95846.867654 = -49991930.184804 nChanged 0 Iteration 386F (4074.128536 sec): 46 clusters Score: Raw -50087777.052458 + Penalty 95846.867654 = -49991930.184804 nChanged 0 Compute initial score before splitting: Score: Raw -50087777.052458 + Penalty 95846.867654 = -49991930.184804 Trying to split cluster 1 (14005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4074.248695 sec): 2 clusters Score: Raw -1490173.887674 + Penalty 1551.415074 = -1488622.472600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4074.308602 sec): 3 clusters Score: Raw -1482061.731534 + Penalty 3102.830149 = -1478958.901386 nChanged 6167 SP:Iteration 1F (4074.374272 sec): 3 clusters Score: Raw -1485382.141191 + Penalty 3102.830149 = -1482279.311043 nChanged 811 SP:Iteration 2F (4074.448355 sec): 3 clusters Score: Raw -1485692.416951 + Penalty 3102.830149 = -1482589.586803 nChanged 661 SP:Iteration 3Q (4074.503588 sec): 3 clusters Score: Raw -1485948.749744 + Penalty 3102.830149 = -1482845.919595 nChanged 599 SP:Iteration 4Q (4074.574636 sec): 3 clusters Score: Raw -1486180.135621 + Penalty 3102.830149 = -1483077.305472 nChanged 552 SP:Iteration 5Q (4074.649498 sec): 3 clusters Score: Raw -1486418.976995 + Penalty 3102.830149 = -1483316.146847 nChanged 592 SP:Iteration 6Q (4074.709937 sec): 3 clusters Score: Raw -1486722.631765 + Penalty 3102.830149 = -1483619.801616 nChanged 655 SP:Iteration 7Q (4074.777985 sec): 3 clusters Score: Raw -1487077.572769 + Penalty 3102.830149 = -1483974.742621 nChanged 684 SP:Iteration 8Q (4074.844834 sec): 3 clusters Score: Raw -1487479.284950 + Penalty 3102.830149 = -1484376.454801 nChanged 673 SP:Iteration 9Q (4074.917918 sec): 3 clusters Score: Raw -1487940.926374 + Penalty 3102.830149 = -1484838.096225 nChanged 670 SP:Iteration 10Q (4074.978000 sec): 3 clusters Score: Raw -1488434.985639 + Penalty 3102.830149 = -1485332.155491 nChanged 610 SP:Iteration 11Q (4075.040883 sec): 3 clusters Score: Raw -1488905.769812 + Penalty 3102.830149 = -1485802.939663 nChanged 504 SP:Iteration 12Q (4075.113982 sec): 3 clusters Score: Raw -1489305.754485 + Penalty 3102.830149 = -1486202.924336 nChanged 398 SP:Iteration 13Q (4075.168135 sec): 3 clusters Score: Raw -1489595.976581 + Penalty 3102.830149 = -1486493.146433 nChanged 308 SP:Iteration 14Q (4075.234136 sec): 3 clusters Score: Raw -1489785.554927 + Penalty 3102.830149 = -1486682.724778 nChanged 236 SP:Iteration 15Q (4075.292794 sec): 3 clusters Score: Raw -1489928.100834 + Penalty 3102.830149 = -1486825.270685 nChanged 183 SP:Iteration 16Q (4075.363061 sec): 3 clusters Score: Raw -1490036.500177 + Penalty 3102.830149 = -1486933.670028 nChanged 156 SP:Iteration 17Q (4075.437271 sec): 3 clusters Score: Raw -1490115.335378 + Penalty 3102.830149 = -1487012.505229 nChanged 117 SP:Iteration 18Q (4075.490143 sec): 3 clusters Score: Raw -1490164.380524 + Penalty 3102.830149 = -1487061.550376 nChanged 104 SP:Iteration 19Q (4075.556002 sec): 3 clusters Score: Raw -1490209.154364 + Penalty 3102.830149 = -1487106.324215 nChanged 77 SP:Iteration 20F (4075.609719 sec): 3 clusters Score: Raw -1490237.149114 + Penalty 3102.830149 = -1487134.318966 nChanged 70 SP:Iteration 21Q (4075.677233 sec): 3 clusters Score: Raw -1490257.838375 + Penalty 3102.830149 = -1487155.008227 nChanged 60 SP:Iteration 22Q (4075.728850 sec): 3 clusters Score: Raw -1490277.155275 + Penalty 3102.830149 = -1487174.325126 nChanged 62 SP:Iteration 23Q (4075.779156 sec): 3 clusters Score: Raw -1490296.925344 + Penalty 3102.830149 = -1487194.095196 nChanged 58 SP:Iteration 24Q (4075.840029 sec): 3 clusters Score: Raw -1490319.148671 + Penalty 3102.830149 = -1487216.318523 nChanged 43 SP:Iteration 25Q (4075.905187 sec): 3 clusters Score: Raw -1490333.958995 + Penalty 3102.830149 = -1487231.128847 nChanged 43 SP:Iteration 26Q (4075.959960 sec): 3 clusters Score: Raw -1490347.647247 + Penalty 3102.830149 = -1487244.817099 nChanged 43 SP:Iteration 27Q (4076.032210 sec): 3 clusters Score: Raw -1490360.993668 + Penalty 3102.830149 = -1487258.163520 nChanged 30 SP:Iteration 28Q (4076.082337 sec): 3 clusters Score: Raw -1490370.844771 + Penalty 3102.830149 = -1487268.014622 nChanged 31 SP:Iteration 29Q (4076.134315 sec): 3 clusters Score: Raw -1490382.244067 + Penalty 3102.830149 = -1487279.413919 nChanged 31 SP:Iteration 30Q (4076.198943 sec): 3 clusters Score: Raw -1490394.179154 + Penalty 3102.830149 = -1487291.349005 nChanged 41 SP:Iteration 31Q (4076.260030 sec): 3 clusters Score: Raw -1490407.528397 + Penalty 3102.830149 = -1487304.698249 nChanged 25 SP:Iteration 32Q (4076.329301 sec): 3 clusters Score: Raw -1490415.356828 + Penalty 3102.830149 = -1487312.526679 nChanged 17 SP:Iteration 33Q (4076.379556 sec): 3 clusters Score: Raw -1490421.120086 + Penalty 3102.830149 = -1487318.289938 nChanged 24 SP:Iteration 34Q (4076.409243 sec): 3 clusters Score: Raw -1490429.228680 + Penalty 3102.830149 = -1487326.398531 nChanged 23 SP:Iteration 35Q (4076.460710 sec): 3 clusters Score: Raw -1490435.448596 + Penalty 3102.830149 = -1487332.618448 nChanged 14 SP:Iteration 36Q (4076.515499 sec): 3 clusters Score: Raw -1490438.595388 + Penalty 3102.830149 = -1487335.765239 nChanged 7 SP:Iteration 37Q (4076.575143 sec): 3 clusters Score: Raw -1490440.518136 + Penalty 3102.830149 = -1487337.687988 nChanged 5 SP:Iteration 38Q (4076.631579 sec): 3 clusters Score: Raw -1490441.375781 + Penalty 3102.830149 = -1487338.545633 nChanged 2 SP:Iteration 39Q (4076.685741 sec): 3 clusters Score: Raw -1490441.559833 + Penalty 3102.830149 = -1487338.729685 nChanged 1 SP:Iteration 40F (4076.762679 sec): 3 clusters Score: Raw -1490441.693256 + Penalty 3102.830149 = -1487338.863107 nChanged 1 SP:Iteration 41Q (4076.819597 sec): 3 clusters Score: Raw -1490441.810362 + Penalty 3102.830149 = -1487338.980214 nChanged 1 SP:Iteration 42Q (4076.870018 sec): 3 clusters Score: Raw -1490441.909221 + Penalty 3102.830149 = -1487339.079072 nChanged 2 SP:Iteration 43Q (4076.925148 sec): 3 clusters Score: Raw -1490442.471506 + Penalty 3102.830149 = -1487339.641358 nChanged 2 SP:Iteration 44Q (4076.982423 sec): 3 clusters Score: Raw -1490443.247717 + Penalty 3102.830149 = -1487340.417568 nChanged 3 SP:Iteration 45Q (4077.044667 sec): 3 clusters Score: Raw -1490443.650311 + Penalty 3102.830149 = -1487340.820162 nChanged 1 SP:Iteration 46Q (4077.100174 sec): 3 clusters Score: Raw -1490443.868422 + Penalty 3102.830149 = -1487341.038273 nChanged 0 SP:Iteration 47F (4077.151851 sec): 3 clusters Score: Raw -1490443.868422 + Penalty 3102.830149 = -1487341.038273 nChanged 0 Trying to split cluster 2 (16457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4077.194221 sec): 2 clusters Score: Raw -1664246.997356 + Penalty 1577.632257 = -1662669.365099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4077.269796 sec): 3 clusters Score: Raw -1654428.766832 + Penalty 3155.264514 = -1651273.502318 nChanged 7421 SP:Iteration 1F (4077.323841 sec): 3 clusters Score: Raw -1658468.063938 + Penalty 3155.264514 = -1655312.799424 nChanged 927 SP:Iteration 2F (4077.387151 sec): 3 clusters Score: Raw -1658821.082044 + Penalty 3155.264514 = -1655665.817529 nChanged 797 SP:Iteration 3Q (4077.470036 sec): 3 clusters Score: Raw -1659112.039741 + Penalty 3155.264514 = -1655956.775227 nChanged 700 SP:Iteration 4Q (4077.541512 sec): 3 clusters Score: Raw -1659382.273415 + Penalty 3155.264514 = -1656227.008901 nChanged 716 SP:Iteration 5Q (4077.609843 sec): 3 clusters Score: Raw -1659689.715787 + Penalty 3155.264514 = -1656534.451272 nChanged 731 SP:Iteration 6Q (4077.671697 sec): 3 clusters Score: Raw -1660063.543172 + Penalty 3155.264514 = -1656908.278658 nChanged 808 SP:Iteration 7Q (4077.747789 sec): 3 clusters Score: Raw -1660568.349912 + Penalty 3155.264514 = -1657413.085398 nChanged 918 SP:Iteration 8F (4077.809376 sec): 3 clusters Score: Raw -1661185.736659 + Penalty 3155.264514 = -1658030.472145 nChanged 893 SP:Iteration 9F (4077.876754 sec): 3 clusters Score: Raw -1661815.971237 + Penalty 3155.264514 = -1658660.706723 nChanged 837 SP:Iteration 10F (4077.945612 sec): 3 clusters Score: Raw -1662338.144745 + Penalty 3155.264514 = -1659182.880231 nChanged 705 SP:Iteration 11Q (4078.022263 sec): 3 clusters Score: Raw -1662741.421193 + Penalty 3155.264514 = -1659586.156678 nChanged 549 SP:Iteration 12Q (4078.087875 sec): 3 clusters Score: Raw -1662955.232041 + Penalty 3155.264514 = -1659799.967527 nChanged 393 SP:Iteration 13Q (4078.158509 sec): 3 clusters Score: Raw -1663069.522805 + Penalty 3155.264514 = -1659914.258291 nChanged 272 SP:Iteration 14Q (4078.232266 sec): 3 clusters Score: Raw -1663128.730877 + Penalty 3155.264514 = -1659973.466363 nChanged 205 SP:Iteration 15Q (4078.286646 sec): 3 clusters Score: Raw -1663168.534689 + Penalty 3155.264514 = -1660013.270175 nChanged 154 SP:Iteration 16Q (4078.354931 sec): 3 clusters Score: Raw -1663198.459013 + Penalty 3155.264514 = -1660043.194498 nChanged 138 SP:Iteration 17Q (4078.428208 sec): 3 clusters Score: Raw -1663223.003789 + Penalty 3155.264514 = -1660067.739275 nChanged 119 SP:Iteration 18Q (4078.496216 sec): 3 clusters Score: Raw -1663241.416019 + Penalty 3155.264514 = -1660086.151505 nChanged 88 SP:Iteration 19Q (4078.558669 sec): 3 clusters Score: Raw -1663255.785916 + Penalty 3155.264514 = -1660100.521401 nChanged 82 SP:Iteration 20F (4078.638084 sec): 3 clusters Score: Raw -1663267.590363 + Penalty 3155.264514 = -1660112.325849 nChanged 78 SP:Iteration 21Q (4078.706546 sec): 3 clusters Score: Raw -1663277.517797 + Penalty 3155.264514 = -1660122.253283 nChanged 69 SP:Iteration 22Q (4078.775286 sec): 3 clusters Score: Raw -1663285.079121 + Penalty 3155.264514 = -1660129.814607 nChanged 49 SP:Iteration 23Q (4078.855763 sec): 3 clusters Score: Raw -1663291.895101 + Penalty 3155.264514 = -1660136.630587 nChanged 48 SP:Iteration 24Q (4078.923433 sec): 3 clusters Score: Raw -1663299.142309 + Penalty 3155.264514 = -1660143.877795 nChanged 59 SP:Iteration 25Q (4078.982677 sec): 3 clusters Score: Raw -1663305.805931 + Penalty 3155.264514 = -1660150.541416 nChanged 46 SP:Iteration 26Q (4079.050468 sec): 3 clusters Score: Raw -1663310.730938 + Penalty 3155.264514 = -1660155.466424 nChanged 44 SP:Iteration 27Q (4079.111980 sec): 3 clusters Score: Raw -1663315.087638 + Penalty 3155.264514 = -1660159.823124 nChanged 42 SP:Iteration 28Q (4079.172998 sec): 3 clusters Score: Raw -1663319.526838 + Penalty 3155.264514 = -1660164.262324 nChanged 45 SP:Iteration 29Q (4079.248378 sec): 3 clusters Score: Raw -1663323.823173 + Penalty 3155.264514 = -1660168.558659 nChanged 42 SP:Iteration 30Q (4079.310289 sec): 3 clusters Score: Raw -1663328.032288 + Penalty 3155.264514 = -1660172.767773 nChanged 34 SP:Iteration 31Q (4079.375183 sec): 3 clusters Score: Raw -1663331.248602 + Penalty 3155.264514 = -1660175.984088 nChanged 39 SP:Iteration 32Q (4079.441386 sec): 3 clusters Score: Raw -1663334.480405 + Penalty 3155.264514 = -1660179.215891 nChanged 30 SP:Iteration 33Q (4079.516173 sec): 3 clusters Score: Raw -1663336.762764 + Penalty 3155.264514 = -1660181.498250 nChanged 27 SP:Iteration 34Q (4079.590634 sec): 3 clusters Score: Raw -1663338.847389 + Penalty 3155.264514 = -1660183.582874 nChanged 29 SP:Iteration 35Q (4079.655733 sec): 3 clusters Score: Raw -1663341.192563 + Penalty 3155.264514 = -1660185.928049 nChanged 34 SP:Iteration 36Q (4079.721498 sec): 3 clusters Score: Raw -1663344.164783 + Penalty 3155.264514 = -1660188.900269 nChanged 40 SP:Iteration 37Q (4079.789885 sec): 3 clusters Score: Raw -1663349.638117 + Penalty 3155.264514 = -1660194.373603 nChanged 57 SP:Iteration 38Q (4079.857348 sec): 3 clusters Score: Raw -1663357.693443 + Penalty 3155.264514 = -1660202.428929 nChanged 60 SP:Iteration 39Q (4079.917246 sec): 3 clusters Score: Raw -1663365.980764 + Penalty 3155.264514 = -1660210.716250 nChanged 62 SP:Iteration 40F (4079.988062 sec): 3 clusters Score: Raw -1663374.144662 + Penalty 3155.264514 = -1660218.880148 nChanged 73 SP:Iteration 41Q (4080.043547 sec): 3 clusters Score: Raw -1663385.941284 + Penalty 3155.264514 = -1660230.676770 nChanged 77 SP:Iteration 42Q (4080.111113 sec): 3 clusters Score: Raw -1663396.203877 + Penalty 3155.264514 = -1660240.939363 nChanged 61 SP:Iteration 43Q (4080.183060 sec): 3 clusters Score: Raw -1663403.531079 + Penalty 3155.264514 = -1660248.266565 nChanged 54 SP:Iteration 44Q (4080.245770 sec): 3 clusters Score: Raw -1663410.015052 + Penalty 3155.264514 = -1660254.750538 nChanged 52 SP:Iteration 45Q (4080.315078 sec): 3 clusters Score: Raw -1663415.605670 + Penalty 3155.264514 = -1660260.341156 nChanged 43 SP:Iteration 46Q (4080.375818 sec): 3 clusters Score: Raw -1663420.310579 + Penalty 3155.264514 = -1660265.046064 nChanged 46 SP:Iteration 47Q (4080.450890 sec): 3 clusters Score: Raw -1663424.887553 + Penalty 3155.264514 = -1660269.623039 nChanged 41 SP:Iteration 48Q (4080.515276 sec): 3 clusters Score: Raw -1663430.540499 + Penalty 3155.264514 = -1660275.275985 nChanged 49 SP:Iteration 49Q (4080.583177 sec): 3 clusters Score: Raw -1663437.133008 + Penalty 3155.264514 = -1660281.868494 nChanged 60 SP:Iteration 50Q (4080.653700 sec): 3 clusters Score: Raw -1663445.571792 + Penalty 3155.264514 = -1660290.307278 nChanged 65 SP:Iteration 51Q (4080.716881 sec): 3 clusters Score: Raw -1663454.886822 + Penalty 3155.264514 = -1660299.622308 nChanged 63 SP:Iteration 52Q (4080.786790 sec): 3 clusters Score: Raw -1663463.164663 + Penalty 3155.264514 = -1660307.900149 nChanged 68 SP:Iteration 53Q (4080.845044 sec): 3 clusters Score: Raw -1663471.982352 + Penalty 3155.264514 = -1660316.717837 nChanged 59 SP:Iteration 54Q (4080.923083 sec): 3 clusters Score: Raw -1663478.735601 + Penalty 3155.264514 = -1660323.471087 nChanged 56 SP:Iteration 55Q (4080.988354 sec): 3 clusters Score: Raw -1663483.969974 + Penalty 3155.264514 = -1660328.705460 nChanged 53 SP:Iteration 56Q (4081.047161 sec): 3 clusters Score: Raw -1663489.290017 + Penalty 3155.264514 = -1660334.025503 nChanged 44 SP:Iteration 57Q (4081.122788 sec): 3 clusters Score: Raw -1663494.794542 + Penalty 3155.264514 = -1660339.530028 nChanged 40 SP:Iteration 58Q (4081.186204 sec): 3 clusters Score: Raw -1663499.348007 + Penalty 3155.264514 = -1660344.083493 nChanged 37 SP:Iteration 59Q (4081.245413 sec): 3 clusters Score: Raw -1663503.885797 + Penalty 3155.264514 = -1660348.621283 nChanged 43 SP:Iteration 60F (4081.306306 sec): 3 clusters Score: Raw -1663509.242675 + Penalty 3155.264514 = -1660353.978161 nChanged 53 SP:Iteration 61Q (4081.378731 sec): 3 clusters Score: Raw -1663515.432001 + Penalty 3155.264514 = -1660360.167487 nChanged 57 SP:Iteration 62Q (4081.437822 sec): 3 clusters Score: Raw -1663523.427052 + Penalty 3155.264514 = -1660368.162538 nChanged 74 SP:Iteration 63Q (4081.505821 sec): 3 clusters Score: Raw -1663537.002241 + Penalty 3155.264514 = -1660381.737727 nChanged 74 SP:Iteration 64Q (4081.583993 sec): 3 clusters Score: Raw -1663549.623468 + Penalty 3155.264514 = -1660394.358954 nChanged 72 SP:Iteration 65Q (4081.646346 sec): 3 clusters Score: Raw -1663557.903988 + Penalty 3155.264514 = -1660402.639473 nChanged 67 SP:Iteration 66Q (4081.705659 sec): 3 clusters Score: Raw -1663568.679946 + Penalty 3155.264514 = -1660413.415432 nChanged 74 SP:Iteration 67Q (4081.788635 sec): 3 clusters Score: Raw -1663582.095817 + Penalty 3155.264514 = -1660426.831303 nChanged 75 SP:Iteration 68Q (4081.868203 sec): 3 clusters Score: Raw -1663593.244557 + Penalty 3155.264514 = -1660437.980043 nChanged 64 SP:Iteration 69Q (4081.926495 sec): 3 clusters Score: Raw -1663603.689716 + Penalty 3155.264514 = -1660448.425201 nChanged 80 SP:Iteration 70Q (4081.991578 sec): 3 clusters Score: Raw -1663619.172187 + Penalty 3155.264514 = -1660463.907673 nChanged 96 SP:Iteration 71Q (4082.060013 sec): 3 clusters Score: Raw -1663638.329513 + Penalty 3155.264514 = -1660483.064999 nChanged 89 SP:Iteration 72Q (4082.133753 sec): 3 clusters Score: Raw -1663655.825447 + Penalty 3155.264514 = -1660500.560932 nChanged 97 SP:Iteration 73Q (4082.205197 sec): 3 clusters Score: Raw -1663676.498167 + Penalty 3155.264514 = -1660521.233652 nChanged 109 SP:Iteration 74Q (4082.258324 sec): 3 clusters Score: Raw -1663706.216704 + Penalty 3155.264514 = -1660550.952190 nChanged 126 SP:Iteration 75Q (4082.319577 sec): 3 clusters Score: Raw -1663737.943149 + Penalty 3155.264514 = -1660582.678634 nChanged 145 SP:Iteration 76Q (4082.400859 sec): 3 clusters Score: Raw -1663777.970166 + Penalty 3155.264514 = -1660622.705651 nChanged 142 SP:Iteration 77Q (4082.457749 sec): 3 clusters Score: Raw -1663820.295231 + Penalty 3155.264514 = -1660665.030717 nChanged 140 SP:Iteration 78Q (4082.525418 sec): 3 clusters Score: Raw -1663876.650437 + Penalty 3155.264514 = -1660721.385923 nChanged 158 SP:Iteration 79Q (4082.596378 sec): 3 clusters Score: Raw -1663944.929410 + Penalty 3155.264514 = -1660789.664896 nChanged 177 SP:Iteration 80F (4082.670193 sec): 3 clusters Score: Raw -1664024.771947 + Penalty 3155.264514 = -1660869.507433 nChanged 177 SP:Iteration 81Q (4082.723348 sec): 3 clusters Score: Raw -1664105.229350 + Penalty 3155.264514 = -1660949.964836 nChanged 172 SP:Iteration 82Q (4082.799396 sec): 3 clusters Score: Raw -1664192.589522 + Penalty 3155.264514 = -1661037.325008 nChanged 169 SP:Iteration 83Q (4082.851938 sec): 3 clusters Score: Raw -1664278.387076 + Penalty 3155.264514 = -1661123.122562 nChanged 148 SP:Iteration 84Q (4082.923333 sec): 3 clusters Score: Raw -1664342.718780 + Penalty 3155.264514 = -1661187.454266 nChanged 129 SP:Iteration 85Q (4082.987631 sec): 3 clusters Score: Raw -1664395.478899 + Penalty 3155.264514 = -1661240.214385 nChanged 104 SP:Iteration 86Q (4083.056715 sec): 3 clusters Score: Raw -1664427.884552 + Penalty 3155.264514 = -1661272.620037 nChanged 78 SP:Iteration 87Q (4083.121582 sec): 3 clusters Score: Raw -1664453.353252 + Penalty 3155.264514 = -1661298.088738 nChanged 74 SP:Iteration 88Q (4083.181486 sec): 3 clusters Score: Raw -1664470.143568 + Penalty 3155.264514 = -1661314.879054 nChanged 55 SP:Iteration 89Q (4083.242312 sec): 3 clusters Score: Raw -1664483.625453 + Penalty 3155.264514 = -1661328.360939 nChanged 48 SP:Iteration 90Q (4083.310849 sec): 3 clusters Score: Raw -1664494.046258 + Penalty 3155.264514 = -1661338.781744 nChanged 41 SP:Iteration 91Q (4083.367778 sec): 3 clusters Score: Raw -1664503.038912 + Penalty 3155.264514 = -1661347.774398 nChanged 35 SP:Iteration 92Q (4083.433936 sec): 3 clusters Score: Raw -1664508.832272 + Penalty 3155.264514 = -1661353.567758 nChanged 25 SP:Iteration 93Q (4083.507919 sec): 3 clusters Score: Raw -1664512.911752 + Penalty 3155.264514 = -1661357.647238 nChanged 21 SP:Iteration 94Q (4083.567603 sec): 3 clusters Score: Raw -1664516.082771 + Penalty 3155.264514 = -1661360.818257 nChanged 23 SP:Iteration 95Q (4083.630957 sec): 3 clusters Score: Raw -1664518.985410 + Penalty 3155.264514 = -1661363.720896 nChanged 16 SP:Iteration 96Q (4083.699932 sec): 3 clusters Score: Raw -1664521.919745 + Penalty 3155.264514 = -1661366.655231 nChanged 20 SP:Iteration 97Q (4083.757033 sec): 3 clusters Score: Raw -1664526.597490 + Penalty 3155.264514 = -1661371.332976 nChanged 21 SP:Iteration 98Q (4083.822214 sec): 3 clusters Score: Raw -1664530.267372 + Penalty 3155.264514 = -1661375.002858 nChanged 20 SP:Iteration 99Q (4083.890866 sec): 3 clusters Score: Raw -1664533.554995 + Penalty 3155.264514 = -1661378.290481 nChanged 16 SP:Iteration 100F (4083.964426 sec): 3 clusters Score: Raw -1664535.730114 + Penalty 3155.264514 = -1661380.465600 nChanged 17 SP:Iteration 101Q (4084.023548 sec): 3 clusters Score: Raw -1664538.709510 + Penalty 3155.264514 = -1661383.444996 nChanged 20 SP:Iteration 102Q (4084.094411 sec): 3 clusters Score: Raw -1664541.254236 + Penalty 3155.264514 = -1661385.989721 nChanged 13 SP:Iteration 103Q (4084.171774 sec): 3 clusters Score: Raw -1664542.856388 + Penalty 3155.264514 = -1661387.591874 nChanged 10 SP:Iteration 104Q (4084.229799 sec): 3 clusters Score: Raw -1664544.076386 + Penalty 3155.264514 = -1661388.811871 nChanged 12 SP:Iteration 105Q (4084.293818 sec): 3 clusters Score: Raw -1664545.568173 + Penalty 3155.264514 = -1661390.303659 nChanged 8 SP:Iteration 106Q (4084.355999 sec): 3 clusters Score: Raw -1664546.474882 + Penalty 3155.264514 = -1661391.210368 nChanged 5 SP:Iteration 107Q (4084.425682 sec): 3 clusters Score: Raw -1664547.154502 + Penalty 3155.264514 = -1661391.889988 nChanged 5 SP:Iteration 108Q (4084.495699 sec): 3 clusters Score: Raw -1664548.034557 + Penalty 3155.264514 = -1661392.770043 nChanged 12 SP:Iteration 109Q (4084.549907 sec): 3 clusters Score: Raw -1664549.694573 + Penalty 3155.264514 = -1661394.430059 nChanged 13 SP:Iteration 110Q (4084.613391 sec): 3 clusters Score: Raw -1664551.675464 + Penalty 3155.264514 = -1661396.410950 nChanged 11 SP:Iteration 111Q (4084.680198 sec): 3 clusters Score: Raw -1664553.421983 + Penalty 3155.264514 = -1661398.157469 nChanged 15 SP:Iteration 112Q (4084.755425 sec): 3 clusters Score: Raw -1664555.877196 + Penalty 3155.264514 = -1661400.612682 nChanged 12 SP:Iteration 113Q (4084.818086 sec): 3 clusters Score: Raw -1664557.610365 + Penalty 3155.264514 = -1661402.345851 nChanged 10 SP:Iteration 114Q (4084.879888 sec): 3 clusters Score: Raw -1664558.582255 + Penalty 3155.264514 = -1661403.317740 nChanged 8 SP:Iteration 115Q (4084.951499 sec): 3 clusters Score: Raw -1664559.337822 + Penalty 3155.264514 = -1661404.073308 nChanged 6 SP:Iteration 116Q (4085.014588 sec): 3 clusters Score: Raw -1664560.070590 + Penalty 3155.264514 = -1661404.806076 nChanged 9 SP:Iteration 117Q (4085.079802 sec): 3 clusters Score: Raw -1664561.175769 + Penalty 3155.264514 = -1661405.911255 nChanged 9 SP:Iteration 118Q (4085.147983 sec): 3 clusters Score: Raw -1664562.145644 + Penalty 3155.264514 = -1661406.881130 nChanged 9 SP:Iteration 119Q (4085.193222 sec): 3 clusters Score: Raw -1664563.111177 + Penalty 3155.264514 = -1661407.846662 nChanged 6 SP:Iteration 120F (4085.261542 sec): 3 clusters Score: Raw -1664563.680000 + Penalty 3155.264514 = -1661408.415486 nChanged 3 SP:Iteration 121Q (4085.340610 sec): 3 clusters Score: Raw -1664564.138929 + Penalty 3155.264514 = -1661408.874415 nChanged 4 SP:Iteration 122Q (4085.393987 sec): 3 clusters Score: Raw -1664564.718647 + Penalty 3155.264514 = -1661409.454133 nChanged 3 SP:Iteration 123Q (4085.457675 sec): 3 clusters Score: Raw -1664565.255114 + Penalty 3155.264514 = -1661409.990600 nChanged 5 SP:Iteration 124Q (4085.514144 sec): 3 clusters Score: Raw -1664566.006204 + Penalty 3155.264514 = -1661410.741690 nChanged 3 SP:Iteration 125Q (4085.577289 sec): 3 clusters Score: Raw -1664566.197112 + Penalty 3155.264514 = -1661410.932598 nChanged 5 SP:Iteration 126Q (4085.642888 sec): 3 clusters Score: Raw -1664566.758116 + Penalty 3155.264514 = -1661411.493602 nChanged 6 SP:Iteration 127Q (4085.706518 sec): 3 clusters Score: Raw -1664567.556549 + Penalty 3155.264514 = -1661412.292034 nChanged 8 SP:Iteration 128Q (4085.769085 sec): 3 clusters Score: Raw -1664568.730731 + Penalty 3155.264514 = -1661413.466217 nChanged 11 SP:Iteration 129Q (4085.833100 sec): 3 clusters Score: Raw -1664570.722065 + Penalty 3155.264514 = -1661415.457551 nChanged 8 SP:Iteration 130Q (4085.895990 sec): 3 clusters Score: Raw -1664571.844674 + Penalty 3155.264514 = -1661416.580160 nChanged 9 SP:Iteration 131Q (4085.956903 sec): 3 clusters Score: Raw -1664573.052321 + Penalty 3155.264514 = -1661417.787807 nChanged 11 SP:Iteration 132Q (4086.026395 sec): 3 clusters Score: Raw -1664574.413759 + Penalty 3155.264514 = -1661419.149245 nChanged 5 SP:Iteration 133Q (4086.087087 sec): 3 clusters Score: Raw -1664575.107328 + Penalty 3155.264514 = -1661419.842814 nChanged 5 SP:Iteration 134Q (4086.150527 sec): 3 clusters Score: Raw -1664575.707111 + Penalty 3155.264514 = -1661420.442597 nChanged 3 SP:Iteration 135Q (4086.216559 sec): 3 clusters Score: Raw -1664576.119536 + Penalty 3155.264514 = -1661420.855022 nChanged 4 SP:Iteration 136Q (4086.274777 sec): 3 clusters Score: Raw -1664576.648288 + Penalty 3155.264514 = -1661421.383774 nChanged 1 SP:Iteration 137Q (4086.338765 sec): 3 clusters Score: Raw -1664576.797122 + Penalty 3155.264514 = -1661421.532608 nChanged 0 SP:Iteration 138F (4086.405066 sec): 3 clusters Score: Raw -1664576.797122 + Penalty 3155.264514 = -1661421.532608 nChanged 0 Trying to split cluster 3 (8519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4086.440549 sec): 2 clusters Score: Raw -854866.813191 + Penalty 1470.633814 = -853396.179377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4086.486687 sec): 3 clusters Score: Raw -850110.569662 + Penalty 2941.267629 = -847169.302033 nChanged 3626 SP:Iteration 1F (4086.552675 sec): 3 clusters Score: Raw -852095.531093 + Penalty 2941.267629 = -849154.263465 nChanged 587 SP:Iteration 2F (4086.608042 sec): 3 clusters Score: Raw -852429.210204 + Penalty 2941.267629 = -849487.942576 nChanged 529 SP:Iteration 3F (4086.653935 sec): 3 clusters Score: Raw -852733.387245 + Penalty 2941.267629 = -849792.119616 nChanged 458 SP:Iteration 4F (4086.708473 sec): 3 clusters Score: Raw -852964.022432 + Penalty 2941.267629 = -850022.754804 nChanged 429 SP:Iteration 5F (4086.732965 sec): 3 clusters Score: Raw -853171.138075 + Penalty 2941.267629 = -850229.870446 nChanged 370 SP:Iteration 6Q (4086.796825 sec): 3 clusters Score: Raw -853342.401445 + Penalty 2941.267629 = -850401.133816 nChanged 313 SP:Iteration 7Q (4086.859502 sec): 3 clusters Score: Raw -853490.961405 + Penalty 2941.267629 = -850549.693776 nChanged 311 SP:Iteration 8Q (4086.899833 sec): 3 clusters Score: Raw -853621.626410 + Penalty 2941.267629 = -850680.358781 nChanged 270 SP:Iteration 9Q (4086.952571 sec): 3 clusters Score: Raw -853722.809211 + Penalty 2941.267629 = -850781.541582 nChanged 249 SP:Iteration 10Q (4087.002545 sec): 3 clusters Score: Raw -853802.384834 + Penalty 2941.267629 = -850861.117205 nChanged 204 SP:Iteration 11Q (4087.063304 sec): 3 clusters Score: Raw -853857.278047 + Penalty 2941.267629 = -850916.010419 nChanged 164 SP:Iteration 12Q (4087.121865 sec): 3 clusters Score: Raw -853901.321996 + Penalty 2941.267629 = -850960.054368 nChanged 125 SP:Iteration 13Q (4087.184348 sec): 3 clusters Score: Raw -853934.519507 + Penalty 2941.267629 = -850993.251878 nChanged 109 SP:Iteration 14Q (4087.228817 sec): 3 clusters Score: Raw -853964.032525 + Penalty 2941.267629 = -851022.764897 nChanged 101 SP:Iteration 15Q (4087.291805 sec): 3 clusters Score: Raw -853986.739268 + Penalty 2941.267629 = -851045.471639 nChanged 84 SP:Iteration 16Q (4087.357984 sec): 3 clusters Score: Raw -854006.207052 + Penalty 2941.267629 = -851064.939423 nChanged 68 SP:Iteration 17Q (4087.409926 sec): 3 clusters Score: Raw -854019.499713 + Penalty 2941.267629 = -851078.232084 nChanged 62 SP:Iteration 18Q (4087.467181 sec): 3 clusters Score: Raw -854031.996137 + Penalty 2941.267629 = -851090.728508 nChanged 60 SP:Iteration 19Q (4087.525646 sec): 3 clusters Score: Raw -854044.184923 + Penalty 2941.267629 = -851102.917294 nChanged 54 SP:Iteration 20F (4087.585377 sec): 3 clusters Score: Raw -854054.897732 + Penalty 2941.267629 = -851113.630103 nChanged 48 SP:Iteration 21Q (4087.642568 sec): 3 clusters Score: Raw -854064.011097 + Penalty 2941.267629 = -851122.743469 nChanged 50 SP:Iteration 22Q (4087.687055 sec): 3 clusters Score: Raw -854072.807850 + Penalty 2941.267629 = -851131.540221 nChanged 47 SP:Iteration 23Q (4087.733133 sec): 3 clusters Score: Raw -854081.347366 + Penalty 2941.267629 = -851140.079738 nChanged 41 SP:Iteration 24Q (4087.794770 sec): 3 clusters Score: Raw -854088.004198 + Penalty 2941.267629 = -851146.736569 nChanged 41 SP:Iteration 25Q (4087.849059 sec): 3 clusters Score: Raw -854094.339608 + Penalty 2941.267629 = -851153.071979 nChanged 43 SP:Iteration 26Q (4087.904960 sec): 3 clusters Score: Raw -854102.822085 + Penalty 2941.267629 = -851161.554456 nChanged 45 SP:Iteration 27Q (4087.948275 sec): 3 clusters Score: Raw -854109.711750 + Penalty 2941.267629 = -851168.444121 nChanged 40 SP:Iteration 28Q (4088.002882 sec): 3 clusters Score: Raw -854116.200386 + Penalty 2941.267629 = -851174.932757 nChanged 28 SP:Iteration 29Q (4088.053379 sec): 3 clusters Score: Raw -854121.171249 + Penalty 2941.267629 = -851179.903620 nChanged 32 SP:Iteration 30Q (4088.106714 sec): 3 clusters Score: Raw -854126.796987 + Penalty 2941.267629 = -851185.529359 nChanged 31 SP:Iteration 31Q (4088.161040 sec): 3 clusters Score: Raw -854131.430769 + Penalty 2941.267629 = -851190.163140 nChanged 22 SP:Iteration 32Q (4088.208746 sec): 3 clusters Score: Raw -854135.035054 + Penalty 2941.267629 = -851193.767426 nChanged 20 SP:Iteration 33Q (4088.272308 sec): 3 clusters Score: Raw -854137.099337 + Penalty 2941.267629 = -851195.831708 nChanged 11 SP:Iteration 34Q (4088.331130 sec): 3 clusters Score: Raw -854138.465247 + Penalty 2941.267629 = -851197.197618 nChanged 13 SP:Iteration 35Q (4088.382905 sec): 3 clusters Score: Raw -854139.743937 + Penalty 2941.267629 = -851198.476309 nChanged 8 SP:Iteration 36Q (4088.441225 sec): 3 clusters Score: Raw -854140.701595 + Penalty 2941.267629 = -851199.433967 nChanged 9 SP:Iteration 37Q (4088.480233 sec): 3 clusters Score: Raw -854141.904706 + Penalty 2941.267629 = -851200.637077 nChanged 12 SP:Iteration 38Q (4088.546570 sec): 3 clusters Score: Raw -854143.400233 + Penalty 2941.267629 = -851202.132605 nChanged 8 SP:Iteration 39Q (4088.600784 sec): 3 clusters Score: Raw -854144.596810 + Penalty 2941.267629 = -851203.329181 nChanged 10 SP:Iteration 40F (4088.660832 sec): 3 clusters Score: Raw -854145.931034 + Penalty 2941.267629 = -851204.663405 nChanged 8 SP:Iteration 41Q (4088.717422 sec): 3 clusters Score: Raw -854146.903802 + Penalty 2941.267629 = -851205.636173 nChanged 12 SP:Iteration 42Q (4088.770865 sec): 3 clusters Score: Raw -854148.042190 + Penalty 2941.267629 = -851206.774561 nChanged 6 SP:Iteration 43Q (4088.833308 sec): 3 clusters Score: Raw -854148.750368 + Penalty 2941.267629 = -851207.482739 nChanged 6 SP:Iteration 44Q (4088.884338 sec): 3 clusters Score: Raw -854149.318346 + Penalty 2941.267629 = -851208.050717 nChanged 6 SP:Iteration 45Q (4088.949412 sec): 3 clusters Score: Raw -854149.969734 + Penalty 2941.267629 = -851208.702105 nChanged 6 SP:Iteration 46Q (4088.993320 sec): 3 clusters Score: Raw -854150.584189 + Penalty 2941.267629 = -851209.316561 nChanged 6 SP:Iteration 47Q (4089.052736 sec): 3 clusters Score: Raw -854151.995299 + Penalty 2941.267629 = -851210.727670 nChanged 6 SP:Iteration 48Q (4089.114349 sec): 3 clusters Score: Raw -854152.524895 + Penalty 2941.267629 = -851211.257266 nChanged 7 SP:Iteration 49Q (4089.180023 sec): 3 clusters Score: Raw -854153.583594 + Penalty 2941.267629 = -851212.315966 nChanged 7 SP:Iteration 50Q (4089.221576 sec): 3 clusters Score: Raw -854154.458359 + Penalty 2941.267629 = -851213.190730 nChanged 2 SP:Iteration 51Q (4089.275464 sec): 3 clusters Score: Raw -854154.601045 + Penalty 2941.267629 = -851213.333416 nChanged 1 SP:Iteration 52Q (4089.333897 sec): 3 clusters Score: Raw -854154.646092 + Penalty 2941.267629 = -851213.378463 nChanged 1 SP:Iteration 53Q (4089.391388 sec): 3 clusters Score: Raw -854154.683941 + Penalty 2941.267629 = -851213.416313 nChanged 1 SP:Iteration 54Q (4089.451564 sec): 3 clusters Score: Raw -854154.730776 + Penalty 2941.267629 = -851213.463148 nChanged 0 SP:Iteration 55F (4089.506674 sec): 3 clusters Score: Raw -854154.730776 + Penalty 2941.267629 = -851213.463148 nChanged 0 Trying to split cluster 4 (1157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4089.530778 sec): 2 clusters Score: Raw -125211.812384 + Penalty 1146.207681 = -124065.604703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4089.571740 sec): 3 clusters Score: Raw -124811.609020 + Penalty 2292.415361 = -122519.193658 nChanged 375 SP:Iteration 1F (4089.620797 sec): 3 clusters Score: Raw -125190.813366 + Penalty 2292.415361 = -122898.398005 nChanged 100 SP:Iteration 2F (4089.668249 sec): 3 clusters Score: Raw -125323.476368 + Penalty 2292.415361 = -123031.061006 nChanged 55 SP:Iteration 3Q (4089.706639 sec): 3 clusters Score: Raw -125399.352918 + Penalty 2292.415361 = -123106.937557 nChanged 35 SP:Iteration 4Q (4089.751804 sec): 3 clusters Score: Raw -125437.348630 + Penalty 2292.415361 = -123144.933268 nChanged 26 SP:Iteration 5Q (4089.790506 sec): 3 clusters Score: Raw -125461.151383 + Penalty 2292.415361 = -123168.736021 nChanged 13 SP:Iteration 6Q (4089.840215 sec): 3 clusters Score: Raw -125471.915293 + Penalty 2292.415361 = -123179.499932 nChanged 9 SP:Iteration 7Q (4089.872484 sec): 3 clusters Score: Raw -125480.622700 + Penalty 2292.415361 = -123188.207338 nChanged 7 SP:Iteration 8Q (4089.905829 sec): 3 clusters Score: Raw -125489.103633 + Penalty 2292.415361 = -123196.688271 nChanged 6 SP:Iteration 9Q (4089.941043 sec): 3 clusters Score: Raw -125492.455966 + Penalty 2292.415361 = -123200.040605 nChanged 7 SP:Iteration 10Q (4089.966733 sec): 3 clusters Score: Raw -125498.151756 + Penalty 2292.415361 = -123205.736395 nChanged 5 SP:Iteration 11Q (4090.001630 sec): 3 clusters Score: Raw -125501.419096 + Penalty 2292.415361 = -123209.003735 nChanged 4 SP:Iteration 12Q (4090.008090 sec): 3 clusters Score: Raw -125504.619819 + Penalty 2292.415361 = -123212.204457 nChanged 0 SP:Iteration 13F (4090.014136 sec): 3 clusters Score: Raw -125504.619819 + Penalty 2292.415361 = -123212.204457 nChanged 0 Trying to split cluster 5 (34941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4090.083505 sec): 2 clusters Score: Raw -3649415.049951 + Penalty 1699.980133 = -3647715.069817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4090.184843 sec): 3 clusters Score: Raw -3627757.750228 + Penalty 3399.960266 = -3624357.789961 nChanged 16198 SP:Iteration 1F (4090.275732 sec): 3 clusters Score: Raw -3636805.154530 + Penalty 3399.960266 = -3633405.194263 nChanged 1507 SP:Iteration 2Q (4090.385966 sec): 3 clusters Score: Raw -3637305.833978 + Penalty 3399.960266 = -3633905.873712 nChanged 1517 SP:Iteration 3Q (4090.485271 sec): 3 clusters Score: Raw -3637871.452492 + Penalty 3399.960266 = -3634471.492226 nChanged 1565 SP:Iteration 4Q (4090.589378 sec): 3 clusters Score: Raw -3638504.488650 + Penalty 3399.960266 = -3635104.528384 nChanged 1608 SP:Iteration 5Q (4090.692074 sec): 3 clusters Score: Raw -3639276.035991 + Penalty 3399.960266 = -3635876.075724 nChanged 1763 SP:Iteration 6F (4090.803845 sec): 3 clusters Score: Raw -3640280.999984 + Penalty 3399.960266 = -3636881.039718 nChanged 1931 SP:Iteration 7F (4090.902907 sec): 3 clusters Score: Raw -3641558.530536 + Penalty 3399.960266 = -3638158.570269 nChanged 2104 SP:Iteration 8F (4091.018954 sec): 3 clusters Score: Raw -3643101.244770 + Penalty 3399.960266 = -3639701.284503 nChanged 2110 SP:Iteration 9F (4091.120838 sec): 3 clusters Score: Raw -3644761.052654 + Penalty 3399.960266 = -3641361.092388 nChanged 1832 SP:Iteration 10F (4091.235199 sec): 3 clusters Score: Raw -3646230.851254 + Penalty 3399.960266 = -3642830.890988 nChanged 1470 SP:Iteration 11Q (4091.330695 sec): 3 clusters Score: Raw -3647433.336041 + Penalty 3399.960266 = -3644033.375775 nChanged 1047 SP:Iteration 12Q (4091.421184 sec): 3 clusters Score: Raw -3648258.778423 + Penalty 3399.960266 = -3644858.818157 nChanged 699 SP:Iteration 13Q (4091.526489 sec): 3 clusters Score: Raw -3648783.031701 + Penalty 3399.960266 = -3645383.071435 nChanged 454 SP:Iteration 14Q (4091.614419 sec): 3 clusters Score: Raw -3649124.849902 + Penalty 3399.960266 = -3645724.889635 nChanged 296 SP:Iteration 15Q (4091.709720 sec): 3 clusters Score: Raw -3649337.562954 + Penalty 3399.960266 = -3645937.602688 nChanged 170 SP:Iteration 16Q (4091.798553 sec): 3 clusters Score: Raw -3649453.376103 + Penalty 3399.960266 = -3646053.415837 nChanged 113 SP:Iteration 17Q (4091.892377 sec): 3 clusters Score: Raw -3649532.193679 + Penalty 3399.960266 = -3646132.233413 nChanged 91 SP:Iteration 18Q (4091.984236 sec): 3 clusters Score: Raw -3649597.710663 + Penalty 3399.960266 = -3646197.750397 nChanged 51 SP:Iteration 19Q (4092.076311 sec): 3 clusters Score: Raw -3649628.856913 + Penalty 3399.960266 = -3646228.896647 nChanged 28 SP:Iteration 20F (4092.170568 sec): 3 clusters Score: Raw -3649647.481576 + Penalty 3399.960266 = -3646247.521310 nChanged 27 SP:Iteration 21Q (4092.265174 sec): 3 clusters Score: Raw -3649661.107936 + Penalty 3399.960266 = -3646261.147669 nChanged 19 SP:Iteration 22Q (4092.350242 sec): 3 clusters Score: Raw -3649672.737613 + Penalty 3399.960266 = -3646272.777347 nChanged 19 SP:Iteration 23Q (4092.446271 sec): 3 clusters Score: Raw -3649686.550961 + Penalty 3399.960266 = -3646286.590695 nChanged 20 SP:Iteration 24Q (4092.527546 sec): 3 clusters Score: Raw -3649695.734349 + Penalty 3399.960266 = -3646295.774083 nChanged 6 SP:Iteration 25Q (4092.615310 sec): 3 clusters Score: Raw -3649699.101072 + Penalty 3399.960266 = -3646299.140806 nChanged 3 SP:Iteration 26Q (4092.697210 sec): 3 clusters Score: Raw -3649700.638091 + Penalty 3399.960266 = -3646300.677825 nChanged 6 SP:Iteration 27Q (4092.789892 sec): 3 clusters Score: Raw -3649703.886790 + Penalty 3399.960266 = -3646303.926524 nChanged 10 SP:Iteration 28Q (4092.881094 sec): 3 clusters Score: Raw -3649709.813779 + Penalty 3399.960266 = -3646309.853513 nChanged 6 SP:Iteration 29Q (4092.959390 sec): 3 clusters Score: Raw -3649713.616022 + Penalty 3399.960266 = -3646313.655756 nChanged 11 SP:Iteration 30Q (4093.051154 sec): 3 clusters Score: Raw -3649721.376894 + Penalty 3399.960266 = -3646321.416628 nChanged 12 SP:Iteration 31Q (4093.129856 sec): 3 clusters Score: Raw -3649732.920880 + Penalty 3399.960266 = -3646332.960614 nChanged 8 SP:Iteration 32Q (4093.217286 sec): 3 clusters Score: Raw -3649740.285800 + Penalty 3399.960266 = -3646340.325534 nChanged 16 SP:Iteration 33Q (4093.304418 sec): 3 clusters Score: Raw -3649751.096873 + Penalty 3399.960266 = -3646351.136606 nChanged 10 SP:Iteration 34Q (4093.395231 sec): 3 clusters Score: Raw -3649757.201444 + Penalty 3399.960266 = -3646357.241178 nChanged 12 SP:Iteration 35Q (4093.478150 sec): 3 clusters Score: Raw -3649764.311954 + Penalty 3399.960266 = -3646364.351688 nChanged 10 SP:Iteration 36Q (4093.570170 sec): 3 clusters Score: Raw -3649770.220112 + Penalty 3399.960266 = -3646370.259845 nChanged 4 SP:Iteration 37Q (4093.652989 sec): 3 clusters Score: Raw -3649772.853189 + Penalty 3399.960266 = -3646372.892923 nChanged 4 SP:Iteration 38Q (4093.750226 sec): 3 clusters Score: Raw -3649774.511225 + Penalty 3399.960266 = -3646374.550958 nChanged 3 SP:Iteration 39Q (4093.823940 sec): 3 clusters Score: Raw -3649775.980718 + Penalty 3399.960266 = -3646376.020452 nChanged 1 SP:Iteration 40F (4093.913933 sec): 3 clusters Score: Raw -3649776.192140 + Penalty 3399.960266 = -3646376.231874 nChanged 1 SP:Iteration 41Q (4093.983944 sec): 3 clusters Score: Raw -3649777.073141 + Penalty 3399.960266 = -3646377.112875 nChanged 0 SP:Iteration 42F (4094.073502 sec): 3 clusters Score: Raw -3649777.073141 + Penalty 3399.960266 = -3646377.112875 nChanged 0 Trying to split cluster 6 (10565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4094.117943 sec): 2 clusters Score: Raw -1124295.774322 + Penalty 1505.611564 = -1122790.162759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4094.157322 sec): 3 clusters Score: Raw -1118297.041174 + Penalty 3011.223127 = -1115285.818046 nChanged 4585 SP:Iteration 1F (4094.212478 sec): 3 clusters Score: Raw -1120795.971645 + Penalty 3011.223127 = -1117784.748518 nChanged 733 SP:Iteration 2F (4094.270151 sec): 3 clusters Score: Raw -1121132.822220 + Penalty 3011.223127 = -1118121.599092 nChanged 606 SP:Iteration 3F (4094.327549 sec): 3 clusters Score: Raw -1121440.685477 + Penalty 3011.223127 = -1118429.462350 nChanged 583 SP:Iteration 4F (4094.386499 sec): 3 clusters Score: Raw -1121760.323790 + Penalty 3011.223127 = -1118749.100663 nChanged 539 SP:Iteration 5F (4094.426701 sec): 3 clusters Score: Raw -1122065.297089 + Penalty 3011.223127 = -1119054.073962 nChanged 543 SP:Iteration 6F (4094.481199 sec): 3 clusters Score: Raw -1122389.767038 + Penalty 3011.223127 = -1119378.543910 nChanged 519 SP:Iteration 7Q (4094.544286 sec): 3 clusters Score: Raw -1122707.435278 + Penalty 3011.223127 = -1119696.212151 nChanged 474 SP:Iteration 8Q (4094.605552 sec): 3 clusters Score: Raw -1123016.724585 + Penalty 3011.223127 = -1120005.501458 nChanged 436 SP:Iteration 9Q (4094.678386 sec): 3 clusters Score: Raw -1123337.907800 + Penalty 3011.223127 = -1120326.684672 nChanged 421 SP:Iteration 10Q (4094.727294 sec): 3 clusters Score: Raw -1123662.036361 + Penalty 3011.223127 = -1120650.813234 nChanged 303 SP:Iteration 11Q (4094.781903 sec): 3 clusters Score: Raw -1123875.704084 + Penalty 3011.223127 = -1120864.480956 nChanged 243 SP:Iteration 12Q (4094.836787 sec): 3 clusters Score: Raw -1124056.769780 + Penalty 3011.223127 = -1121045.546653 nChanged 202 SP:Iteration 13Q (4094.904234 sec): 3 clusters Score: Raw -1124187.422961 + Penalty 3011.223127 = -1121176.199834 nChanged 157 SP:Iteration 14Q (4094.955511 sec): 3 clusters Score: Raw -1124289.367751 + Penalty 3011.223127 = -1121278.144624 nChanged 123 SP:Iteration 15Q (4095.004204 sec): 3 clusters Score: Raw -1124380.661653 + Penalty 3011.223127 = -1121369.438526 nChanged 106 SP:Iteration 16Q (4095.060917 sec): 3 clusters Score: Raw -1124451.986097 + Penalty 3011.223127 = -1121440.762969 nChanged 76 SP:Iteration 17Q (4095.102121 sec): 3 clusters Score: Raw -1124490.769180 + Penalty 3011.223127 = -1121479.546053 nChanged 56 SP:Iteration 18Q (4095.157634 sec): 3 clusters Score: Raw -1124523.138619 + Penalty 3011.223127 = -1121511.915492 nChanged 47 SP:Iteration 19Q (4095.209572 sec): 3 clusters Score: Raw -1124552.490673 + Penalty 3011.223127 = -1121541.267546 nChanged 48 SP:Iteration 20F (4095.269280 sec): 3 clusters Score: Raw -1124578.005405 + Penalty 3011.223127 = -1121566.782277 nChanged 35 SP:Iteration 21Q (4095.323982 sec): 3 clusters Score: Raw -1124598.952027 + Penalty 3011.223127 = -1121587.728900 nChanged 30 SP:Iteration 22Q (4095.370934 sec): 3 clusters Score: Raw -1124618.162583 + Penalty 3011.223127 = -1121606.939456 nChanged 29 SP:Iteration 23Q (4095.414832 sec): 3 clusters Score: Raw -1124633.034363 + Penalty 3011.223127 = -1121621.811236 nChanged 24 SP:Iteration 24Q (4095.477345 sec): 3 clusters Score: Raw -1124645.318069 + Penalty 3011.223127 = -1121634.094942 nChanged 16 SP:Iteration 25Q (4095.539379 sec): 3 clusters Score: Raw -1124652.779740 + Penalty 3011.223127 = -1121641.556612 nChanged 16 SP:Iteration 26Q (4095.586674 sec): 3 clusters Score: Raw -1124658.167679 + Penalty 3011.223127 = -1121646.944552 nChanged 14 SP:Iteration 27Q (4095.639382 sec): 3 clusters Score: Raw -1124664.259123 + Penalty 3011.223127 = -1121653.035996 nChanged 11 SP:Iteration 28Q (4095.698266 sec): 3 clusters Score: Raw -1124669.863288 + Penalty 3011.223127 = -1121658.640161 nChanged 8 SP:Iteration 29Q (4095.753834 sec): 3 clusters Score: Raw -1124673.128844 + Penalty 3011.223127 = -1121661.905717 nChanged 5 SP:Iteration 30Q (4095.811404 sec): 3 clusters Score: Raw -1124675.134273 + Penalty 3011.223127 = -1121663.911145 nChanged 4 SP:Iteration 31Q (4095.855744 sec): 3 clusters Score: Raw -1124676.700176 + Penalty 3011.223127 = -1121665.477049 nChanged 7 SP:Iteration 32Q (4095.917964 sec): 3 clusters Score: Raw -1124679.754970 + Penalty 3011.223127 = -1121668.531843 nChanged 8 SP:Iteration 33Q (4095.965119 sec): 3 clusters Score: Raw -1124683.550015 + Penalty 3011.223127 = -1121672.326888 nChanged 5 SP:Iteration 34Q (4096.012820 sec): 3 clusters Score: Raw -1124686.497171 + Penalty 3011.223127 = -1121675.274043 nChanged 11 SP:Iteration 35Q (4096.065189 sec): 3 clusters Score: Raw -1124694.813540 + Penalty 3011.223127 = -1121683.590413 nChanged 9 SP:Iteration 36Q (4096.127662 sec): 3 clusters Score: Raw -1124699.984691 + Penalty 3011.223127 = -1121688.761564 nChanged 6 SP:Iteration 37Q (4096.178570 sec): 3 clusters Score: Raw -1124702.780313 + Penalty 3011.223127 = -1121691.557186 nChanged 7 SP:Iteration 38Q (4096.230801 sec): 3 clusters Score: Raw -1124705.453081 + Penalty 3011.223127 = -1121694.229954 nChanged 2 SP:Iteration 39Q (4096.282232 sec): 3 clusters Score: Raw -1124706.598696 + Penalty 3011.223127 = -1121695.375568 nChanged 5 SP:Iteration 40F (4096.355474 sec): 3 clusters Score: Raw -1124709.779604 + Penalty 3011.223127 = -1121698.556476 nChanged 9 SP:Iteration 41Q (4096.411682 sec): 3 clusters Score: Raw -1124713.788581 + Penalty 3011.223127 = -1121702.565454 nChanged 12 SP:Iteration 42Q (4096.461533 sec): 3 clusters Score: Raw -1124718.923885 + Penalty 3011.223127 = -1121707.700758 nChanged 9 SP:Iteration 43Q (4096.510230 sec): 3 clusters Score: Raw -1124722.904131 + Penalty 3011.223127 = -1121711.681004 nChanged 10 SP:Iteration 44Q (4096.557546 sec): 3 clusters Score: Raw -1124727.739266 + Penalty 3011.223127 = -1121716.516139 nChanged 11 SP:Iteration 45Q (4096.620018 sec): 3 clusters Score: Raw -1124732.248523 + Penalty 3011.223127 = -1121721.025396 nChanged 8 SP:Iteration 46Q (4096.670408 sec): 3 clusters Score: Raw -1124737.024482 + Penalty 3011.223127 = -1121725.801355 nChanged 7 SP:Iteration 47Q (4096.716838 sec): 3 clusters Score: Raw -1124741.335448 + Penalty 3011.223127 = -1121730.112321 nChanged 5 SP:Iteration 48Q (4096.776740 sec): 3 clusters Score: Raw -1124743.204246 + Penalty 3011.223127 = -1121731.981119 nChanged 6 SP:Iteration 49Q (4096.829192 sec): 3 clusters Score: Raw -1124744.902766 + Penalty 3011.223127 = -1121733.679639 nChanged 2 SP:Iteration 50Q (4096.875907 sec): 3 clusters Score: Raw -1124745.260786 + Penalty 3011.223127 = -1121734.037659 nChanged 0 SP:Iteration 51F (4096.925951 sec): 3 clusters Score: Raw -1124745.260786 + Penalty 3011.223127 = -1121734.037659 nChanged 0 Trying to split cluster 7 (10777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4096.955040 sec): 2 clusters Score: Raw -1137064.066526 + Penalty 1508.840046 = -1135555.226480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4097.023373 sec): 3 clusters Score: Raw -1130990.448232 + Penalty 3017.680092 = -1127972.768140 nChanged 4622 SP:Iteration 1F (4097.074244 sec): 3 clusters Score: Raw -1133438.558502 + Penalty 3017.680092 = -1130420.878411 nChanged 653 SP:Iteration 2F (4097.131098 sec): 3 clusters Score: Raw -1133761.576503 + Penalty 3017.680092 = -1130743.896411 nChanged 579 SP:Iteration 3F (4097.194370 sec): 3 clusters Score: Raw -1134050.989845 + Penalty 3017.680092 = -1131033.309753 nChanged 530 SP:Iteration 4Q (4097.266846 sec): 3 clusters Score: Raw -1134322.998573 + Penalty 3017.680092 = -1131305.318481 nChanged 516 SP:Iteration 5Q (4097.315998 sec): 3 clusters Score: Raw -1134592.379538 + Penalty 3017.680092 = -1131574.699447 nChanged 502 SP:Iteration 6Q (4097.369314 sec): 3 clusters Score: Raw -1134861.228154 + Penalty 3017.680092 = -1131843.548063 nChanged 499 SP:Iteration 7Q (4097.433471 sec): 3 clusters Score: Raw -1135149.648244 + Penalty 3017.680092 = -1132131.968152 nChanged 457 SP:Iteration 8Q (4097.489170 sec): 3 clusters Score: Raw -1135413.701094 + Penalty 3017.680092 = -1132396.021002 nChanged 456 SP:Iteration 9Q (4097.540645 sec): 3 clusters Score: Raw -1135682.063780 + Penalty 3017.680092 = -1132664.383689 nChanged 439 SP:Iteration 10Q (4097.591557 sec): 3 clusters Score: Raw -1135949.003422 + Penalty 3017.680092 = -1132931.323331 nChanged 392 SP:Iteration 11Q (4097.655036 sec): 3 clusters Score: Raw -1136191.787486 + Penalty 3017.680092 = -1133174.107395 nChanged 322 SP:Iteration 12Q (4097.719561 sec): 3 clusters Score: Raw -1136403.194868 + Penalty 3017.680092 = -1133385.514777 nChanged 310 SP:Iteration 13Q (4097.768699 sec): 3 clusters Score: Raw -1136611.515974 + Penalty 3017.680092 = -1133593.835883 nChanged 299 SP:Iteration 14Q (4097.830351 sec): 3 clusters Score: Raw -1136820.846593 + Penalty 3017.680092 = -1133803.166501 nChanged 274 SP:Iteration 15Q (4097.887697 sec): 3 clusters Score: Raw -1137065.561333 + Penalty 3017.680092 = -1134047.881241 nChanged 271 SP:Iteration 16Q (4097.944218 sec): 3 clusters Score: Raw -1137343.538668 + Penalty 3017.680092 = -1134325.858576 nChanged 283 SP:Iteration 17Q (4098.010723 sec): 3 clusters Score: Raw -1137628.551033 + Penalty 3017.680092 = -1134610.870941 nChanged 268 SP:Iteration 18Q (4098.071151 sec): 3 clusters Score: Raw -1137895.984667 + Penalty 3017.680092 = -1134878.304575 nChanged 241 SP:Iteration 19Q (4098.114402 sec): 3 clusters Score: Raw -1138088.595065 + Penalty 3017.680092 = -1135070.914974 nChanged 189 SP:Iteration 20F (4098.176218 sec): 3 clusters Score: Raw -1138209.683123 + Penalty 3017.680092 = -1135192.003031 nChanged 186 SP:Iteration 21Q (4098.238311 sec): 3 clusters Score: Raw -1138329.449166 + Penalty 3017.680092 = -1135311.769074 nChanged 152 SP:Iteration 22Q (4098.304290 sec): 3 clusters Score: Raw -1138412.577257 + Penalty 3017.680092 = -1135394.897166 nChanged 122 SP:Iteration 23Q (4098.342315 sec): 3 clusters Score: Raw -1138469.760622 + Penalty 3017.680092 = -1135452.080530 nChanged 97 SP:Iteration 24Q (4098.395448 sec): 3 clusters Score: Raw -1138502.486659 + Penalty 3017.680092 = -1135484.806567 nChanged 73 SP:Iteration 25Q (4098.443024 sec): 3 clusters Score: Raw -1138522.053450 + Penalty 3017.680092 = -1135504.373358 nChanged 53 SP:Iteration 26Q (4098.503180 sec): 3 clusters Score: Raw -1138532.856428 + Penalty 3017.680092 = -1135515.176336 nChanged 34 SP:Iteration 27Q (4098.561710 sec): 3 clusters Score: Raw -1138541.207885 + Penalty 3017.680092 = -1135523.527793 nChanged 33 SP:Iteration 28Q (4098.615377 sec): 3 clusters Score: Raw -1138549.001204 + Penalty 3017.680092 = -1135531.321113 nChanged 24 SP:Iteration 29Q (4098.671471 sec): 3 clusters Score: Raw -1138553.946949 + Penalty 3017.680092 = -1135536.266857 nChanged 19 SP:Iteration 30Q (4098.726149 sec): 3 clusters Score: Raw -1138558.326579 + Penalty 3017.680092 = -1135540.646488 nChanged 22 SP:Iteration 31Q (4098.777333 sec): 3 clusters Score: Raw -1138562.319942 + Penalty 3017.680092 = -1135544.639850 nChanged 16 SP:Iteration 32Q (4098.826404 sec): 3 clusters Score: Raw -1138565.840235 + Penalty 3017.680092 = -1135548.160144 nChanged 19 SP:Iteration 33Q (4098.875275 sec): 3 clusters Score: Raw -1138568.622286 + Penalty 3017.680092 = -1135550.942194 nChanged 18 SP:Iteration 34Q (4098.942161 sec): 3 clusters Score: Raw -1138571.290524 + Penalty 3017.680092 = -1135553.610432 nChanged 11 SP:Iteration 35Q (4099.001878 sec): 3 clusters Score: Raw -1138573.099319 + Penalty 3017.680092 = -1135555.419227 nChanged 11 SP:Iteration 36Q (4099.058078 sec): 3 clusters Score: Raw -1138574.639726 + Penalty 3017.680092 = -1135556.959634 nChanged 8 SP:Iteration 37Q (4099.116831 sec): 3 clusters Score: Raw -1138575.178924 + Penalty 3017.680092 = -1135557.498832 nChanged 5 SP:Iteration 38Q (4099.162673 sec): 3 clusters Score: Raw -1138575.523021 + Penalty 3017.680092 = -1135557.842929 nChanged 1 SP:Iteration 39Q (4099.220272 sec): 3 clusters Score: Raw -1138575.570757 + Penalty 3017.680092 = -1135557.890666 nChanged 1 SP:Iteration 40F (4099.286182 sec): 3 clusters Score: Raw -1138575.629504 + Penalty 3017.680092 = -1135557.949412 nChanged 1 SP:Iteration 41Q (4099.339094 sec): 3 clusters Score: Raw -1138575.655334 + Penalty 3017.680092 = -1135557.975243 nChanged 1 SP:Iteration 42Q (4099.394621 sec): 3 clusters Score: Raw -1138575.696782 + Penalty 3017.680092 = -1135558.016690 nChanged 2 SP:Iteration 43Q (4099.458268 sec): 3 clusters Score: Raw -1138575.868275 + Penalty 3017.680092 = -1135558.188184 nChanged 1 SP:Iteration 44Q (4099.514616 sec): 3 clusters Score: Raw -1138575.920826 + Penalty 3017.680092 = -1135558.240735 nChanged 1 SP:Iteration 45Q (4099.570712 sec): 3 clusters Score: Raw -1138575.974091 + Penalty 3017.680092 = -1135558.294000 nChanged 0 SP:Iteration 46F (4099.618780 sec): 3 clusters Score: Raw -1138575.974091 + Penalty 3017.680092 = -1135558.294000 nChanged 0 Score: Raw -50089288.960024 + Penalty 97976.798046 = -49991312.161977 Splitting cluster 7 changes total score from -49991930.184804 to -49991312.161977 So it's not getting split. Trying to split cluster 8 (25039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4114.032268 sec): 2 clusters Score: Raw -2593030.281893 + Penalty 1645.830857 = -2591384.451036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4114.088625 sec): 3 clusters Score: Raw -2577672.907221 + Penalty 3291.661714 = -2574381.245507 nChanged 11503 SP:Iteration 1F (4114.177406 sec): 3 clusters Score: Raw -2583956.008492 + Penalty 3291.661714 = -2580664.346778 nChanged 1297 SP:Iteration 2F (4114.258329 sec): 3 clusters Score: Raw -2584463.273076 + Penalty 3291.661714 = -2581171.611363 nChanged 1313 SP:Iteration 3F (4114.347379 sec): 3 clusters Score: Raw -2585081.543838 + Penalty 3291.661714 = -2581789.882125 nChanged 1371 SP:Iteration 4F (4114.397683 sec): 3 clusters Score: Raw -2585861.029018 + Penalty 3291.661714 = -2582569.367305 nChanged 1464 SP:Iteration 5F (4114.488951 sec): 3 clusters Score: Raw -2586778.412638 + Penalty 3291.661714 = -2583486.750924 nChanged 1535 SP:Iteration 6F (4114.567742 sec): 3 clusters Score: Raw -2587836.767748 + Penalty 3291.661714 = -2584545.106035 nChanged 1517 SP:Iteration 7F (4114.659453 sec): 3 clusters Score: Raw -2589006.577407 + Penalty 3291.661714 = -2585714.915693 nChanged 1343 SP:Iteration 8F (4114.735771 sec): 3 clusters Score: Raw -2590012.361882 + Penalty 3291.661714 = -2586720.700169 nChanged 1056 SP:Iteration 9Q (4114.819570 sec): 3 clusters Score: Raw -2590802.628621 + Penalty 3291.661714 = -2587510.966908 nChanged 796 SP:Iteration 10Q (4114.910873 sec): 3 clusters Score: Raw -2591410.320452 + Penalty 3291.661714 = -2588118.658738 nChanged 636 SP:Iteration 11Q (4114.987290 sec): 3 clusters Score: Raw -2591901.661444 + Penalty 3291.661714 = -2588609.999730 nChanged 467 SP:Iteration 12Q (4115.064931 sec): 3 clusters Score: Raw -2592258.061359 + Penalty 3291.661714 = -2588966.399646 nChanged 334 SP:Iteration 13Q (4115.135602 sec): 3 clusters Score: Raw -2592495.661599 + Penalty 3291.661714 = -2589203.999886 nChanged 249 SP:Iteration 14Q (4115.208228 sec): 3 clusters Score: Raw -2592666.072351 + Penalty 3291.661714 = -2589374.410638 nChanged 194 SP:Iteration 15Q (4115.286129 sec): 3 clusters Score: Raw -2592794.197161 + Penalty 3291.661714 = -2589502.535447 nChanged 144 SP:Iteration 16Q (4115.363981 sec): 3 clusters Score: Raw -2592883.857175 + Penalty 3291.661714 = -2589592.195461 nChanged 117 SP:Iteration 17Q (4115.444235 sec): 3 clusters Score: Raw -2592945.306717 + Penalty 3291.661714 = -2589653.645003 nChanged 81 SP:Iteration 18Q (4115.518104 sec): 3 clusters Score: Raw -2592998.665079 + Penalty 3291.661714 = -2589707.003365 nChanged 70 SP:Iteration 19Q (4115.599911 sec): 3 clusters Score: Raw -2593043.822741 + Penalty 3291.661714 = -2589752.161027 nChanged 65 SP:Iteration 20F (4115.682133 sec): 3 clusters Score: Raw -2593087.717394 + Penalty 3291.661714 = -2589796.055681 nChanged 58 SP:Iteration 21Q (4115.742038 sec): 3 clusters Score: Raw -2593128.407835 + Penalty 3291.661714 = -2589836.746121 nChanged 54 SP:Iteration 22Q (4115.806627 sec): 3 clusters Score: Raw -2593161.619656 + Penalty 3291.661714 = -2589869.957943 nChanged 55 SP:Iteration 23Q (4115.892538 sec): 3 clusters Score: Raw -2593190.113607 + Penalty 3291.661714 = -2589898.451893 nChanged 44 SP:Iteration 24Q (4115.965575 sec): 3 clusters Score: Raw -2593214.283380 + Penalty 3291.661714 = -2589922.621666 nChanged 28 SP:Iteration 25Q (4116.030408 sec): 3 clusters Score: Raw -2593228.847287 + Penalty 3291.661714 = -2589937.185574 nChanged 25 SP:Iteration 26Q (4116.110076 sec): 3 clusters Score: Raw -2593241.556881 + Penalty 3291.661714 = -2589949.895167 nChanged 17 SP:Iteration 27Q (4116.184811 sec): 3 clusters Score: Raw -2593250.460992 + Penalty 3291.661714 = -2589958.799279 nChanged 14 SP:Iteration 28Q (4116.257808 sec): 3 clusters Score: Raw -2593255.860058 + Penalty 3291.661714 = -2589964.198345 nChanged 9 SP:Iteration 29Q (4116.326236 sec): 3 clusters Score: Raw -2593258.851290 + Penalty 3291.661714 = -2589967.189577 nChanged 5 SP:Iteration 30Q (4116.402193 sec): 3 clusters Score: Raw -2593261.033589 + Penalty 3291.661714 = -2589969.371876 nChanged 9 SP:Iteration 31Q (4116.479376 sec): 3 clusters Score: Raw -2593265.443419 + Penalty 3291.661714 = -2589973.781705 nChanged 8 SP:Iteration 32Q (4116.543720 sec): 3 clusters Score: Raw -2593270.474315 + Penalty 3291.661714 = -2589978.812601 nChanged 11 SP:Iteration 33Q (4116.599296 sec): 3 clusters Score: Raw -2593276.872462 + Penalty 3291.661714 = -2589985.210748 nChanged 7 SP:Iteration 34Q (4116.682771 sec): 3 clusters Score: Raw -2593282.315956 + Penalty 3291.661714 = -2589990.654242 nChanged 10 SP:Iteration 35Q (4116.758843 sec): 3 clusters Score: Raw -2593287.564646 + Penalty 3291.661714 = -2589995.902932 nChanged 11 SP:Iteration 36Q (4116.821425 sec): 3 clusters Score: Raw -2593291.083331 + Penalty 3291.661714 = -2589999.421617 nChanged 4 SP:Iteration 37Q (4116.897012 sec): 3 clusters Score: Raw -2593293.477589 + Penalty 3291.661714 = -2590001.815875 nChanged 1 SP:Iteration 38Q (4116.975678 sec): 3 clusters Score: Raw -2593293.843698 + Penalty 3291.661714 = -2590002.181984 nChanged 3 SP:Iteration 39Q (4117.054389 sec): 3 clusters Score: Raw -2593295.156352 + Penalty 3291.661714 = -2590003.494638 nChanged 3 SP:Iteration 40F (4117.139855 sec): 3 clusters Score: Raw -2593296.495806 + Penalty 3291.661714 = -2590004.834092 nChanged 0 Trying to split cluster 9 (12800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4117.181046 sec): 2 clusters Score: Raw -1289516.234567 + Penalty 1536.795073 = -1287979.439494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4117.224918 sec): 3 clusters Score: Raw -1281996.152817 + Penalty 3073.590146 = -1278922.562671 nChanged 5637 SP:Iteration 1F (4117.294286 sec): 3 clusters Score: Raw -1285113.124366 + Penalty 3073.590146 = -1282039.534220 nChanged 748 SP:Iteration 2F (4117.355171 sec): 3 clusters Score: Raw -1285437.210332 + Penalty 3073.590146 = -1282363.620185 nChanged 679 SP:Iteration 3F (4117.417995 sec): 3 clusters Score: Raw -1285752.715816 + Penalty 3073.590146 = -1282679.125670 nChanged 661 SP:Iteration 4F (4117.477692 sec): 3 clusters Score: Raw -1286086.926301 + Penalty 3073.590146 = -1283013.336154 nChanged 620 SP:Iteration 5Q (4117.552050 sec): 3 clusters Score: Raw -1286434.157922 + Penalty 3073.590146 = -1283360.567776 nChanged 670 SP:Iteration 6F (4117.607589 sec): 3 clusters Score: Raw -1286851.194969 + Penalty 3073.590146 = -1283777.604823 nChanged 688 SP:Iteration 7F (4117.657104 sec): 3 clusters Score: Raw -1287351.141814 + Penalty 3073.590146 = -1284277.551668 nChanged 673 SP:Iteration 8F (4117.713194 sec): 3 clusters Score: Raw -1287873.818470 + Penalty 3073.590146 = -1284800.228324 nChanged 596 SP:Iteration 9Q (4117.778778 sec): 3 clusters Score: Raw -1288345.067704 + Penalty 3073.590146 = -1285271.477558 nChanged 462 SP:Iteration 10Q (4117.838129 sec): 3 clusters Score: Raw -1288677.937403 + Penalty 3073.590146 = -1285604.347256 nChanged 358 SP:Iteration 11Q (4117.896946 sec): 3 clusters Score: Raw -1288955.757081 + Penalty 3073.590146 = -1285882.166935 nChanged 292 SP:Iteration 12Q (4117.961555 sec): 3 clusters Score: Raw -1289185.787485 + Penalty 3073.590146 = -1286112.197339 nChanged 220 SP:Iteration 13Q (4118.019063 sec): 3 clusters Score: Raw -1289325.178208 + Penalty 3073.590146 = -1286251.588061 nChanged 183 SP:Iteration 14Q (4118.070286 sec): 3 clusters Score: Raw -1289433.745820 + Penalty 3073.590146 = -1286360.155674 nChanged 157 SP:Iteration 15Q (4118.132523 sec): 3 clusters Score: Raw -1289526.742081 + Penalty 3073.590146 = -1286453.151935 nChanged 136 SP:Iteration 16Q (4118.187328 sec): 3 clusters Score: Raw -1289606.421187 + Penalty 3073.590146 = -1286532.831040 nChanged 125 SP:Iteration 17Q (4118.242440 sec): 3 clusters Score: Raw -1289678.822627 + Penalty 3073.590146 = -1286605.232481 nChanged 101 SP:Iteration 18Q (4118.310718 sec): 3 clusters Score: Raw -1289733.272755 + Penalty 3073.590146 = -1286659.682609 nChanged 82 SP:Iteration 19Q (4118.370092 sec): 3 clusters Score: Raw -1289766.822501 + Penalty 3073.590146 = -1286693.232355 nChanged 72 SP:Iteration 20F (4118.430346 sec): 3 clusters Score: Raw -1289794.712242 + Penalty 3073.590146 = -1286721.122096 nChanged 70 SP:Iteration 21Q (4118.487657 sec): 3 clusters Score: Raw -1289819.735514 + Penalty 3073.590146 = -1286746.145368 nChanged 55 SP:Iteration 22Q (4118.551721 sec): 3 clusters Score: Raw -1289835.818283 + Penalty 3073.590146 = -1286762.228137 nChanged 46 SP:Iteration 23Q (4118.613874 sec): 3 clusters Score: Raw -1289850.047599 + Penalty 3073.590146 = -1286776.457453 nChanged 46 SP:Iteration 24Q (4118.676089 sec): 3 clusters Score: Raw -1289865.620091 + Penalty 3073.590146 = -1286792.029945 nChanged 39 SP:Iteration 25Q (4118.736398 sec): 3 clusters Score: Raw -1289882.544920 + Penalty 3073.590146 = -1286808.954774 nChanged 51 SP:Iteration 26Q (4118.790980 sec): 3 clusters Score: Raw -1289900.402918 + Penalty 3073.590146 = -1286826.812772 nChanged 36 SP:Iteration 27Q (4118.844624 sec): 3 clusters Score: Raw -1289914.201917 + Penalty 3073.590146 = -1286840.611771 nChanged 31 SP:Iteration 28Q (4118.900158 sec): 3 clusters Score: Raw -1289927.494678 + Penalty 3073.590146 = -1286853.904532 nChanged 26 SP:Iteration 29Q (4118.951284 sec): 3 clusters Score: Raw -1289938.680566 + Penalty 3073.590146 = -1286865.090420 nChanged 25 SP:Iteration 30Q (4119.011653 sec): 3 clusters Score: Raw -1289947.943089 + Penalty 3073.590146 = -1286874.352942 nChanged 26 SP:Iteration 31Q (4119.072674 sec): 3 clusters Score: Raw -1289959.547739 + Penalty 3073.590146 = -1286885.957593 nChanged 22 SP:Iteration 32Q (4119.142369 sec): 3 clusters Score: Raw -1289968.067748 + Penalty 3073.590146 = -1286894.477602 nChanged 22 SP:Iteration 33Q (4119.193334 sec): 3 clusters Score: Raw -1289973.992574 + Penalty 3073.590146 = -1286900.402428 nChanged 16 SP:Iteration 34Q (4119.253069 sec): 3 clusters Score: Raw -1289978.752854 + Penalty 3073.590146 = -1286905.162708 nChanged 13 SP:Iteration 35Q (4119.316447 sec): 3 clusters Score: Raw -1289982.389091 + Penalty 3073.590146 = -1286908.798945 nChanged 15 SP:Iteration 36Q (4119.376565 sec): 3 clusters Score: Raw -1289986.480109 + Penalty 3073.590146 = -1286912.889963 nChanged 10 SP:Iteration 37Q (4119.436290 sec): 3 clusters Score: Raw -1289988.978208 + Penalty 3073.590146 = -1286915.388062 nChanged 6 SP:Iteration 38Q (4119.486714 sec): 3 clusters Score: Raw -1289990.911363 + Penalty 3073.590146 = -1286917.321217 nChanged 4 SP:Iteration 39Q (4119.553706 sec): 3 clusters Score: Raw -1289991.515944 + Penalty 3073.590146 = -1286917.925797 nChanged 2 SP:Iteration 40F (4119.606669 sec): 3 clusters Score: Raw -1289991.793723 + Penalty 3073.590146 = -1286918.203576 nChanged 1 SP:Iteration 41Q (4119.672469 sec): 3 clusters Score: Raw -1289992.410683 + Penalty 3073.590146 = -1286918.820537 nChanged 0 SP:Iteration 42F (4119.722310 sec): 3 clusters Score: Raw -1289992.410683 + Penalty 3073.590146 = -1286918.820537 nChanged 0 Trying to split cluster 10 (1778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4119.747120 sec): 2 clusters Score: Raw -172668.067465 + Penalty 1216.027218 = -171452.040247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4119.798634 sec): 3 clusters Score: Raw -171929.873616 + Penalty 2432.054435 = -169497.819181 nChanged 606 SP:Iteration 1F (4119.846953 sec): 3 clusters Score: Raw -172374.564525 + Penalty 2432.054435 = -169942.510090 nChanged 160 SP:Iteration 2F (4119.880433 sec): 3 clusters Score: Raw -172484.933009 + Penalty 2432.054435 = -170052.878574 nChanged 83 SP:Iteration 3Q (4119.921722 sec): 3 clusters Score: Raw -172547.831445 + Penalty 2432.054435 = -170115.777010 nChanged 55 SP:Iteration 4Q (4119.963083 sec): 3 clusters Score: Raw -172587.527164 + Penalty 2432.054435 = -170155.472729 nChanged 43 SP:Iteration 5Q (4120.005463 sec): 3 clusters Score: Raw -172616.048632 + Penalty 2432.054435 = -170183.994197 nChanged 27 SP:Iteration 6Q (4120.057324 sec): 3 clusters Score: Raw -172637.803549 + Penalty 2432.054435 = -170205.749113 nChanged 26 SP:Iteration 7Q (4120.107275 sec): 3 clusters Score: Raw -172650.961703 + Penalty 2432.054435 = -170218.907268 nChanged 24 SP:Iteration 8Q (4120.146733 sec): 3 clusters Score: Raw -172667.721449 + Penalty 2432.054435 = -170235.667014 nChanged 20 SP:Iteration 9Q (4120.190253 sec): 3 clusters Score: Raw -172678.026114 + Penalty 2432.054435 = -170245.971679 nChanged 15 SP:Iteration 10Q (4120.234577 sec): 3 clusters Score: Raw -172687.904836 + Penalty 2432.054435 = -170255.850401 nChanged 15 SP:Iteration 11Q (4120.285646 sec): 3 clusters Score: Raw -172696.655681 + Penalty 2432.054435 = -170264.601246 nChanged 15 SP:Iteration 12Q (4120.324718 sec): 3 clusters Score: Raw -172705.180325 + Penalty 2432.054435 = -170273.125889 nChanged 14 SP:Iteration 13Q (4120.374859 sec): 3 clusters Score: Raw -172716.422807 + Penalty 2432.054435 = -170284.368372 nChanged 17 SP:Iteration 14Q (4120.425648 sec): 3 clusters Score: Raw -172724.818179 + Penalty 2432.054435 = -170292.763743 nChanged 14 SP:Iteration 15Q (4120.456057 sec): 3 clusters Score: Raw -172734.738594 + Penalty 2432.054435 = -170302.684159 nChanged 14 SP:Iteration 16Q (4120.489459 sec): 3 clusters Score: Raw -172741.904806 + Penalty 2432.054435 = -170309.850371 nChanged 7 SP:Iteration 17Q (4120.534905 sec): 3 clusters Score: Raw -172744.562511 + Penalty 2432.054435 = -170312.508076 nChanged 3 SP:Iteration 18Q (4120.578303 sec): 3 clusters Score: Raw -172745.718245 + Penalty 2432.054435 = -170313.663810 nChanged 2 SP:Iteration 19Q (4120.629568 sec): 3 clusters Score: Raw -172746.311198 + Penalty 2432.054435 = -170314.256762 nChanged 4 SP:Iteration 20F (4120.672993 sec): 3 clusters Score: Raw -172747.636448 + Penalty 2432.054435 = -170315.582012 nChanged 3 SP:Iteration 21Q (4120.706103 sec): 3 clusters Score: Raw -172748.893719 + Penalty 2432.054435 = -170316.839284 nChanged 4 SP:Iteration 22Q (4120.736298 sec): 3 clusters Score: Raw -172751.644021 + Penalty 2432.054435 = -170319.589586 nChanged 5 SP:Iteration 23Q (4120.763028 sec): 3 clusters Score: Raw -172754.827247 + Penalty 2432.054435 = -170322.772812 nChanged 3 SP:Iteration 24Q (4120.813667 sec): 3 clusters Score: Raw -172756.572947 + Penalty 2432.054435 = -170324.518512 nChanged 3 SP:Iteration 25Q (4120.871843 sec): 3 clusters Score: Raw -172758.369360 + Penalty 2432.054435 = -170326.314924 nChanged 2 SP:Iteration 26Q (4120.917865 sec): 3 clusters Score: Raw -172759.194961 + Penalty 2432.054435 = -170327.140526 nChanged 1 SP:Iteration 27Q (4120.939728 sec): 3 clusters Score: Raw -172759.689332 + Penalty 2432.054435 = -170327.634896 nChanged 1 SP:Iteration 28Q (4120.948799 sec): 3 clusters Score: Raw -172760.030139 + Penalty 2432.054435 = -170327.975703 nChanged 0 SP:Iteration 29F (4120.957608 sec): 3 clusters Score: Raw -172760.030139 + Penalty 2432.054435 = -170327.975703 nChanged 0 Trying to split cluster 11 (15389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4121.005329 sec): 2 clusters Score: Raw -1685806.984792 + Penalty 1566.728840 = -1684240.255951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4121.076034 sec): 3 clusters Score: Raw -1676741.006811 + Penalty 3133.457680 = -1673607.549131 nChanged 6883 SP:Iteration 1F (4121.135628 sec): 3 clusters Score: Raw -1680502.288915 + Penalty 3133.457680 = -1677368.831234 nChanged 920 SP:Iteration 2F (4121.214214 sec): 3 clusters Score: Raw -1680907.703322 + Penalty 3133.457680 = -1677774.245641 nChanged 847 SP:Iteration 3F (4121.276369 sec): 3 clusters Score: Raw -1681294.849020 + Penalty 3133.457680 = -1678161.391340 nChanged 832 SP:Iteration 4F (4121.345765 sec): 3 clusters Score: Raw -1681704.004627 + Penalty 3133.457680 = -1678570.546946 nChanged 858 SP:Iteration 5F (4121.404212 sec): 3 clusters Score: Raw -1682140.972743 + Penalty 3133.457680 = -1679007.515063 nChanged 851 SP:Iteration 6F (4121.474983 sec): 3 clusters Score: Raw -1682610.562887 + Penalty 3133.457680 = -1679477.105207 nChanged 823 SP:Iteration 7F (4121.531839 sec): 3 clusters Score: Raw -1683094.664940 + Penalty 3133.457680 = -1679961.207260 nChanged 745 SP:Iteration 8Q (4121.600200 sec): 3 clusters Score: Raw -1683541.119229 + Penalty 3133.457680 = -1680407.661548 nChanged 673 SP:Iteration 9Q (4121.665238 sec): 3 clusters Score: Raw -1683985.928239 + Penalty 3133.457680 = -1680852.470559 nChanged 617 SP:Iteration 10Q (4121.743282 sec): 3 clusters Score: Raw -1684414.795493 + Penalty 3133.457680 = -1681281.337812 nChanged 517 SP:Iteration 11Q (4121.800144 sec): 3 clusters Score: Raw -1684776.614908 + Penalty 3133.457680 = -1681643.157227 nChanged 434 SP:Iteration 12Q (4121.873325 sec): 3 clusters Score: Raw -1685081.288299 + Penalty 3133.457680 = -1681947.830618 nChanged 316 SP:Iteration 13Q (4121.938229 sec): 3 clusters Score: Raw -1685314.829720 + Penalty 3133.457680 = -1682181.372039 nChanged 246 SP:Iteration 14Q (4122.003803 sec): 3 clusters Score: Raw -1685487.577315 + Penalty 3133.457680 = -1682354.119635 nChanged 197 SP:Iteration 15Q (4122.069513 sec): 3 clusters Score: Raw -1685614.421687 + Penalty 3133.457680 = -1682480.964007 nChanged 142 SP:Iteration 16Q (4122.127088 sec): 3 clusters Score: Raw -1685703.166944 + Penalty 3133.457680 = -1682569.709264 nChanged 104 SP:Iteration 17Q (4122.200787 sec): 3 clusters Score: Raw -1685782.604513 + Penalty 3133.457680 = -1682649.146832 nChanged 92 SP:Iteration 18Q (4122.262663 sec): 3 clusters Score: Raw -1685844.276109 + Penalty 3133.457680 = -1682710.818429 nChanged 70 SP:Iteration 19Q (4122.318092 sec): 3 clusters Score: Raw -1685892.327997 + Penalty 3133.457680 = -1682758.870317 nChanged 58 SP:Iteration 20F (4122.375725 sec): 3 clusters Score: Raw -1685927.949165 + Penalty 3133.457680 = -1682794.491484 nChanged 38 SP:Iteration 21Q (4122.441240 sec): 3 clusters Score: Raw -1685950.364746 + Penalty 3133.457680 = -1682816.907066 nChanged 21 SP:Iteration 22Q (4122.497448 sec): 3 clusters Score: Raw -1685966.283649 + Penalty 3133.457680 = -1682832.825969 nChanged 18 SP:Iteration 23Q (4122.549296 sec): 3 clusters Score: Raw -1685977.779751 + Penalty 3133.457680 = -1682844.322070 nChanged 19 SP:Iteration 24Q (4122.612846 sec): 3 clusters Score: Raw -1685991.362541 + Penalty 3133.457680 = -1682857.904861 nChanged 22 SP:Iteration 25Q (4122.661780 sec): 3 clusters Score: Raw -1686005.938300 + Penalty 3133.457680 = -1682872.480619 nChanged 15 SP:Iteration 26Q (4122.715493 sec): 3 clusters Score: Raw -1686016.576337 + Penalty 3133.457680 = -1682883.118656 nChanged 17 SP:Iteration 27Q (4122.776086 sec): 3 clusters Score: Raw -1686026.677376 + Penalty 3133.457680 = -1682893.219696 nChanged 11 SP:Iteration 28Q (4122.837400 sec): 3 clusters Score: Raw -1686032.390124 + Penalty 3133.457680 = -1682898.932443 nChanged 8 SP:Iteration 29Q (4122.910756 sec): 3 clusters Score: Raw -1686035.369550 + Penalty 3133.457680 = -1682901.911869 nChanged 5 SP:Iteration 30Q (4122.971920 sec): 3 clusters Score: Raw -1686037.448959 + Penalty 3133.457680 = -1682903.991279 nChanged 4 SP:Iteration 31Q (4123.023980 sec): 3 clusters Score: Raw -1686039.853629 + Penalty 3133.457680 = -1682906.395949 nChanged 6 SP:Iteration 32Q (4123.084946 sec): 3 clusters Score: Raw -1686044.111067 + Penalty 3133.457680 = -1682910.653386 nChanged 10 SP:Iteration 33Q (4123.146178 sec): 3 clusters Score: Raw -1686051.853978 + Penalty 3133.457680 = -1682918.396297 nChanged 12 SP:Iteration 34Q (4123.191546 sec): 3 clusters Score: Raw -1686059.436388 + Penalty 3133.457680 = -1682925.978708 nChanged 12 SP:Iteration 35Q (4123.252787 sec): 3 clusters Score: Raw -1686068.208984 + Penalty 3133.457680 = -1682934.751304 nChanged 9 SP:Iteration 36Q (4123.323797 sec): 3 clusters Score: Raw -1686074.658936 + Penalty 3133.457680 = -1682941.201255 nChanged 9 SP:Iteration 37Q (4123.373944 sec): 3 clusters Score: Raw -1686078.922652 + Penalty 3133.457680 = -1682945.464972 nChanged 6 SP:Iteration 38Q (4123.427233 sec): 3 clusters Score: Raw -1686081.335637 + Penalty 3133.457680 = -1682947.877957 nChanged 8 SP:Iteration 39Q (4123.500791 sec): 3 clusters Score: Raw -1686085.487232 + Penalty 3133.457680 = -1682952.029551 nChanged 6 SP:Iteration 40F (4123.568017 sec): 3 clusters Score: Raw -1686089.561243 + Penalty 3133.457680 = -1682956.103563 nChanged 2 SP:Iteration 41Q (4123.623156 sec): 3 clusters Score: Raw -1686091.337878 + Penalty 3133.457680 = -1682957.880198 nChanged 5 SP:Iteration 42Q (4123.686381 sec): 3 clusters Score: Raw -1686093.688851 + Penalty 3133.457680 = -1682960.231170 nChanged 4 SP:Iteration 43Q (4123.758698 sec): 3 clusters Score: Raw -1686095.541470 + Penalty 3133.457680 = -1682962.083790 nChanged 1 SP:Iteration 44Q (4123.826569 sec): 3 clusters Score: Raw -1686098.236961 + Penalty 3133.457680 = -1682964.779281 nChanged 2 SP:Iteration 45Q (4123.880663 sec): 3 clusters Score: Raw -1686100.162174 + Penalty 3133.457680 = -1682966.704494 nChanged 3 SP:Iteration 46Q (4123.944906 sec): 3 clusters Score: Raw -1686101.522104 + Penalty 3133.457680 = -1682968.064423 nChanged 2 SP:Iteration 47Q (4124.000127 sec): 3 clusters Score: Raw -1686103.499519 + Penalty 3133.457680 = -1682970.041839 nChanged 2 SP:Iteration 48Q (4124.057309 sec): 3 clusters Score: Raw -1686104.764442 + Penalty 3133.457680 = -1682971.306761 nChanged 3 SP:Iteration 49Q (4124.124696 sec): 3 clusters Score: Raw -1686106.835257 + Penalty 3133.457680 = -1682973.377577 nChanged 0 SP:Iteration 50F (4124.193043 sec): 3 clusters Score: Raw -1686106.835257 + Penalty 3133.457680 = -1682973.377577 nChanged 0 Trying to split cluster 12 (404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4124.217418 sec): 2 clusters Score: Raw -31368.003422 + Penalty 975.229918 = -30392.773504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4124.251057 sec): 3 clusters Score: Raw -31549.873051 + Penalty 1950.459835 = -29599.413216 nChanged 115 SP:Iteration 1F (4124.289667 sec): 3 clusters Score: Raw -31848.542868 + Penalty 1950.459835 = -29898.083032 nChanged 37 SP:Iteration 2F (4124.331842 sec): 3 clusters Score: Raw -31964.790693 + Penalty 1950.459835 = -30014.330858 nChanged 14 SP:Iteration 3Q (4124.374595 sec): 3 clusters Score: Raw -32011.340066 + Penalty 1950.459835 = -30060.880231 nChanged 12 SP:Iteration 4Q (4124.415471 sec): 3 clusters Score: Raw -32068.561202 + Penalty 1950.459835 = -30118.101367 nChanged 10 SP:Iteration 5Q (4124.463993 sec): 3 clusters Score: Raw -32098.256475 + Penalty 1950.459835 = -30147.796639 nChanged 5 SP:Iteration 6Q (4124.502463 sec): 3 clusters Score: Raw -32112.093991 + Penalty 1950.459835 = -30161.634156 nChanged 5 SP:Iteration 7Q (4124.543567 sec): 3 clusters Score: Raw -32143.379866 + Penalty 1950.459835 = -30192.920031 nChanged 8 SP:Iteration 8Q (4124.574432 sec): 3 clusters Score: Raw -32169.833897 + Penalty 1950.459835 = -30219.374062 nChanged 4 SP:Iteration 9Q (4124.601254 sec): 3 clusters Score: Raw -32176.409573 + Penalty 1950.459835 = -30225.949737 nChanged 2 SP:Iteration 10Q (4124.641412 sec): 3 clusters Score: Raw -32178.450944 + Penalty 1950.459835 = -30227.991108 nChanged 0 SP:Iteration 11F (4124.680074 sec): 3 clusters Score: Raw -32178.450944 + Penalty 1950.459835 = -30227.991108 nChanged 0 Trying to split cluster 13 (1907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4124.706490 sec): 2 clusters Score: Raw -185784.689830 + Penalty 1227.409073 = -184557.280757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4124.752640 sec): 3 clusters Score: Raw -184959.017853 + Penalty 2454.818147 = -182504.199706 nChanged 665 SP:Iteration 1F (4124.798563 sec): 3 clusters Score: Raw -185428.148297 + Penalty 2454.818147 = -182973.330150 nChanged 150 SP:Iteration 2F (4124.833254 sec): 3 clusters Score: Raw -185546.579914 + Penalty 2454.818147 = -183091.761767 nChanged 94 SP:Iteration 3Q (4124.871341 sec): 3 clusters Score: Raw -185614.667308 + Penalty 2454.818147 = -183159.849162 nChanged 71 SP:Iteration 4Q (4124.908393 sec): 3 clusters Score: Raw -185661.264957 + Penalty 2454.818147 = -183206.446810 nChanged 51 SP:Iteration 5Q (4124.952644 sec): 3 clusters Score: Raw -185690.495321 + Penalty 2454.818147 = -183235.677174 nChanged 41 SP:Iteration 6Q (4125.011911 sec): 3 clusters Score: Raw -185707.973253 + Penalty 2454.818147 = -183253.155107 nChanged 28 SP:Iteration 7Q (4125.056114 sec): 3 clusters Score: Raw -185726.012692 + Penalty 2454.818147 = -183271.194545 nChanged 20 SP:Iteration 8Q (4125.088978 sec): 3 clusters Score: Raw -185743.960452 + Penalty 2454.818147 = -183289.142305 nChanged 22 SP:Iteration 9Q (4125.133660 sec): 3 clusters Score: Raw -185757.308414 + Penalty 2454.818147 = -183302.490267 nChanged 19 SP:Iteration 10Q (4125.184844 sec): 3 clusters Score: Raw -185771.564746 + Penalty 2454.818147 = -183316.746599 nChanged 21 SP:Iteration 11Q (4125.242999 sec): 3 clusters Score: Raw -185783.944145 + Penalty 2454.818147 = -183329.125998 nChanged 17 SP:Iteration 12Q (4125.285605 sec): 3 clusters Score: Raw -185792.568418 + Penalty 2454.818147 = -183337.750271 nChanged 20 SP:Iteration 13Q (4125.319927 sec): 3 clusters Score: Raw -185804.265229 + Penalty 2454.818147 = -183349.447082 nChanged 15 SP:Iteration 14Q (4125.345256 sec): 3 clusters Score: Raw -185813.768469 + Penalty 2454.818147 = -183358.950322 nChanged 17 SP:Iteration 15Q (4125.390603 sec): 3 clusters Score: Raw -185826.351288 + Penalty 2454.818147 = -183371.533141 nChanged 34 SP:Iteration 16Q (4125.431266 sec): 3 clusters Score: Raw -185845.809803 + Penalty 2454.818147 = -183390.991656 nChanged 26 SP:Iteration 17Q (4125.477512 sec): 3 clusters Score: Raw -185861.789211 + Penalty 2454.818147 = -183406.971064 nChanged 18 SP:Iteration 18Q (4125.512398 sec): 3 clusters Score: Raw -185872.449179 + Penalty 2454.818147 = -183417.631032 nChanged 13 SP:Iteration 19Q (4125.556106 sec): 3 clusters Score: Raw -185880.201208 + Penalty 2454.818147 = -183425.383061 nChanged 13 SP:Iteration 20F (4125.593873 sec): 3 clusters Score: Raw -185887.412721 + Penalty 2454.818147 = -183432.594575 nChanged 12 SP:Iteration 21Q (4125.634413 sec): 3 clusters Score: Raw -185894.916760 + Penalty 2454.818147 = -183440.098613 nChanged 11 SP:Iteration 22Q (4125.681254 sec): 3 clusters Score: Raw -185899.904961 + Penalty 2454.818147 = -183445.086814 nChanged 5 SP:Iteration 23Q (4125.722941 sec): 3 clusters Score: Raw -185903.153840 + Penalty 2454.818147 = -183448.335693 nChanged 5 SP:Iteration 24Q (4125.762414 sec): 3 clusters Score: Raw -185904.519101 + Penalty 2454.818147 = -183449.700955 nChanged 4 SP:Iteration 25Q (4125.811940 sec): 3 clusters Score: Raw -185905.887385 + Penalty 2454.818147 = -183451.069239 nChanged 0 SP:Iteration 26F (4125.844037 sec): 3 clusters Score: Raw -185905.887385 + Penalty 2454.818147 = -183451.069239 nChanged 0 Trying to split cluster 14 (2096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4125.865530 sec): 2 clusters Score: Raw -185756.156875 + Penalty 1242.765232 = -184513.391643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4125.875912 sec): 3 clusters Score: Raw -184895.012503 + Penalty 2485.530465 = -182409.482038 nChanged 743 SP:Iteration 1F (4125.886227 sec): 3 clusters Score: Raw -185480.613098 + Penalty 2485.530465 = -182995.082634 nChanged 170 SP:Iteration 2F (4125.896528 sec): 3 clusters Score: Raw -185670.773238 + Penalty 2485.530465 = -183185.242773 nChanged 133 SP:Iteration 3F (4125.943855 sec): 3 clusters Score: Raw -185831.379852 + Penalty 2485.530465 = -183345.849388 nChanged 118 SP:Iteration 4F (4125.987770 sec): 3 clusters Score: Raw -186013.710318 + Penalty 2485.530465 = -183528.179853 nChanged 115 SP:Iteration 5F (4126.029179 sec): 3 clusters Score: Raw -186199.891166 + Penalty 2485.530465 = -183714.360701 nChanged 109 SP:Iteration 6F (4126.075281 sec): 3 clusters Score: Raw -186321.440460 + Penalty 2485.530465 = -183835.909995 nChanged 83 SP:Iteration 7Q (4126.116237 sec): 3 clusters Score: Raw -186393.246058 + Penalty 2485.530465 = -183907.715593 nChanged 60 SP:Iteration 8Q (4126.154640 sec): 3 clusters Score: Raw -186447.540405 + Penalty 2485.530465 = -183962.009941 nChanged 52 SP:Iteration 9Q (4126.209094 sec): 3 clusters Score: Raw -186497.589262 + Penalty 2485.530465 = -184012.058797 nChanged 40 SP:Iteration 10Q (4126.245540 sec): 3 clusters Score: Raw -186533.182399 + Penalty 2485.530465 = -184047.651935 nChanged 36 SP:Iteration 11Q (4126.295742 sec): 3 clusters Score: Raw -186560.318681 + Penalty 2485.530465 = -184074.788217 nChanged 27 SP:Iteration 12Q (4126.326436 sec): 3 clusters Score: Raw -186579.501186 + Penalty 2485.530465 = -184093.970721 nChanged 28 SP:Iteration 13Q (4126.371493 sec): 3 clusters Score: Raw -186595.736139 + Penalty 2485.530465 = -184110.205675 nChanged 20 SP:Iteration 14Q (4126.422932 sec): 3 clusters Score: Raw -186605.979214 + Penalty 2485.530465 = -184120.448750 nChanged 16 SP:Iteration 15Q (4126.458811 sec): 3 clusters Score: Raw -186614.842224 + Penalty 2485.530465 = -184129.311759 nChanged 11 SP:Iteration 16Q (4126.502553 sec): 3 clusters Score: Raw -186619.303065 + Penalty 2485.530465 = -184133.772600 nChanged 10 SP:Iteration 17Q (4126.545426 sec): 3 clusters Score: Raw -186623.864354 + Penalty 2485.530465 = -184138.333890 nChanged 5 SP:Iteration 18Q (4126.595244 sec): 3 clusters Score: Raw -186625.439601 + Penalty 2485.530465 = -184139.909137 nChanged 3 SP:Iteration 19Q (4126.627737 sec): 3 clusters Score: Raw -186627.291988 + Penalty 2485.530465 = -184141.761524 nChanged 3 SP:Iteration 20F (4126.660965 sec): 3 clusters Score: Raw -186628.583860 + Penalty 2485.530465 = -184143.053395 nChanged 5 SP:Iteration 21Q (4126.706912 sec): 3 clusters Score: Raw -186631.878693 + Penalty 2485.530465 = -184146.348228 nChanged 6 SP:Iteration 22Q (4126.753991 sec): 3 clusters Score: Raw -186633.919870 + Penalty 2485.530465 = -184148.389405 nChanged 5 SP:Iteration 23Q (4126.804422 sec): 3 clusters Score: Raw -186635.594580 + Penalty 2485.530465 = -184150.064115 nChanged 2 SP:Iteration 24Q (4126.853489 sec): 3 clusters Score: Raw -186636.764598 + Penalty 2485.530465 = -184151.234133 nChanged 2 SP:Iteration 25Q (4126.900855 sec): 3 clusters Score: Raw -186637.578919 + Penalty 2485.530465 = -184152.048455 nChanged 3 SP:Iteration 26Q (4126.926431 sec): 3 clusters Score: Raw -186638.877582 + Penalty 2485.530465 = -184153.347117 nChanged 1 SP:Iteration 27Q (4126.986414 sec): 3 clusters Score: Raw -186639.432870 + Penalty 2485.530465 = -184153.902405 nChanged 2 SP:Iteration 28Q (4127.027728 sec): 3 clusters Score: Raw -186639.767507 + Penalty 2485.530465 = -184154.237042 nChanged 0 SP:Iteration 29F (4127.075728 sec): 3 clusters Score: Raw -186639.767507 + Penalty 2485.530465 = -184154.237042 nChanged 0 Trying to split cluster 15 (9336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4127.119144 sec): 2 clusters Score: Raw -985081.538101 + Penalty 1485.515391 = -983596.022711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4127.161994 sec): 3 clusters Score: Raw -979811.555853 + Penalty 2971.030782 = -976840.525072 nChanged 4011 SP:Iteration 1F (4127.223759 sec): 3 clusters Score: Raw -981945.156098 + Penalty 2971.030782 = -978974.125316 nChanged 612 SP:Iteration 2F (4127.284080 sec): 3 clusters Score: Raw -982261.473370 + Penalty 2971.030782 = -979290.442588 nChanged 587 SP:Iteration 3F (4127.330701 sec): 3 clusters Score: Raw -982594.167829 + Penalty 2971.030782 = -979623.137048 nChanged 562 SP:Iteration 4F (4127.382008 sec): 3 clusters Score: Raw -982923.012611 + Penalty 2971.030782 = -979951.981829 nChanged 512 SP:Iteration 5F (4127.437251 sec): 3 clusters Score: Raw -983234.682487 + Penalty 2971.030782 = -980263.651706 nChanged 495 SP:Iteration 6F (4127.487786 sec): 3 clusters Score: Raw -983542.881901 + Penalty 2971.030782 = -980571.851119 nChanged 471 SP:Iteration 7F (4127.544112 sec): 3 clusters Score: Raw -983886.906603 + Penalty 2971.030782 = -980915.875821 nChanged 453 SP:Iteration 8Q (4127.611034 sec): 3 clusters Score: Raw -984241.489471 + Penalty 2971.030782 = -981270.458689 nChanged 364 SP:Iteration 9Q (4127.651138 sec): 3 clusters Score: Raw -984550.869381 + Penalty 2971.030782 = -981579.838600 nChanged 289 SP:Iteration 10Q (4127.701309 sec): 3 clusters Score: Raw -984820.323456 + Penalty 2971.030782 = -981849.292675 nChanged 202 SP:Iteration 11Q (4127.754075 sec): 3 clusters Score: Raw -985014.648234 + Penalty 2971.030782 = -982043.617453 nChanged 100 SP:Iteration 12Q (4127.807276 sec): 3 clusters Score: Raw -985103.509892 + Penalty 2971.030782 = -982132.479111 nChanged 61 SP:Iteration 13Q (4127.863520 sec): 3 clusters Score: Raw -985155.709258 + Penalty 2971.030782 = -982184.678476 nChanged 31 SP:Iteration 14Q (4127.907892 sec): 3 clusters Score: Raw -985186.421952 + Penalty 2971.030782 = -982215.391170 nChanged 17 SP:Iteration 15Q (4127.969393 sec): 3 clusters Score: Raw -985208.399325 + Penalty 2971.030782 = -982237.368543 nChanged 9 SP:Iteration 16Q (4128.028105 sec): 3 clusters Score: Raw -985217.499620 + Penalty 2971.030782 = -982246.468838 nChanged 5 SP:Iteration 17Q (4128.083979 sec): 3 clusters Score: Raw -985223.463317 + Penalty 2971.030782 = -982252.432535 nChanged 5 SP:Iteration 18Q (4128.129482 sec): 3 clusters Score: Raw -985228.677751 + Penalty 2971.030782 = -982257.646970 nChanged 7 SP:Iteration 19Q (4128.197588 sec): 3 clusters Score: Raw -985239.824769 + Penalty 2971.030782 = -982268.793987 nChanged 6 SP:Iteration 20F (4128.250226 sec): 3 clusters Score: Raw -985245.854447 + Penalty 2971.030782 = -982274.823666 nChanged 3 SP:Iteration 21Q (4128.309889 sec): 3 clusters Score: Raw -985248.477077 + Penalty 2971.030782 = -982277.446295 nChanged 1 SP:Iteration 22Q (4128.361700 sec): 3 clusters Score: Raw -985249.677910 + Penalty 2971.030782 = -982278.647128 nChanged 1 SP:Iteration 23Q (4128.413096 sec): 3 clusters Score: Raw -985250.321989 + Penalty 2971.030782 = -982279.291207 nChanged 0 SP:Iteration 24F (4128.461645 sec): 3 clusters Score: Raw -985250.321989 + Penalty 2971.030782 = -982279.291207 nChanged 0 Trying to split cluster 16 (5308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4128.494729 sec): 2 clusters Score: Raw -512010.836903 + Penalty 1393.757689 = -510617.079214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4128.537602 sec): 3 clusters Score: Raw -509269.059905 + Penalty 2787.515379 = -506481.544526 nChanged 2201 SP:Iteration 1F (4128.586447 sec): 3 clusters Score: Raw -510485.508834 + Penalty 2787.515379 = -507697.993455 nChanged 364 SP:Iteration 2F (4128.628339 sec): 3 clusters Score: Raw -510690.627032 + Penalty 2787.515379 = -507903.111653 nChanged 311 SP:Iteration 3F (4128.684078 sec): 3 clusters Score: Raw -510876.986663 + Penalty 2787.515379 = -508089.471285 nChanged 276 SP:Iteration 4F (4128.748742 sec): 3 clusters Score: Raw -511048.817542 + Penalty 2787.515379 = -508261.302164 nChanged 247 SP:Iteration 5Q (4128.794420 sec): 3 clusters Score: Raw -511220.970093 + Penalty 2787.515379 = -508433.454715 nChanged 262 SP:Iteration 6Q (4128.843506 sec): 3 clusters Score: Raw -511401.926597 + Penalty 2787.515379 = -508614.411219 nChanged 229 SP:Iteration 7Q (4128.888204 sec): 3 clusters Score: Raw -511567.091405 + Penalty 2787.515379 = -508779.576026 nChanged 191 SP:Iteration 8Q (4128.938261 sec): 3 clusters Score: Raw -511708.809001 + Penalty 2787.515379 = -508921.293622 nChanged 161 SP:Iteration 9Q (4128.997359 sec): 3 clusters Score: Raw -511839.895495 + Penalty 2787.515379 = -509052.380117 nChanged 119 SP:Iteration 10Q (4129.050464 sec): 3 clusters Score: Raw -511920.402659 + Penalty 2787.515379 = -509132.887281 nChanged 80 SP:Iteration 11Q (4129.103935 sec): 3 clusters Score: Raw -511971.680851 + Penalty 2787.515379 = -509184.165472 nChanged 67 SP:Iteration 12Q (4129.148206 sec): 3 clusters Score: Raw -512012.194400 + Penalty 2787.515379 = -509224.679022 nChanged 55 SP:Iteration 13Q (4129.190270 sec): 3 clusters Score: Raw -512048.892167 + Penalty 2787.515379 = -509261.376788 nChanged 50 SP:Iteration 14Q (4129.247311 sec): 3 clusters Score: Raw -512089.452829 + Penalty 2787.515379 = -509301.937451 nChanged 51 SP:Iteration 15Q (4129.295163 sec): 3 clusters Score: Raw -512131.806264 + Penalty 2787.515379 = -509344.290886 nChanged 47 SP:Iteration 16Q (4129.343799 sec): 3 clusters Score: Raw -512168.070202 + Penalty 2787.515379 = -509380.554824 nChanged 40 SP:Iteration 17Q (4129.387194 sec): 3 clusters Score: Raw -512200.251985 + Penalty 2787.515379 = -509412.736606 nChanged 34 SP:Iteration 18Q (4129.436987 sec): 3 clusters Score: Raw -512219.513727 + Penalty 2787.515379 = -509431.998348 nChanged 21 SP:Iteration 19Q (4129.482769 sec): 3 clusters Score: Raw -512229.321799 + Penalty 2787.515379 = -509441.806420 nChanged 20 SP:Iteration 20F (4129.548886 sec): 3 clusters Score: Raw -512238.602690 + Penalty 2787.515379 = -509451.087311 nChanged 15 SP:Iteration 21Q (4129.583862 sec): 3 clusters Score: Raw -512245.557883 + Penalty 2787.515379 = -509458.042504 nChanged 14 SP:Iteration 22Q (4129.634661 sec): 3 clusters Score: Raw -512251.152656 + Penalty 2787.515379 = -509463.637278 nChanged 7 SP:Iteration 23Q (4129.685868 sec): 3 clusters Score: Raw -512255.355331 + Penalty 2787.515379 = -509467.839953 nChanged 10 SP:Iteration 24Q (4129.734958 sec): 3 clusters Score: Raw -512259.965733 + Penalty 2787.515379 = -509472.450354 nChanged 16 SP:Iteration 25Q (4129.785224 sec): 3 clusters Score: Raw -512270.690539 + Penalty 2787.515379 = -509483.175161 nChanged 14 SP:Iteration 26Q (4129.846364 sec): 3 clusters Score: Raw -512277.507844 + Penalty 2787.515379 = -509489.992465 nChanged 13 SP:Iteration 27Q (4129.890052 sec): 3 clusters Score: Raw -512282.981402 + Penalty 2787.515379 = -509495.466024 nChanged 13 SP:Iteration 28Q (4129.930370 sec): 3 clusters Score: Raw -512288.447319 + Penalty 2787.515379 = -509500.931941 nChanged 8 SP:Iteration 29Q (4129.974800 sec): 3 clusters Score: Raw -512292.454892 + Penalty 2787.515379 = -509504.939513 nChanged 7 SP:Iteration 30Q (4130.027634 sec): 3 clusters Score: Raw -512295.671491 + Penalty 2787.515379 = -509508.156112 nChanged 9 SP:Iteration 31Q (4130.073302 sec): 3 clusters Score: Raw -512300.052255 + Penalty 2787.515379 = -509512.536877 nChanged 8 SP:Iteration 32Q (4130.118891 sec): 3 clusters Score: Raw -512303.405757 + Penalty 2787.515379 = -509515.890378 nChanged 5 SP:Iteration 33Q (4130.162165 sec): 3 clusters Score: Raw -512307.987956 + Penalty 2787.515379 = -509520.472577 nChanged 7 SP:Iteration 34Q (4130.212246 sec): 3 clusters Score: Raw -512311.134210 + Penalty 2787.515379 = -509523.618831 nChanged 6 SP:Iteration 35Q (4130.261531 sec): 3 clusters Score: Raw -512316.306693 + Penalty 2787.515379 = -509528.791314 nChanged 5 SP:Iteration 36Q (4130.313925 sec): 3 clusters Score: Raw -512320.198608 + Penalty 2787.515379 = -509532.683230 nChanged 4 SP:Iteration 37Q (4130.361206 sec): 3 clusters Score: Raw -512322.557981 + Penalty 2787.515379 = -509535.042603 nChanged 4 SP:Iteration 38Q (4130.408897 sec): 3 clusters Score: Raw -512324.388883 + Penalty 2787.515379 = -509536.873504 nChanged 2 SP:Iteration 39Q (4130.462775 sec): 3 clusters Score: Raw -512325.630089 + Penalty 2787.515379 = -509538.114710 nChanged 1 SP:Iteration 40F (4130.518519 sec): 3 clusters Score: Raw -512325.804843 + Penalty 2787.515379 = -509538.289464 nChanged 1 SP:Iteration 41Q (4130.564284 sec): 3 clusters Score: Raw -512326.653748 + Penalty 2787.515379 = -509539.138370 nChanged 3 SP:Iteration 42Q (4130.607748 sec): 3 clusters Score: Raw -512327.631172 + Penalty 2787.515379 = -509540.115793 nChanged 1 SP:Iteration 43Q (4130.658578 sec): 3 clusters Score: Raw -512327.879954 + Penalty 2787.515379 = -509540.364575 nChanged 0 SP:Iteration 44F (4130.703711 sec): 3 clusters Score: Raw -512327.879954 + Penalty 2787.515379 = -509540.364575 nChanged 0 Trying to split cluster 17 (5722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4130.734688 sec): 2 clusters Score: Raw -578858.983186 + Penalty 1405.961972 = -577453.021214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4130.787627 sec): 3 clusters Score: Raw -575812.127633 + Penalty 2811.923944 = -573000.203689 nChanged 2381 SP:Iteration 1F (4130.833913 sec): 3 clusters Score: Raw -577179.208967 + Penalty 2811.923944 = -574367.285023 nChanged 403 SP:Iteration 2F (4130.881218 sec): 3 clusters Score: Raw -577433.311112 + Penalty 2811.923944 = -574621.387168 nChanged 317 SP:Iteration 3F (4130.940405 sec): 3 clusters Score: Raw -577648.107357 + Penalty 2811.923944 = -574836.183413 nChanged 325 SP:Iteration 4F (4130.985421 sec): 3 clusters Score: Raw -577873.079042 + Penalty 2811.923944 = -575061.155098 nChanged 312 SP:Iteration 5F (4131.035614 sec): 3 clusters Score: Raw -578068.476459 + Penalty 2811.923944 = -575256.552515 nChanged 257 SP:Iteration 6Q (4131.079197 sec): 3 clusters Score: Raw -578216.814880 + Penalty 2811.923944 = -575404.890936 nChanged 230 SP:Iteration 7Q (4131.132009 sec): 3 clusters Score: Raw -578346.783751 + Penalty 2811.923944 = -575534.859807 nChanged 189 SP:Iteration 8Q (4131.181541 sec): 3 clusters Score: Raw -578459.057395 + Penalty 2811.923944 = -575647.133451 nChanged 158 SP:Iteration 9Q (4131.231522 sec): 3 clusters Score: Raw -578545.536518 + Penalty 2811.923944 = -575733.612574 nChanged 138 SP:Iteration 10Q (4131.285705 sec): 3 clusters Score: Raw -578618.911017 + Penalty 2811.923944 = -575806.987073 nChanged 109 SP:Iteration 11Q (4131.338926 sec): 3 clusters Score: Raw -578679.731190 + Penalty 2811.923944 = -575867.807246 nChanged 99 SP:Iteration 12Q (4131.386560 sec): 3 clusters Score: Raw -578733.241087 + Penalty 2811.923944 = -575921.317143 nChanged 89 SP:Iteration 13Q (4131.441603 sec): 3 clusters Score: Raw -578775.449491 + Penalty 2811.923944 = -575963.525547 nChanged 92 SP:Iteration 14Q (4131.487031 sec): 3 clusters Score: Raw -578813.421500 + Penalty 2811.923944 = -576001.497556 nChanged 75 SP:Iteration 15Q (4131.533383 sec): 3 clusters Score: Raw -578844.728145 + Penalty 2811.923944 = -576032.804201 nChanged 78 SP:Iteration 16Q (4131.586615 sec): 3 clusters Score: Raw -578876.226641 + Penalty 2811.923944 = -576064.302697 nChanged 70 SP:Iteration 17Q (4131.629410 sec): 3 clusters Score: Raw -578903.838492 + Penalty 2811.923944 = -576091.914548 nChanged 58 SP:Iteration 18Q (4131.681481 sec): 3 clusters Score: Raw -578921.998058 + Penalty 2811.923944 = -576110.074114 nChanged 59 SP:Iteration 19Q (4131.725428 sec): 3 clusters Score: Raw -578943.202050 + Penalty 2811.923944 = -576131.278107 nChanged 53 SP:Iteration 20F (4131.779468 sec): 3 clusters Score: Raw -578959.032779 + Penalty 2811.923944 = -576147.108835 nChanged 38 SP:Iteration 21Q (4131.821123 sec): 3 clusters Score: Raw -578971.573680 + Penalty 2811.923944 = -576159.649736 nChanged 46 SP:Iteration 22Q (4131.877399 sec): 3 clusters Score: Raw -578984.317492 + Penalty 2811.923944 = -576172.393548 nChanged 39 SP:Iteration 23Q (4131.922214 sec): 3 clusters Score: Raw -578995.218592 + Penalty 2811.923944 = -576183.294648 nChanged 42 SP:Iteration 24Q (4131.973030 sec): 3 clusters Score: Raw -579006.519649 + Penalty 2811.923944 = -576194.595705 nChanged 29 SP:Iteration 25Q (4132.035540 sec): 3 clusters Score: Raw -579014.847072 + Penalty 2811.923944 = -576202.923128 nChanged 31 SP:Iteration 26Q (4132.073674 sec): 3 clusters Score: Raw -579023.160439 + Penalty 2811.923944 = -576211.236495 nChanged 35 SP:Iteration 27Q (4132.121806 sec): 3 clusters Score: Raw -579031.284427 + Penalty 2811.923944 = -576219.360483 nChanged 25 SP:Iteration 28Q (4132.167819 sec): 3 clusters Score: Raw -579037.977357 + Penalty 2811.923944 = -576226.053413 nChanged 21 SP:Iteration 29Q (4132.221333 sec): 3 clusters Score: Raw -579045.066434 + Penalty 2811.923944 = -576233.142490 nChanged 26 SP:Iteration 30Q (4132.272403 sec): 3 clusters Score: Raw -579051.293221 + Penalty 2811.923944 = -576239.369277 nChanged 20 SP:Iteration 31Q (4132.321346 sec): 3 clusters Score: Raw -579055.457771 + Penalty 2811.923944 = -576243.533827 nChanged 16 SP:Iteration 32Q (4132.367711 sec): 3 clusters Score: Raw -579058.669198 + Penalty 2811.923944 = -576246.745254 nChanged 13 SP:Iteration 33Q (4132.412700 sec): 3 clusters Score: Raw -579061.411425 + Penalty 2811.923944 = -576249.487481 nChanged 15 SP:Iteration 34Q (4132.471416 sec): 3 clusters Score: Raw -579064.922259 + Penalty 2811.923944 = -576252.998315 nChanged 8 SP:Iteration 35Q (4132.523165 sec): 3 clusters Score: Raw -579066.311067 + Penalty 2811.923944 = -576254.387123 nChanged 5 SP:Iteration 36Q (4132.573020 sec): 3 clusters Score: Raw -579067.579953 + Penalty 2811.923944 = -576255.656009 nChanged 8 SP:Iteration 37Q (4132.621097 sec): 3 clusters Score: Raw -579069.990242 + Penalty 2811.923944 = -576258.066298 nChanged 3 SP:Iteration 38Q (4132.673577 sec): 3 clusters Score: Raw -579070.321938 + Penalty 2811.923944 = -576258.397994 nChanged 2 SP:Iteration 39Q (4132.731497 sec): 3 clusters Score: Raw -579071.127558 + Penalty 2811.923944 = -576259.203614 nChanged 4 SP:Iteration 40F (4132.774644 sec): 3 clusters Score: Raw -579071.927341 + Penalty 2811.923944 = -576260.003397 nChanged 6 SP:Iteration 41Q (4132.818034 sec): 3 clusters Score: Raw -579073.225489 + Penalty 2811.923944 = -576261.301545 nChanged 6 SP:Iteration 42Q (4132.866094 sec): 3 clusters Score: Raw -579073.930196 + Penalty 2811.923944 = -576262.006252 nChanged 8 SP:Iteration 43Q (4132.917688 sec): 3 clusters Score: Raw -579075.042912 + Penalty 2811.923944 = -576263.118968 nChanged 8 SP:Iteration 44Q (4132.985988 sec): 3 clusters Score: Raw -579076.102264 + Penalty 2811.923944 = -576264.178320 nChanged 4 SP:Iteration 45Q (4133.031386 sec): 3 clusters Score: Raw -579076.704482 + Penalty 2811.923944 = -576264.780538 nChanged 3 SP:Iteration 46Q (4133.070849 sec): 3 clusters Score: Raw -579077.369267 + Penalty 2811.923944 = -576265.445323 nChanged 2 SP:Iteration 47Q (4133.123035 sec): 3 clusters Score: Raw -579077.647423 + Penalty 2811.923944 = -576265.723479 nChanged 3 SP:Iteration 48Q (4133.160124 sec): 3 clusters Score: Raw -579078.086504 + Penalty 2811.923944 = -576266.162560 nChanged 2 SP:Iteration 49Q (4133.214883 sec): 3 clusters Score: Raw -579078.398969 + Penalty 2811.923944 = -576266.475025 nChanged 3 SP:Iteration 50Q (4133.269174 sec): 3 clusters Score: Raw -579079.014444 + Penalty 2811.923944 = -576267.090500 nChanged 3 SP:Iteration 51Q (4133.317504 sec): 3 clusters Score: Raw -579079.508081 + Penalty 2811.923944 = -576267.584137 nChanged 2 SP:Iteration 52Q (4133.370351 sec): 3 clusters Score: Raw -579079.960855 + Penalty 2811.923944 = -576268.036911 nChanged 2 SP:Iteration 53Q (4133.412393 sec): 3 clusters Score: Raw -579080.147754 + Penalty 2811.923944 = -576268.223810 nChanged 1 SP:Iteration 54Q (4133.464158 sec): 3 clusters Score: Raw -579080.212143 + Penalty 2811.923944 = -576268.288199 nChanged 0 SP:Iteration 55F (4133.522546 sec): 3 clusters Score: Raw -579080.212143 + Penalty 2811.923944 = -576268.288199 nChanged 0 Trying to split cluster 18 (32472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4133.590570 sec): 2 clusters Score: Raw -3541525.726970 + Penalty 1688.071687 = -3539837.655283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4133.704297 sec): 3 clusters Score: Raw -3521351.593876 + Penalty 3376.143374 = -3517975.450502 nChanged 15062 SP:Iteration 1F (4133.793940 sec): 3 clusters Score: Raw -3529927.051162 + Penalty 3376.143374 = -3526550.907788 nChanged 1690 SP:Iteration 2F (4133.897846 sec): 3 clusters Score: Raw -3530619.704421 + Penalty 3376.143374 = -3527243.561047 nChanged 1766 SP:Iteration 3F (4133.984935 sec): 3 clusters Score: Raw -3531500.843407 + Penalty 3376.143374 = -3528124.700033 nChanged 1881 SP:Iteration 4F (4134.084337 sec): 3 clusters Score: Raw -3532633.915237 + Penalty 3376.143374 = -3529257.771863 nChanged 2069 SP:Iteration 5F (4134.169347 sec): 3 clusters Score: Raw -3534068.297747 + Penalty 3376.143374 = -3530692.154373 nChanged 2036 SP:Iteration 6F (4134.265309 sec): 3 clusters Score: Raw -3535668.845996 + Penalty 3376.143374 = -3532292.702622 nChanged 1948 SP:Iteration 7F (4134.368048 sec): 3 clusters Score: Raw -3537295.253066 + Penalty 3376.143374 = -3533919.109692 nChanged 1667 SP:Iteration 8F (4134.462901 sec): 3 clusters Score: Raw -3538648.983579 + Penalty 3376.143374 = -3535272.840205 nChanged 1301 SP:Iteration 9Q (4134.555197 sec): 3 clusters Score: Raw -3539562.782741 + Penalty 3376.143374 = -3536186.639367 nChanged 905 SP:Iteration 10Q (4134.643818 sec): 3 clusters Score: Raw -3540062.702839 + Penalty 3376.143374 = -3536686.559465 nChanged 633 SP:Iteration 11Q (4134.746863 sec): 3 clusters Score: Raw -3540353.780972 + Penalty 3376.143374 = -3536977.637598 nChanged 478 SP:Iteration 12Q (4134.837768 sec): 3 clusters Score: Raw -3540564.484359 + Penalty 3376.143374 = -3537188.340985 nChanged 427 SP:Iteration 13Q (4134.942291 sec): 3 clusters Score: Raw -3540745.298238 + Penalty 3376.143374 = -3537369.154864 nChanged 372 SP:Iteration 14Q (4135.020998 sec): 3 clusters Score: Raw -3540895.092865 + Penalty 3376.143374 = -3537518.949491 nChanged 348 SP:Iteration 15Q (4135.108059 sec): 3 clusters Score: Raw -3541026.129704 + Penalty 3376.143374 = -3537649.986330 nChanged 283 SP:Iteration 16Q (4135.189927 sec): 3 clusters Score: Raw -3541131.782226 + Penalty 3376.143374 = -3537755.638852 nChanged 295 SP:Iteration 17Q (4135.272499 sec): 3 clusters Score: Raw -3541248.486601 + Penalty 3376.143374 = -3537872.343227 nChanged 277 SP:Iteration 18Q (4135.350832 sec): 3 clusters Score: Raw -3541355.945550 + Penalty 3376.143374 = -3537979.802176 nChanged 254 SP:Iteration 19Q (4135.441085 sec): 3 clusters Score: Raw -3541451.232020 + Penalty 3376.143374 = -3538075.088646 nChanged 229 SP:Iteration 20F (4135.533798 sec): 3 clusters Score: Raw -3541529.022172 + Penalty 3376.143374 = -3538152.878798 nChanged 186 SP:Iteration 21Q (4135.623747 sec): 3 clusters Score: Raw -3541587.107181 + Penalty 3376.143374 = -3538210.963807 nChanged 161 SP:Iteration 22Q (4135.714659 sec): 3 clusters Score: Raw -3541633.388657 + Penalty 3376.143374 = -3538257.245283 nChanged 134 SP:Iteration 23Q (4135.784383 sec): 3 clusters Score: Raw -3541673.248616 + Penalty 3376.143374 = -3538297.105242 nChanged 123 SP:Iteration 24Q (4135.867606 sec): 3 clusters Score: Raw -3541706.985430 + Penalty 3376.143374 = -3538330.842056 nChanged 113 SP:Iteration 25Q (4135.950188 sec): 3 clusters Score: Raw -3541738.623414 + Penalty 3376.143374 = -3538362.480040 nChanged 104 SP:Iteration 26Q (4136.040529 sec): 3 clusters Score: Raw -3541768.188543 + Penalty 3376.143374 = -3538392.045169 nChanged 92 SP:Iteration 27Q (4136.127809 sec): 3 clusters Score: Raw -3541796.821922 + Penalty 3376.143374 = -3538420.678548 nChanged 87 SP:Iteration 28Q (4136.221918 sec): 3 clusters Score: Raw -3541819.123421 + Penalty 3376.143374 = -3538442.980047 nChanged 68 SP:Iteration 29Q (4136.308742 sec): 3 clusters Score: Raw -3541836.247715 + Penalty 3376.143374 = -3538460.104341 nChanged 65 SP:Iteration 30Q (4136.388064 sec): 3 clusters Score: Raw -3541854.254853 + Penalty 3376.143374 = -3538478.111479 nChanged 55 SP:Iteration 31Q (4136.467012 sec): 3 clusters Score: Raw -3541869.789868 + Penalty 3376.143374 = -3538493.646494 nChanged 43 SP:Iteration 32Q (4136.552568 sec): 3 clusters Score: Raw -3541880.475548 + Penalty 3376.143374 = -3538504.332174 nChanged 32 SP:Iteration 33Q (4136.646084 sec): 3 clusters Score: Raw -3541889.071493 + Penalty 3376.143374 = -3538512.928119 nChanged 35 SP:Iteration 34Q (4136.733690 sec): 3 clusters Score: Raw -3541898.482705 + Penalty 3376.143374 = -3538522.339331 nChanged 33 SP:Iteration 35Q (4136.813690 sec): 3 clusters Score: Raw -3541906.944677 + Penalty 3376.143374 = -3538530.801303 nChanged 23 SP:Iteration 36Q (4136.907639 sec): 3 clusters Score: Raw -3541912.972254 + Penalty 3376.143374 = -3538536.828880 nChanged 24 SP:Iteration 37Q (4136.982695 sec): 3 clusters Score: Raw -3541918.535044 + Penalty 3376.143374 = -3538542.391670 nChanged 14 SP:Iteration 38Q (4137.070339 sec): 3 clusters Score: Raw -3541921.963202 + Penalty 3376.143374 = -3538545.819828 nChanged 13 SP:Iteration 39Q (4137.164978 sec): 3 clusters Score: Raw -3541925.976101 + Penalty 3376.143374 = -3538549.832727 nChanged 15 SP:Iteration 40F (4137.257667 sec): 3 clusters Score: Raw -3541929.626498 + Penalty 3376.143374 = -3538553.483124 nChanged 16 SP:Iteration 41Q (4137.322396 sec): 3 clusters Score: Raw -3541934.770424 + Penalty 3376.143374 = -3538558.627050 nChanged 19 SP:Iteration 42Q (4137.410109 sec): 3 clusters Score: Raw -3541939.245201 + Penalty 3376.143374 = -3538563.101827 nChanged 19 SP:Iteration 43Q (4137.472407 sec): 3 clusters Score: Raw -3541944.256630 + Penalty 3376.143374 = -3538568.113256 nChanged 22 SP:Iteration 44Q (4137.557945 sec): 3 clusters Score: Raw -3541950.224699 + Penalty 3376.143374 = -3538574.081325 nChanged 19 SP:Iteration 45Q (4137.644929 sec): 3 clusters Score: Raw -3541955.095726 + Penalty 3376.143374 = -3538578.952352 nChanged 19 SP:Iteration 46Q (4137.730884 sec): 3 clusters Score: Raw -3541960.118093 + Penalty 3376.143374 = -3538583.974719 nChanged 19 SP:Iteration 47Q (4137.821216 sec): 3 clusters Score: Raw -3541965.206802 + Penalty 3376.143374 = -3538589.063428 nChanged 20 SP:Iteration 48Q (4137.906966 sec): 3 clusters Score: Raw -3541969.461580 + Penalty 3376.143374 = -3538593.318206 nChanged 14 SP:Iteration 49Q (4137.982574 sec): 3 clusters Score: Raw -3541974.066978 + Penalty 3376.143374 = -3538597.923604 nChanged 21 SP:Iteration 50Q (4138.077082 sec): 3 clusters Score: Raw -3541979.259008 + Penalty 3376.143374 = -3538603.115634 nChanged 11 SP:Iteration 51Q (4138.163315 sec): 3 clusters Score: Raw -3541982.956576 + Penalty 3376.143374 = -3538606.813202 nChanged 11 SP:Iteration 52Q (4138.252225 sec): 3 clusters Score: Raw -3541985.886779 + Penalty 3376.143374 = -3538609.743405 nChanged 11 SP:Iteration 53Q (4138.333608 sec): 3 clusters Score: Raw -3541988.489204 + Penalty 3376.143374 = -3538612.345830 nChanged 9 SP:Iteration 54Q (4138.410835 sec): 3 clusters Score: Raw -3541991.650819 + Penalty 3376.143374 = -3538615.507445 nChanged 18 SP:Iteration 55Q (4138.500796 sec): 3 clusters Score: Raw -3541995.045561 + Penalty 3376.143374 = -3538618.902187 nChanged 12 SP:Iteration 56Q (4138.587726 sec): 3 clusters Score: Raw -3541997.678730 + Penalty 3376.143374 = -3538621.535356 nChanged 9 SP:Iteration 57Q (4138.678501 sec): 3 clusters Score: Raw -3541999.833187 + Penalty 3376.143374 = -3538623.689813 nChanged 12 SP:Iteration 58Q (4138.758876 sec): 3 clusters Score: Raw -3542003.404260 + Penalty 3376.143374 = -3538627.260886 nChanged 5 SP:Iteration 59Q (4138.837494 sec): 3 clusters Score: Raw -3542004.371148 + Penalty 3376.143374 = -3538628.227774 nChanged 6 SP:Iteration 60F (4138.927750 sec): 3 clusters Score: Raw -3542005.530411 + Penalty 3376.143374 = -3538629.387037 nChanged 8 SP:Iteration 61Q (4138.998290 sec): 3 clusters Score: Raw -3542007.652240 + Penalty 3376.143374 = -3538631.508866 nChanged 7 SP:Iteration 62Q (4139.081258 sec): 3 clusters Score: Raw -3542008.974832 + Penalty 3376.143374 = -3538632.831458 nChanged 3 SP:Iteration 63Q (4139.159086 sec): 3 clusters Score: Raw -3542009.752031 + Penalty 3376.143374 = -3538633.608657 nChanged 3 SP:Iteration 64Q (4139.242900 sec): 3 clusters Score: Raw -3542010.213017 + Penalty 3376.143374 = -3538634.069643 nChanged 1 SP:Iteration 65Q (4139.331542 sec): 3 clusters Score: Raw -3542010.504804 + Penalty 3376.143374 = -3538634.361430 nChanged 0 SP:Iteration 66F (4139.426933 sec): 3 clusters Score: Raw -3542010.504804 + Penalty 3376.143374 = -3538634.361430 nChanged 0 Trying to split cluster 19 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4139.445891 sec): 2 clusters Score: Raw -13882.375053 + Penalty 842.950193 = -13039.424859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4139.495224 sec): 3 clusters Score: Raw -14101.085637 + Penalty 1685.900387 = -12415.185250 nChanged 26 SP:Iteration 1F (4139.528229 sec): 3 clusters Score: Raw -14183.022287 + Penalty 1685.900387 = -12497.121900 nChanged 5 SP:Iteration 2Q (4139.561258 sec): 3 clusters Score: Raw -14201.817226 + Penalty 1685.900387 = -12515.916839 nChanged 3 SP:Iteration 3Q (4139.590796 sec): 3 clusters Score: Raw -14210.722918 + Penalty 1685.900387 = -12524.822531 nChanged 1 SP:Iteration 4Q (4139.619365 sec): 3 clusters Score: Raw -14217.885613 + Penalty 1685.900387 = -12531.985226 nChanged 1 SP:Iteration 5Q (4139.648787 sec): 3 clusters Score: Raw -14222.661713 + Penalty 1685.900387 = -12536.761326 nChanged 0 SP:Iteration 6F (4139.691243 sec): 3 clusters Score: Raw -14222.661713 + Penalty 1685.900387 = -12536.761326 nChanged 0 Trying to split cluster 20 (4024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4139.718552 sec): 2 clusters Score: Raw -390895.506672 + Penalty 1348.755153 = -389546.751519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4139.780660 sec): 3 clusters Score: Raw -388890.859075 + Penalty 2697.510306 = -386193.348769 nChanged 1579 SP:Iteration 1F (4139.823550 sec): 3 clusters Score: Raw -389869.535790 + Penalty 2697.510306 = -387172.025483 nChanged 333 SP:Iteration 2F (4139.867836 sec): 3 clusters Score: Raw -390082.075161 + Penalty 2697.510306 = -387384.564855 nChanged 233 SP:Iteration 3F (4139.916533 sec): 3 clusters Score: Raw -390214.205817 + Penalty 2697.510306 = -387516.695510 nChanged 167 SP:Iteration 4Q (4139.959756 sec): 3 clusters Score: Raw -390310.389075 + Penalty 2697.510306 = -387612.878769 nChanged 147 SP:Iteration 5Q (4140.023182 sec): 3 clusters Score: Raw -390384.174808 + Penalty 2697.510306 = -387686.664501 nChanged 120 SP:Iteration 6Q (4140.057118 sec): 3 clusters Score: Raw -390451.256577 + Penalty 2697.510306 = -387753.746271 nChanged 121 SP:Iteration 7Q (4140.101585 sec): 3 clusters Score: Raw -390521.726367 + Penalty 2697.510306 = -387824.216061 nChanged 114 SP:Iteration 8Q (4140.134400 sec): 3 clusters Score: Raw -390579.275198 + Penalty 2697.510306 = -387881.764891 nChanged 90 SP:Iteration 9Q (4140.193963 sec): 3 clusters Score: Raw -390629.820622 + Penalty 2697.510306 = -387932.310316 nChanged 80 SP:Iteration 10Q (4140.235487 sec): 3 clusters Score: Raw -390666.025923 + Penalty 2697.510306 = -387968.515616 nChanged 67 SP:Iteration 11Q (4140.280425 sec): 3 clusters Score: Raw -390698.993891 + Penalty 2697.510306 = -388001.483584 nChanged 61 SP:Iteration 12Q (4140.325657 sec): 3 clusters Score: Raw -390728.024715 + Penalty 2697.510306 = -388030.514408 nChanged 62 SP:Iteration 13Q (4140.369377 sec): 3 clusters Score: Raw -390760.563138 + Penalty 2697.510306 = -388063.052832 nChanged 56 SP:Iteration 14Q (4140.413053 sec): 3 clusters Score: Raw -390790.259839 + Penalty 2697.510306 = -388092.749533 nChanged 64 SP:Iteration 15Q (4140.459999 sec): 3 clusters Score: Raw -390827.663047 + Penalty 2697.510306 = -388130.152740 nChanged 58 SP:Iteration 16Q (4140.504034 sec): 3 clusters Score: Raw -390856.463270 + Penalty 2697.510306 = -388158.952963 nChanged 48 SP:Iteration 17Q (4140.562162 sec): 3 clusters Score: Raw -390878.641405 + Penalty 2697.510306 = -388181.131099 nChanged 36 SP:Iteration 18Q (4140.604573 sec): 3 clusters Score: Raw -390895.925550 + Penalty 2697.510306 = -388198.415244 nChanged 32 SP:Iteration 19Q (4140.648684 sec): 3 clusters Score: Raw -390910.104784 + Penalty 2697.510306 = -388212.594478 nChanged 27 SP:Iteration 20F (4140.697840 sec): 3 clusters Score: Raw -390919.895750 + Penalty 2697.510306 = -388222.385444 nChanged 16 SP:Iteration 21Q (4140.746022 sec): 3 clusters Score: Raw -390925.219385 + Penalty 2697.510306 = -388227.709078 nChanged 10 SP:Iteration 22Q (4140.785692 sec): 3 clusters Score: Raw -390928.910460 + Penalty 2697.510306 = -388231.400154 nChanged 8 SP:Iteration 23Q (4140.831100 sec): 3 clusters Score: Raw -390931.039751 + Penalty 2697.510306 = -388233.529444 nChanged 5 SP:Iteration 24Q (4140.873544 sec): 3 clusters Score: Raw -390932.563197 + Penalty 2697.510306 = -388235.052891 nChanged 5 SP:Iteration 25Q (4140.915504 sec): 3 clusters Score: Raw -390934.855748 + Penalty 2697.510306 = -388237.345442 nChanged 3 SP:Iteration 26Q (4140.970173 sec): 3 clusters Score: Raw -390936.340197 + Penalty 2697.510306 = -388238.829891 nChanged 4 SP:Iteration 27Q (4141.003701 sec): 3 clusters Score: Raw -390937.991247 + Penalty 2697.510306 = -388240.480941 nChanged 5 SP:Iteration 28Q (4141.053672 sec): 3 clusters Score: Raw -390940.152074 + Penalty 2697.510306 = -388242.641768 nChanged 2 SP:Iteration 29Q (4141.090531 sec): 3 clusters Score: Raw -390940.569775 + Penalty 2697.510306 = -388243.059469 nChanged 2 SP:Iteration 30Q (4141.149267 sec): 3 clusters Score: Raw -390940.814456 + Penalty 2697.510306 = -388243.304150 nChanged 2 SP:Iteration 31Q (4141.181160 sec): 3 clusters Score: Raw -390941.189866 + Penalty 2697.510306 = -388243.679560 nChanged 2 SP:Iteration 32Q (4141.241551 sec): 3 clusters Score: Raw -390941.479754 + Penalty 2697.510306 = -388243.969447 nChanged 0 SP:Iteration 33F (4141.279851 sec): 3 clusters Score: Raw -390941.479754 + Penalty 2697.510306 = -388243.969447 nChanged 0 Trying to split cluster 21 (14394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4141.323613 sec): 2 clusters Score: Raw -1533745.209522 + Penalty 1555.867094 = -1532189.342428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4141.390698 sec): 3 clusters Score: Raw -1525328.037193 + Penalty 3111.734188 = -1522216.303005 nChanged 6369 SP:Iteration 1F (4141.458213 sec): 3 clusters Score: Raw -1528875.644492 + Penalty 3111.734188 = -1525763.910304 nChanged 913 SP:Iteration 2F (4141.526029 sec): 3 clusters Score: Raw -1529333.301325 + Penalty 3111.734188 = -1526221.567137 nChanged 820 SP:Iteration 3F (4141.579571 sec): 3 clusters Score: Raw -1529809.365102 + Penalty 3111.734188 = -1526697.630914 nChanged 831 SP:Iteration 4F (4141.643058 sec): 3 clusters Score: Raw -1530391.075777 + Penalty 3111.734188 = -1527279.341589 nChanged 814 SP:Iteration 5F (4141.704826 sec): 3 clusters Score: Raw -1530975.351433 + Penalty 3111.734188 = -1527863.617245 nChanged 755 SP:Iteration 6F (4141.772741 sec): 3 clusters Score: Raw -1531502.772559 + Penalty 3111.734188 = -1528391.038371 nChanged 680 SP:Iteration 7Q (4141.842590 sec): 3 clusters Score: Raw -1531934.937431 + Penalty 3111.734188 = -1528823.203243 nChanged 639 SP:Iteration 8Q (4141.903453 sec): 3 clusters Score: Raw -1532357.973197 + Penalty 3111.734188 = -1529246.239010 nChanged 576 SP:Iteration 9Q (4141.964346 sec): 3 clusters Score: Raw -1532696.671735 + Penalty 3111.734188 = -1529584.937547 nChanged 493 SP:Iteration 10Q (4142.030769 sec): 3 clusters Score: Raw -1532932.337931 + Penalty 3111.734188 = -1529820.603743 nChanged 365 SP:Iteration 11Q (4142.084259 sec): 3 clusters Score: Raw -1533086.142889 + Penalty 3111.734188 = -1529974.408701 nChanged 297 SP:Iteration 12Q (4142.150053 sec): 3 clusters Score: Raw -1533199.906404 + Penalty 3111.734188 = -1530088.172216 nChanged 252 SP:Iteration 13Q (4142.211594 sec): 3 clusters Score: Raw -1533279.634077 + Penalty 3111.734188 = -1530167.899889 nChanged 204 SP:Iteration 14Q (4142.278244 sec): 3 clusters Score: Raw -1533341.287383 + Penalty 3111.734188 = -1530229.553195 nChanged 166 SP:Iteration 15Q (4142.351645 sec): 3 clusters Score: Raw -1533385.816603 + Penalty 3111.734188 = -1530274.082415 nChanged 126 SP:Iteration 16Q (4142.419290 sec): 3 clusters Score: Raw -1533414.040683 + Penalty 3111.734188 = -1530302.306495 nChanged 112 SP:Iteration 17Q (4142.483335 sec): 3 clusters Score: Raw -1533440.970670 + Penalty 3111.734188 = -1530329.236482 nChanged 97 SP:Iteration 18Q (4142.540950 sec): 3 clusters Score: Raw -1533461.364086 + Penalty 3111.734188 = -1530349.629898 nChanged 86 SP:Iteration 19Q (4142.611277 sec): 3 clusters Score: Raw -1533479.880731 + Penalty 3111.734188 = -1530368.146543 nChanged 65 SP:Iteration 20F (4142.673742 sec): 3 clusters Score: Raw -1533490.341644 + Penalty 3111.734188 = -1530378.607456 nChanged 53 SP:Iteration 21Q (4142.723507 sec): 3 clusters Score: Raw -1533497.076341 + Penalty 3111.734188 = -1530385.342153 nChanged 31 SP:Iteration 22Q (4142.790848 sec): 3 clusters Score: Raw -1533501.623437 + Penalty 3111.734188 = -1530389.889249 nChanged 30 SP:Iteration 23Q (4142.857826 sec): 3 clusters Score: Raw -1533506.582214 + Penalty 3111.734188 = -1530394.848026 nChanged 34 SP:Iteration 24Q (4142.924327 sec): 3 clusters Score: Raw -1533510.579977 + Penalty 3111.734188 = -1530398.845789 nChanged 25 SP:Iteration 25Q (4142.980449 sec): 3 clusters Score: Raw -1533514.117641 + Penalty 3111.734188 = -1530402.383454 nChanged 30 SP:Iteration 26Q (4143.041012 sec): 3 clusters Score: Raw -1533517.791630 + Penalty 3111.734188 = -1530406.057442 nChanged 24 SP:Iteration 27Q (4143.109231 sec): 3 clusters Score: Raw -1533520.514311 + Penalty 3111.734188 = -1530408.780123 nChanged 23 SP:Iteration 28Q (4143.160307 sec): 3 clusters Score: Raw -1533522.778777 + Penalty 3111.734188 = -1530411.044589 nChanged 19 SP:Iteration 29Q (4143.221758 sec): 3 clusters Score: Raw -1533524.984631 + Penalty 3111.734188 = -1530413.250443 nChanged 21 SP:Iteration 30Q (4143.289465 sec): 3 clusters Score: Raw -1533526.878220 + Penalty 3111.734188 = -1530415.144032 nChanged 19 SP:Iteration 31Q (4143.352950 sec): 3 clusters Score: Raw -1533528.552289 + Penalty 3111.734188 = -1530416.818102 nChanged 15 SP:Iteration 32Q (4143.409702 sec): 3 clusters Score: Raw -1533530.178557 + Penalty 3111.734188 = -1530418.444369 nChanged 16 SP:Iteration 33Q (4143.467329 sec): 3 clusters Score: Raw -1533531.808383 + Penalty 3111.734188 = -1530420.074195 nChanged 12 SP:Iteration 34Q (4143.532388 sec): 3 clusters Score: Raw -1533532.839340 + Penalty 3111.734188 = -1530421.105152 nChanged 9 SP:Iteration 35Q (4143.592677 sec): 3 clusters Score: Raw -1533533.706522 + Penalty 3111.734188 = -1530421.972334 nChanged 11 SP:Iteration 36Q (4143.640941 sec): 3 clusters Score: Raw -1533535.243454 + Penalty 3111.734188 = -1530423.509266 nChanged 16 SP:Iteration 37Q (4143.707282 sec): 3 clusters Score: Raw -1533537.171918 + Penalty 3111.734188 = -1530425.437730 nChanged 19 SP:Iteration 38Q (4143.769598 sec): 3 clusters Score: Raw -1533539.591210 + Penalty 3111.734188 = -1530427.857022 nChanged 14 SP:Iteration 39Q (4143.837863 sec): 3 clusters Score: Raw -1533541.084892 + Penalty 3111.734188 = -1530429.350704 nChanged 14 SP:Iteration 40F (4143.912192 sec): 3 clusters Score: Raw -1533543.013124 + Penalty 3111.734188 = -1530431.278936 nChanged 15 SP:Iteration 41Q (4143.962001 sec): 3 clusters Score: Raw -1533544.778121 + Penalty 3111.734188 = -1530433.043933 nChanged 13 SP:Iteration 42Q (4144.026674 sec): 3 clusters Score: Raw -1533546.605833 + Penalty 3111.734188 = -1530434.871645 nChanged 13 SP:Iteration 43Q (4144.083646 sec): 3 clusters Score: Raw -1533548.239788 + Penalty 3111.734188 = -1530436.505600 nChanged 12 SP:Iteration 44Q (4144.148858 sec): 3 clusters Score: Raw -1533549.247824 + Penalty 3111.734188 = -1530437.513636 nChanged 8 SP:Iteration 45Q (4144.210220 sec): 3 clusters Score: Raw -1533549.947177 + Penalty 3111.734188 = -1530438.212989 nChanged 8 SP:Iteration 46Q (4144.267187 sec): 3 clusters Score: Raw -1533550.487143 + Penalty 3111.734188 = -1530438.752955 nChanged 3 SP:Iteration 47Q (4144.328998 sec): 3 clusters Score: Raw -1533550.644015 + Penalty 3111.734188 = -1530438.909827 nChanged 3 SP:Iteration 48Q (4144.382366 sec): 3 clusters Score: Raw -1533550.888330 + Penalty 3111.734188 = -1530439.154142 nChanged 5 SP:Iteration 49Q (4144.450462 sec): 3 clusters Score: Raw -1533551.546705 + Penalty 3111.734188 = -1530439.812517 nChanged 6 SP:Iteration 50Q (4144.523025 sec): 3 clusters Score: Raw -1533552.200766 + Penalty 3111.734188 = -1530440.466578 nChanged 7 SP:Iteration 51Q (4144.591438 sec): 3 clusters Score: Raw -1533553.006857 + Penalty 3111.734188 = -1530441.272669 nChanged 9 SP:Iteration 52Q (4144.648368 sec): 3 clusters Score: Raw -1533553.881570 + Penalty 3111.734188 = -1530442.147382 nChanged 8 SP:Iteration 53Q (4144.709699 sec): 3 clusters Score: Raw -1533554.757075 + Penalty 3111.734188 = -1530443.022887 nChanged 10 SP:Iteration 54Q (4144.777337 sec): 3 clusters Score: Raw -1533555.549340 + Penalty 3111.734188 = -1530443.815152 nChanged 10 SP:Iteration 55Q (4144.846143 sec): 3 clusters Score: Raw -1533556.407550 + Penalty 3111.734188 = -1530444.673362 nChanged 10 SP:Iteration 56Q (4144.904025 sec): 3 clusters Score: Raw -1533557.361110 + Penalty 3111.734188 = -1530445.626922 nChanged 6 SP:Iteration 57Q (4144.972971 sec): 3 clusters Score: Raw -1533557.802230 + Penalty 3111.734188 = -1530446.068043 nChanged 5 SP:Iteration 58Q (4145.053758 sec): 3 clusters Score: Raw -1533558.139487 + Penalty 3111.734188 = -1530446.405299 nChanged 1 SP:Iteration 59Q (4145.104374 sec): 3 clusters Score: Raw -1533558.174897 + Penalty 3111.734188 = -1530446.440709 nChanged 0 SP:Iteration 60F (4145.159014 sec): 3 clusters Score: Raw -1533558.174897 + Penalty 3111.734188 = -1530446.440709 nChanged 0 Trying to split cluster 22 (19851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4145.205531 sec): 2 clusters Score: Raw -2094539.374002 + Penalty 1608.101570 = -2092931.272432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4145.277354 sec): 3 clusters Score: Raw -2082630.570629 + Penalty 3216.203140 = -2079414.367489 nChanged 8918 SP:Iteration 1F (4145.345955 sec): 3 clusters Score: Raw -2087750.945694 + Penalty 3216.203140 = -2084534.742553 nChanged 1352 SP:Iteration 2F (4145.420635 sec): 3 clusters Score: Raw -2088568.801450 + Penalty 3216.203140 = -2085352.598309 nChanged 1572 SP:Iteration 3F (4145.488393 sec): 3 clusters Score: Raw -2089798.335866 + Penalty 3216.203140 = -2086582.132726 nChanged 1678 SP:Iteration 4F (4145.551867 sec): 3 clusters Score: Raw -2091232.605220 + Penalty 3216.203140 = -2088016.402079 nChanged 1566 SP:Iteration 5F (4145.606782 sec): 3 clusters Score: Raw -2092526.891643 + Penalty 3216.203140 = -2089310.688503 nChanged 1147 SP:Iteration 6F (4145.683805 sec): 3 clusters Score: Raw -2093355.051087 + Penalty 3216.203140 = -2090138.847946 nChanged 773 SP:Iteration 7Q (4145.754172 sec): 3 clusters Score: Raw -2093791.044950 + Penalty 3216.203140 = -2090574.841810 nChanged 490 SP:Iteration 8Q (4145.836872 sec): 3 clusters Score: Raw -2094029.049008 + Penalty 3216.203140 = -2090812.845868 nChanged 337 SP:Iteration 9Q (4145.914286 sec): 3 clusters Score: Raw -2094185.044215 + Penalty 3216.203140 = -2090968.841075 nChanged 261 SP:Iteration 10Q (4145.981813 sec): 3 clusters Score: Raw -2094286.158703 + Penalty 3216.203140 = -2091069.955562 nChanged 183 SP:Iteration 11Q (4146.061902 sec): 3 clusters Score: Raw -2094345.388109 + Penalty 3216.203140 = -2091129.184969 nChanged 135 SP:Iteration 12Q (4146.131248 sec): 3 clusters Score: Raw -2094385.433882 + Penalty 3216.203140 = -2091169.230742 nChanged 108 SP:Iteration 13Q (4146.208491 sec): 3 clusters Score: Raw -2094422.718416 + Penalty 3216.203140 = -2091206.515275 nChanged 126 SP:Iteration 14Q (4146.295230 sec): 3 clusters Score: Raw -2094466.713728 + Penalty 3216.203140 = -2091250.510588 nChanged 109 SP:Iteration 15Q (4146.353982 sec): 3 clusters Score: Raw -2094498.991879 + Penalty 3216.203140 = -2091282.788738 nChanged 83 SP:Iteration 16Q (4146.420492 sec): 3 clusters Score: Raw -2094518.457278 + Penalty 3216.203140 = -2091302.254137 nChanged 58 SP:Iteration 17Q (4146.500671 sec): 3 clusters Score: Raw -2094531.626021 + Penalty 3216.203140 = -2091315.422881 nChanged 39 SP:Iteration 18Q (4146.573998 sec): 3 clusters Score: Raw -2094542.075237 + Penalty 3216.203140 = -2091325.872097 nChanged 45 SP:Iteration 19Q (4146.639553 sec): 3 clusters Score: Raw -2094553.582185 + Penalty 3216.203140 = -2091337.379045 nChanged 41 SP:Iteration 20F (4146.730687 sec): 3 clusters Score: Raw -2094567.109066 + Penalty 3216.203140 = -2091350.905926 nChanged 45 SP:Iteration 21Q (4146.795696 sec): 3 clusters Score: Raw -2094582.846179 + Penalty 3216.203140 = -2091366.643039 nChanged 41 SP:Iteration 22Q (4146.857811 sec): 3 clusters Score: Raw -2094595.967333 + Penalty 3216.203140 = -2091379.764193 nChanged 32 SP:Iteration 23Q (4146.943312 sec): 3 clusters Score: Raw -2094607.810250 + Penalty 3216.203140 = -2091391.607109 nChanged 35 SP:Iteration 24Q (4147.016433 sec): 3 clusters Score: Raw -2094618.385337 + Penalty 3216.203140 = -2091402.182196 nChanged 24 SP:Iteration 25Q (4147.086373 sec): 3 clusters Score: Raw -2094624.068202 + Penalty 3216.203140 = -2091407.865061 nChanged 22 SP:Iteration 26Q (4147.160523 sec): 3 clusters Score: Raw -2094628.877220 + Penalty 3216.203140 = -2091412.674079 nChanged 18 SP:Iteration 27Q (4147.233420 sec): 3 clusters Score: Raw -2094633.932325 + Penalty 3216.203140 = -2091417.729185 nChanged 20 SP:Iteration 28Q (4147.293276 sec): 3 clusters Score: Raw -2094640.181799 + Penalty 3216.203140 = -2091423.978659 nChanged 23 SP:Iteration 29Q (4147.338785 sec): 3 clusters Score: Raw -2094646.903584 + Penalty 3216.203140 = -2091430.700443 nChanged 23 SP:Iteration 30Q (4147.423622 sec): 3 clusters Score: Raw -2094652.090706 + Penalty 3216.203140 = -2091435.887566 nChanged 21 SP:Iteration 31Q (4147.486666 sec): 3 clusters Score: Raw -2094657.763503 + Penalty 3216.203140 = -2091441.560363 nChanged 19 SP:Iteration 32Q (4147.559873 sec): 3 clusters Score: Raw -2094663.211879 + Penalty 3216.203140 = -2091447.008739 nChanged 21 SP:Iteration 33Q (4147.638431 sec): 3 clusters Score: Raw -2094669.241645 + Penalty 3216.203140 = -2091453.038505 nChanged 19 SP:Iteration 34Q (4147.709403 sec): 3 clusters Score: Raw -2094673.810984 + Penalty 3216.203140 = -2091457.607844 nChanged 21 SP:Iteration 35Q (4147.780618 sec): 3 clusters Score: Raw -2094680.012549 + Penalty 3216.203140 = -2091463.809409 nChanged 18 SP:Iteration 36Q (4147.856284 sec): 3 clusters Score: Raw -2094687.207108 + Penalty 3216.203140 = -2091471.003968 nChanged 17 SP:Iteration 37Q (4147.924475 sec): 3 clusters Score: Raw -2094691.688867 + Penalty 3216.203140 = -2091475.485726 nChanged 9 SP:Iteration 38Q (4147.980594 sec): 3 clusters Score: Raw -2094694.362127 + Penalty 3216.203140 = -2091478.158987 nChanged 13 SP:Iteration 39Q (4148.041717 sec): 3 clusters Score: Raw -2094698.242555 + Penalty 3216.203140 = -2091482.039415 nChanged 8 SP:Iteration 40F (4148.114686 sec): 3 clusters Score: Raw -2094701.424800 + Penalty 3216.203140 = -2091485.221659 nChanged 11 SP:Iteration 41Q (4148.194991 sec): 3 clusters Score: Raw -2094705.353198 + Penalty 3216.203140 = -2091489.150057 nChanged 16 SP:Iteration 42Q (4148.260684 sec): 3 clusters Score: Raw -2094712.195546 + Penalty 3216.203140 = -2091495.992405 nChanged 19 SP:Iteration 43Q (4148.331043 sec): 3 clusters Score: Raw -2094719.780112 + Penalty 3216.203140 = -2091503.576971 nChanged 19 SP:Iteration 44Q (4148.399918 sec): 3 clusters Score: Raw -2094727.262247 + Penalty 3216.203140 = -2091511.059106 nChanged 21 SP:Iteration 45Q (4148.485663 sec): 3 clusters Score: Raw -2094734.861652 + Penalty 3216.203140 = -2091518.658511 nChanged 21 SP:Iteration 46Q (4148.546999 sec): 3 clusters Score: Raw -2094743.296360 + Penalty 3216.203140 = -2091527.093220 nChanged 17 SP:Iteration 47Q (4148.617587 sec): 3 clusters Score: Raw -2094751.055750 + Penalty 3216.203140 = -2091534.852610 nChanged 17 SP:Iteration 48Q (4148.690378 sec): 3 clusters Score: Raw -2094757.059638 + Penalty 3216.203140 = -2091540.856497 nChanged 13 SP:Iteration 49Q (4148.761989 sec): 3 clusters Score: Raw -2094762.184522 + Penalty 3216.203140 = -2091545.981381 nChanged 19 SP:Iteration 50Q (4148.831129 sec): 3 clusters Score: Raw -2094769.986336 + Penalty 3216.203140 = -2091553.783196 nChanged 14 SP:Iteration 51Q (4148.898208 sec): 3 clusters Score: Raw -2094774.958825 + Penalty 3216.203140 = -2091558.755684 nChanged 16 SP:Iteration 52Q (4148.975906 sec): 3 clusters Score: Raw -2094781.396093 + Penalty 3216.203140 = -2091565.192952 nChanged 13 SP:Iteration 53Q (4149.048873 sec): 3 clusters Score: Raw -2094786.255594 + Penalty 3216.203140 = -2091570.052454 nChanged 9 SP:Iteration 54Q (4149.116393 sec): 3 clusters Score: Raw -2094789.469273 + Penalty 3216.203140 = -2091573.266133 nChanged 5 SP:Iteration 55Q (4149.185706 sec): 3 clusters Score: Raw -2094790.563738 + Penalty 3216.203140 = -2091574.360598 nChanged 2 SP:Iteration 56Q (4149.263838 sec): 3 clusters Score: Raw -2094790.917706 + Penalty 3216.203140 = -2091574.714566 nChanged 0 SP:Iteration 57F (4149.327202 sec): 3 clusters Score: Raw -2094790.917706 + Penalty 3216.203140 = -2091574.714566 nChanged 0 Trying to split cluster 23 (30557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4149.389045 sec): 2 clusters Score: Raw -3318738.231394 + Penalty 1678.194224 = -3317060.037170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4149.481837 sec): 3 clusters Score: Raw -3299849.554253 + Penalty 3356.388448 = -3296493.165805 nChanged 14120 SP:Iteration 1F (4149.571452 sec): 3 clusters Score: Raw -3307826.158111 + Penalty 3356.388448 = -3304469.769663 nChanged 1645 SP:Iteration 2F (4149.654830 sec): 3 clusters Score: Raw -3308543.555926 + Penalty 3356.388448 = -3305187.167478 nChanged 1710 SP:Iteration 3F (4149.755482 sec): 3 clusters Score: Raw -3309382.112031 + Penalty 3356.388448 = -3306025.723583 nChanged 1763 SP:Iteration 4F (4149.850921 sec): 3 clusters Score: Raw -3310409.692215 + Penalty 3356.388448 = -3307053.303767 nChanged 1883 SP:Iteration 5F (4149.943432 sec): 3 clusters Score: Raw -3311757.144223 + Penalty 3356.388448 = -3308400.755775 nChanged 1983 SP:Iteration 6F (4150.029432 sec): 3 clusters Score: Raw -3313319.959127 + Penalty 3356.388448 = -3309963.570679 nChanged 1896 SP:Iteration 7F (4150.107703 sec): 3 clusters Score: Raw -3314867.981571 + Penalty 3356.388448 = -3311511.593123 nChanged 1623 SP:Iteration 8F (4150.200903 sec): 3 clusters Score: Raw -3315936.959919 + Penalty 3356.388448 = -3312580.571471 nChanged 1117 SP:Iteration 9Q (4150.293273 sec): 3 clusters Score: Raw -3316542.009294 + Penalty 3356.388448 = -3313185.620846 nChanged 812 SP:Iteration 10Q (4150.394995 sec): 3 clusters Score: Raw -3316999.868160 + Penalty 3356.388448 = -3313643.479712 nChanged 676 SP:Iteration 11Q (4150.484799 sec): 3 clusters Score: Raw -3317402.410043 + Penalty 3356.388448 = -3314046.021595 nChanged 625 SP:Iteration 12Q (4150.586673 sec): 3 clusters Score: Raw -3317800.779859 + Penalty 3356.388448 = -3314444.391411 nChanged 603 SP:Iteration 13Q (4150.669217 sec): 3 clusters Score: Raw -3318178.277239 + Penalty 3356.388448 = -3314821.888791 nChanged 548 SP:Iteration 14Q (4150.767648 sec): 3 clusters Score: Raw -3318478.793870 + Penalty 3356.388448 = -3315122.405421 nChanged 458 SP:Iteration 15Q (4150.864508 sec): 3 clusters Score: Raw -3318683.165818 + Penalty 3356.388448 = -3315326.777370 nChanged 377 SP:Iteration 16Q (4150.961128 sec): 3 clusters Score: Raw -3318805.588416 + Penalty 3356.388448 = -3315449.199968 nChanged 263 SP:Iteration 17Q (4151.047865 sec): 3 clusters Score: Raw -3318862.715985 + Penalty 3356.388448 = -3315506.327537 nChanged 178 SP:Iteration 18Q (4151.145840 sec): 3 clusters Score: Raw -3318893.664350 + Penalty 3356.388448 = -3315537.275902 nChanged 155 SP:Iteration 19Q (4151.234420 sec): 3 clusters Score: Raw -3318915.978033 + Penalty 3356.388448 = -3315559.589585 nChanged 123 SP:Iteration 20F (4151.338383 sec): 3 clusters Score: Raw -3318931.739654 + Penalty 3356.388448 = -3315575.351206 nChanged 85 SP:Iteration 21Q (4151.423853 sec): 3 clusters Score: Raw -3318940.253972 + Penalty 3356.388448 = -3315583.865524 nChanged 60 SP:Iteration 22Q (4151.515182 sec): 3 clusters Score: Raw -3318945.789816 + Penalty 3356.388448 = -3315589.401368 nChanged 42 SP:Iteration 23Q (4151.600849 sec): 3 clusters Score: Raw -3318948.790144 + Penalty 3356.388448 = -3315592.401696 nChanged 30 SP:Iteration 24Q (4151.688749 sec): 3 clusters Score: Raw -3318950.786555 + Penalty 3356.388448 = -3315594.398107 nChanged 33 SP:Iteration 25Q (4151.773040 sec): 3 clusters Score: Raw -3318952.835496 + Penalty 3356.388448 = -3315596.447048 nChanged 38 SP:Iteration 26Q (4151.859271 sec): 3 clusters Score: Raw -3318955.289930 + Penalty 3356.388448 = -3315598.901482 nChanged 28 SP:Iteration 27Q (4151.950188 sec): 3 clusters Score: Raw -3318956.787240 + Penalty 3356.388448 = -3315600.398792 nChanged 19 SP:Iteration 28Q (4152.033994 sec): 3 clusters Score: Raw -3318957.571423 + Penalty 3356.388448 = -3315601.182975 nChanged 12 SP:Iteration 29Q (4152.123154 sec): 3 clusters Score: Raw -3318958.353685 + Penalty 3356.388448 = -3315601.965237 nChanged 12 SP:Iteration 30Q (4152.201432 sec): 3 clusters Score: Raw -3318958.794277 + Penalty 3356.388448 = -3315602.405829 nChanged 5 SP:Iteration 31Q (4152.289862 sec): 3 clusters Score: Raw -3318958.981357 + Penalty 3356.388448 = -3315602.592909 nChanged 2 SP:Iteration 32Q (4152.381832 sec): 3 clusters Score: Raw -3318959.072057 + Penalty 3356.388448 = -3315602.683609 nChanged 3 SP:Iteration 33Q (4152.470446 sec): 3 clusters Score: Raw -3318959.158708 + Penalty 3356.388448 = -3315602.770260 nChanged 2 SP:Iteration 34Q (4152.561434 sec): 3 clusters Score: Raw -3318959.207786 + Penalty 3356.388448 = -3315602.819338 nChanged 0 SP:Iteration 35F (4152.649604 sec): 3 clusters Score: Raw -3318959.207786 + Penalty 3356.388448 = -3315602.819338 nChanged 0 Trying to split cluster 24 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4152.662877 sec): 2 clusters Score: Raw -14347.064874 + Penalty 863.395972 = -13483.668903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4152.698415 sec): 3 clusters Score: Raw -14539.326345 + Penalty 1726.791943 = -12812.534401 nChanged 41 SP:Iteration 1F (4152.741978 sec): 3 clusters Score: Raw -14738.325959 + Penalty 1726.791943 = -13011.534016 nChanged 14 SP:Iteration 2F (4152.789406 sec): 3 clusters Score: Raw -14801.174162 + Penalty 1726.791943 = -13074.382219 nChanged 1 SP:Iteration 3Q (4152.838966 sec): 3 clusters Score: Raw -14804.280358 + Penalty 1726.791943 = -13077.488415 nChanged 0 SP:Iteration 4F (4152.878126 sec): 3 clusters Score: Raw -14804.280358 + Penalty 1726.791943 = -13077.488415 nChanged 0 Trying to split cluster 25 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4152.894223 sec): 2 clusters Score: Raw -47287.721434 + Penalty 1006.590876 = -46281.130558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4152.934536 sec): 3 clusters Score: Raw -47230.570415 + Penalty 2013.181752 = -45217.388663 nChanged 121 SP:Iteration 1F (4152.972221 sec): 3 clusters Score: Raw -47424.486333 + Penalty 2013.181752 = -45411.304581 nChanged 36 SP:Iteration 2F (4153.006346 sec): 3 clusters Score: Raw -47477.122103 + Penalty 2013.181752 = -45463.940351 nChanged 17 SP:Iteration 3Q (4153.053802 sec): 3 clusters Score: Raw -47500.676515 + Penalty 2013.181752 = -45487.494763 nChanged 7 SP:Iteration 4Q (4153.115703 sec): 3 clusters Score: Raw -47518.289219 + Penalty 2013.181752 = -45505.107467 nChanged 5 SP:Iteration 5Q (4153.145134 sec): 3 clusters Score: Raw -47529.541679 + Penalty 2013.181752 = -45516.359927 nChanged 4 SP:Iteration 6Q (4153.173925 sec): 3 clusters Score: Raw -47535.851330 + Penalty 2013.181752 = -45522.669578 nChanged 3 SP:Iteration 7Q (4153.193172 sec): 3 clusters Score: Raw -47539.706072 + Penalty 2013.181752 = -45526.524320 nChanged 1 SP:Iteration 8Q (4153.196436 sec): 3 clusters Score: Raw -47540.439028 + Penalty 2013.181752 = -45527.257275 nChanged 2 SP:Iteration 9Q (4153.199366 sec): 3 clusters Score: Raw -47541.937666 + Penalty 2013.181752 = -45528.755913 nChanged 1 SP:Iteration 10Q (4153.202295 sec): 3 clusters Score: Raw -47542.357038 + Penalty 2013.181752 = -45529.175286 nChanged 0 SP:Iteration 11F (4153.205294 sec): 3 clusters Score: Raw -47542.357038 + Penalty 2013.181752 = -45529.175286 nChanged 0 Trying to split cluster 26 (18388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4153.256427 sec): 2 clusters Score: Raw -1816326.923775 + Penalty 1595.661203 = -1814731.262572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4153.298724 sec): 3 clusters Score: Raw -1805282.785037 + Penalty 3191.322406 = -1802091.462631 nChanged 8415 SP:Iteration 1F (4153.384473 sec): 3 clusters Score: Raw -1810508.361098 + Penalty 3191.322406 = -1807317.038692 nChanged 1453 SP:Iteration 2F (4153.458110 sec): 3 clusters Score: Raw -1811613.244568 + Penalty 3191.322406 = -1808421.922162 nChanged 1543 SP:Iteration 3F (4153.528902 sec): 3 clusters Score: Raw -1813042.594835 + Penalty 3191.322406 = -1809851.272429 nChanged 1551 SP:Iteration 4F (4153.605388 sec): 3 clusters Score: Raw -1814326.201011 + Penalty 3191.322406 = -1811134.878605 nChanged 1326 SP:Iteration 5F (4153.678097 sec): 3 clusters Score: Raw -1815211.489177 + Penalty 3191.322406 = -1812020.166771 nChanged 987 SP:Iteration 6F (4153.743659 sec): 3 clusters Score: Raw -1815738.293764 + Penalty 3191.322406 = -1812546.971358 nChanged 675 SP:Iteration 7Q (4153.829583 sec): 3 clusters Score: Raw -1816050.697572 + Penalty 3191.322406 = -1812859.375166 nChanged 494 SP:Iteration 8Q (4153.891426 sec): 3 clusters Score: Raw -1816268.871254 + Penalty 3191.322406 = -1813077.548848 nChanged 403 SP:Iteration 9Q (4153.963827 sec): 3 clusters Score: Raw -1816438.352146 + Penalty 3191.322406 = -1813247.029740 nChanged 341 SP:Iteration 10Q (4154.044390 sec): 3 clusters Score: Raw -1816583.346818 + Penalty 3191.322406 = -1813392.024412 nChanged 305 SP:Iteration 11Q (4154.113636 sec): 3 clusters Score: Raw -1816706.848835 + Penalty 3191.322406 = -1813515.526429 nChanged 225 SP:Iteration 12Q (4154.175018 sec): 3 clusters Score: Raw -1816800.287718 + Penalty 3191.322406 = -1813608.965312 nChanged 201 SP:Iteration 13Q (4154.251035 sec): 3 clusters Score: Raw -1816895.826088 + Penalty 3191.322406 = -1813704.503682 nChanged 173 SP:Iteration 14Q (4154.317870 sec): 3 clusters Score: Raw -1816984.543243 + Penalty 3191.322406 = -1813793.220837 nChanged 158 SP:Iteration 15Q (4154.385450 sec): 3 clusters Score: Raw -1817072.664390 + Penalty 3191.322406 = -1813881.341984 nChanged 150 SP:Iteration 16Q (4154.469957 sec): 3 clusters Score: Raw -1817150.087372 + Penalty 3191.322406 = -1813958.764966 nChanged 134 SP:Iteration 17Q (4154.535835 sec): 3 clusters Score: Raw -1817254.407445 + Penalty 3191.322406 = -1814063.085039 nChanged 125 SP:Iteration 18Q (4154.596367 sec): 3 clusters Score: Raw -1817340.712005 + Penalty 3191.322406 = -1814149.389599 nChanged 120 SP:Iteration 19Q (4154.667456 sec): 3 clusters Score: Raw -1817412.338110 + Penalty 3191.322406 = -1814221.015704 nChanged 100 SP:Iteration 20F (4154.721652 sec): 3 clusters Score: Raw -1817463.381589 + Penalty 3191.322406 = -1814272.059183 nChanged 97 SP:Iteration 21Q (4154.791614 sec): 3 clusters Score: Raw -1817500.841707 + Penalty 3191.322406 = -1814309.519301 nChanged 74 SP:Iteration 22Q (4154.856140 sec): 3 clusters Score: Raw -1817532.767482 + Penalty 3191.322406 = -1814341.445076 nChanged 76 SP:Iteration 23Q (4154.934790 sec): 3 clusters Score: Raw -1817556.497876 + Penalty 3191.322406 = -1814365.175470 nChanged 52 SP:Iteration 24Q (4155.005659 sec): 3 clusters Score: Raw -1817572.241188 + Penalty 3191.322406 = -1814380.918782 nChanged 50 SP:Iteration 25Q (4155.071522 sec): 3 clusters Score: Raw -1817589.321749 + Penalty 3191.322406 = -1814397.999343 nChanged 52 SP:Iteration 26Q (4155.142588 sec): 3 clusters Score: Raw -1817602.789014 + Penalty 3191.322406 = -1814411.466608 nChanged 42 SP:Iteration 27Q (4155.207632 sec): 3 clusters Score: Raw -1817616.399721 + Penalty 3191.322406 = -1814425.077315 nChanged 42 SP:Iteration 28Q (4155.276036 sec): 3 clusters Score: Raw -1817629.036714 + Penalty 3191.322406 = -1814437.714308 nChanged 36 SP:Iteration 29Q (4155.355130 sec): 3 clusters Score: Raw -1817637.365074 + Penalty 3191.322406 = -1814446.042668 nChanged 24 SP:Iteration 30Q (4155.424025 sec): 3 clusters Score: Raw -1817640.547466 + Penalty 3191.322406 = -1814449.225060 nChanged 15 SP:Iteration 31Q (4155.494968 sec): 3 clusters Score: Raw -1817642.089532 + Penalty 3191.322406 = -1814450.767126 nChanged 4 SP:Iteration 32Q (4155.563544 sec): 3 clusters Score: Raw -1817642.466447 + Penalty 3191.322406 = -1814451.144041 nChanged 1 SP:Iteration 33Q (4155.639670 sec): 3 clusters Score: Raw -1817642.572795 + Penalty 3191.322406 = -1814451.250389 nChanged 0 SP:Iteration 34F (4155.708960 sec): 3 clusters Score: Raw -1817642.572795 + Penalty 3191.322406 = -1814451.250389 nChanged 0 Trying to split cluster 27 (29359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4155.763952 sec): 2 clusters Score: Raw -3073960.200696 + Penalty 1671.695094 = -3072288.505602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4155.857424 sec): 3 clusters Score: Raw -3055885.239042 + Penalty 3343.390187 = -3052541.848854 nChanged 13543 SP:Iteration 1F (4155.933107 sec): 3 clusters Score: Raw -3063704.388730 + Penalty 3343.390187 = -3060360.998543 nChanged 1613 SP:Iteration 2F (4156.025396 sec): 3 clusters Score: Raw -3064450.338347 + Penalty 3343.390187 = -3061106.948160 nChanged 1572 SP:Iteration 3F (4156.114965 sec): 3 clusters Score: Raw -3065211.224282 + Penalty 3343.390187 = -3061867.834095 nChanged 1582 SP:Iteration 4F (4156.196635 sec): 3 clusters Score: Raw -3066041.545576 + Penalty 3343.390187 = -3062698.155389 nChanged 1571 SP:Iteration 5F (4156.289461 sec): 3 clusters Score: Raw -3066943.927880 + Penalty 3343.390187 = -3063600.537693 nChanged 1589 SP:Iteration 6F (4156.385996 sec): 3 clusters Score: Raw -3067901.396204 + Penalty 3343.390187 = -3064558.006017 nChanged 1506 SP:Iteration 7F (4156.472458 sec): 3 clusters Score: Raw -3068827.969426 + Penalty 3343.390187 = -3065484.579239 nChanged 1459 SP:Iteration 8Q (4156.572482 sec): 3 clusters Score: Raw -3069625.942942 + Penalty 3343.390187 = -3066282.552755 nChanged 1134 SP:Iteration 9Q (4156.665108 sec): 3 clusters Score: Raw -3070134.592238 + Penalty 3343.390187 = -3066791.202051 nChanged 833 SP:Iteration 10Q (4156.753335 sec): 3 clusters Score: Raw -3070431.609556 + Penalty 3343.390187 = -3067088.219368 nChanged 619 SP:Iteration 11Q (4156.838338 sec): 3 clusters Score: Raw -3070606.558409 + Penalty 3343.390187 = -3067263.168222 nChanged 455 SP:Iteration 12Q (4156.929322 sec): 3 clusters Score: Raw -3070722.804825 + Penalty 3343.390187 = -3067379.414638 nChanged 378 SP:Iteration 13Q (4157.020065 sec): 3 clusters Score: Raw -3070809.259423 + Penalty 3343.390187 = -3067465.869236 nChanged 346 SP:Iteration 14Q (4157.098873 sec): 3 clusters Score: Raw -3070895.212409 + Penalty 3343.390187 = -3067551.822222 nChanged 331 SP:Iteration 15Q (4157.183554 sec): 3 clusters Score: Raw -3070974.737042 + Penalty 3343.390187 = -3067631.346855 nChanged 321 SP:Iteration 16Q (4157.266871 sec): 3 clusters Score: Raw -3071043.249466 + Penalty 3343.390187 = -3067699.859278 nChanged 278 SP:Iteration 17Q (4157.368333 sec): 3 clusters Score: Raw -3071101.960346 + Penalty 3343.390187 = -3067758.570159 nChanged 283 SP:Iteration 18Q (4157.462328 sec): 3 clusters Score: Raw -3071156.566409 + Penalty 3343.390187 = -3067813.176221 nChanged 272 SP:Iteration 19Q (4157.537153 sec): 3 clusters Score: Raw -3071211.009856 + Penalty 3343.390187 = -3067867.619668 nChanged 256 SP:Iteration 20F (4157.624476 sec): 3 clusters Score: Raw -3071261.815768 + Penalty 3343.390187 = -3067918.425580 nChanged 252 SP:Iteration 21Q (4157.715603 sec): 3 clusters Score: Raw -3071312.015973 + Penalty 3343.390187 = -3067968.625786 nChanged 227 SP:Iteration 22Q (4157.809309 sec): 3 clusters Score: Raw -3071351.437513 + Penalty 3343.390187 = -3068008.047326 nChanged 218 SP:Iteration 23Q (4157.896345 sec): 3 clusters Score: Raw -3071388.882638 + Penalty 3343.390187 = -3068045.492450 nChanged 211 SP:Iteration 24Q (4157.990475 sec): 3 clusters Score: Raw -3071421.894740 + Penalty 3343.390187 = -3068078.504552 nChanged 202 SP:Iteration 25Q (4158.070835 sec): 3 clusters Score: Raw -3071450.822550 + Penalty 3343.390187 = -3068107.432363 nChanged 193 SP:Iteration 26Q (4158.176649 sec): 3 clusters Score: Raw -3071479.334490 + Penalty 3343.390187 = -3068135.944303 nChanged 185 SP:Iteration 27Q (4158.258976 sec): 3 clusters Score: Raw -3071508.325539 + Penalty 3343.390187 = -3068164.935352 nChanged 181 SP:Iteration 28Q (4158.363026 sec): 3 clusters Score: Raw -3071536.352562 + Penalty 3343.390187 = -3068192.962375 nChanged 193 SP:Iteration 29Q (4158.453669 sec): 3 clusters Score: Raw -3071562.633414 + Penalty 3343.390187 = -3068219.243227 nChanged 172 SP:Iteration 30Q (4158.524886 sec): 3 clusters Score: Raw -3071586.226238 + Penalty 3343.390187 = -3068242.836051 nChanged 192 SP:Iteration 31Q (4158.625734 sec): 3 clusters Score: Raw -3071617.106303 + Penalty 3343.390187 = -3068273.716115 nChanged 197 SP:Iteration 32Q (4158.705796 sec): 3 clusters Score: Raw -3071645.862434 + Penalty 3343.390187 = -3068302.472247 nChanged 170 SP:Iteration 33Q (4158.794849 sec): 3 clusters Score: Raw -3071666.417423 + Penalty 3343.390187 = -3068323.027236 nChanged 144 SP:Iteration 34Q (4158.879528 sec): 3 clusters Score: Raw -3071683.904014 + Penalty 3343.390187 = -3068340.513826 nChanged 140 SP:Iteration 35Q (4158.965652 sec): 3 clusters Score: Raw -3071701.750718 + Penalty 3343.390187 = -3068358.360531 nChanged 149 SP:Iteration 36Q (4159.056509 sec): 3 clusters Score: Raw -3071722.594826 + Penalty 3343.390187 = -3068379.204639 nChanged 164 SP:Iteration 37Q (4159.127404 sec): 3 clusters Score: Raw -3071747.463992 + Penalty 3343.390187 = -3068404.073805 nChanged 172 SP:Iteration 38Q (4159.228131 sec): 3 clusters Score: Raw -3071774.420216 + Penalty 3343.390187 = -3068431.030029 nChanged 206 SP:Iteration 39Q (4159.314410 sec): 3 clusters Score: Raw -3071807.639828 + Penalty 3343.390187 = -3068464.249641 nChanged 187 SP:Iteration 40F (4159.388136 sec): 3 clusters Score: Raw -3071838.740092 + Penalty 3343.390187 = -3068495.349905 nChanged 178 SP:Iteration 41Q (4159.492373 sec): 3 clusters Score: Raw -3071868.945153 + Penalty 3343.390187 = -3068525.554965 nChanged 172 SP:Iteration 42Q (4159.582542 sec): 3 clusters Score: Raw -3071898.935219 + Penalty 3343.390187 = -3068555.545032 nChanged 188 SP:Iteration 43Q (4159.668919 sec): 3 clusters Score: Raw -3071933.480751 + Penalty 3343.390187 = -3068590.090564 nChanged 186 SP:Iteration 44Q (4159.762775 sec): 3 clusters Score: Raw -3071965.362907 + Penalty 3343.390187 = -3068621.972719 nChanged 182 SP:Iteration 45Q (4159.856875 sec): 3 clusters Score: Raw -3071994.264886 + Penalty 3343.390187 = -3068650.874698 nChanged 158 SP:Iteration 46Q (4159.947328 sec): 3 clusters Score: Raw -3072017.809253 + Penalty 3343.390187 = -3068674.419065 nChanged 156 SP:Iteration 47Q (4160.043538 sec): 3 clusters Score: Raw -3072042.102396 + Penalty 3343.390187 = -3068698.712209 nChanged 173 SP:Iteration 48Q (4160.131866 sec): 3 clusters Score: Raw -3072071.285958 + Penalty 3343.390187 = -3068727.895771 nChanged 185 SP:Iteration 49Q (4160.219257 sec): 3 clusters Score: Raw -3072098.944889 + Penalty 3343.390187 = -3068755.554702 nChanged 163 SP:Iteration 50Q (4160.306912 sec): 3 clusters Score: Raw -3072120.936978 + Penalty 3343.390187 = -3068777.546791 nChanged 156 SP:Iteration 51Q (4160.395162 sec): 3 clusters Score: Raw -3072141.745086 + Penalty 3343.390187 = -3068798.354899 nChanged 154 SP:Iteration 52Q (4160.495738 sec): 3 clusters Score: Raw -3072161.306035 + Penalty 3343.390187 = -3068817.915848 nChanged 149 SP:Iteration 53Q (4160.584767 sec): 3 clusters Score: Raw -3072179.584727 + Penalty 3343.390187 = -3068836.194540 nChanged 142 SP:Iteration 54Q (4160.670973 sec): 3 clusters Score: Raw -3072194.895272 + Penalty 3343.390187 = -3068851.505085 nChanged 110 SP:Iteration 55Q (4160.747380 sec): 3 clusters Score: Raw -3072207.075587 + Penalty 3343.390187 = -3068863.685399 nChanged 116 SP:Iteration 56Q (4160.841847 sec): 3 clusters Score: Raw -3072220.490563 + Penalty 3343.390187 = -3068877.100376 nChanged 124 SP:Iteration 57Q (4160.934729 sec): 3 clusters Score: Raw -3072235.860037 + Penalty 3343.390187 = -3068892.469850 nChanged 123 SP:Iteration 58Q (4161.027282 sec): 3 clusters Score: Raw -3072249.498539 + Penalty 3343.390187 = -3068906.108352 nChanged 130 SP:Iteration 59Q (4161.114692 sec): 3 clusters Score: Raw -3072264.789627 + Penalty 3343.390187 = -3068921.399440 nChanged 128 SP:Iteration 60F (4161.213451 sec): 3 clusters Score: Raw -3072279.625886 + Penalty 3343.390187 = -3068936.235699 nChanged 127 SP:Iteration 61Q (4161.302888 sec): 3 clusters Score: Raw -3072294.994810 + Penalty 3343.390187 = -3068951.604623 nChanged 135 SP:Iteration 62Q (4161.409367 sec): 3 clusters Score: Raw -3072313.216172 + Penalty 3343.390187 = -3068969.825985 nChanged 148 SP:Iteration 63Q (4161.496474 sec): 3 clusters Score: Raw -3072334.773452 + Penalty 3343.390187 = -3068991.383265 nChanged 140 SP:Iteration 64Q (4161.597185 sec): 3 clusters Score: Raw -3072353.425529 + Penalty 3343.390187 = -3069010.035342 nChanged 139 SP:Iteration 65Q (4161.677368 sec): 3 clusters Score: Raw -3072371.578235 + Penalty 3343.390187 = -3069028.188048 nChanged 153 SP:Iteration 66Q (4161.776157 sec): 3 clusters Score: Raw -3072393.300351 + Penalty 3343.390187 = -3069049.910164 nChanged 149 SP:Iteration 67Q (4161.855691 sec): 3 clusters Score: Raw -3072413.750089 + Penalty 3343.390187 = -3069070.359902 nChanged 143 SP:Iteration 68Q (4161.953589 sec): 3 clusters Score: Raw -3072431.818277 + Penalty 3343.390187 = -3069088.428090 nChanged 131 SP:Iteration 69Q (4162.030953 sec): 3 clusters Score: Raw -3072448.195284 + Penalty 3343.390187 = -3069104.805097 nChanged 136 SP:Iteration 70Q (4162.112639 sec): 3 clusters Score: Raw -3072467.134805 + Penalty 3343.390187 = -3069123.744618 nChanged 144 SP:Iteration 71Q (4162.209380 sec): 3 clusters Score: Raw -3072489.669239 + Penalty 3343.390187 = -3069146.279051 nChanged 148 SP:Iteration 72Q (4162.290906 sec): 3 clusters Score: Raw -3072514.631372 + Penalty 3343.390187 = -3069171.241184 nChanged 166 SP:Iteration 73Q (4162.374909 sec): 3 clusters Score: Raw -3072543.704482 + Penalty 3343.390187 = -3069200.314295 nChanged 173 SP:Iteration 74Q (4162.454711 sec): 3 clusters Score: Raw -3072581.054553 + Penalty 3343.390187 = -3069237.664366 nChanged 176 SP:Iteration 75Q (4162.536926 sec): 3 clusters Score: Raw -3072627.612244 + Penalty 3343.390187 = -3069284.222056 nChanged 207 SP:Iteration 76Q (4162.628608 sec): 3 clusters Score: Raw -3072696.765696 + Penalty 3343.390187 = -3069353.375509 nChanged 209 SP:Iteration 77Q (4162.708915 sec): 3 clusters Score: Raw -3072767.734638 + Penalty 3343.390187 = -3069424.344451 nChanged 240 SP:Iteration 78Q (4162.801754 sec): 3 clusters Score: Raw -3072848.205128 + Penalty 3343.390187 = -3069504.814941 nChanged 221 SP:Iteration 79Q (4162.893630 sec): 3 clusters Score: Raw -3072933.593043 + Penalty 3343.390187 = -3069590.202856 nChanged 224 SP:Iteration 80F (4162.984692 sec): 3 clusters Score: Raw -3073032.585544 + Penalty 3343.390187 = -3069689.195357 nChanged 246 SP:Iteration 81Q (4163.064063 sec): 3 clusters Score: Raw -3073145.673996 + Penalty 3343.390187 = -3069802.283809 nChanged 252 SP:Iteration 82Q (4163.149097 sec): 3 clusters Score: Raw -3073260.674411 + Penalty 3343.390187 = -3069917.284223 nChanged 240 SP:Iteration 83Q (4163.232538 sec): 3 clusters Score: Raw -3073377.241873 + Penalty 3343.390187 = -3070033.851686 nChanged 254 SP:Iteration 84Q (4163.309998 sec): 3 clusters Score: Raw -3073496.281839 + Penalty 3343.390187 = -3070152.891652 nChanged 243 SP:Iteration 85Q (4163.390813 sec): 3 clusters Score: Raw -3073586.474954 + Penalty 3343.390187 = -3070243.084767 nChanged 217 SP:Iteration 86Q (4163.476049 sec): 3 clusters Score: Raw -3073658.940389 + Penalty 3343.390187 = -3070315.550202 nChanged 210 SP:Iteration 87Q (4163.566078 sec): 3 clusters Score: Raw -3073725.120274 + Penalty 3343.390187 = -3070381.730086 nChanged 188 SP:Iteration 88Q (4163.643761 sec): 3 clusters Score: Raw -3073777.277217 + Penalty 3343.390187 = -3070433.887030 nChanged 176 SP:Iteration 89Q (4163.728105 sec): 3 clusters Score: Raw -3073818.639674 + Penalty 3343.390187 = -3070475.249487 nChanged 169 SP:Iteration 90Q (4163.805297 sec): 3 clusters Score: Raw -3073850.149770 + Penalty 3343.390187 = -3070506.759583 nChanged 132 SP:Iteration 91Q (4163.889385 sec): 3 clusters Score: Raw -3073872.415632 + Penalty 3343.390187 = -3070529.025445 nChanged 119 SP:Iteration 92Q (4163.977347 sec): 3 clusters Score: Raw -3073893.173371 + Penalty 3343.390187 = -3070549.783184 nChanged 115 SP:Iteration 93Q (4164.068675 sec): 3 clusters Score: Raw -3073912.996598 + Penalty 3343.390187 = -3070569.606411 nChanged 104 SP:Iteration 94Q (4164.153715 sec): 3 clusters Score: Raw -3073929.507844 + Penalty 3343.390187 = -3070586.117657 nChanged 93 SP:Iteration 95Q (4164.250231 sec): 3 clusters Score: Raw -3073943.790319 + Penalty 3343.390187 = -3070600.400132 nChanged 88 SP:Iteration 96Q (4164.332607 sec): 3 clusters Score: Raw -3073956.691827 + Penalty 3343.390187 = -3070613.301640 nChanged 64 SP:Iteration 97Q (4164.412385 sec): 3 clusters Score: Raw -3073964.782133 + Penalty 3343.390187 = -3070621.391945 nChanged 72 SP:Iteration 98Q (4164.503697 sec): 3 clusters Score: Raw -3073973.642128 + Penalty 3343.390187 = -3070630.251940 nChanged 58 SP:Iteration 99Q (4164.589053 sec): 3 clusters Score: Raw -3073979.289053 + Penalty 3343.390187 = -3070635.898866 nChanged 53 SP:Iteration 100F (4164.690146 sec): 3 clusters Score: Raw -3073985.068322 + Penalty 3343.390187 = -3070641.678135 nChanged 44 SP:Iteration 101Q (4164.769150 sec): 3 clusters Score: Raw -3073989.216270 + Penalty 3343.390187 = -3070645.826083 nChanged 38 SP:Iteration 102Q (4164.844082 sec): 3 clusters Score: Raw -3073993.483006 + Penalty 3343.390187 = -3070650.092818 nChanged 44 SP:Iteration 103Q (4164.938261 sec): 3 clusters Score: Raw -3073998.141526 + Penalty 3343.390187 = -3070654.751339 nChanged 45 SP:Iteration 104Q (4165.021108 sec): 3 clusters Score: Raw -3074003.150830 + Penalty 3343.390187 = -3070659.760642 nChanged 47 SP:Iteration 105Q (4165.106100 sec): 3 clusters Score: Raw -3074008.039151 + Penalty 3343.390187 = -3070664.648964 nChanged 41 SP:Iteration 106Q (4165.185933 sec): 3 clusters Score: Raw -3074012.298166 + Penalty 3343.390187 = -3070668.907979 nChanged 31 SP:Iteration 107Q (4165.276124 sec): 3 clusters Score: Raw -3074016.060986 + Penalty 3343.390187 = -3070672.670798 nChanged 37 SP:Iteration 108Q (4165.352267 sec): 3 clusters Score: Raw -3074020.549901 + Penalty 3343.390187 = -3070677.159714 nChanged 48 SP:Iteration 109Q (4165.435585 sec): 3 clusters Score: Raw -3074026.655697 + Penalty 3343.390187 = -3070683.265510 nChanged 37 SP:Iteration 110Q (4165.534691 sec): 3 clusters Score: Raw -3074031.426875 + Penalty 3343.390187 = -3070688.036688 nChanged 46 SP:Iteration 111Q (4165.606737 sec): 3 clusters Score: Raw -3074036.380823 + Penalty 3343.390187 = -3070692.990636 nChanged 41 SP:Iteration 112Q (4165.691518 sec): 3 clusters Score: Raw -3074040.659265 + Penalty 3343.390187 = -3070697.269078 nChanged 34 SP:Iteration 113Q (4165.763325 sec): 3 clusters Score: Raw -3074044.226560 + Penalty 3343.390187 = -3070700.836373 nChanged 36 SP:Iteration 114Q (4165.855760 sec): 3 clusters Score: Raw -3074048.136907 + Penalty 3343.390187 = -3070704.746720 nChanged 31 SP:Iteration 115Q (4165.936056 sec): 3 clusters Score: Raw -3074051.387767 + Penalty 3343.390187 = -3070707.997580 nChanged 26 SP:Iteration 116Q (4166.008940 sec): 3 clusters Score: Raw -3074053.274792 + Penalty 3343.390187 = -3070709.884605 nChanged 20 SP:Iteration 117Q (4166.091889 sec): 3 clusters Score: Raw -3074054.795870 + Penalty 3343.390187 = -3070711.405683 nChanged 21 SP:Iteration 118Q (4166.177812 sec): 3 clusters Score: Raw -3074056.290906 + Penalty 3343.390187 = -3070712.900718 nChanged 15 SP:Iteration 119Q (4166.270876 sec): 3 clusters Score: Raw -3074057.452049 + Penalty 3343.390187 = -3070714.061862 nChanged 14 SP:Iteration 120F (4166.356946 sec): 3 clusters Score: Raw -3074058.398992 + Penalty 3343.390187 = -3070715.008805 nChanged 11 SP:Iteration 121Q (4166.430786 sec): 3 clusters Score: Raw -3074059.244129 + Penalty 3343.390187 = -3070715.853942 nChanged 17 SP:Iteration 122Q (4166.513016 sec): 3 clusters Score: Raw -3074060.788985 + Penalty 3343.390187 = -3070717.398797 nChanged 19 SP:Iteration 123Q (4166.601322 sec): 3 clusters Score: Raw -3074062.294970 + Penalty 3343.390187 = -3070718.904783 nChanged 21 SP:Iteration 124Q (4166.671849 sec): 3 clusters Score: Raw -3074064.364589 + Penalty 3343.390187 = -3070720.974402 nChanged 23 SP:Iteration 125Q (4166.744767 sec): 3 clusters Score: Raw -3074066.072258 + Penalty 3343.390187 = -3070722.682071 nChanged 25 SP:Iteration 126Q (4166.839699 sec): 3 clusters Score: Raw -3074068.577469 + Penalty 3343.390187 = -3070725.187282 nChanged 19 SP:Iteration 127Q (4166.909218 sec): 3 clusters Score: Raw -3074070.259009 + Penalty 3343.390187 = -3070726.868822 nChanged 15 SP:Iteration 128Q (4167.002266 sec): 3 clusters Score: Raw -3074071.400923 + Penalty 3343.390187 = -3070728.010736 nChanged 10 SP:Iteration 129Q (4167.084217 sec): 3 clusters Score: Raw -3074071.891228 + Penalty 3343.390187 = -3070728.501040 nChanged 8 SP:Iteration 130Q (4167.173418 sec): 3 clusters Score: Raw -3074072.511754 + Penalty 3343.390187 = -3070729.121567 nChanged 9 SP:Iteration 131Q (4167.268390 sec): 3 clusters Score: Raw -3074073.076940 + Penalty 3343.390187 = -3070729.686753 nChanged 8 SP:Iteration 132Q (4167.340911 sec): 3 clusters Score: Raw -3074073.878867 + Penalty 3343.390187 = -3070730.488680 nChanged 13 SP:Iteration 133Q (4167.439713 sec): 3 clusters Score: Raw -3074074.747959 + Penalty 3343.390187 = -3070731.357772 nChanged 7 SP:Iteration 134Q (4167.520598 sec): 3 clusters Score: Raw -3074075.077965 + Penalty 3343.390187 = -3070731.687778 nChanged 5 SP:Iteration 135Q (4167.589946 sec): 3 clusters Score: Raw -3074075.444058 + Penalty 3343.390187 = -3070732.053871 nChanged 7 SP:Iteration 136Q (4167.687205 sec): 3 clusters Score: Raw -3074075.986719 + Penalty 3343.390187 = -3070732.596532 nChanged 9 SP:Iteration 137Q (4167.773512 sec): 3 clusters Score: Raw -3074076.619519 + Penalty 3343.390187 = -3070733.229332 nChanged 11 SP:Iteration 138Q (4167.861735 sec): 3 clusters Score: Raw -3074077.604584 + Penalty 3343.390187 = -3070734.214397 nChanged 13 SP:Iteration 139Q (4167.943650 sec): 3 clusters Score: Raw -3074079.142042 + Penalty 3343.390187 = -3070735.751855 nChanged 12 SP:Iteration 140F (4168.039192 sec): 3 clusters Score: Raw -3074080.037772 + Penalty 3343.390187 = -3070736.647584 nChanged 6 SP:Iteration 141Q (4168.118112 sec): 3 clusters Score: Raw -3074080.392364 + Penalty 3343.390187 = -3070737.002177 nChanged 4 SP:Iteration 142Q (4168.207296 sec): 3 clusters Score: Raw -3074080.583319 + Penalty 3343.390187 = -3070737.193132 nChanged 2 SP:Iteration 143Q (4168.292118 sec): 3 clusters Score: Raw -3074080.708105 + Penalty 3343.390187 = -3070737.317918 nChanged 3 SP:Iteration 144Q (4168.361628 sec): 3 clusters Score: Raw -3074081.059188 + Penalty 3343.390187 = -3070737.669001 nChanged 7 SP:Iteration 145Q (4168.449220 sec): 3 clusters Score: Raw -3074081.801299 + Penalty 3343.390187 = -3070738.411112 nChanged 9 SP:Iteration 146Q (4168.532020 sec): 3 clusters Score: Raw -3074082.596032 + Penalty 3343.390187 = -3070739.205844 nChanged 12 SP:Iteration 147Q (4168.602413 sec): 3 clusters Score: Raw -3074083.767240 + Penalty 3343.390187 = -3070740.377053 nChanged 11 SP:Iteration 148Q (4168.678337 sec): 3 clusters Score: Raw -3074084.651890 + Penalty 3343.390187 = -3070741.261703 nChanged 18 SP:Iteration 149Q (4168.750727 sec): 3 clusters Score: Raw -3074086.168284 + Penalty 3343.390187 = -3070742.778097 nChanged 25 SP:Iteration 150Q (4168.841932 sec): 3 clusters Score: Raw -3074088.751509 + Penalty 3343.390187 = -3070745.361322 nChanged 24 SP:Iteration 151Q (4168.922224 sec): 3 clusters Score: Raw -3074091.289742 + Penalty 3343.390187 = -3070747.899554 nChanged 33 SP:Iteration 152Q (4169.013689 sec): 3 clusters Score: Raw -3074095.399056 + Penalty 3343.390187 = -3070752.008869 nChanged 39 SP:Iteration 153Q (4169.087138 sec): 3 clusters Score: Raw -3074100.135127 + Penalty 3343.390187 = -3070756.744940 nChanged 35 SP:Iteration 154Q (4169.179028 sec): 3 clusters Score: Raw -3074104.169669 + Penalty 3343.390187 = -3070760.779482 nChanged 30 SP:Iteration 155Q (4169.261272 sec): 3 clusters Score: Raw -3074107.391996 + Penalty 3343.390187 = -3070764.001809 nChanged 29 SP:Iteration 156Q (4169.317753 sec): 3 clusters Score: Raw -3074110.154211 + Penalty 3343.390187 = -3070766.764024 nChanged 25 SP:Iteration 157Q (4169.410427 sec): 3 clusters Score: Raw -3074112.708002 + Penalty 3343.390187 = -3070769.317815 nChanged 25 SP:Iteration 158Q (4169.499287 sec): 3 clusters Score: Raw -3074114.950881 + Penalty 3343.390187 = -3070771.560694 nChanged 22 SP:Iteration 159Q (4169.587686 sec): 3 clusters Score: Raw -3074117.555914 + Penalty 3343.390187 = -3070774.165727 nChanged 19 SP:Iteration 160F (4169.680796 sec): 3 clusters Score: Raw -3074119.228007 + Penalty 3343.390187 = -3070775.837820 nChanged 16 SP:Iteration 161Q (4169.765691 sec): 3 clusters Score: Raw -3074120.442627 + Penalty 3343.390187 = -3070777.052440 nChanged 13 SP:Iteration 162Q (4169.843876 sec): 3 clusters Score: Raw -3074121.375793 + Penalty 3343.390187 = -3070777.985606 nChanged 9 SP:Iteration 163Q (4169.934117 sec): 3 clusters Score: Raw -3074121.924789 + Penalty 3343.390187 = -3070778.534602 nChanged 9 SP:Iteration 164Q (4170.012022 sec): 3 clusters Score: Raw -3074122.723057 + Penalty 3343.390187 = -3070779.332870 nChanged 12 SP:Iteration 165Q (4170.093904 sec): 3 clusters Score: Raw -3074123.647603 + Penalty 3343.390187 = -3070780.257416 nChanged 11 SP:Iteration 166Q (4170.187034 sec): 3 clusters Score: Raw -3074124.902703 + Penalty 3343.390187 = -3070781.512516 nChanged 19 SP:Iteration 167Q (4170.258734 sec): 3 clusters Score: Raw -3074126.634259 + Penalty 3343.390187 = -3070783.244072 nChanged 19 SP:Iteration 168Q (4170.347365 sec): 3 clusters Score: Raw -3074128.869675 + Penalty 3343.390187 = -3070785.479488 nChanged 16 SP:Iteration 169Q (4170.428295 sec): 3 clusters Score: Raw -3074130.629452 + Penalty 3343.390187 = -3070787.239265 nChanged 19 SP:Iteration 170Q (4170.511263 sec): 3 clusters Score: Raw -3074133.016975 + Penalty 3343.390187 = -3070789.626787 nChanged 17 SP:Iteration 171Q (4170.610475 sec): 3 clusters Score: Raw -3074134.456664 + Penalty 3343.390187 = -3070791.066477 nChanged 10 SP:Iteration 172Q (4170.688705 sec): 3 clusters Score: Raw -3074135.316338 + Penalty 3343.390187 = -3070791.926151 nChanged 14 SP:Iteration 173Q (4170.782227 sec): 3 clusters Score: Raw -3074136.658447 + Penalty 3343.390187 = -3070793.268260 nChanged 20 SP:Iteration 174Q (4170.858964 sec): 3 clusters Score: Raw -3074138.595750 + Penalty 3343.390187 = -3070795.205563 nChanged 22 SP:Iteration 175Q (4170.949929 sec): 3 clusters Score: Raw -3074141.000100 + Penalty 3343.390187 = -3070797.609912 nChanged 25 SP:Iteration 176Q (4171.032272 sec): 3 clusters Score: Raw -3074144.005544 + Penalty 3343.390187 = -3070800.615357 nChanged 31 SP:Iteration 177Q (4171.121762 sec): 3 clusters Score: Raw -3074147.533472 + Penalty 3343.390187 = -3070804.143285 nChanged 32 SP:Iteration 178Q (4171.209262 sec): 3 clusters Score: Raw -3074150.550256 + Penalty 3343.390187 = -3070807.160069 nChanged 18 SP:Iteration 179Q (4171.275389 sec): 3 clusters Score: Raw -3074152.679156 + Penalty 3343.390187 = -3070809.288969 nChanged 27 SP:Iteration 180F (4171.365772 sec): 3 clusters Score: Raw -3074155.787326 + Penalty 3343.390187 = -3070812.397139 nChanged 23 SP:Iteration 181Q (4171.446644 sec): 3 clusters Score: Raw -3074158.802039 + Penalty 3343.390187 = -3070815.411851 nChanged 26 SP:Iteration 182Q (4171.516188 sec): 3 clusters Score: Raw -3074161.887144 + Penalty 3343.390187 = -3070818.496956 nChanged 19 SP:Iteration 183Q (4171.610466 sec): 3 clusters Score: Raw -3074163.487214 + Penalty 3343.390187 = -3070820.097027 nChanged 13 SP:Iteration 184Q (4171.691417 sec): 3 clusters Score: Raw -3074164.907366 + Penalty 3343.390187 = -3070821.517179 nChanged 23 SP:Iteration 185Q (4171.764823 sec): 3 clusters Score: Raw -3074167.824312 + Penalty 3343.390187 = -3070824.434125 nChanged 33 SP:Iteration 186Q (4171.848845 sec): 3 clusters Score: Raw -3074172.397209 + Penalty 3343.390187 = -3070829.007021 nChanged 29 SP:Iteration 187Q (4171.919802 sec): 3 clusters Score: Raw -3074176.136399 + Penalty 3343.390187 = -3070832.746212 nChanged 24 SP:Iteration 188Q (4171.994348 sec): 3 clusters Score: Raw -3074178.876890 + Penalty 3343.390187 = -3070835.486702 nChanged 15 SP:Iteration 189Q (4172.066254 sec): 3 clusters Score: Raw -3074180.052076 + Penalty 3343.390187 = -3070836.661888 nChanged 10 SP:Iteration 190Q (4172.157813 sec): 3 clusters Score: Raw -3074181.161841 + Penalty 3343.390187 = -3070837.771653 nChanged 14 SP:Iteration 191Q (4172.244992 sec): 3 clusters Score: Raw -3074182.452398 + Penalty 3343.390187 = -3070839.062211 nChanged 12 SP:Iteration 192Q (4172.316289 sec): 3 clusters Score: Raw -3074183.306351 + Penalty 3343.390187 = -3070839.916164 nChanged 11 SP:Iteration 193Q (4172.396557 sec): 3 clusters Score: Raw -3074183.995796 + Penalty 3343.390187 = -3070840.605609 nChanged 10 SP:Iteration 194Q (4172.481999 sec): 3 clusters Score: Raw -3074184.714157 + Penalty 3343.390187 = -3070841.323970 nChanged 3 SP:Iteration 195Q (4172.569019 sec): 3 clusters Score: Raw -3074184.877490 + Penalty 3343.390187 = -3070841.487302 nChanged 5 SP:Iteration 196Q (4172.650835 sec): 3 clusters Score: Raw -3074185.227665 + Penalty 3343.390187 = -3070841.837478 nChanged 4 SP:Iteration 197Q (4172.731158 sec): 3 clusters Score: Raw -3074185.471881 + Penalty 3343.390187 = -3070842.081694 nChanged 2 SP:Iteration 198Q (4172.820784 sec): 3 clusters Score: Raw -3074185.626727 + Penalty 3343.390187 = -3070842.236540 nChanged 2 SP:Iteration 199Q (4172.904148 sec): 3 clusters Score: Raw -3074185.751166 + Penalty 3343.390187 = -3070842.360979 nChanged 3 SP:Iteration 200F (4172.985292 sec): 3 clusters Score: Raw -3074186.013343 + Penalty 3343.390187 = -3070842.623156 nChanged 3 SP:Iteration 201Q (4173.054145 sec): 3 clusters Score: Raw -3074186.160415 + Penalty 3343.390187 = -3070842.770228 nChanged 4 SP:Iteration 202Q (4173.146464 sec): 3 clusters Score: Raw -3074186.441205 + Penalty 3343.390187 = -3070843.051018 nChanged 4 SP:Iteration 203Q (4173.231205 sec): 3 clusters Score: Raw -3074186.647342 + Penalty 3343.390187 = -3070843.257155 nChanged 4 SP:Iteration 204Q (4173.313094 sec): 3 clusters Score: Raw -3074186.896146 + Penalty 3343.390187 = -3070843.505958 nChanged 3 SP:Iteration 205Q (4173.373861 sec): 3 clusters Score: Raw -3074187.224698 + Penalty 3343.390187 = -3070843.834511 nChanged 6 SP:Iteration 206Q (4173.456171 sec): 3 clusters Score: Raw -3074187.849951 + Penalty 3343.390187 = -3070844.459763 nChanged 6 SP:Iteration 207Q (4173.546238 sec): 3 clusters Score: Raw -3074188.494039 + Penalty 3343.390187 = -3070845.103851 nChanged 7 SP:Iteration 208Q (4173.620970 sec): 3 clusters Score: Raw -3074189.197785 + Penalty 3343.390187 = -3070845.807598 nChanged 10 SP:Iteration 209Q (4173.695003 sec): 3 clusters Score: Raw -3074190.281168 + Penalty 3343.390187 = -3070846.890981 nChanged 7 SP:Iteration 210Q (4173.784178 sec): 3 clusters Score: Raw -3074190.996227 + Penalty 3343.390187 = -3070847.606040 nChanged 6 SP:Iteration 211Q (4173.864843 sec): 3 clusters Score: Raw -3074191.594059 + Penalty 3343.390187 = -3070848.203872 nChanged 5 SP:Iteration 212Q (4173.947522 sec): 3 clusters Score: Raw -3074191.939758 + Penalty 3343.390187 = -3070848.549571 nChanged 3 SP:Iteration 213Q (4174.028452 sec): 3 clusters Score: Raw -3074192.126693 + Penalty 3343.390187 = -3070848.736505 nChanged 2 SP:Iteration 214Q (4174.113991 sec): 3 clusters Score: Raw -3074192.335464 + Penalty 3343.390187 = -3070848.945277 nChanged 3 SP:Iteration 215Q (4174.197180 sec): 3 clusters Score: Raw -3074192.502440 + Penalty 3343.390187 = -3070849.112253 nChanged 1 SP:Iteration 216Q (4174.274125 sec): 3 clusters Score: Raw -3074192.546592 + Penalty 3343.390187 = -3070849.156405 nChanged 0 SP:Iteration 217F (4174.368424 sec): 3 clusters Score: Raw -3074192.546592 + Penalty 3343.390187 = -3070849.156405 nChanged 0 Trying to split cluster 28 (2137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4174.382058 sec): 2 clusters Score: Raw -197910.399193 + Penalty 1245.913216 = -196664.485976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4174.425205 sec): 3 clusters Score: Raw -196981.237029 + Penalty 2491.826433 = -194489.410596 nChanged 774 SP:Iteration 1F (4174.453890 sec): 3 clusters Score: Raw -197579.187703 + Penalty 2491.826433 = -195087.361270 nChanged 178 SP:Iteration 2F (4174.489583 sec): 3 clusters Score: Raw -197727.071366 + Penalty 2491.826433 = -195235.244933 nChanged 116 SP:Iteration 3F (4174.527589 sec): 3 clusters Score: Raw -197834.898787 + Penalty 2491.826433 = -195343.072354 nChanged 88 SP:Iteration 4Q (4174.582911 sec): 3 clusters Score: Raw -197923.194555 + Penalty 2491.826433 = -195431.368122 nChanged 84 SP:Iteration 5Q (4174.616807 sec): 3 clusters Score: Raw -198009.392869 + Penalty 2491.826433 = -195517.566436 nChanged 82 SP:Iteration 6Q (4174.652736 sec): 3 clusters Score: Raw -198094.758542 + Penalty 2491.826433 = -195602.932109 nChanged 86 SP:Iteration 7Q (4174.698491 sec): 3 clusters Score: Raw -198182.245593 + Penalty 2491.826433 = -195690.419160 nChanged 81 SP:Iteration 8Q (4174.738076 sec): 3 clusters Score: Raw -198265.502556 + Penalty 2491.826433 = -195773.676123 nChanged 77 SP:Iteration 9Q (4174.782434 sec): 3 clusters Score: Raw -198343.905762 + Penalty 2491.826433 = -195852.079329 nChanged 71 SP:Iteration 10Q (4174.826836 sec): 3 clusters Score: Raw -198401.297761 + Penalty 2491.826433 = -195909.471328 nChanged 55 SP:Iteration 11Q (4174.877672 sec): 3 clusters Score: Raw -198442.882680 + Penalty 2491.826433 = -195951.056247 nChanged 42 SP:Iteration 12Q (4174.914280 sec): 3 clusters Score: Raw -198474.736715 + Penalty 2491.826433 = -195982.910282 nChanged 40 SP:Iteration 13Q (4174.948751 sec): 3 clusters Score: Raw -198499.162197 + Penalty 2491.826433 = -196007.335764 nChanged 22 SP:Iteration 14Q (4174.982877 sec): 3 clusters Score: Raw -198509.008377 + Penalty 2491.826433 = -196017.181944 nChanged 12 SP:Iteration 15Q (4175.036979 sec): 3 clusters Score: Raw -198517.800922 + Penalty 2491.826433 = -196025.974489 nChanged 13 SP:Iteration 16Q (4175.069297 sec): 3 clusters Score: Raw -198524.491394 + Penalty 2491.826433 = -196032.664961 nChanged 11 SP:Iteration 17Q (4175.127759 sec): 3 clusters Score: Raw -198530.933396 + Penalty 2491.826433 = -196039.106963 nChanged 12 SP:Iteration 18Q (4175.167954 sec): 3 clusters Score: Raw -198539.370609 + Penalty 2491.826433 = -196047.544176 nChanged 14 SP:Iteration 19Q (4175.210858 sec): 3 clusters Score: Raw -198548.689297 + Penalty 2491.826433 = -196056.862864 nChanged 11 SP:Iteration 20F (4175.251148 sec): 3 clusters Score: Raw -198556.683027 + Penalty 2491.826433 = -196064.856594 nChanged 10 SP:Iteration 21Q (4175.298778 sec): 3 clusters Score: Raw -198561.697314 + Penalty 2491.826433 = -196069.870881 nChanged 7 SP:Iteration 22Q (4175.352013 sec): 3 clusters Score: Raw -198565.853372 + Penalty 2491.826433 = -196074.026939 nChanged 2 SP:Iteration 23Q (4175.401859 sec): 3 clusters Score: Raw -198570.157204 + Penalty 2491.826433 = -196078.330771 nChanged 4 SP:Iteration 24Q (4175.440429 sec): 3 clusters Score: Raw -198573.285506 + Penalty 2491.826433 = -196081.459073 nChanged 1 SP:Iteration 25Q (4175.485424 sec): 3 clusters Score: Raw -198573.559995 + Penalty 2491.826433 = -196081.733562 nChanged 0 SP:Iteration 26F (4175.525596 sec): 3 clusters Score: Raw -198573.559995 + Penalty 2491.826433 = -196081.733562 nChanged 0 Trying to split cluster 29 (1451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4175.551274 sec): 2 clusters Score: Raw -165179.687634 + Penalty 1183.001341 = -163996.686293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4175.601946 sec): 3 clusters Score: Raw -164605.208406 + Penalty 2366.002682 = -162239.205724 nChanged 490 SP:Iteration 1F (4175.651037 sec): 3 clusters Score: Raw -165024.114331 + Penalty 2366.002682 = -162658.111649 nChanged 117 SP:Iteration 2F (4175.692254 sec): 3 clusters Score: Raw -165132.065721 + Penalty 2366.002682 = -162766.063039 nChanged 75 SP:Iteration 3F (4175.737816 sec): 3 clusters Score: Raw -165191.665445 + Penalty 2366.002682 = -162825.662763 nChanged 41 SP:Iteration 4Q (4175.776666 sec): 3 clusters Score: Raw -165223.112967 + Penalty 2366.002682 = -162857.110285 nChanged 31 SP:Iteration 5Q (4175.814985 sec): 3 clusters Score: Raw -165255.498447 + Penalty 2366.002682 = -162889.495765 nChanged 27 SP:Iteration 6Q (4175.858221 sec): 3 clusters Score: Raw -165275.483839 + Penalty 2366.002682 = -162909.481157 nChanged 21 SP:Iteration 7Q (4175.896109 sec): 3 clusters Score: Raw -165290.084581 + Penalty 2366.002682 = -162924.081899 nChanged 11 SP:Iteration 8Q (4175.929639 sec): 3 clusters Score: Raw -165299.110752 + Penalty 2366.002682 = -162933.108070 nChanged 6 SP:Iteration 9Q (4175.959681 sec): 3 clusters Score: Raw -165303.070705 + Penalty 2366.002682 = -162937.068023 nChanged 5 SP:Iteration 10Q (4175.993074 sec): 3 clusters Score: Raw -165306.942074 + Penalty 2366.002682 = -162940.939391 nChanged 8 SP:Iteration 11Q (4176.030306 sec): 3 clusters Score: Raw -165312.730767 + Penalty 2366.002682 = -162946.728085 nChanged 12 SP:Iteration 12Q (4176.073793 sec): 3 clusters Score: Raw -165321.320814 + Penalty 2366.002682 = -162955.318132 nChanged 7 SP:Iteration 13Q (4176.116682 sec): 3 clusters Score: Raw -165326.204325 + Penalty 2366.002682 = -162960.201643 nChanged 6 SP:Iteration 14Q (4176.159452 sec): 3 clusters Score: Raw -165330.870452 + Penalty 2366.002682 = -162964.867769 nChanged 5 SP:Iteration 15Q (4176.211474 sec): 3 clusters Score: Raw -165335.940602 + Penalty 2366.002682 = -162969.937920 nChanged 8 SP:Iteration 16Q (4176.258868 sec): 3 clusters Score: Raw -165343.091341 + Penalty 2366.002682 = -162977.088659 nChanged 8 SP:Iteration 17Q (4176.304123 sec): 3 clusters Score: Raw -165351.313015 + Penalty 2366.002682 = -162985.310332 nChanged 6 SP:Iteration 18Q (4176.355261 sec): 3 clusters Score: Raw -165354.345297 + Penalty 2366.002682 = -162988.342615 nChanged 3 SP:Iteration 19Q (4176.409737 sec): 3 clusters Score: Raw -165356.347517 + Penalty 2366.002682 = -162990.344835 nChanged 1 SP:Iteration 20F (4176.448344 sec): 3 clusters Score: Raw -165357.160206 + Penalty 2366.002682 = -162991.157524 nChanged 1 SP:Iteration 21Q (4176.487889 sec): 3 clusters Score: Raw -165358.001178 + Penalty 2366.002682 = -162991.998496 nChanged 0 SP:Iteration 22F (4176.531561 sec): 3 clusters Score: Raw -165358.001178 + Penalty 2366.002682 = -162991.998496 nChanged 0 Trying to split cluster 30 (5082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4176.570153 sec): 2 clusters Score: Raw -523843.174748 + Penalty 1386.687277 = -522456.487471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4176.612417 sec): 3 clusters Score: Raw -521241.231205 + Penalty 2773.374553 = -518467.856652 nChanged 2061 SP:Iteration 1F (4176.655676 sec): 3 clusters Score: Raw -522496.825431 + Penalty 2773.374553 = -519723.450878 nChanged 400 SP:Iteration 2F (4176.695599 sec): 3 clusters Score: Raw -522782.119268 + Penalty 2773.374553 = -520008.744715 nChanged 329 SP:Iteration 3F (4176.740341 sec): 3 clusters Score: Raw -523030.767057 + Penalty 2773.374553 = -520257.392504 nChanged 308 SP:Iteration 4F (4176.782779 sec): 3 clusters Score: Raw -523264.910338 + Penalty 2773.374553 = -520491.535785 nChanged 294 SP:Iteration 5F (4176.838889 sec): 3 clusters Score: Raw -523514.387118 + Penalty 2773.374553 = -520741.012565 nChanged 250 SP:Iteration 6Q (4176.895945 sec): 3 clusters Score: Raw -523748.632995 + Penalty 2773.374553 = -520975.258442 nChanged 205 SP:Iteration 7Q (4176.950824 sec): 3 clusters Score: Raw -523946.485459 + Penalty 2773.374553 = -521173.110906 nChanged 159 SP:Iteration 8Q (4176.992362 sec): 3 clusters Score: Raw -524092.723040 + Penalty 2773.374553 = -521319.348486 nChanged 93 SP:Iteration 9Q (4177.043760 sec): 3 clusters Score: Raw -524158.922285 + Penalty 2773.374553 = -521385.547732 nChanged 67 SP:Iteration 10Q (4177.099799 sec): 3 clusters Score: Raw -524203.328610 + Penalty 2773.374553 = -521429.954057 nChanged 46 SP:Iteration 11Q (4177.147291 sec): 3 clusters Score: Raw -524236.447811 + Penalty 2773.374553 = -521463.073258 nChanged 38 SP:Iteration 12Q (4177.181298 sec): 3 clusters Score: Raw -524260.662517 + Penalty 2773.374553 = -521487.287964 nChanged 29 SP:Iteration 13Q (4177.234074 sec): 3 clusters Score: Raw -524274.394765 + Penalty 2773.374553 = -521501.020212 nChanged 20 SP:Iteration 14Q (4177.277975 sec): 3 clusters Score: Raw -524284.187123 + Penalty 2773.374553 = -521510.812570 nChanged 16 SP:Iteration 15Q (4177.331249 sec): 3 clusters Score: Raw -524296.037757 + Penalty 2773.374553 = -521522.663204 nChanged 15 SP:Iteration 16Q (4177.383739 sec): 3 clusters Score: Raw -524303.703330 + Penalty 2773.374553 = -521530.328777 nChanged 13 SP:Iteration 17Q (4177.440912 sec): 3 clusters Score: Raw -524309.545107 + Penalty 2773.374553 = -521536.170554 nChanged 10 SP:Iteration 18Q (4177.480495 sec): 3 clusters Score: Raw -524313.126527 + Penalty 2773.374553 = -521539.751973 nChanged 11 SP:Iteration 19Q (4177.532286 sec): 3 clusters Score: Raw -524317.989966 + Penalty 2773.374553 = -521544.615413 nChanged 7 SP:Iteration 20F (4177.598549 sec): 3 clusters Score: Raw -524322.332548 + Penalty 2773.374553 = -521548.957995 nChanged 14 SP:Iteration 21Q (4177.641177 sec): 3 clusters Score: Raw -524328.682767 + Penalty 2773.374553 = -521555.308214 nChanged 13 SP:Iteration 22Q (4177.685597 sec): 3 clusters Score: Raw -524334.794715 + Penalty 2773.374553 = -521561.420162 nChanged 9 SP:Iteration 23Q (4177.733133 sec): 3 clusters Score: Raw -524338.196610 + Penalty 2773.374553 = -521564.822057 nChanged 9 SP:Iteration 24Q (4177.775665 sec): 3 clusters Score: Raw -524339.967753 + Penalty 2773.374553 = -521566.593199 nChanged 4 SP:Iteration 25Q (4177.824960 sec): 3 clusters Score: Raw -524341.414853 + Penalty 2773.374553 = -521568.040300 nChanged 4 SP:Iteration 26Q (4177.870318 sec): 3 clusters Score: Raw -524343.528294 + Penalty 2773.374553 = -521570.153741 nChanged 7 SP:Iteration 27Q (4177.924631 sec): 3 clusters Score: Raw -524346.909908 + Penalty 2773.374553 = -521573.535355 nChanged 7 SP:Iteration 28Q (4177.981539 sec): 3 clusters Score: Raw -524349.973933 + Penalty 2773.374553 = -521576.599380 nChanged 5 SP:Iteration 29Q (4178.023786 sec): 3 clusters Score: Raw -524353.181344 + Penalty 2773.374553 = -521579.806791 nChanged 5 SP:Iteration 30Q (4178.073414 sec): 3 clusters Score: Raw -524355.610488 + Penalty 2773.374553 = -521582.235935 nChanged 8 SP:Iteration 31Q (4178.112654 sec): 3 clusters Score: Raw -524359.236535 + Penalty 2773.374553 = -521585.861982 nChanged 5 SP:Iteration 32Q (4178.155758 sec): 3 clusters Score: Raw -524361.178168 + Penalty 2773.374553 = -521587.803615 nChanged 0 SP:Iteration 33F (4178.209911 sec): 3 clusters Score: Raw -524361.178168 + Penalty 2773.374553 = -521587.803615 nChanged 0 Trying to split cluster 31 (6702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4178.252379 sec): 2 clusters Score: Raw -661619.919609 + Penalty 1431.651206 = -660188.268403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4178.297070 sec): 3 clusters Score: Raw -657996.290080 + Penalty 2863.302412 = -655132.987668 nChanged 2751 SP:Iteration 1F (4178.341848 sec): 3 clusters Score: Raw -659528.761923 + Penalty 2863.302412 = -656665.459511 nChanged 453 SP:Iteration 2F (4178.399984 sec): 3 clusters Score: Raw -659782.067598 + Penalty 2863.302412 = -656918.765186 nChanged 370 SP:Iteration 3F (4178.459331 sec): 3 clusters Score: Raw -659976.842423 + Penalty 2863.302412 = -657113.540010 nChanged 284 SP:Iteration 4Q (4178.512339 sec): 3 clusters Score: Raw -660116.981975 + Penalty 2863.302412 = -657253.679563 nChanged 281 SP:Iteration 5Q (4178.554735 sec): 3 clusters Score: Raw -660246.329851 + Penalty 2863.302412 = -657383.027439 nChanged 217 SP:Iteration 6Q (4178.600005 sec): 3 clusters Score: Raw -660341.416844 + Penalty 2863.302412 = -657478.114432 nChanged 187 SP:Iteration 7Q (4178.656515 sec): 3 clusters Score: Raw -660434.829269 + Penalty 2863.302412 = -657571.526857 nChanged 195 SP:Iteration 8Q (4178.701314 sec): 3 clusters Score: Raw -660532.724609 + Penalty 2863.302412 = -657669.422196 nChanged 203 SP:Iteration 9Q (4178.761454 sec): 3 clusters Score: Raw -660642.660306 + Penalty 2863.302412 = -657779.357894 nChanged 221 SP:Iteration 10Q (4178.796305 sec): 3 clusters Score: Raw -660781.613468 + Penalty 2863.302412 = -657918.311056 nChanged 229 SP:Iteration 11Q (4178.840813 sec): 3 clusters Score: Raw -660924.853995 + Penalty 2863.302412 = -658061.551583 nChanged 223 SP:Iteration 12Q (4178.893504 sec): 3 clusters Score: Raw -661070.146691 + Penalty 2863.302412 = -658206.844279 nChanged 194 SP:Iteration 13Q (4178.946829 sec): 3 clusters Score: Raw -661184.915692 + Penalty 2863.302412 = -658321.613279 nChanged 163 SP:Iteration 14Q (4179.002481 sec): 3 clusters Score: Raw -661277.359017 + Penalty 2863.302412 = -658414.056605 nChanged 127 SP:Iteration 15Q (4179.038263 sec): 3 clusters Score: Raw -661335.087974 + Penalty 2863.302412 = -658471.785562 nChanged 94 SP:Iteration 16Q (4179.093187 sec): 3 clusters Score: Raw -661366.945330 + Penalty 2863.302412 = -658503.642918 nChanged 67 SP:Iteration 17Q (4179.143062 sec): 3 clusters Score: Raw -661389.233193 + Penalty 2863.302412 = -658525.930780 nChanged 64 SP:Iteration 18Q (4179.207373 sec): 3 clusters Score: Raw -661414.319768 + Penalty 2863.302412 = -658551.017355 nChanged 59 SP:Iteration 19Q (4179.241926 sec): 3 clusters Score: Raw -661437.060576 + Penalty 2863.302412 = -658573.758163 nChanged 66 SP:Iteration 20F (4179.285352 sec): 3 clusters Score: Raw -661459.555248 + Penalty 2863.302412 = -658596.252836 nChanged 49 SP:Iteration 21Q (4179.324538 sec): 3 clusters Score: Raw -661473.462684 + Penalty 2863.302412 = -658610.160272 nChanged 32 SP:Iteration 22Q (4179.375404 sec): 3 clusters Score: Raw -661481.588662 + Penalty 2863.302412 = -658618.286250 nChanged 24 SP:Iteration 23Q (4179.430616 sec): 3 clusters Score: Raw -661489.195473 + Penalty 2863.302412 = -658625.893060 nChanged 25 SP:Iteration 24Q (4179.489599 sec): 3 clusters Score: Raw -661497.573134 + Penalty 2863.302412 = -658634.270721 nChanged 32 SP:Iteration 25Q (4179.528557 sec): 3 clusters Score: Raw -661508.991186 + Penalty 2863.302412 = -658645.688774 nChanged 31 SP:Iteration 26Q (4179.576601 sec): 3 clusters Score: Raw -661517.608565 + Penalty 2863.302412 = -658654.306153 nChanged 26 SP:Iteration 27Q (4179.635656 sec): 3 clusters Score: Raw -661527.313449 + Penalty 2863.302412 = -658664.011037 nChanged 37 SP:Iteration 28Q (4179.688104 sec): 3 clusters Score: Raw -661540.166845 + Penalty 2863.302412 = -658676.864433 nChanged 23 SP:Iteration 29Q (4179.750156 sec): 3 clusters Score: Raw -661548.601769 + Penalty 2863.302412 = -658685.299357 nChanged 18 SP:Iteration 30Q (4179.784123 sec): 3 clusters Score: Raw -661553.447032 + Penalty 2863.302412 = -658690.144620 nChanged 17 SP:Iteration 31Q (4179.831851 sec): 3 clusters Score: Raw -661556.832585 + Penalty 2863.302412 = -658693.530173 nChanged 11 SP:Iteration 32Q (4179.888036 sec): 3 clusters Score: Raw -661558.798507 + Penalty 2863.302412 = -658695.496095 nChanged 7 SP:Iteration 33Q (4179.945024 sec): 3 clusters Score: Raw -661559.996965 + Penalty 2863.302412 = -658696.694553 nChanged 7 SP:Iteration 34Q (4179.987480 sec): 3 clusters Score: Raw -661561.341469 + Penalty 2863.302412 = -658698.039057 nChanged 4 SP:Iteration 35Q (4180.040133 sec): 3 clusters Score: Raw -661562.151322 + Penalty 2863.302412 = -658698.848910 nChanged 7 SP:Iteration 36Q (4180.108100 sec): 3 clusters Score: Raw -661563.104590 + Penalty 2863.302412 = -658699.802178 nChanged 4 SP:Iteration 37Q (4180.153716 sec): 3 clusters Score: Raw -661563.580774 + Penalty 2863.302412 = -658700.278362 nChanged 2 SP:Iteration 38Q (4180.199182 sec): 3 clusters Score: Raw -661563.903463 + Penalty 2863.302412 = -658700.601051 nChanged 0 SP:Iteration 39F (4180.250185 sec): 3 clusters Score: Raw -661563.903463 + Penalty 2863.302412 = -658700.601051 nChanged 0 Trying to split cluster 32 (14538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4180.293123 sec): 2 clusters Score: Raw -1535847.753423 + Penalty 1557.484693 = -1534290.268730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4180.346295 sec): 3 clusters Score: Raw -1527286.209839 + Penalty 3114.969387 = -1524171.240453 nChanged 6442 SP:Iteration 1F (4180.409241 sec): 3 clusters Score: Raw -1530843.262167 + Penalty 3114.969387 = -1527728.292781 nChanged 888 SP:Iteration 2F (4180.471863 sec): 3 clusters Score: Raw -1531310.131893 + Penalty 3114.969387 = -1528195.162506 nChanged 890 SP:Iteration 3F (4180.533695 sec): 3 clusters Score: Raw -1531795.929054 + Penalty 3114.969387 = -1528680.959667 nChanged 878 SP:Iteration 4F (4180.600159 sec): 3 clusters Score: Raw -1532364.299724 + Penalty 3114.969387 = -1529249.330337 nChanged 858 SP:Iteration 5F (4180.659031 sec): 3 clusters Score: Raw -1532993.935939 + Penalty 3114.969387 = -1529878.966552 nChanged 892 SP:Iteration 6F (4180.720152 sec): 3 clusters Score: Raw -1533706.388668 + Penalty 3114.969387 = -1530591.419281 nChanged 860 SP:Iteration 7F (4180.781323 sec): 3 clusters Score: Raw -1534453.439093 + Penalty 3114.969387 = -1531338.469706 nChanged 733 SP:Iteration 8F (4180.843410 sec): 3 clusters Score: Raw -1535047.401282 + Penalty 3114.969387 = -1531932.431895 nChanged 558 SP:Iteration 9Q (4180.905134 sec): 3 clusters Score: Raw -1535351.181386 + Penalty 3114.969387 = -1532236.211999 nChanged 383 SP:Iteration 10Q (4180.968740 sec): 3 clusters Score: Raw -1535482.458113 + Penalty 3114.969387 = -1532367.488726 nChanged 241 SP:Iteration 11Q (4181.040313 sec): 3 clusters Score: Raw -1535557.316061 + Penalty 3114.969387 = -1532442.346674 nChanged 202 SP:Iteration 12Q (4181.106148 sec): 3 clusters Score: Raw -1535616.293970 + Penalty 3114.969387 = -1532501.324583 nChanged 177 SP:Iteration 13Q (4181.170236 sec): 3 clusters Score: Raw -1535665.418959 + Penalty 3114.969387 = -1532550.449572 nChanged 145 SP:Iteration 14Q (4181.245210 sec): 3 clusters Score: Raw -1535697.887656 + Penalty 3114.969387 = -1532582.918269 nChanged 116 SP:Iteration 15Q (4181.311872 sec): 3 clusters Score: Raw -1535720.520851 + Penalty 3114.969387 = -1532605.551464 nChanged 97 SP:Iteration 16Q (4181.372873 sec): 3 clusters Score: Raw -1535739.341157 + Penalty 3114.969387 = -1532624.371770 nChanged 70 SP:Iteration 17Q (4181.443960 sec): 3 clusters Score: Raw -1535751.799398 + Penalty 3114.969387 = -1532636.830011 nChanged 73 SP:Iteration 18Q (4181.512025 sec): 3 clusters Score: Raw -1535764.593127 + Penalty 3114.969387 = -1532649.623740 nChanged 71 SP:Iteration 19Q (4181.577751 sec): 3 clusters Score: Raw -1535778.523748 + Penalty 3114.969387 = -1532663.554361 nChanged 73 SP:Iteration 20F (4181.645766 sec): 3 clusters Score: Raw -1535793.283163 + Penalty 3114.969387 = -1532678.313777 nChanged 64 SP:Iteration 21Q (4181.724017 sec): 3 clusters Score: Raw -1535806.265975 + Penalty 3114.969387 = -1532691.296589 nChanged 84 SP:Iteration 22Q (4181.772860 sec): 3 clusters Score: Raw -1535825.991574 + Penalty 3114.969387 = -1532711.022188 nChanged 97 SP:Iteration 23Q (4181.838972 sec): 3 clusters Score: Raw -1535847.019975 + Penalty 3114.969387 = -1532732.050589 nChanged 77 SP:Iteration 24Q (4181.911949 sec): 3 clusters Score: Raw -1535864.270501 + Penalty 3114.969387 = -1532749.301114 nChanged 77 SP:Iteration 25Q (4181.976298 sec): 3 clusters Score: Raw -1535880.974321 + Penalty 3114.969387 = -1532766.004934 nChanged 78 SP:Iteration 26Q (4182.029839 sec): 3 clusters Score: Raw -1535900.965787 + Penalty 3114.969387 = -1532785.996400 nChanged 80 SP:Iteration 27Q (4182.090717 sec): 3 clusters Score: Raw -1535919.887190 + Penalty 3114.969387 = -1532804.917803 nChanged 79 SP:Iteration 28Q (4182.167474 sec): 3 clusters Score: Raw -1535934.024533 + Penalty 3114.969387 = -1532819.055146 nChanged 74 SP:Iteration 29Q (4182.224640 sec): 3 clusters Score: Raw -1535952.673425 + Penalty 3114.969387 = -1532837.704039 nChanged 88 SP:Iteration 30Q (4182.296545 sec): 3 clusters Score: Raw -1535976.681288 + Penalty 3114.969387 = -1532861.711901 nChanged 82 SP:Iteration 31Q (4182.350628 sec): 3 clusters Score: Raw -1535992.566271 + Penalty 3114.969387 = -1532877.596884 nChanged 74 SP:Iteration 32Q (4182.422494 sec): 3 clusters Score: Raw -1536005.612772 + Penalty 3114.969387 = -1532890.643385 nChanged 66 SP:Iteration 33Q (4182.495676 sec): 3 clusters Score: Raw -1536018.543614 + Penalty 3114.969387 = -1532903.574228 nChanged 72 SP:Iteration 34Q (4182.556076 sec): 3 clusters Score: Raw -1536031.294680 + Penalty 3114.969387 = -1532916.325293 nChanged 53 SP:Iteration 35Q (4182.617194 sec): 3 clusters Score: Raw -1536039.598561 + Penalty 3114.969387 = -1532924.629174 nChanged 43 SP:Iteration 36Q (4182.671656 sec): 3 clusters Score: Raw -1536047.833767 + Penalty 3114.969387 = -1532932.864380 nChanged 49 SP:Iteration 37Q (4182.728509 sec): 3 clusters Score: Raw -1536055.024399 + Penalty 3114.969387 = -1532940.055012 nChanged 39 SP:Iteration 38Q (4182.807342 sec): 3 clusters Score: Raw -1536060.858407 + Penalty 3114.969387 = -1532945.889021 nChanged 33 SP:Iteration 39Q (4182.864242 sec): 3 clusters Score: Raw -1536065.881684 + Penalty 3114.969387 = -1532950.912297 nChanged 37 SP:Iteration 40F (4182.926862 sec): 3 clusters Score: Raw -1536070.951568 + Penalty 3114.969387 = -1532955.982181 nChanged 35 SP:Iteration 41Q (4182.988057 sec): 3 clusters Score: Raw -1536075.572094 + Penalty 3114.969387 = -1532960.602707 nChanged 37 SP:Iteration 42Q (4183.063297 sec): 3 clusters Score: Raw -1536080.020059 + Penalty 3114.969387 = -1532965.050673 nChanged 30 SP:Iteration 43Q (4183.127940 sec): 3 clusters Score: Raw -1536083.773098 + Penalty 3114.969387 = -1532968.803711 nChanged 30 SP:Iteration 44Q (4183.207293 sec): 3 clusters Score: Raw -1536087.388517 + Penalty 3114.969387 = -1532972.419130 nChanged 23 SP:Iteration 45Q (4183.260989 sec): 3 clusters Score: Raw -1536089.885895 + Penalty 3114.969387 = -1532974.916508 nChanged 19 SP:Iteration 46Q (4183.331450 sec): 3 clusters Score: Raw -1536092.272221 + Penalty 3114.969387 = -1532977.302834 nChanged 19 SP:Iteration 47Q (4183.391513 sec): 3 clusters Score: Raw -1536094.757959 + Penalty 3114.969387 = -1532979.788572 nChanged 17 SP:Iteration 48Q (4183.457631 sec): 3 clusters Score: Raw -1536097.404470 + Penalty 3114.969387 = -1532982.435083 nChanged 19 SP:Iteration 49Q (4183.530201 sec): 3 clusters Score: Raw -1536100.095557 + Penalty 3114.969387 = -1532985.126170 nChanged 18 SP:Iteration 50Q (4183.602444 sec): 3 clusters Score: Raw -1536102.869850 + Penalty 3114.969387 = -1532987.900463 nChanged 19 SP:Iteration 51Q (4183.677332 sec): 3 clusters Score: Raw -1536105.316800 + Penalty 3114.969387 = -1532990.347413 nChanged 22 SP:Iteration 52Q (4183.724823 sec): 3 clusters Score: Raw -1536108.559142 + Penalty 3114.969387 = -1532993.589755 nChanged 23 SP:Iteration 53Q (4183.792873 sec): 3 clusters Score: Raw -1536111.247811 + Penalty 3114.969387 = -1532996.278424 nChanged 24 SP:Iteration 54Q (4183.857911 sec): 3 clusters Score: Raw -1536113.874906 + Penalty 3114.969387 = -1532998.905519 nChanged 19 SP:Iteration 55Q (4183.918185 sec): 3 clusters Score: Raw -1536115.304766 + Penalty 3114.969387 = -1533000.335379 nChanged 11 SP:Iteration 56Q (4183.963006 sec): 3 clusters Score: Raw -1536116.600214 + Penalty 3114.969387 = -1533001.630828 nChanged 11 SP:Iteration 57Q (4183.995810 sec): 3 clusters Score: Raw -1536117.704923 + Penalty 3114.969387 = -1533002.735536 nChanged 20 SP:Iteration 58Q (4184.068658 sec): 3 clusters Score: Raw -1536119.970854 + Penalty 3114.969387 = -1533005.001467 nChanged 22 SP:Iteration 59Q (4184.135397 sec): 3 clusters Score: Raw -1536123.395099 + Penalty 3114.969387 = -1533008.425712 nChanged 26 SP:Iteration 60F (4184.191625 sec): 3 clusters Score: Raw -1536126.795931 + Penalty 3114.969387 = -1533011.826544 nChanged 16 SP:Iteration 61Q (4184.257056 sec): 3 clusters Score: Raw -1536128.367569 + Penalty 3114.969387 = -1533013.398182 nChanged 12 SP:Iteration 62Q (4184.333158 sec): 3 clusters Score: Raw -1536129.746744 + Penalty 3114.969387 = -1533014.777357 nChanged 16 SP:Iteration 63Q (4184.388290 sec): 3 clusters Score: Raw -1536132.485781 + Penalty 3114.969387 = -1533017.516395 nChanged 18 SP:Iteration 64Q (4184.455165 sec): 3 clusters Score: Raw -1536135.550049 + Penalty 3114.969387 = -1533020.580662 nChanged 21 SP:Iteration 65Q (4184.515996 sec): 3 clusters Score: Raw -1536139.197068 + Penalty 3114.969387 = -1533024.227681 nChanged 21 SP:Iteration 66Q (4184.584983 sec): 3 clusters Score: Raw -1536142.863596 + Penalty 3114.969387 = -1533027.894210 nChanged 25 SP:Iteration 67Q (4184.645780 sec): 3 clusters Score: Raw -1536146.873027 + Penalty 3114.969387 = -1533031.903641 nChanged 23 SP:Iteration 68Q (4184.703418 sec): 3 clusters Score: Raw -1536149.661746 + Penalty 3114.969387 = -1533034.692359 nChanged 18 SP:Iteration 69Q (4184.769690 sec): 3 clusters Score: Raw -1536152.143408 + Penalty 3114.969387 = -1533037.174022 nChanged 22 SP:Iteration 70Q (4184.839728 sec): 3 clusters Score: Raw -1536155.354237 + Penalty 3114.969387 = -1533040.384850 nChanged 19 SP:Iteration 71Q (4184.898838 sec): 3 clusters Score: Raw -1536158.240028 + Penalty 3114.969387 = -1533043.270642 nChanged 18 SP:Iteration 72Q (4184.951942 sec): 3 clusters Score: Raw -1536161.228673 + Penalty 3114.969387 = -1533046.259287 nChanged 21 SP:Iteration 73Q (4185.027014 sec): 3 clusters Score: Raw -1536164.590574 + Penalty 3114.969387 = -1533049.621188 nChanged 24 SP:Iteration 74Q (4185.086063 sec): 3 clusters Score: Raw -1536168.102741 + Penalty 3114.969387 = -1533053.133354 nChanged 30 SP:Iteration 75Q (4185.120562 sec): 3 clusters Score: Raw -1536172.187499 + Penalty 3114.969387 = -1533057.218113 nChanged 23 SP:Iteration 76Q (4185.185111 sec): 3 clusters Score: Raw -1536176.656362 + Penalty 3114.969387 = -1533061.686975 nChanged 23 SP:Iteration 77Q (4185.251214 sec): 3 clusters Score: Raw -1536180.538270 + Penalty 3114.969387 = -1533065.568883 nChanged 32 SP:Iteration 78Q (4185.322775 sec): 3 clusters Score: Raw -1536186.124467 + Penalty 3114.969387 = -1533071.155080 nChanged 27 SP:Iteration 79Q (4185.377064 sec): 3 clusters Score: Raw -1536190.653380 + Penalty 3114.969387 = -1533075.683993 nChanged 25 SP:Iteration 80F (4185.436134 sec): 3 clusters Score: Raw -1536194.350102 + Penalty 3114.969387 = -1533079.380715 nChanged 19 SP:Iteration 81Q (4185.511956 sec): 3 clusters Score: Raw -1536196.878847 + Penalty 3114.969387 = -1533081.909461 nChanged 20 SP:Iteration 82Q (4185.579864 sec): 3 clusters Score: Raw -1536199.589133 + Penalty 3114.969387 = -1533084.619747 nChanged 22 SP:Iteration 83Q (4185.653911 sec): 3 clusters Score: Raw -1536203.616434 + Penalty 3114.969387 = -1533088.647047 nChanged 19 SP:Iteration 84Q (4185.697764 sec): 3 clusters Score: Raw -1536206.479504 + Penalty 3114.969387 = -1533091.510117 nChanged 23 SP:Iteration 85Q (4185.768463 sec): 3 clusters Score: Raw -1536209.902476 + Penalty 3114.969387 = -1533094.933089 nChanged 22 SP:Iteration 86Q (4185.833743 sec): 3 clusters Score: Raw -1536213.565746 + Penalty 3114.969387 = -1533098.596360 nChanged 16 SP:Iteration 87Q (4185.886542 sec): 3 clusters Score: Raw -1536216.007861 + Penalty 3114.969387 = -1533101.038474 nChanged 23 SP:Iteration 88Q (4185.949455 sec): 3 clusters Score: Raw -1536219.395609 + Penalty 3114.969387 = -1533104.426222 nChanged 17 SP:Iteration 89Q (4186.009222 sec): 3 clusters Score: Raw -1536221.415886 + Penalty 3114.969387 = -1533106.446499 nChanged 13 SP:Iteration 90Q (4186.069988 sec): 3 clusters Score: Raw -1536222.899847 + Penalty 3114.969387 = -1533107.930461 nChanged 10 SP:Iteration 91Q (4186.124226 sec): 3 clusters Score: Raw -1536224.100646 + Penalty 3114.969387 = -1533109.131259 nChanged 9 SP:Iteration 92Q (4186.183199 sec): 3 clusters Score: Raw -1536225.014594 + Penalty 3114.969387 = -1533110.045207 nChanged 11 SP:Iteration 93Q (4186.255846 sec): 3 clusters Score: Raw -1536226.563532 + Penalty 3114.969387 = -1533111.594145 nChanged 15 SP:Iteration 94Q (4186.307731 sec): 3 clusters Score: Raw -1536228.306653 + Penalty 3114.969387 = -1533113.337266 nChanged 12 SP:Iteration 95Q (4186.372982 sec): 3 clusters Score: Raw -1536229.893340 + Penalty 3114.969387 = -1533114.923953 nChanged 12 SP:Iteration 96Q (4186.421347 sec): 3 clusters Score: Raw -1536231.301913 + Penalty 3114.969387 = -1533116.332527 nChanged 11 SP:Iteration 97Q (4186.499058 sec): 3 clusters Score: Raw -1536232.354997 + Penalty 3114.969387 = -1533117.385610 nChanged 11 SP:Iteration 98Q (4186.553554 sec): 3 clusters Score: Raw -1536233.586153 + Penalty 3114.969387 = -1533118.616767 nChanged 13 SP:Iteration 99Q (4186.609506 sec): 3 clusters Score: Raw -1536235.177479 + Penalty 3114.969387 = -1533120.208092 nChanged 14 SP:Iteration 100F (4186.684421 sec): 3 clusters Score: Raw -1536236.678299 + Penalty 3114.969387 = -1533121.708913 nChanged 12 SP:Iteration 101Q (4186.735063 sec): 3 clusters Score: Raw -1536238.289513 + Penalty 3114.969387 = -1533123.320126 nChanged 6 SP:Iteration 102Q (4186.794224 sec): 3 clusters Score: Raw -1536238.953821 + Penalty 3114.969387 = -1533123.984434 nChanged 3 SP:Iteration 103Q (4186.854004 sec): 3 clusters Score: Raw -1536239.162224 + Penalty 3114.969387 = -1533124.192837 nChanged 1 SP:Iteration 104Q (4186.928540 sec): 3 clusters Score: Raw -1536239.253972 + Penalty 3114.969387 = -1533124.284586 nChanged 1 SP:Iteration 105Q (4186.994756 sec): 3 clusters Score: Raw -1536239.333961 + Penalty 3114.969387 = -1533124.364575 nChanged 2 SP:Iteration 106Q (4187.048434 sec): 3 clusters Score: Raw -1536239.620301 + Penalty 3114.969387 = -1533124.650914 nChanged 5 SP:Iteration 107Q (4187.112582 sec): 3 clusters Score: Raw -1536240.129812 + Penalty 3114.969387 = -1533125.160425 nChanged 10 SP:Iteration 108Q (4187.174920 sec): 3 clusters Score: Raw -1536241.053420 + Penalty 3114.969387 = -1533126.084034 nChanged 5 SP:Iteration 109Q (4187.245962 sec): 3 clusters Score: Raw -1536241.620480 + Penalty 3114.969387 = -1533126.651093 nChanged 5 SP:Iteration 110Q (4187.302541 sec): 3 clusters Score: Raw -1536242.139509 + Penalty 3114.969387 = -1533127.170122 nChanged 4 SP:Iteration 111Q (4187.363479 sec): 3 clusters Score: Raw -1536242.535972 + Penalty 3114.969387 = -1533127.566585 nChanged 8 SP:Iteration 112Q (4187.424417 sec): 3 clusters Score: Raw -1536243.220822 + Penalty 3114.969387 = -1533128.251435 nChanged 6 SP:Iteration 113Q (4187.493611 sec): 3 clusters Score: Raw -1536243.613613 + Penalty 3114.969387 = -1533128.644226 nChanged 1 SP:Iteration 114Q (4187.542369 sec): 3 clusters Score: Raw -1536243.661588 + Penalty 3114.969387 = -1533128.692201 nChanged 0 SP:Iteration 115F (4187.619509 sec): 3 clusters Score: Raw -1536243.661588 + Penalty 3114.969387 = -1533128.692201 nChanged 0 Trying to split cluster 33 (2683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4187.646558 sec): 2 clusters Score: Raw -259582.772154 + Penalty 1282.887263 = -258299.884890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4187.705089 sec): 3 clusters Score: Raw -258360.709841 + Penalty 2565.774526 = -255794.935314 nChanged 998 SP:Iteration 1F (4187.740155 sec): 3 clusters Score: Raw -258921.930191 + Penalty 2565.774526 = -256356.155665 nChanged 232 SP:Iteration 2F (4187.769858 sec): 3 clusters Score: Raw -259090.285434 + Penalty 2565.774526 = -256524.510907 nChanged 166 SP:Iteration 3F (4187.783433 sec): 3 clusters Score: Raw -259193.887247 + Penalty 2565.774526 = -256628.112721 nChanged 110 SP:Iteration 4Q (4187.826663 sec): 3 clusters Score: Raw -259256.308917 + Penalty 2565.774526 = -256690.534391 nChanged 105 SP:Iteration 5Q (4187.872259 sec): 3 clusters Score: Raw -259322.895581 + Penalty 2565.774526 = -256757.121055 nChanged 96 SP:Iteration 6Q (4187.928049 sec): 3 clusters Score: Raw -259399.785539 + Penalty 2565.774526 = -256834.011013 nChanged 93 SP:Iteration 7Q (4187.974893 sec): 3 clusters Score: Raw -259464.226291 + Penalty 2565.774526 = -256898.451765 nChanged 90 SP:Iteration 8Q (4188.012239 sec): 3 clusters Score: Raw -259520.829104 + Penalty 2565.774526 = -256955.054578 nChanged 85 SP:Iteration 9Q (4188.049170 sec): 3 clusters Score: Raw -259575.180289 + Penalty 2565.774526 = -257009.405762 nChanged 66 SP:Iteration 10Q (4188.079210 sec): 3 clusters Score: Raw -259614.273794 + Penalty 2565.774526 = -257048.499267 nChanged 62 SP:Iteration 11Q (4188.120360 sec): 3 clusters Score: Raw -259651.428593 + Penalty 2565.774526 = -257085.654067 nChanged 67 SP:Iteration 12Q (4188.184976 sec): 3 clusters Score: Raw -259698.594858 + Penalty 2565.774526 = -257132.820331 nChanged 67 SP:Iteration 13Q (4188.216146 sec): 3 clusters Score: Raw -259757.952482 + Penalty 2565.774526 = -257192.177956 nChanged 61 SP:Iteration 14Q (4188.259627 sec): 3 clusters Score: Raw -259809.189612 + Penalty 2565.774526 = -257243.415086 nChanged 44 SP:Iteration 15Q (4188.297350 sec): 3 clusters Score: Raw -259836.815915 + Penalty 2565.774526 = -257271.041389 nChanged 32 SP:Iteration 16Q (4188.344442 sec): 3 clusters Score: Raw -259855.071520 + Penalty 2565.774526 = -257289.296993 nChanged 27 SP:Iteration 17Q (4188.377026 sec): 3 clusters Score: Raw -259871.811580 + Penalty 2565.774526 = -257306.037054 nChanged 14 SP:Iteration 18Q (4188.420058 sec): 3 clusters Score: Raw -259880.753598 + Penalty 2565.774526 = -257314.979071 nChanged 17 SP:Iteration 19Q (4188.463257 sec): 3 clusters Score: Raw -259890.240876 + Penalty 2565.774526 = -257324.466350 nChanged 19 SP:Iteration 20F (4188.517359 sec): 3 clusters Score: Raw -259900.782824 + Penalty 2565.774526 = -257335.008297 nChanged 16 SP:Iteration 21Q (4188.553472 sec): 3 clusters Score: Raw -259911.805072 + Penalty 2565.774526 = -257346.030545 nChanged 18 SP:Iteration 22Q (4188.597607 sec): 3 clusters Score: Raw -259922.567241 + Penalty 2565.774526 = -257356.792715 nChanged 13 SP:Iteration 23Q (4188.642142 sec): 3 clusters Score: Raw -259928.688234 + Penalty 2565.774526 = -257362.913708 nChanged 6 SP:Iteration 24Q (4188.685921 sec): 3 clusters Score: Raw -259933.056701 + Penalty 2565.774526 = -257367.282175 nChanged 7 SP:Iteration 25Q (4188.737427 sec): 3 clusters Score: Raw -259936.759440 + Penalty 2565.774526 = -257370.984913 nChanged 9 SP:Iteration 26Q (4188.780127 sec): 3 clusters Score: Raw -259940.822096 + Penalty 2565.774526 = -257375.047569 nChanged 5 SP:Iteration 27Q (4188.826600 sec): 3 clusters Score: Raw -259943.840897 + Penalty 2565.774526 = -257378.066370 nChanged 9 SP:Iteration 28Q (4188.864208 sec): 3 clusters Score: Raw -259950.422244 + Penalty 2565.774526 = -257384.647718 nChanged 11 SP:Iteration 29Q (4188.906681 sec): 3 clusters Score: Raw -259960.091224 + Penalty 2565.774526 = -257394.316698 nChanged 14 SP:Iteration 30Q (4188.952666 sec): 3 clusters Score: Raw -259968.292807 + Penalty 2565.774526 = -257402.518280 nChanged 11 SP:Iteration 31Q (4188.997128 sec): 3 clusters Score: Raw -259975.050895 + Penalty 2565.774526 = -257409.276368 nChanged 11 SP:Iteration 32Q (4189.045471 sec): 3 clusters Score: Raw -259981.020821 + Penalty 2565.774526 = -257415.246295 nChanged 8 SP:Iteration 33Q (4189.082515 sec): 3 clusters Score: Raw -259985.327469 + Penalty 2565.774526 = -257419.552943 nChanged 3 SP:Iteration 34Q (4189.119664 sec): 3 clusters Score: Raw -259986.230055 + Penalty 2565.774526 = -257420.455529 nChanged 4 SP:Iteration 35Q (4189.160789 sec): 3 clusters Score: Raw -259988.291293 + Penalty 2565.774526 = -257422.516767 nChanged 6 SP:Iteration 36Q (4189.213190 sec): 3 clusters Score: Raw -259991.485070 + Penalty 2565.774526 = -257425.710544 nChanged 6 SP:Iteration 37Q (4189.258235 sec): 3 clusters Score: Raw -259994.189953 + Penalty 2565.774526 = -257428.415427 nChanged 4 SP:Iteration 38Q (4189.297762 sec): 3 clusters Score: Raw -259996.470222 + Penalty 2565.774526 = -257430.695696 nChanged 5 SP:Iteration 39Q (4189.349237 sec): 3 clusters Score: Raw -260000.137937 + Penalty 2565.774526 = -257434.363410 nChanged 3 SP:Iteration 40F (4189.393979 sec): 3 clusters Score: Raw -260002.262665 + Penalty 2565.774526 = -257436.488139 nChanged 4 SP:Iteration 41Q (4189.440803 sec): 3 clusters Score: Raw -260005.180951 + Penalty 2565.774526 = -257439.406425 nChanged 4 SP:Iteration 42Q (4189.488940 sec): 3 clusters Score: Raw -260007.609691 + Penalty 2565.774526 = -257441.835165 nChanged 2 SP:Iteration 43Q (4189.535166 sec): 3 clusters Score: Raw -260008.721104 + Penalty 2565.774526 = -257442.946577 nChanged 1 SP:Iteration 44Q (4189.572689 sec): 3 clusters Score: Raw -260009.207137 + Penalty 2565.774526 = -257443.432611 nChanged 0 SP:Iteration 45F (4189.618479 sec): 3 clusters Score: Raw -260009.207137 + Penalty 2565.774526 = -257443.432611 nChanged 0 Trying to split cluster 34 (30787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4189.683902 sec): 2 clusters Score: Raw -3240943.425521 + Penalty 1679.412768 = -3239264.012754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4189.766249 sec): 3 clusters Score: Raw -3222038.273300 + Penalty 3358.825536 = -3218679.447764 nChanged 14070 SP:Iteration 1F (4189.855981 sec): 3 clusters Score: Raw -3230049.687418 + Penalty 3358.825536 = -3226690.861883 nChanged 1785 SP:Iteration 2F (4189.948029 sec): 3 clusters Score: Raw -3230935.180557 + Penalty 3358.825536 = -3227576.355021 nChanged 2088 SP:Iteration 3F (4190.035181 sec): 3 clusters Score: Raw -3232211.421860 + Penalty 3358.825536 = -3228852.596325 nChanged 2339 SP:Iteration 4F (4190.121751 sec): 3 clusters Score: Raw -3233818.852717 + Penalty 3358.825536 = -3230460.027181 nChanged 2300 SP:Iteration 5F (4190.210807 sec): 3 clusters Score: Raw -3235493.038441 + Penalty 3358.825536 = -3232134.212906 nChanged 2066 SP:Iteration 6F (4190.282110 sec): 3 clusters Score: Raw -3237016.292770 + Penalty 3358.825536 = -3233657.467234 nChanged 1582 SP:Iteration 7F (4190.374375 sec): 3 clusters Score: Raw -3238327.469248 + Penalty 3358.825536 = -3234968.643712 nChanged 1202 SP:Iteration 8Q (4190.453608 sec): 3 clusters Score: Raw -3239370.566252 + Penalty 3358.825536 = -3236011.740717 nChanged 880 SP:Iteration 9Q (4190.548184 sec): 3 clusters Score: Raw -3240003.000585 + Penalty 3358.825536 = -3236644.175049 nChanged 655 SP:Iteration 10Q (4190.632192 sec): 3 clusters Score: Raw -3240363.520110 + Penalty 3358.825536 = -3237004.694575 nChanged 457 SP:Iteration 11Q (4190.710635 sec): 3 clusters Score: Raw -3240565.124562 + Penalty 3358.825536 = -3237206.299027 nChanged 327 SP:Iteration 12Q (4190.792966 sec): 3 clusters Score: Raw -3240695.213762 + Penalty 3358.825536 = -3237336.388227 nChanged 274 SP:Iteration 13Q (4190.885078 sec): 3 clusters Score: Raw -3240809.472856 + Penalty 3358.825536 = -3237450.647320 nChanged 278 SP:Iteration 14Q (4190.969016 sec): 3 clusters Score: Raw -3240925.988094 + Penalty 3358.825536 = -3237567.162558 nChanged 221 SP:Iteration 15Q (4191.055696 sec): 3 clusters Score: Raw -3241023.631853 + Penalty 3358.825536 = -3237664.806318 nChanged 202 SP:Iteration 16Q (4191.145369 sec): 3 clusters Score: Raw -3241108.274447 + Penalty 3358.825536 = -3237749.448911 nChanged 181 SP:Iteration 17Q (4191.238973 sec): 3 clusters Score: Raw -3241183.910558 + Penalty 3358.825536 = -3237825.085022 nChanged 131 SP:Iteration 18Q (4191.320830 sec): 3 clusters Score: Raw -3241233.282705 + Penalty 3358.825536 = -3237874.457169 nChanged 124 SP:Iteration 19Q (4191.383793 sec): 3 clusters Score: Raw -3241274.929933 + Penalty 3358.825536 = -3237916.104397 nChanged 119 SP:Iteration 20F (4191.473896 sec): 3 clusters Score: Raw -3241312.425722 + Penalty 3358.825536 = -3237953.600187 nChanged 102 SP:Iteration 21Q (4191.549138 sec): 3 clusters Score: Raw -3241339.075480 + Penalty 3358.825536 = -3237980.249944 nChanged 91 SP:Iteration 22Q (4191.644930 sec): 3 clusters Score: Raw -3241361.203091 + Penalty 3358.825536 = -3238002.377556 nChanged 86 SP:Iteration 23Q (4191.725519 sec): 3 clusters Score: Raw -3241379.124776 + Penalty 3358.825536 = -3238020.299240 nChanged 74 SP:Iteration 24Q (4191.824097 sec): 3 clusters Score: Raw -3241393.727914 + Penalty 3358.825536 = -3238034.902379 nChanged 72 SP:Iteration 25Q (4191.898540 sec): 3 clusters Score: Raw -3241407.760688 + Penalty 3358.825536 = -3238048.935153 nChanged 55 SP:Iteration 26Q (4191.989433 sec): 3 clusters Score: Raw -3241417.813544 + Penalty 3358.825536 = -3238058.988008 nChanged 54 SP:Iteration 27Q (4192.071954 sec): 3 clusters Score: Raw -3241428.635557 + Penalty 3358.825536 = -3238069.810022 nChanged 51 SP:Iteration 28Q (4192.152379 sec): 3 clusters Score: Raw -3241437.671841 + Penalty 3358.825536 = -3238078.846306 nChanged 43 SP:Iteration 29Q (4192.242521 sec): 3 clusters Score: Raw -3241444.699721 + Penalty 3358.825536 = -3238085.874185 nChanged 35 SP:Iteration 30Q (4192.320667 sec): 3 clusters Score: Raw -3241451.867625 + Penalty 3358.825536 = -3238093.042089 nChanged 48 SP:Iteration 31Q (4192.400597 sec): 3 clusters Score: Raw -3241460.290401 + Penalty 3358.825536 = -3238101.464865 nChanged 39 SP:Iteration 32Q (4192.473081 sec): 3 clusters Score: Raw -3241467.195032 + Penalty 3358.825536 = -3238108.369496 nChanged 40 SP:Iteration 33Q (4192.549280 sec): 3 clusters Score: Raw -3241474.383775 + Penalty 3358.825536 = -3238115.558239 nChanged 25 SP:Iteration 34Q (4192.630599 sec): 3 clusters Score: Raw -3241478.504840 + Penalty 3358.825536 = -3238119.679304 nChanged 24 SP:Iteration 35Q (4192.711282 sec): 3 clusters Score: Raw -3241482.125056 + Penalty 3358.825536 = -3238123.299520 nChanged 21 SP:Iteration 36Q (4192.806317 sec): 3 clusters Score: Raw -3241485.604200 + Penalty 3358.825536 = -3238126.778664 nChanged 12 SP:Iteration 37Q (4192.877078 sec): 3 clusters Score: Raw -3241487.131628 + Penalty 3358.825536 = -3238128.306092 nChanged 10 SP:Iteration 38Q (4192.961389 sec): 3 clusters Score: Raw -3241488.773591 + Penalty 3358.825536 = -3238129.948056 nChanged 13 SP:Iteration 39Q (4193.043984 sec): 3 clusters Score: Raw -3241490.015111 + Penalty 3358.825536 = -3238131.189575 nChanged 3 SP:Iteration 40F (4193.133884 sec): 3 clusters Score: Raw -3241490.392144 + Penalty 3358.825536 = -3238131.566609 nChanged 5 SP:Iteration 41Q (4193.225387 sec): 3 clusters Score: Raw -3241491.087179 + Penalty 3358.825536 = -3238132.261643 nChanged 7 SP:Iteration 42Q (4193.307431 sec): 3 clusters Score: Raw -3241491.789800 + Penalty 3358.825536 = -3238132.964265 nChanged 4 SP:Iteration 43Q (4193.382257 sec): 3 clusters Score: Raw -3241492.261122 + Penalty 3358.825536 = -3238133.435586 nChanged 2 SP:Iteration 44Q (4193.467086 sec): 3 clusters Score: Raw -3241492.441562 + Penalty 3358.825536 = -3238133.616026 nChanged 3 SP:Iteration 45Q (4193.537767 sec): 3 clusters Score: Raw -3241492.805402 + Penalty 3358.825536 = -3238133.979867 nChanged 6 SP:Iteration 46Q (4193.622667 sec): 3 clusters Score: Raw -3241493.411045 + Penalty 3358.825536 = -3238134.585509 nChanged 2 SP:Iteration 47Q (4193.701283 sec): 3 clusters Score: Raw -3241493.771191 + Penalty 3358.825536 = -3238134.945656 nChanged 4 SP:Iteration 48Q (4193.780817 sec): 3 clusters Score: Raw -3241494.172900 + Penalty 3358.825536 = -3238135.347365 nChanged 4 SP:Iteration 49Q (4193.853886 sec): 3 clusters Score: Raw -3241494.538969 + Penalty 3358.825536 = -3238135.713434 nChanged 2 SP:Iteration 50Q (4193.933033 sec): 3 clusters Score: Raw -3241494.841238 + Penalty 3358.825536 = -3238136.015702 nChanged 3 SP:Iteration 51Q (4194.013504 sec): 3 clusters Score: Raw -3241495.103915 + Penalty 3358.825536 = -3238136.278380 nChanged 1 SP:Iteration 52Q (4194.075272 sec): 3 clusters Score: Raw -3241495.139663 + Penalty 3358.825536 = -3238136.314128 nChanged 1 SP:Iteration 53Q (4194.167112 sec): 3 clusters Score: Raw -3241495.202409 + Penalty 3358.825536 = -3238136.376874 nChanged 0 SP:Iteration 54F (4194.254774 sec): 3 clusters Score: Raw -3241495.202409 + Penalty 3358.825536 = -3238136.376874 nChanged 0 Trying to split cluster 35 (3227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4194.278249 sec): 2 clusters Score: Raw -336423.011006 + Penalty 1312.887581 = -335110.123425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4194.332874 sec): 3 clusters Score: Raw -334840.867105 + Penalty 2625.775162 = -332215.091943 nChanged 1269 SP:Iteration 1F (4194.373028 sec): 3 clusters Score: Raw -335552.460932 + Penalty 2625.775162 = -332926.685769 nChanged 241 SP:Iteration 2F (4194.431313 sec): 3 clusters Score: Raw -335701.455855 + Penalty 2625.775162 = -333075.680692 nChanged 173 SP:Iteration 3F (4194.475463 sec): 3 clusters Score: Raw -335797.111727 + Penalty 2625.775162 = -333171.336564 nChanged 123 SP:Iteration 4Q (4194.525021 sec): 3 clusters Score: Raw -335863.767970 + Penalty 2625.775162 = -333237.992807 nChanged 99 SP:Iteration 5Q (4194.566309 sec): 3 clusters Score: Raw -335917.921571 + Penalty 2625.775162 = -333292.146409 nChanged 86 SP:Iteration 6Q (4194.612275 sec): 3 clusters Score: Raw -335951.586681 + Penalty 2625.775162 = -333325.811518 nChanged 70 SP:Iteration 7Q (4194.651509 sec): 3 clusters Score: Raw -335976.217734 + Penalty 2625.775162 = -333350.442571 nChanged 42 SP:Iteration 8Q (4194.698904 sec): 3 clusters Score: Raw -335993.483017 + Penalty 2625.775162 = -333367.707854 nChanged 38 SP:Iteration 9Q (4194.748796 sec): 3 clusters Score: Raw -336009.938195 + Penalty 2625.775162 = -333384.163033 nChanged 32 SP:Iteration 10Q (4194.800266 sec): 3 clusters Score: Raw -336022.277372 + Penalty 2625.775162 = -333396.502210 nChanged 38 SP:Iteration 11Q (4194.840437 sec): 3 clusters Score: Raw -336040.664801 + Penalty 2625.775162 = -333414.889639 nChanged 45 SP:Iteration 12Q (4194.879968 sec): 3 clusters Score: Raw -336058.501145 + Penalty 2625.775162 = -333432.725983 nChanged 35 SP:Iteration 13Q (4194.930474 sec): 3 clusters Score: Raw -336071.298540 + Penalty 2625.775162 = -333445.523377 nChanged 36 SP:Iteration 14Q (4194.989898 sec): 3 clusters Score: Raw -336086.588111 + Penalty 2625.775162 = -333460.812948 nChanged 31 SP:Iteration 15Q (4195.043645 sec): 3 clusters Score: Raw -336100.585549 + Penalty 2625.775162 = -333474.810386 nChanged 38 SP:Iteration 16Q (4195.091584 sec): 3 clusters Score: Raw -336113.823242 + Penalty 2625.775162 = -333488.048080 nChanged 35 SP:Iteration 17Q (4195.128038 sec): 3 clusters Score: Raw -336124.838785 + Penalty 2625.775162 = -333499.063623 nChanged 23 SP:Iteration 18Q (4195.174732 sec): 3 clusters Score: Raw -336133.416782 + Penalty 2625.775162 = -333507.641620 nChanged 25 SP:Iteration 19Q (4195.218269 sec): 3 clusters Score: Raw -336142.203945 + Penalty 2625.775162 = -333516.428782 nChanged 24 SP:Iteration 20F (4195.273988 sec): 3 clusters Score: Raw -336151.232502 + Penalty 2625.775162 = -333525.457340 nChanged 24 SP:Iteration 21Q (4195.314579 sec): 3 clusters Score: Raw -336160.016591 + Penalty 2625.775162 = -333534.241428 nChanged 23 SP:Iteration 22Q (4195.360523 sec): 3 clusters Score: Raw -336169.360251 + Penalty 2625.775162 = -333543.585089 nChanged 25 SP:Iteration 23Q (4195.403904 sec): 3 clusters Score: Raw -336176.470386 + Penalty 2625.775162 = -333550.695223 nChanged 14 SP:Iteration 24Q (4195.452535 sec): 3 clusters Score: Raw -336181.339970 + Penalty 2625.775162 = -333555.564807 nChanged 15 SP:Iteration 25Q (4195.499585 sec): 3 clusters Score: Raw -336187.166868 + Penalty 2625.775162 = -333561.391706 nChanged 13 SP:Iteration 26Q (4195.552831 sec): 3 clusters Score: Raw -336191.155719 + Penalty 2625.775162 = -333565.380557 nChanged 12 SP:Iteration 27Q (4195.596796 sec): 3 clusters Score: Raw -336194.883956 + Penalty 2625.775162 = -333569.108794 nChanged 13 SP:Iteration 28Q (4195.634862 sec): 3 clusters Score: Raw -336199.598989 + Penalty 2625.775162 = -333573.823827 nChanged 11 SP:Iteration 29Q (4195.679191 sec): 3 clusters Score: Raw -336204.102013 + Penalty 2625.775162 = -333578.326851 nChanged 14 SP:Iteration 30Q (4195.732662 sec): 3 clusters Score: Raw -336209.723480 + Penalty 2625.775162 = -333583.948317 nChanged 11 SP:Iteration 31Q (4195.785082 sec): 3 clusters Score: Raw -336213.675074 + Penalty 2625.775162 = -333587.899911 nChanged 14 SP:Iteration 32Q (4195.828430 sec): 3 clusters Score: Raw -336218.987792 + Penalty 2625.775162 = -333593.212629 nChanged 18 SP:Iteration 33Q (4195.870445 sec): 3 clusters Score: Raw -336225.407661 + Penalty 2625.775162 = -333599.632498 nChanged 15 SP:Iteration 34Q (4195.909198 sec): 3 clusters Score: Raw -336230.161518 + Penalty 2625.775162 = -333604.386355 nChanged 22 SP:Iteration 35Q (4195.961641 sec): 3 clusters Score: Raw -336239.238535 + Penalty 2625.775162 = -333613.463372 nChanged 19 SP:Iteration 36Q (4196.013883 sec): 3 clusters Score: Raw -336246.733369 + Penalty 2625.775162 = -333620.958206 nChanged 20 SP:Iteration 37Q (4196.071389 sec): 3 clusters Score: Raw -336255.082022 + Penalty 2625.775162 = -333629.306859 nChanged 21 SP:Iteration 38Q (4196.115798 sec): 3 clusters Score: Raw -336266.334109 + Penalty 2625.775162 = -333640.558947 nChanged 27 SP:Iteration 39Q (4196.153151 sec): 3 clusters Score: Raw -336279.961329 + Penalty 2625.775162 = -333654.186167 nChanged 33 SP:Iteration 40F (4196.195851 sec): 3 clusters Score: Raw -336295.937591 + Penalty 2625.775162 = -333670.162428 nChanged 28 SP:Iteration 41Q (4196.246350 sec): 3 clusters Score: Raw -336309.210156 + Penalty 2625.775162 = -333683.434993 nChanged 25 SP:Iteration 42Q (4196.295666 sec): 3 clusters Score: Raw -336323.232798 + Penalty 2625.775162 = -333697.457636 nChanged 30 SP:Iteration 43Q (4196.327794 sec): 3 clusters Score: Raw -336340.607705 + Penalty 2625.775162 = -333714.832543 nChanged 33 SP:Iteration 44Q (4196.366775 sec): 3 clusters Score: Raw -336359.701974 + Penalty 2625.775162 = -333733.926811 nChanged 20 SP:Iteration 45Q (4196.400712 sec): 3 clusters Score: Raw -336369.860995 + Penalty 2625.775162 = -333744.085833 nChanged 18 SP:Iteration 46Q (4196.447264 sec): 3 clusters Score: Raw -336380.275608 + Penalty 2625.775162 = -333754.500446 nChanged 26 SP:Iteration 47Q (4196.499981 sec): 3 clusters Score: Raw -336393.756086 + Penalty 2625.775162 = -333767.980924 nChanged 22 SP:Iteration 48Q (4196.537144 sec): 3 clusters Score: Raw -336403.712177 + Penalty 2625.775162 = -333777.937014 nChanged 25 SP:Iteration 49Q (4196.581232 sec): 3 clusters Score: Raw -336419.106147 + Penalty 2625.775162 = -333793.330985 nChanged 23 SP:Iteration 50Q (4196.628117 sec): 3 clusters Score: Raw -336431.414676 + Penalty 2625.775162 = -333805.639514 nChanged 11 SP:Iteration 51Q (4196.670243 sec): 3 clusters Score: Raw -336440.605405 + Penalty 2625.775162 = -333814.830243 nChanged 17 SP:Iteration 52Q (4196.716021 sec): 3 clusters Score: Raw -336452.936226 + Penalty 2625.775162 = -333827.161063 nChanged 10 SP:Iteration 53Q (4196.765954 sec): 3 clusters Score: Raw -336459.511474 + Penalty 2625.775162 = -333833.736312 nChanged 8 SP:Iteration 54Q (4196.811624 sec): 3 clusters Score: Raw -336464.668735 + Penalty 2625.775162 = -333838.893573 nChanged 10 SP:Iteration 55Q (4196.849100 sec): 3 clusters Score: Raw -336472.777551 + Penalty 2625.775162 = -333847.002388 nChanged 10 SP:Iteration 56Q (4196.880253 sec): 3 clusters Score: Raw -336480.191850 + Penalty 2625.775162 = -333854.416688 nChanged 12 SP:Iteration 57Q (4196.928890 sec): 3 clusters Score: Raw -336488.591314 + Penalty 2625.775162 = -333862.816152 nChanged 11 SP:Iteration 58Q (4196.983074 sec): 3 clusters Score: Raw -336494.773776 + Penalty 2625.775162 = -333868.998614 nChanged 10 SP:Iteration 59Q (4197.022191 sec): 3 clusters Score: Raw -336500.345212 + Penalty 2625.775162 = -333874.570050 nChanged 9 SP:Iteration 60F (4197.078402 sec): 3 clusters Score: Raw -336507.284989 + Penalty 2625.775162 = -333881.509826 nChanged 12 SP:Iteration 61Q (4197.132990 sec): 3 clusters Score: Raw -336515.662324 + Penalty 2625.775162 = -333889.887161 nChanged 7 SP:Iteration 62Q (4197.173412 sec): 3 clusters Score: Raw -336523.990644 + Penalty 2625.775162 = -333898.215481 nChanged 9 SP:Iteration 63Q (4197.226441 sec): 3 clusters Score: Raw -336531.134242 + Penalty 2625.775162 = -333905.359080 nChanged 12 SP:Iteration 64Q (4197.272116 sec): 3 clusters Score: Raw -336540.907527 + Penalty 2625.775162 = -333915.132365 nChanged 6 SP:Iteration 65Q (4197.309629 sec): 3 clusters Score: Raw -336544.398018 + Penalty 2625.775162 = -333918.622856 nChanged 2 SP:Iteration 66Q (4197.353474 sec): 3 clusters Score: Raw -336546.233645 + Penalty 2625.775162 = -333920.458482 nChanged 3 SP:Iteration 67Q (4197.396700 sec): 3 clusters Score: Raw -336547.933465 + Penalty 2625.775162 = -333922.158303 nChanged 0 SP:Iteration 68F (4197.448508 sec): 3 clusters Score: Raw -336547.933465 + Penalty 2625.775162 = -333922.158303 nChanged 0 Trying to split cluster 36 (35197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4197.519158 sec): 2 clusters Score: Raw -3822485.692831 + Penalty 1701.166371 = -3820784.526460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4197.614995 sec): 3 clusters Score: Raw -3800506.712715 + Penalty 3402.332742 = -3797104.379973 nChanged 16207 SP:Iteration 1F (4197.710530 sec): 3 clusters Score: Raw -3809733.677215 + Penalty 3402.332742 = -3806331.344472 nChanged 1688 SP:Iteration 2Q (4197.812118 sec): 3 clusters Score: Raw -3810346.100971 + Penalty 3402.332742 = -3806943.768229 nChanged 1749 SP:Iteration 3Q (4197.914643 sec): 3 clusters Score: Raw -3811080.716900 + Penalty 3402.332742 = -3807678.384158 nChanged 1890 SP:Iteration 4F (4198.019867 sec): 3 clusters Score: Raw -3812004.308851 + Penalty 3402.332742 = -3808601.976108 nChanged 2080 SP:Iteration 5F (4198.117276 sec): 3 clusters Score: Raw -3813246.775448 + Penalty 3402.332742 = -3809844.442705 nChanged 2275 SP:Iteration 6F (4198.228485 sec): 3 clusters Score: Raw -3814915.522758 + Penalty 3402.332742 = -3811513.190016 nChanged 2252 SP:Iteration 7F (4198.330858 sec): 3 clusters Score: Raw -3816700.367337 + Penalty 3402.332742 = -3813298.034594 nChanged 2039 SP:Iteration 8F (4198.435677 sec): 3 clusters Score: Raw -3818432.558163 + Penalty 3402.332742 = -3815030.225421 nChanged 1665 SP:Iteration 9Q (4198.541107 sec): 3 clusters Score: Raw -3819696.681320 + Penalty 3402.332742 = -3816294.348578 nChanged 1174 SP:Iteration 10Q (4198.648823 sec): 3 clusters Score: Raw -3820409.211752 + Penalty 3402.332742 = -3817006.879010 nChanged 792 SP:Iteration 11Q (4198.749401 sec): 3 clusters Score: Raw -3820785.120530 + Penalty 3402.332742 = -3817382.787787 nChanged 606 SP:Iteration 12Q (4198.848588 sec): 3 clusters Score: Raw -3821034.657360 + Penalty 3402.332742 = -3817632.324617 nChanged 470 SP:Iteration 13Q (4198.951176 sec): 3 clusters Score: Raw -3821215.197597 + Penalty 3402.332742 = -3817812.864855 nChanged 406 SP:Iteration 14Q (4199.058507 sec): 3 clusters Score: Raw -3821358.785313 + Penalty 3402.332742 = -3817956.452571 nChanged 397 SP:Iteration 15Q (4199.153164 sec): 3 clusters Score: Raw -3821503.710184 + Penalty 3402.332742 = -3818101.377442 nChanged 383 SP:Iteration 16Q (4199.264411 sec): 3 clusters Score: Raw -3821650.833023 + Penalty 3402.332742 = -3818248.500280 nChanged 345 SP:Iteration 17Q (4199.362877 sec): 3 clusters Score: Raw -3821782.987564 + Penalty 3402.332742 = -3818380.654821 nChanged 349 SP:Iteration 18Q (4199.456086 sec): 3 clusters Score: Raw -3821914.478403 + Penalty 3402.332742 = -3818512.145661 nChanged 321 SP:Iteration 19Q (4199.554232 sec): 3 clusters Score: Raw -3822035.074115 + Penalty 3402.332742 = -3818632.741373 nChanged 289 SP:Iteration 20F (4199.658490 sec): 3 clusters Score: Raw -3822131.718919 + Penalty 3402.332742 = -3818729.386176 nChanged 258 SP:Iteration 21Q (4199.743286 sec): 3 clusters Score: Raw -3822221.835960 + Penalty 3402.332742 = -3818819.503217 nChanged 235 SP:Iteration 22Q (4199.847492 sec): 3 clusters Score: Raw -3822293.777111 + Penalty 3402.332742 = -3818891.444369 nChanged 200 SP:Iteration 23Q (4199.940919 sec): 3 clusters Score: Raw -3822363.151674 + Penalty 3402.332742 = -3818960.818932 nChanged 204 SP:Iteration 24Q (4200.041480 sec): 3 clusters Score: Raw -3822436.563720 + Penalty 3402.332742 = -3819034.230977 nChanged 166 SP:Iteration 25Q (4200.132824 sec): 3 clusters Score: Raw -3822496.470732 + Penalty 3402.332742 = -3819094.137989 nChanged 160 SP:Iteration 26Q (4200.233365 sec): 3 clusters Score: Raw -3822546.577889 + Penalty 3402.332742 = -3819144.245146 nChanged 135 SP:Iteration 27Q (4200.317776 sec): 3 clusters Score: Raw -3822585.326810 + Penalty 3402.332742 = -3819182.994067 nChanged 128 SP:Iteration 28Q (4200.413887 sec): 3 clusters Score: Raw -3822628.589605 + Penalty 3402.332742 = -3819226.256862 nChanged 130 SP:Iteration 29Q (4200.496368 sec): 3 clusters Score: Raw -3822676.753674 + Penalty 3402.332742 = -3819274.420932 nChanged 134 SP:Iteration 30Q (4200.577644 sec): 3 clusters Score: Raw -3822725.436220 + Penalty 3402.332742 = -3819323.103477 nChanged 107 SP:Iteration 31Q (4200.671297 sec): 3 clusters Score: Raw -3822757.554137 + Penalty 3402.332742 = -3819355.221395 nChanged 72 SP:Iteration 32Q (4200.769184 sec): 3 clusters Score: Raw -3822776.939582 + Penalty 3402.332742 = -3819374.606839 nChanged 73 SP:Iteration 33Q (4200.866878 sec): 3 clusters Score: Raw -3822797.476913 + Penalty 3402.332742 = -3819395.144171 nChanged 65 SP:Iteration 34Q (4200.952707 sec): 3 clusters Score: Raw -3822817.936720 + Penalty 3402.332742 = -3819415.603978 nChanged 66 SP:Iteration 35Q (4201.042938 sec): 3 clusters Score: Raw -3822840.638190 + Penalty 3402.332742 = -3819438.305448 nChanged 60 SP:Iteration 36Q (4201.131677 sec): 3 clusters Score: Raw -3822858.128103 + Penalty 3402.332742 = -3819455.795360 nChanged 52 SP:Iteration 37Q (4201.224864 sec): 3 clusters Score: Raw -3822871.524991 + Penalty 3402.332742 = -3819469.192249 nChanged 35 SP:Iteration 38Q (4201.307025 sec): 3 clusters Score: Raw -3822881.781265 + Penalty 3402.332742 = -3819479.448523 nChanged 23 SP:Iteration 39Q (4201.404386 sec): 3 clusters Score: Raw -3822888.027563 + Penalty 3402.332742 = -3819485.694821 nChanged 28 SP:Iteration 40F (4201.491288 sec): 3 clusters Score: Raw -3822895.148531 + Penalty 3402.332742 = -3819492.815788 nChanged 26 SP:Iteration 41Q (4201.579911 sec): 3 clusters Score: Raw -3822901.747401 + Penalty 3402.332742 = -3819499.414659 nChanged 29 SP:Iteration 42Q (4201.659778 sec): 3 clusters Score: Raw -3822907.527127 + Penalty 3402.332742 = -3819505.194385 nChanged 20 SP:Iteration 43Q (4201.754333 sec): 3 clusters Score: Raw -3822913.246510 + Penalty 3402.332742 = -3819510.913768 nChanged 20 SP:Iteration 44Q (4201.847395 sec): 3 clusters Score: Raw -3822918.546393 + Penalty 3402.332742 = -3819516.213650 nChanged 19 SP:Iteration 45Q (4201.938330 sec): 3 clusters Score: Raw -3822924.523605 + Penalty 3402.332742 = -3819522.190863 nChanged 19 SP:Iteration 46Q (4202.023479 sec): 3 clusters Score: Raw -3822929.280979 + Penalty 3402.332742 = -3819526.948237 nChanged 20 SP:Iteration 47Q (4202.119210 sec): 3 clusters Score: Raw -3822934.793140 + Penalty 3402.332742 = -3819532.460398 nChanged 27 SP:Iteration 48Q (4202.204249 sec): 3 clusters Score: Raw -3822942.041869 + Penalty 3402.332742 = -3819539.709127 nChanged 23 SP:Iteration 49Q (4202.282389 sec): 3 clusters Score: Raw -3822949.215987 + Penalty 3402.332742 = -3819546.883244 nChanged 20 SP:Iteration 50Q (4202.368138 sec): 3 clusters Score: Raw -3822954.447881 + Penalty 3402.332742 = -3819552.115138 nChanged 15 SP:Iteration 51Q (4202.452445 sec): 3 clusters Score: Raw -3822958.401482 + Penalty 3402.332742 = -3819556.068740 nChanged 12 SP:Iteration 52Q (4202.533888 sec): 3 clusters Score: Raw -3822961.261495 + Penalty 3402.332742 = -3819558.928753 nChanged 16 SP:Iteration 53Q (4202.616626 sec): 3 clusters Score: Raw -3822965.957695 + Penalty 3402.332742 = -3819563.624953 nChanged 17 SP:Iteration 54Q (4202.704775 sec): 3 clusters Score: Raw -3822970.307667 + Penalty 3402.332742 = -3819567.974924 nChanged 13 SP:Iteration 55Q (4202.805631 sec): 3 clusters Score: Raw -3822973.725924 + Penalty 3402.332742 = -3819571.393182 nChanged 7 SP:Iteration 56Q (4202.887577 sec): 3 clusters Score: Raw -3822974.957322 + Penalty 3402.332742 = -3819572.624579 nChanged 8 SP:Iteration 57Q (4202.972326 sec): 3 clusters Score: Raw -3822976.894563 + Penalty 3402.332742 = -3819574.561821 nChanged 9 SP:Iteration 58Q (4203.057182 sec): 3 clusters Score: Raw -3822978.207892 + Penalty 3402.332742 = -3819575.875150 nChanged 9 SP:Iteration 59Q (4203.155815 sec): 3 clusters Score: Raw -3822980.054825 + Penalty 3402.332742 = -3819577.722083 nChanged 13 SP:Iteration 60F (4203.249783 sec): 3 clusters Score: Raw -3822982.934224 + Penalty 3402.332742 = -3819580.601481 nChanged 10 SP:Iteration 61Q (4203.344621 sec): 3 clusters Score: Raw -3822986.098294 + Penalty 3402.332742 = -3819583.765552 nChanged 16 SP:Iteration 62Q (4203.425871 sec): 3 clusters Score: Raw -3822990.780255 + Penalty 3402.332742 = -3819588.447512 nChanged 13 SP:Iteration 63Q (4203.497755 sec): 3 clusters Score: Raw -3822993.720740 + Penalty 3402.332742 = -3819591.387997 nChanged 6 SP:Iteration 64Q (4203.577333 sec): 3 clusters Score: Raw -3822995.082090 + Penalty 3402.332742 = -3819592.749347 nChanged 7 SP:Iteration 65Q (4203.665894 sec): 3 clusters Score: Raw -3822996.342568 + Penalty 3402.332742 = -3819594.009826 nChanged 8 SP:Iteration 66Q (4203.764031 sec): 3 clusters Score: Raw -3822998.463259 + Penalty 3402.332742 = -3819596.130516 nChanged 13 SP:Iteration 67Q (4203.847222 sec): 3 clusters Score: Raw -3823001.540190 + Penalty 3402.332742 = -3819599.207447 nChanged 11 SP:Iteration 68Q (4203.937654 sec): 3 clusters Score: Raw -3823004.295979 + Penalty 3402.332742 = -3819601.963236 nChanged 11 SP:Iteration 69Q (4204.027297 sec): 3 clusters Score: Raw -3823006.396617 + Penalty 3402.332742 = -3819604.063875 nChanged 7 SP:Iteration 70Q (4204.107520 sec): 3 clusters Score: Raw -3823007.762879 + Penalty 3402.332742 = -3819605.430136 nChanged 7 SP:Iteration 71Q (4204.202564 sec): 3 clusters Score: Raw -3823009.743615 + Penalty 3402.332742 = -3819607.410873 nChanged 6 SP:Iteration 72Q (4204.280934 sec): 3 clusters Score: Raw -3823012.374156 + Penalty 3402.332742 = -3819610.041414 nChanged 6 SP:Iteration 73Q (4204.375578 sec): 3 clusters Score: Raw -3823013.761818 + Penalty 3402.332742 = -3819611.429076 nChanged 6 SP:Iteration 74Q (4204.462758 sec): 3 clusters Score: Raw -3823015.970890 + Penalty 3402.332742 = -3819613.638148 nChanged 12 SP:Iteration 75Q (4204.563165 sec): 3 clusters Score: Raw -3823019.532933 + Penalty 3402.332742 = -3819617.200191 nChanged 9 SP:Iteration 76Q (4204.644253 sec): 3 clusters Score: Raw -3823022.268046 + Penalty 3402.332742 = -3819619.935303 nChanged 7 SP:Iteration 77Q (4204.730506 sec): 3 clusters Score: Raw -3823023.958384 + Penalty 3402.332742 = -3819621.625641 nChanged 8 SP:Iteration 78Q (4204.808980 sec): 3 clusters Score: Raw -3823026.577871 + Penalty 3402.332742 = -3819624.245128 nChanged 4 SP:Iteration 79Q (4204.891077 sec): 3 clusters Score: Raw -3823027.474085 + Penalty 3402.332742 = -3819625.141342 nChanged 1 SP:Iteration 80F (4204.979431 sec): 3 clusters Score: Raw -3823027.650095 + Penalty 3402.332742 = -3819625.317353 nChanged 0 Trying to split cluster 37 (3878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4205.004410 sec): 2 clusters Score: Raw -392729.174629 + Penalty 1342.749661 = -391386.424968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4205.039461 sec): 3 clusters Score: Raw -390763.682570 + Penalty 2685.499322 = -388078.183249 nChanged 1574 SP:Iteration 1F (4205.078309 sec): 3 clusters Score: Raw -391722.812206 + Penalty 2685.499322 = -389037.312885 nChanged 353 SP:Iteration 2F (4205.127144 sec): 3 clusters Score: Raw -392010.399508 + Penalty 2685.499322 = -389324.900186 nChanged 267 SP:Iteration 3F (4205.162810 sec): 3 clusters Score: Raw -392220.100650 + Penalty 2685.499322 = -389534.601328 nChanged 226 SP:Iteration 4F (4205.213428 sec): 3 clusters Score: Raw -392386.024596 + Penalty 2685.499322 = -389700.525275 nChanged 184 SP:Iteration 5Q (4205.255283 sec): 3 clusters Score: Raw -392491.725283 + Penalty 2685.499322 = -389806.225961 nChanged 155 SP:Iteration 6Q (4205.300099 sec): 3 clusters Score: Raw -392590.581175 + Penalty 2685.499322 = -389905.081853 nChanged 135 SP:Iteration 7Q (4205.346980 sec): 3 clusters Score: Raw -392658.519628 + Penalty 2685.499322 = -389973.020306 nChanged 99 SP:Iteration 8Q (4205.399954 sec): 3 clusters Score: Raw -392703.758244 + Penalty 2685.499322 = -390018.258923 nChanged 68 SP:Iteration 9Q (4205.430421 sec): 3 clusters Score: Raw -392739.165205 + Penalty 2685.499322 = -390053.665884 nChanged 70 SP:Iteration 10Q (4205.479957 sec): 3 clusters Score: Raw -392780.894688 + Penalty 2685.499322 = -390095.395366 nChanged 66 SP:Iteration 11Q (4205.534381 sec): 3 clusters Score: Raw -392810.006160 + Penalty 2685.499322 = -390124.506838 nChanged 58 SP:Iteration 12Q (4205.571077 sec): 3 clusters Score: Raw -392837.789743 + Penalty 2685.499322 = -390152.290422 nChanged 52 SP:Iteration 13Q (4205.606920 sec): 3 clusters Score: Raw -392857.826093 + Penalty 2685.499322 = -390172.326771 nChanged 36 SP:Iteration 14Q (4205.649190 sec): 3 clusters Score: Raw -392872.537059 + Penalty 2685.499322 = -390187.037737 nChanged 35 SP:Iteration 15Q (4205.701701 sec): 3 clusters Score: Raw -392884.695838 + Penalty 2685.499322 = -390199.196516 nChanged 34 SP:Iteration 16Q (4205.756822 sec): 3 clusters Score: Raw -392895.214079 + Penalty 2685.499322 = -390209.714757 nChanged 25 SP:Iteration 17Q (4205.805405 sec): 3 clusters Score: Raw -392904.026004 + Penalty 2685.499322 = -390218.526682 nChanged 26 SP:Iteration 18Q (4205.844880 sec): 3 clusters Score: Raw -392912.845280 + Penalty 2685.499322 = -390227.345958 nChanged 21 SP:Iteration 19Q (4205.888839 sec): 3 clusters Score: Raw -392918.975147 + Penalty 2685.499322 = -390233.475826 nChanged 18 SP:Iteration 20F (4205.941230 sec): 3 clusters Score: Raw -392926.734105 + Penalty 2685.499322 = -390241.234783 nChanged 17 SP:Iteration 21Q (4205.987287 sec): 3 clusters Score: Raw -392932.791402 + Penalty 2685.499322 = -390247.292080 nChanged 27 SP:Iteration 22Q (4206.033842 sec): 3 clusters Score: Raw -392943.222471 + Penalty 2685.499322 = -390257.723149 nChanged 21 SP:Iteration 23Q (4206.084910 sec): 3 clusters Score: Raw -392951.701024 + Penalty 2685.499322 = -390266.201703 nChanged 20 SP:Iteration 24Q (4206.134642 sec): 3 clusters Score: Raw -392957.245729 + Penalty 2685.499322 = -390271.746408 nChanged 15 SP:Iteration 25Q (4206.178805 sec): 3 clusters Score: Raw -392960.565802 + Penalty 2685.499322 = -390275.066481 nChanged 11 SP:Iteration 26Q (4206.227500 sec): 3 clusters Score: Raw -392962.736052 + Penalty 2685.499322 = -390277.236730 nChanged 13 SP:Iteration 27Q (4206.273795 sec): 3 clusters Score: Raw -392966.109815 + Penalty 2685.499322 = -390280.610493 nChanged 10 SP:Iteration 28Q (4206.329468 sec): 3 clusters Score: Raw -392968.815387 + Penalty 2685.499322 = -390283.316065 nChanged 10 SP:Iteration 29Q (4206.374384 sec): 3 clusters Score: Raw -392972.398691 + Penalty 2685.499322 = -390286.899370 nChanged 15 SP:Iteration 30Q (4206.427641 sec): 3 clusters Score: Raw -392977.428553 + Penalty 2685.499322 = -390291.929232 nChanged 15 SP:Iteration 31Q (4206.467160 sec): 3 clusters Score: Raw -392982.144957 + Penalty 2685.499322 = -390296.645636 nChanged 20 SP:Iteration 32Q (4206.517059 sec): 3 clusters Score: Raw -392987.634555 + Penalty 2685.499322 = -390302.135234 nChanged 15 SP:Iteration 33Q (4206.568782 sec): 3 clusters Score: Raw -392991.655328 + Penalty 2685.499322 = -390306.156007 nChanged 12 SP:Iteration 34Q (4206.608478 sec): 3 clusters Score: Raw -392994.739646 + Penalty 2685.499322 = -390309.240324 nChanged 7 SP:Iteration 35Q (4206.651664 sec): 3 clusters Score: Raw -392999.095567 + Penalty 2685.499322 = -390313.596245 nChanged 12 SP:Iteration 36Q (4206.704758 sec): 3 clusters Score: Raw -393003.086310 + Penalty 2685.499322 = -390317.586989 nChanged 12 SP:Iteration 37Q (4206.753512 sec): 3 clusters Score: Raw -393006.250168 + Penalty 2685.499322 = -390320.750846 nChanged 9 SP:Iteration 38Q (4206.799158 sec): 3 clusters Score: Raw -393009.392018 + Penalty 2685.499322 = -390323.892697 nChanged 14 SP:Iteration 39Q (4206.845520 sec): 3 clusters Score: Raw -393013.815300 + Penalty 2685.499322 = -390328.315979 nChanged 15 SP:Iteration 40F (4206.884747 sec): 3 clusters Score: Raw -393020.627007 + Penalty 2685.499322 = -390335.127685 nChanged 12 SP:Iteration 41Q (4206.923892 sec): 3 clusters Score: Raw -393025.683504 + Penalty 2685.499322 = -390340.184182 nChanged 17 SP:Iteration 42Q (4206.977945 sec): 3 clusters Score: Raw -393032.316943 + Penalty 2685.499322 = -390346.817621 nChanged 14 SP:Iteration 43Q (4207.025407 sec): 3 clusters Score: Raw -393037.558116 + Penalty 2685.499322 = -390352.058795 nChanged 12 SP:Iteration 44Q (4207.080767 sec): 3 clusters Score: Raw -393040.997125 + Penalty 2685.499322 = -390355.497804 nChanged 16 SP:Iteration 45Q (4207.128537 sec): 3 clusters Score: Raw -393046.290480 + Penalty 2685.499322 = -390360.791158 nChanged 11 SP:Iteration 46Q (4207.172786 sec): 3 clusters Score: Raw -393049.336668 + Penalty 2685.499322 = -390363.837346 nChanged 10 SP:Iteration 47Q (4207.229154 sec): 3 clusters Score: Raw -393053.005946 + Penalty 2685.499322 = -390367.506625 nChanged 8 SP:Iteration 48Q (4207.275966 sec): 3 clusters Score: Raw -393054.944105 + Penalty 2685.499322 = -390369.444783 nChanged 3 SP:Iteration 49Q (4207.321929 sec): 3 clusters Score: Raw -393055.512180 + Penalty 2685.499322 = -390370.012858 nChanged 2 SP:Iteration 50Q (4207.364790 sec): 3 clusters Score: Raw -393055.894162 + Penalty 2685.499322 = -390370.394840 nChanged 0 SP:Iteration 51F (4207.406746 sec): 3 clusters Score: Raw -393055.894162 + Penalty 2685.499322 = -390370.394840 nChanged 0 Trying to split cluster 38 (1564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4207.421451 sec): 2 clusters Score: Raw -171010.722961 + Penalty 1195.187812 = -169815.535149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4207.470737 sec): 3 clusters Score: Raw -170421.614003 + Penalty 2390.375624 = -168031.238378 nChanged 528 SP:Iteration 1F (4207.522941 sec): 3 clusters Score: Raw -170844.599723 + Penalty 2390.375624 = -168454.224099 nChanged 145 SP:Iteration 2F (4207.551348 sec): 3 clusters Score: Raw -170980.970777 + Penalty 2390.375624 = -168590.595153 nChanged 85 SP:Iteration 3F (4207.585045 sec): 3 clusters Score: Raw -171061.293964 + Penalty 2390.375624 = -168670.918340 nChanged 59 SP:Iteration 4Q (4207.615258 sec): 3 clusters Score: Raw -171117.467675 + Penalty 2390.375624 = -168727.092050 nChanged 58 SP:Iteration 5Q (4207.649040 sec): 3 clusters Score: Raw -171168.786062 + Penalty 2390.375624 = -168778.410438 nChanged 57 SP:Iteration 6Q (4207.695529 sec): 3 clusters Score: Raw -171222.466297 + Penalty 2390.375624 = -168832.090672 nChanged 31 SP:Iteration 7Q (4207.745372 sec): 3 clusters Score: Raw -171244.388422 + Penalty 2390.375624 = -168854.012797 nChanged 16 SP:Iteration 8Q (4207.795024 sec): 3 clusters Score: Raw -171255.809530 + Penalty 2390.375624 = -168865.433906 nChanged 17 SP:Iteration 9Q (4207.835399 sec): 3 clusters Score: Raw -171271.180453 + Penalty 2390.375624 = -168880.804829 nChanged 20 SP:Iteration 10Q (4207.869907 sec): 3 clusters Score: Raw -171285.694467 + Penalty 2390.375624 = -168895.318843 nChanged 11 SP:Iteration 11Q (4207.900939 sec): 3 clusters Score: Raw -171291.503444 + Penalty 2390.375624 = -168901.127819 nChanged 8 SP:Iteration 12Q (4207.948711 sec): 3 clusters Score: Raw -171297.124217 + Penalty 2390.375624 = -168906.748592 nChanged 7 SP:Iteration 13Q (4207.998326 sec): 3 clusters Score: Raw -171300.718679 + Penalty 2390.375624 = -168910.343054 nChanged 7 SP:Iteration 14Q (4208.055129 sec): 3 clusters Score: Raw -171305.673092 + Penalty 2390.375624 = -168915.297468 nChanged 3 SP:Iteration 15Q (4208.090548 sec): 3 clusters Score: Raw -171307.232427 + Penalty 2390.375624 = -168916.856803 nChanged 1 SP:Iteration 16Q (4208.129895 sec): 3 clusters Score: Raw -171309.090654 + Penalty 2390.375624 = -168918.715029 nChanged 3 SP:Iteration 17Q (4208.166455 sec): 3 clusters Score: Raw -171310.874932 + Penalty 2390.375624 = -168920.499308 nChanged 2 SP:Iteration 18Q (4208.215547 sec): 3 clusters Score: Raw -171312.419218 + Penalty 2390.375624 = -168922.043593 nChanged 7 SP:Iteration 19Q (4208.259134 sec): 3 clusters Score: Raw -171317.756318 + Penalty 2390.375624 = -168927.380694 nChanged 10 SP:Iteration 20F (4208.313152 sec): 3 clusters Score: Raw -171322.470516 + Penalty 2390.375624 = -168932.094892 nChanged 4 SP:Iteration 21Q (4208.360291 sec): 3 clusters Score: Raw -171324.404707 + Penalty 2390.375624 = -168934.029083 nChanged 2 SP:Iteration 22Q (4208.393878 sec): 3 clusters Score: Raw -171325.759353 + Penalty 2390.375624 = -168935.383729 nChanged 4 SP:Iteration 23Q (4208.429928 sec): 3 clusters Score: Raw -171327.026816 + Penalty 2390.375624 = -168936.651192 nChanged 1 SP:Iteration 24Q (4208.482216 sec): 3 clusters Score: Raw -171327.468998 + Penalty 2390.375624 = -168937.093374 nChanged 3 SP:Iteration 25Q (4208.532222 sec): 3 clusters Score: Raw -171328.525465 + Penalty 2390.375624 = -168938.149840 nChanged 0 SP:Iteration 26F (4208.569299 sec): 3 clusters Score: Raw -171328.525465 + Penalty 2390.375624 = -168938.149840 nChanged 0 Trying to split cluster 39 (1709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4208.596017 sec): 2 clusters Score: Raw -175462.864632 + Penalty 1209.595349 = -174253.269284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4208.631020 sec): 3 clusters Score: Raw -174788.815170 + Penalty 2419.190697 = -172369.624473 nChanged 576 SP:Iteration 1F (4208.667266 sec): 3 clusters Score: Raw -175222.615573 + Penalty 2419.190697 = -172803.424876 nChanged 147 SP:Iteration 2F (4208.701006 sec): 3 clusters Score: Raw -175397.692316 + Penalty 2419.190697 = -172978.501619 nChanged 107 SP:Iteration 3F (4208.752155 sec): 3 clusters Score: Raw -175536.736004 + Penalty 2419.190697 = -173117.545307 nChanged 99 SP:Iteration 4F (4208.791380 sec): 3 clusters Score: Raw -175642.528745 + Penalty 2419.190697 = -173223.338048 nChanged 74 SP:Iteration 5Q (4208.825636 sec): 3 clusters Score: Raw -175720.657365 + Penalty 2419.190697 = -173301.466668 nChanged 60 SP:Iteration 6Q (4208.858305 sec): 3 clusters Score: Raw -175771.561043 + Penalty 2419.190697 = -173352.370346 nChanged 42 SP:Iteration 7Q (4208.888736 sec): 3 clusters Score: Raw -175810.252630 + Penalty 2419.190697 = -173391.061933 nChanged 43 SP:Iteration 8Q (4208.928792 sec): 3 clusters Score: Raw -175860.388826 + Penalty 2419.190697 = -173441.198129 nChanged 39 SP:Iteration 9Q (4208.972620 sec): 3 clusters Score: Raw -175895.535365 + Penalty 2419.190697 = -173476.344668 nChanged 29 SP:Iteration 10Q (4209.010200 sec): 3 clusters Score: Raw -175928.709045 + Penalty 2419.190697 = -173509.518348 nChanged 24 SP:Iteration 11Q (4209.055560 sec): 3 clusters Score: Raw -175946.073681 + Penalty 2419.190697 = -173526.882984 nChanged 12 SP:Iteration 12Q (4209.099338 sec): 3 clusters Score: Raw -175952.237290 + Penalty 2419.190697 = -173533.046593 nChanged 7 SP:Iteration 13Q (4209.133318 sec): 3 clusters Score: Raw -175959.044359 + Penalty 2419.190697 = -173539.853662 nChanged 8 SP:Iteration 14Q (4209.186560 sec): 3 clusters Score: Raw -175969.137249 + Penalty 2419.190697 = -173549.946552 nChanged 9 SP:Iteration 15Q (4209.241002 sec): 3 clusters Score: Raw -175979.845445 + Penalty 2419.190697 = -173560.654748 nChanged 10 SP:Iteration 16Q (4209.291617 sec): 3 clusters Score: Raw -175988.814723 + Penalty 2419.190697 = -173569.624026 nChanged 8 SP:Iteration 17Q (4209.321531 sec): 3 clusters Score: Raw -175996.425607 + Penalty 2419.190697 = -173577.234910 nChanged 9 SP:Iteration 18Q (4209.360566 sec): 3 clusters Score: Raw -176002.590733 + Penalty 2419.190697 = -173583.400036 nChanged 4 SP:Iteration 19Q (4209.394801 sec): 3 clusters Score: Raw -176004.407379 + Penalty 2419.190697 = -173585.216682 nChanged 3 SP:Iteration 20F (4209.430154 sec): 3 clusters Score: Raw -176006.997642 + Penalty 2419.190697 = -173587.806945 nChanged 2 SP:Iteration 21Q (4209.481864 sec): 3 clusters Score: Raw -176007.878846 + Penalty 2419.190697 = -173588.688149 nChanged 1 SP:Iteration 22Q (4209.533313 sec): 3 clusters Score: Raw -176008.631823 + Penalty 2419.190697 = -173589.441126 nChanged 0 SP:Iteration 23F (4209.586403 sec): 3 clusters Score: Raw -176008.631823 + Penalty 2419.190697 = -173589.441126 nChanged 0 Trying to split cluster 40 (8604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4209.615327 sec): 2 clusters Score: Raw -917138.003158 + Penalty 1472.247155 = -915665.756004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4209.669121 sec): 3 clusters Score: Raw -912319.763136 + Penalty 2944.494309 = -909375.268827 nChanged 3662 SP:Iteration 1F (4209.728201 sec): 3 clusters Score: Raw -914265.912161 + Penalty 2944.494309 = -911321.417851 nChanged 607 SP:Iteration 2F (4209.775673 sec): 3 clusters Score: Raw -914592.643560 + Penalty 2944.494309 = -911648.149250 nChanged 516 SP:Iteration 3F (4209.831360 sec): 3 clusters Score: Raw -914849.663396 + Penalty 2944.494309 = -911905.169087 nChanged 451 SP:Iteration 4F (4209.877442 sec): 3 clusters Score: Raw -915068.157188 + Penalty 2944.494309 = -912123.662879 nChanged 362 SP:Iteration 5Q (4209.935688 sec): 3 clusters Score: Raw -915225.932501 + Penalty 2944.494309 = -912281.438192 nChanged 320 SP:Iteration 6Q (4209.998820 sec): 3 clusters Score: Raw -915357.240601 + Penalty 2944.494309 = -912412.746291 nChanged 287 SP:Iteration 7Q (4210.053997 sec): 3 clusters Score: Raw -915481.347178 + Penalty 2944.494309 = -912536.852869 nChanged 273 SP:Iteration 8Q (4210.099371 sec): 3 clusters Score: Raw -915595.143829 + Penalty 2944.494309 = -912650.649520 nChanged 276 SP:Iteration 9Q (4210.154081 sec): 3 clusters Score: Raw -915719.190611 + Penalty 2944.494309 = -912774.696302 nChanged 275 SP:Iteration 10Q (4210.213430 sec): 3 clusters Score: Raw -915854.931041 + Penalty 2944.494309 = -912910.436732 nChanged 266 SP:Iteration 11Q (4210.273467 sec): 3 clusters Score: Raw -915974.731934 + Penalty 2944.494309 = -913030.237624 nChanged 233 SP:Iteration 12Q (4210.323095 sec): 3 clusters Score: Raw -916080.082970 + Penalty 2944.494309 = -913135.588661 nChanged 206 SP:Iteration 13Q (4210.375743 sec): 3 clusters Score: Raw -916178.324163 + Penalty 2944.494309 = -913233.829854 nChanged 207 SP:Iteration 14Q (4210.430014 sec): 3 clusters Score: Raw -916307.565520 + Penalty 2944.494309 = -913363.071211 nChanged 210 SP:Iteration 15Q (4210.489700 sec): 3 clusters Score: Raw -916431.561894 + Penalty 2944.494309 = -913487.067585 nChanged 161 SP:Iteration 16Q (4210.547636 sec): 3 clusters Score: Raw -916512.847590 + Penalty 2944.494309 = -913568.353280 nChanged 144 SP:Iteration 17Q (4210.591930 sec): 3 clusters Score: Raw -916583.105246 + Penalty 2944.494309 = -913638.610937 nChanged 125 SP:Iteration 18Q (4210.642940 sec): 3 clusters Score: Raw -916641.242420 + Penalty 2944.494309 = -913696.748110 nChanged 121 SP:Iteration 19Q (4210.702265 sec): 3 clusters Score: Raw -916696.424259 + Penalty 2944.494309 = -913751.929950 nChanged 107 SP:Iteration 20F (4210.764835 sec): 3 clusters Score: Raw -916745.535947 + Penalty 2944.494309 = -913801.041637 nChanged 98 SP:Iteration 21Q (4210.822061 sec): 3 clusters Score: Raw -916784.465913 + Penalty 2944.494309 = -913839.971603 nChanged 93 SP:Iteration 22Q (4210.868862 sec): 3 clusters Score: Raw -916820.456724 + Penalty 2944.494309 = -913875.962415 nChanged 75 SP:Iteration 23Q (4210.923627 sec): 3 clusters Score: Raw -916851.130137 + Penalty 2944.494309 = -913906.635828 nChanged 75 SP:Iteration 24Q (4210.987707 sec): 3 clusters Score: Raw -916882.178761 + Penalty 2944.494309 = -913937.684452 nChanged 80 SP:Iteration 25Q (4211.040605 sec): 3 clusters Score: Raw -916911.309760 + Penalty 2944.494309 = -913966.815451 nChanged 86 SP:Iteration 26Q (4211.082724 sec): 3 clusters Score: Raw -916952.945444 + Penalty 2944.494309 = -914008.451135 nChanged 86 SP:Iteration 27Q (4211.138480 sec): 3 clusters Score: Raw -916987.970880 + Penalty 2944.494309 = -914043.476571 nChanged 70 SP:Iteration 28Q (4211.202183 sec): 3 clusters Score: Raw -917018.393811 + Penalty 2944.494309 = -914073.899501 nChanged 63 SP:Iteration 29Q (4211.250837 sec): 3 clusters Score: Raw -917045.002298 + Penalty 2944.494309 = -914100.507988 nChanged 69 SP:Iteration 30Q (4211.305844 sec): 3 clusters Score: Raw -917074.070256 + Penalty 2944.494309 = -914129.575947 nChanged 62 SP:Iteration 31Q (4211.359357 sec): 3 clusters Score: Raw -917104.342636 + Penalty 2944.494309 = -914159.848327 nChanged 61 SP:Iteration 32Q (4211.411823 sec): 3 clusters Score: Raw -917132.951235 + Penalty 2944.494309 = -914188.456926 nChanged 57 SP:Iteration 33Q (4211.468699 sec): 3 clusters Score: Raw -917165.663643 + Penalty 2944.494309 = -914221.169334 nChanged 58 SP:Iteration 34Q (4211.528319 sec): 3 clusters Score: Raw -917195.426650 + Penalty 2944.494309 = -914250.932340 nChanged 63 SP:Iteration 35Q (4211.577385 sec): 3 clusters Score: Raw -917226.458162 + Penalty 2944.494309 = -914281.963853 nChanged 54 SP:Iteration 36Q (4211.635371 sec): 3 clusters Score: Raw -917251.766309 + Penalty 2944.494309 = -914307.271999 nChanged 47 SP:Iteration 37Q (4211.687040 sec): 3 clusters Score: Raw -917275.856494 + Penalty 2944.494309 = -914331.362185 nChanged 37 SP:Iteration 38Q (4211.741086 sec): 3 clusters Score: Raw -917295.096027 + Penalty 2944.494309 = -914350.601718 nChanged 43 SP:Iteration 39Q (4211.796317 sec): 3 clusters Score: Raw -917316.729533 + Penalty 2944.494309 = -914372.235224 nChanged 32 SP:Iteration 40F (4211.847458 sec): 3 clusters Score: Raw -917329.015820 + Penalty 2944.494309 = -914384.521510 nChanged 27 SP:Iteration 41Q (4211.899351 sec): 3 clusters Score: Raw -917337.506325 + Penalty 2944.494309 = -914393.012015 nChanged 22 SP:Iteration 42Q (4211.947508 sec): 3 clusters Score: Raw -917345.525833 + Penalty 2944.494309 = -914401.031524 nChanged 16 SP:Iteration 43Q (4212.003220 sec): 3 clusters Score: Raw -917350.675114 + Penalty 2944.494309 = -914406.180805 nChanged 16 SP:Iteration 44Q (4212.058122 sec): 3 clusters Score: Raw -917358.309599 + Penalty 2944.494309 = -914413.815289 nChanged 16 SP:Iteration 45Q (4212.116888 sec): 3 clusters Score: Raw -917365.498499 + Penalty 2944.494309 = -914421.004190 nChanged 18 SP:Iteration 46Q (4212.155245 sec): 3 clusters Score: Raw -917372.148862 + Penalty 2944.494309 = -914427.654553 nChanged 10 SP:Iteration 47Q (4212.225625 sec): 3 clusters Score: Raw -917375.593248 + Penalty 2944.494309 = -914431.098939 nChanged 7 SP:Iteration 48Q (4212.269868 sec): 3 clusters Score: Raw -917377.865525 + Penalty 2944.494309 = -914433.371216 nChanged 6 SP:Iteration 49Q (4212.321442 sec): 3 clusters Score: Raw -917379.583079 + Penalty 2944.494309 = -914435.088770 nChanged 3 SP:Iteration 50Q (4212.375994 sec): 3 clusters Score: Raw -917380.127083 + Penalty 2944.494309 = -914435.632774 nChanged 3 SP:Iteration 51Q (4212.431169 sec): 3 clusters Score: Raw -917380.608362 + Penalty 2944.494309 = -914436.114053 nChanged 1 SP:Iteration 52Q (4212.478422 sec): 3 clusters Score: Raw -917380.992111 + Penalty 2944.494309 = -914436.497801 nChanged 2 SP:Iteration 53Q (4212.529870 sec): 3 clusters Score: Raw -917381.326513 + Penalty 2944.494309 = -914436.832203 nChanged 2 SP:Iteration 54Q (4212.567280 sec): 3 clusters Score: Raw -917382.000166 + Penalty 2944.494309 = -914437.505856 nChanged 3 SP:Iteration 55Q (4212.619151 sec): 3 clusters Score: Raw -917382.909132 + Penalty 2944.494309 = -914438.414823 nChanged 5 SP:Iteration 56Q (4212.670699 sec): 3 clusters Score: Raw -917385.231594 + Penalty 2944.494309 = -914440.737284 nChanged 2 SP:Iteration 57Q (4212.723846 sec): 3 clusters Score: Raw -917385.907990 + Penalty 2944.494309 = -914441.413681 nChanged 2 SP:Iteration 58Q (4212.776976 sec): 3 clusters Score: Raw -917386.543995 + Penalty 2944.494309 = -914442.049685 nChanged 3 SP:Iteration 59Q (4212.822252 sec): 3 clusters Score: Raw -917387.381095 + Penalty 2944.494309 = -914442.886786 nChanged 3 SP:Iteration 60F (4212.875662 sec): 3 clusters Score: Raw -917388.008260 + Penalty 2944.494309 = -914443.513951 nChanged 2 SP:Iteration 61Q (4212.920566 sec): 3 clusters Score: Raw -917388.728830 + Penalty 2944.494309 = -914444.234520 nChanged 1 SP:Iteration 62Q (4212.972010 sec): 3 clusters Score: Raw -917388.876697 + Penalty 2944.494309 = -914444.382388 nChanged 1 SP:Iteration 63Q (4213.022084 sec): 3 clusters Score: Raw -917389.202289 + Penalty 2944.494309 = -914444.707980 nChanged 1 SP:Iteration 64Q (4213.072004 sec): 3 clusters Score: Raw -917389.579189 + Penalty 2944.494309 = -914445.084879 nChanged 0 SP:Iteration 65F (4213.122332 sec): 3 clusters Score: Raw -917389.579189 + Penalty 2944.494309 = -914445.084879 nChanged 0 Trying to split cluster 41 (12544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4213.155582 sec): 2 clusters Score: Raw -1373402.449010 + Penalty 1533.512133 = -1371868.936877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4213.207244 sec): 3 clusters Score: Raw -1366113.410913 + Penalty 3067.024266 = -1363046.386646 nChanged 5537 SP:Iteration 1F (4213.270767 sec): 3 clusters Score: Raw -1369224.364902 + Penalty 3067.024266 = -1366157.340636 nChanged 805 SP:Iteration 2F (4213.330511 sec): 3 clusters Score: Raw -1369601.588809 + Penalty 3067.024266 = -1366534.564543 nChanged 731 SP:Iteration 3F (4213.393644 sec): 3 clusters Score: Raw -1369963.121342 + Penalty 3067.024266 = -1366896.097076 nChanged 671 SP:Iteration 4F (4213.446244 sec): 3 clusters Score: Raw -1370318.295507 + Penalty 3067.024266 = -1367251.271241 nChanged 655 SP:Iteration 5F (4213.500929 sec): 3 clusters Score: Raw -1370709.661002 + Penalty 3067.024266 = -1367642.636735 nChanged 654 SP:Iteration 6F (4213.552926 sec): 3 clusters Score: Raw -1371158.354690 + Penalty 3067.024266 = -1368091.330424 nChanged 633 SP:Iteration 7F (4213.611836 sec): 3 clusters Score: Raw -1371629.442883 + Penalty 3067.024266 = -1368562.418617 nChanged 601 SP:Iteration 8Q (4213.675100 sec): 3 clusters Score: Raw -1372065.780863 + Penalty 3067.024266 = -1368998.756597 nChanged 458 SP:Iteration 9Q (4213.736415 sec): 3 clusters Score: Raw -1372340.423190 + Penalty 3067.024266 = -1369273.398924 nChanged 346 SP:Iteration 10Q (4213.802306 sec): 3 clusters Score: Raw -1372500.359136 + Penalty 3067.024266 = -1369433.334870 nChanged 256 SP:Iteration 11Q (4213.868774 sec): 3 clusters Score: Raw -1372609.304126 + Penalty 3067.024266 = -1369542.279860 nChanged 190 SP:Iteration 12Q (4213.923227 sec): 3 clusters Score: Raw -1372683.009909 + Penalty 3067.024266 = -1369615.985643 nChanged 166 SP:Iteration 13Q (4213.989095 sec): 3 clusters Score: Raw -1372751.423095 + Penalty 3067.024266 = -1369684.398829 nChanged 160 SP:Iteration 14Q (4214.034400 sec): 3 clusters Score: Raw -1372815.955436 + Penalty 3067.024266 = -1369748.931169 nChanged 121 SP:Iteration 15Q (4214.102321 sec): 3 clusters Score: Raw -1372855.810900 + Penalty 3067.024266 = -1369788.786634 nChanged 110 SP:Iteration 16Q (4214.158188 sec): 3 clusters Score: Raw -1372894.320135 + Penalty 3067.024266 = -1369827.295868 nChanged 100 SP:Iteration 17Q (4214.205046 sec): 3 clusters Score: Raw -1372931.214105 + Penalty 3067.024266 = -1369864.189839 nChanged 110 SP:Iteration 18Q (4214.256273 sec): 3 clusters Score: Raw -1372977.688205 + Penalty 3067.024266 = -1369910.663938 nChanged 113 SP:Iteration 19Q (4214.324144 sec): 3 clusters Score: Raw -1373026.071885 + Penalty 3067.024266 = -1369959.047619 nChanged 100 SP:Iteration 20F (4214.397979 sec): 3 clusters Score: Raw -1373060.736875 + Penalty 3067.024266 = -1369993.712608 nChanged 93 SP:Iteration 21Q (4214.447656 sec): 3 clusters Score: Raw -1373095.740988 + Penalty 3067.024266 = -1370028.716722 nChanged 89 SP:Iteration 22Q (4214.498988 sec): 3 clusters Score: Raw -1373127.655905 + Penalty 3067.024266 = -1370060.631638 nChanged 76 SP:Iteration 23Q (4214.568083 sec): 3 clusters Score: Raw -1373155.824704 + Penalty 3067.024266 = -1370088.800437 nChanged 76 SP:Iteration 24Q (4214.629065 sec): 3 clusters Score: Raw -1373184.940454 + Penalty 3067.024266 = -1370117.916188 nChanged 69 SP:Iteration 25Q (4214.672423 sec): 3 clusters Score: Raw -1373209.094337 + Penalty 3067.024266 = -1370142.070071 nChanged 65 SP:Iteration 26Q (4214.731175 sec): 3 clusters Score: Raw -1373233.458119 + Penalty 3067.024266 = -1370166.433852 nChanged 60 SP:Iteration 27Q (4214.782437 sec): 3 clusters Score: Raw -1373252.788575 + Penalty 3067.024266 = -1370185.764309 nChanged 51 SP:Iteration 28Q (4214.858559 sec): 3 clusters Score: Raw -1373272.260032 + Penalty 3067.024266 = -1370205.235765 nChanged 43 SP:Iteration 29Q (4214.898070 sec): 3 clusters Score: Raw -1373291.940108 + Penalty 3067.024266 = -1370224.915842 nChanged 47 SP:Iteration 30Q (4214.959791 sec): 3 clusters Score: Raw -1373313.034966 + Penalty 3067.024266 = -1370246.010700 nChanged 56 SP:Iteration 31Q (4215.010074 sec): 3 clusters Score: Raw -1373333.909794 + Penalty 3067.024266 = -1370266.885528 nChanged 46 SP:Iteration 32Q (4215.077854 sec): 3 clusters Score: Raw -1373349.534357 + Penalty 3067.024266 = -1370282.510091 nChanged 35 SP:Iteration 33Q (4215.138286 sec): 3 clusters Score: Raw -1373360.129632 + Penalty 3067.024266 = -1370293.105366 nChanged 30 SP:Iteration 34Q (4215.197917 sec): 3 clusters Score: Raw -1373372.326427 + Penalty 3067.024266 = -1370305.302161 nChanged 28 SP:Iteration 35Q (4215.260594 sec): 3 clusters Score: Raw -1373384.584438 + Penalty 3067.024266 = -1370317.560172 nChanged 28 SP:Iteration 36Q (4215.309674 sec): 3 clusters Score: Raw -1373396.062898 + Penalty 3067.024266 = -1370329.038632 nChanged 25 SP:Iteration 37Q (4215.374906 sec): 3 clusters Score: Raw -1373404.706175 + Penalty 3067.024266 = -1370337.681909 nChanged 19 SP:Iteration 38Q (4215.428929 sec): 3 clusters Score: Raw -1373410.619898 + Penalty 3067.024266 = -1370343.595632 nChanged 20 SP:Iteration 39Q (4215.483784 sec): 3 clusters Score: Raw -1373417.760763 + Penalty 3067.024266 = -1370350.736497 nChanged 23 SP:Iteration 40F (4215.550845 sec): 3 clusters Score: Raw -1373426.646949 + Penalty 3067.024266 = -1370359.622682 nChanged 21 SP:Iteration 41Q (4215.621557 sec): 3 clusters Score: Raw -1373437.042199 + Penalty 3067.024266 = -1370370.017932 nChanged 27 SP:Iteration 42Q (4215.665612 sec): 3 clusters Score: Raw -1373451.988125 + Penalty 3067.024266 = -1370384.963859 nChanged 30 SP:Iteration 43Q (4215.735286 sec): 3 clusters Score: Raw -1373469.117253 + Penalty 3067.024266 = -1370402.092986 nChanged 34 SP:Iteration 44Q (4215.803209 sec): 3 clusters Score: Raw -1373488.458051 + Penalty 3067.024266 = -1370421.433784 nChanged 30 SP:Iteration 45Q (4215.844981 sec): 3 clusters Score: Raw -1373509.022540 + Penalty 3067.024266 = -1370441.998273 nChanged 25 SP:Iteration 46Q (4215.898191 sec): 3 clusters Score: Raw -1373524.155201 + Penalty 3067.024266 = -1370457.130934 nChanged 27 SP:Iteration 47Q (4215.956760 sec): 3 clusters Score: Raw -1373541.616865 + Penalty 3067.024266 = -1370474.592599 nChanged 23 SP:Iteration 48Q (4216.014204 sec): 3 clusters Score: Raw -1373553.115307 + Penalty 3067.024266 = -1370486.091041 nChanged 12 SP:Iteration 49Q (4216.062578 sec): 3 clusters Score: Raw -1373557.288776 + Penalty 3067.024266 = -1370490.264509 nChanged 10 SP:Iteration 50Q (4216.123726 sec): 3 clusters Score: Raw -1373560.714096 + Penalty 3067.024266 = -1370493.689830 nChanged 5 SP:Iteration 51Q (4216.174551 sec): 3 clusters Score: Raw -1373562.441476 + Penalty 3067.024266 = -1370495.417209 nChanged 5 SP:Iteration 52Q (4216.228161 sec): 3 clusters Score: Raw -1373565.473236 + Penalty 3067.024266 = -1370498.448969 nChanged 5 SP:Iteration 53Q (4216.274548 sec): 3 clusters Score: Raw -1373567.981104 + Penalty 3067.024266 = -1370500.956837 nChanged 5 SP:Iteration 54Q (4216.331093 sec): 3 clusters Score: Raw -1373570.231949 + Penalty 3067.024266 = -1370503.207683 nChanged 4 SP:Iteration 55Q (4216.384654 sec): 3 clusters Score: Raw -1373571.691445 + Penalty 3067.024266 = -1370504.667179 nChanged 0 SP:Iteration 56F (4216.451043 sec): 3 clusters Score: Raw -1373571.691445 + Penalty 3067.024266 = -1370504.667179 nChanged 0 Trying to split cluster 42 (9616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4216.487072 sec): 2 clusters Score: Raw -995843.240542 + Penalty 1490.317344 = -994352.923198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4216.549491 sec): 3 clusters Score: Raw -990385.970574 + Penalty 2980.634688 = -987405.335885 nChanged 4144 SP:Iteration 1F (4216.591874 sec): 3 clusters Score: Raw -992678.982415 + Penalty 2980.634688 = -989698.347727 nChanged 661 SP:Iteration 2F (4216.654366 sec): 3 clusters Score: Raw -993010.346525 + Penalty 2980.634688 = -990029.711837 nChanged 569 SP:Iteration 3F (4216.719861 sec): 3 clusters Score: Raw -993305.801583 + Penalty 2980.634688 = -990325.166895 nChanged 534 SP:Iteration 4F (4216.772156 sec): 3 clusters Score: Raw -993617.753242 + Penalty 2980.634688 = -990637.118554 nChanged 524 SP:Iteration 5F (4216.816841 sec): 3 clusters Score: Raw -993973.201147 + Penalty 2980.634688 = -990992.566458 nChanged 568 SP:Iteration 6F (4216.878534 sec): 3 clusters Score: Raw -994376.285960 + Penalty 2980.634688 = -991395.651271 nChanged 548 SP:Iteration 7F (4216.943580 sec): 3 clusters Score: Raw -994759.632751 + Penalty 2980.634688 = -991778.998063 nChanged 493 SP:Iteration 8F (4217.008773 sec): 3 clusters Score: Raw -995040.904824 + Penalty 2980.634688 = -992060.270136 nChanged 361 SP:Iteration 9Q (4217.058489 sec): 3 clusters Score: Raw -995219.642093 + Penalty 2980.634688 = -992239.007405 nChanged 298 SP:Iteration 10Q (4217.107893 sec): 3 clusters Score: Raw -995353.644634 + Penalty 2980.634688 = -992373.009945 nChanged 252 SP:Iteration 11Q (4217.176551 sec): 3 clusters Score: Raw -995456.643623 + Penalty 2980.634688 = -992476.008934 nChanged 205 SP:Iteration 12Q (4217.239605 sec): 3 clusters Score: Raw -995534.373103 + Penalty 2980.634688 = -992553.738414 nChanged 183 SP:Iteration 13Q (4217.295398 sec): 3 clusters Score: Raw -995608.031083 + Penalty 2980.634688 = -992627.396395 nChanged 182 SP:Iteration 14Q (4217.349007 sec): 3 clusters Score: Raw -995694.319892 + Penalty 2980.634688 = -992713.685204 nChanged 204 SP:Iteration 15Q (4217.410882 sec): 3 clusters Score: Raw -995819.206496 + Penalty 2980.634688 = -992838.571808 nChanged 258 SP:Iteration 16Q (4217.482952 sec): 3 clusters Score: Raw -996022.945898 + Penalty 2980.634688 = -993042.311210 nChanged 304 SP:Iteration 17Q (4217.534910 sec): 3 clusters Score: Raw -996277.770671 + Penalty 2980.634688 = -993297.135982 nChanged 315 SP:Iteration 18Q (4217.600270 sec): 3 clusters Score: Raw -996509.429656 + Penalty 2980.634688 = -993528.794968 nChanged 232 SP:Iteration 19Q (4217.663362 sec): 3 clusters Score: Raw -996652.494119 + Penalty 2980.634688 = -993671.859431 nChanged 189 SP:Iteration 20F (4217.730412 sec): 3 clusters Score: Raw -996758.391191 + Penalty 2980.634688 = -993777.756502 nChanged 152 SP:Iteration 21Q (4217.786659 sec): 3 clusters Score: Raw -996838.972086 + Penalty 2980.634688 = -993858.337397 nChanged 116 SP:Iteration 22Q (4217.834591 sec): 3 clusters Score: Raw -996899.350278 + Penalty 2980.634688 = -993918.715589 nChanged 95 SP:Iteration 23Q (4217.902700 sec): 3 clusters Score: Raw -996940.690407 + Penalty 2980.634688 = -993960.055718 nChanged 58 SP:Iteration 24Q (4217.959797 sec): 3 clusters Score: Raw -996962.558467 + Penalty 2980.634688 = -993981.923779 nChanged 59 SP:Iteration 25Q (4218.010578 sec): 3 clusters Score: Raw -996983.443317 + Penalty 2980.634688 = -994002.808629 nChanged 45 SP:Iteration 26Q (4218.065432 sec): 3 clusters Score: Raw -996995.797459 + Penalty 2980.634688 = -994015.162771 nChanged 36 SP:Iteration 27Q (4218.123289 sec): 3 clusters Score: Raw -997003.531427 + Penalty 2980.634688 = -994022.896738 nChanged 27 SP:Iteration 28Q (4218.178453 sec): 3 clusters Score: Raw -997010.137845 + Penalty 2980.634688 = -994029.503157 nChanged 25 SP:Iteration 29Q (4218.230103 sec): 3 clusters Score: Raw -997014.052822 + Penalty 2980.634688 = -994033.418134 nChanged 24 SP:Iteration 30Q (4218.282598 sec): 3 clusters Score: Raw -997018.893702 + Penalty 2980.634688 = -994038.259014 nChanged 22 SP:Iteration 31Q (4218.337047 sec): 3 clusters Score: Raw -997022.488152 + Penalty 2980.634688 = -994041.853463 nChanged 23 SP:Iteration 32Q (4218.391973 sec): 3 clusters Score: Raw -997026.781744 + Penalty 2980.634688 = -994046.147055 nChanged 23 SP:Iteration 33Q (4218.464703 sec): 3 clusters Score: Raw -997030.798342 + Penalty 2980.634688 = -994050.163654 nChanged 15 SP:Iteration 34Q (4218.505142 sec): 3 clusters Score: Raw -997033.432868 + Penalty 2980.634688 = -994052.798179 nChanged 14 SP:Iteration 35Q (4218.558145 sec): 3 clusters Score: Raw -997035.286824 + Penalty 2980.634688 = -994054.652135 nChanged 11 SP:Iteration 36Q (4218.611502 sec): 3 clusters Score: Raw -997036.790543 + Penalty 2980.634688 = -994056.155854 nChanged 10 SP:Iteration 37Q (4218.672606 sec): 3 clusters Score: Raw -997038.244727 + Penalty 2980.634688 = -994057.610038 nChanged 10 SP:Iteration 38Q (4218.724560 sec): 3 clusters Score: Raw -997039.547114 + Penalty 2980.634688 = -994058.912426 nChanged 8 SP:Iteration 39Q (4218.781422 sec): 3 clusters Score: Raw -997040.360110 + Penalty 2980.634688 = -994059.725421 nChanged 7 SP:Iteration 40F (4218.848660 sec): 3 clusters Score: Raw -997041.247216 + Penalty 2980.634688 = -994060.612528 nChanged 8 SP:Iteration 41Q (4218.907977 sec): 3 clusters Score: Raw -997042.365160 + Penalty 2980.634688 = -994061.730472 nChanged 7 SP:Iteration 42Q (4218.955912 sec): 3 clusters Score: Raw -997043.381539 + Penalty 2980.634688 = -994062.746851 nChanged 7 SP:Iteration 43Q (4219.017458 sec): 3 clusters Score: Raw -997044.223087 + Penalty 2980.634688 = -994063.588398 nChanged 5 SP:Iteration 44Q (4219.076957 sec): 3 clusters Score: Raw -997044.738633 + Penalty 2980.634688 = -994064.103945 nChanged 6 SP:Iteration 45Q (4219.148344 sec): 3 clusters Score: Raw -997045.350427 + Penalty 2980.634688 = -994064.715739 nChanged 5 SP:Iteration 46Q (4219.187397 sec): 3 clusters Score: Raw -997045.802949 + Penalty 2980.634688 = -994065.168261 nChanged 3 SP:Iteration 47Q (4219.243362 sec): 3 clusters Score: Raw -997046.189257 + Penalty 2980.634688 = -994065.554569 nChanged 7 SP:Iteration 48Q (4219.299316 sec): 3 clusters Score: Raw -997047.575450 + Penalty 2980.634688 = -994066.940762 nChanged 3 SP:Iteration 49Q (4219.352444 sec): 3 clusters Score: Raw -997047.838516 + Penalty 2980.634688 = -994067.203827 nChanged 3 SP:Iteration 50Q (4219.405374 sec): 3 clusters Score: Raw -997048.378060 + Penalty 2980.634688 = -994067.743371 nChanged 4 SP:Iteration 51Q (4219.468261 sec): 3 clusters Score: Raw -997049.077550 + Penalty 2980.634688 = -994068.442862 nChanged 1 SP:Iteration 52Q (4219.512896 sec): 3 clusters Score: Raw -997049.124104 + Penalty 2980.634688 = -994068.489416 nChanged 0 SP:Iteration 53F (4219.573440 sec): 3 clusters Score: Raw -997049.124104 + Penalty 2980.634688 = -994068.489416 nChanged 0 Trying to split cluster 43 (6500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4219.616112 sec): 2 clusters Score: Raw -694388.584957 + Penalty 1426.678087 = -692961.906871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4219.661275 sec): 3 clusters Score: Raw -690896.700754 + Penalty 2853.356173 = -688043.344581 nChanged 2645 SP:Iteration 1F (4219.710816 sec): 3 clusters Score: Raw -692250.021196 + Penalty 2853.356173 = -689396.665023 nChanged 402 SP:Iteration 2F (4219.766952 sec): 3 clusters Score: Raw -692460.032157 + Penalty 2853.356173 = -689606.675984 nChanged 365 SP:Iteration 3F (4219.824660 sec): 3 clusters Score: Raw -692641.812426 + Penalty 2853.356173 = -689788.456253 nChanged 295 SP:Iteration 4Q (4219.882717 sec): 3 clusters Score: Raw -692785.732874 + Penalty 2853.356173 = -689932.376701 nChanged 285 SP:Iteration 5Q (4219.922904 sec): 3 clusters Score: Raw -692914.063312 + Penalty 2853.356173 = -690060.707139 nChanged 241 SP:Iteration 6Q (4219.972552 sec): 3 clusters Score: Raw -693018.720289 + Penalty 2853.356173 = -690165.364116 nChanged 210 SP:Iteration 7Q (4220.017029 sec): 3 clusters Score: Raw -693107.964110 + Penalty 2853.356173 = -690254.607937 nChanged 163 SP:Iteration 8Q (4220.067651 sec): 3 clusters Score: Raw -693168.009267 + Penalty 2853.356173 = -690314.653094 nChanged 158 SP:Iteration 9Q (4220.133164 sec): 3 clusters Score: Raw -693229.867583 + Penalty 2853.356173 = -690376.511410 nChanged 131 SP:Iteration 10Q (4220.177688 sec): 3 clusters Score: Raw -693278.347138 + Penalty 2853.356173 = -690424.990965 nChanged 127 SP:Iteration 11Q (4220.221757 sec): 3 clusters Score: Raw -693336.770697 + Penalty 2853.356173 = -690483.414523 nChanged 127 SP:Iteration 12Q (4220.267741 sec): 3 clusters Score: Raw -693385.771690 + Penalty 2853.356173 = -690532.415517 nChanged 126 SP:Iteration 13Q (4220.324777 sec): 3 clusters Score: Raw -693431.430916 + Penalty 2853.356173 = -690578.074743 nChanged 121 SP:Iteration 14Q (4220.378791 sec): 3 clusters Score: Raw -693475.356271 + Penalty 2853.356173 = -690622.000098 nChanged 120 SP:Iteration 15Q (4220.423786 sec): 3 clusters Score: Raw -693521.313555 + Penalty 2853.356173 = -690667.957382 nChanged 121 SP:Iteration 16Q (4220.460099 sec): 3 clusters Score: Raw -693572.505664 + Penalty 2853.356173 = -690719.149490 nChanged 116 SP:Iteration 17Q (4220.511920 sec): 3 clusters Score: Raw -693609.557746 + Penalty 2853.356173 = -690756.201573 nChanged 99 SP:Iteration 18Q (4220.573668 sec): 3 clusters Score: Raw -693644.162343 + Penalty 2853.356173 = -690790.806170 nChanged 96 SP:Iteration 19Q (4220.619699 sec): 3 clusters Score: Raw -693673.356619 + Penalty 2853.356173 = -690820.000446 nChanged 79 SP:Iteration 20F (4220.655996 sec): 3 clusters Score: Raw -693696.712044 + Penalty 2853.356173 = -690843.355870 nChanged 69 SP:Iteration 21Q (4220.702601 sec): 3 clusters Score: Raw -693722.206582 + Penalty 2853.356173 = -690868.850409 nChanged 64 SP:Iteration 22Q (4220.758516 sec): 3 clusters Score: Raw -693741.184086 + Penalty 2853.356173 = -690887.827913 nChanged 59 SP:Iteration 23Q (4220.812995 sec): 3 clusters Score: Raw -693759.754778 + Penalty 2853.356173 = -690906.398605 nChanged 70 SP:Iteration 24Q (4220.865742 sec): 3 clusters Score: Raw -693778.915900 + Penalty 2853.356173 = -690925.559727 nChanged 57 SP:Iteration 25Q (4220.917082 sec): 3 clusters Score: Raw -693792.183298 + Penalty 2853.356173 = -690938.827125 nChanged 48 SP:Iteration 26Q (4220.978097 sec): 3 clusters Score: Raw -693803.449695 + Penalty 2853.356173 = -690950.093522 nChanged 44 SP:Iteration 27Q (4221.023133 sec): 3 clusters Score: Raw -693813.027190 + Penalty 2853.356173 = -690959.671016 nChanged 42 SP:Iteration 28Q (4221.081541 sec): 3 clusters Score: Raw -693821.503651 + Penalty 2853.356173 = -690968.147478 nChanged 39 SP:Iteration 29Q (4221.132691 sec): 3 clusters Score: Raw -693829.149761 + Penalty 2853.356173 = -690975.793588 nChanged 32 SP:Iteration 30Q (4221.200147 sec): 3 clusters Score: Raw -693834.487006 + Penalty 2853.356173 = -690981.130833 nChanged 21 SP:Iteration 31Q (4221.246961 sec): 3 clusters Score: Raw -693838.303162 + Penalty 2853.356173 = -690984.946989 nChanged 32 SP:Iteration 32Q (4221.300139 sec): 3 clusters Score: Raw -693844.869534 + Penalty 2853.356173 = -690991.513361 nChanged 32 SP:Iteration 33Q (4221.350444 sec): 3 clusters Score: Raw -693851.704804 + Penalty 2853.356173 = -690998.348631 nChanged 26 SP:Iteration 34Q (4221.404733 sec): 3 clusters Score: Raw -693857.815474 + Penalty 2853.356173 = -691004.459301 nChanged 25 SP:Iteration 35Q (4221.471027 sec): 3 clusters Score: Raw -693862.890413 + Penalty 2853.356173 = -691009.534240 nChanged 29 SP:Iteration 36Q (4221.514843 sec): 3 clusters Score: Raw -693868.627854 + Penalty 2853.356173 = -691015.271681 nChanged 26 SP:Iteration 37Q (4221.569815 sec): 3 clusters Score: Raw -693874.823285 + Penalty 2853.356173 = -691021.467112 nChanged 38 SP:Iteration 38Q (4221.631882 sec): 3 clusters Score: Raw -693883.013354 + Penalty 2853.356173 = -691029.657181 nChanged 31 SP:Iteration 39Q (4221.688358 sec): 3 clusters Score: Raw -693890.302591 + Penalty 2853.356173 = -691036.946418 nChanged 30 SP:Iteration 40F (4221.734401 sec): 3 clusters Score: Raw -693896.534731 + Penalty 2853.356173 = -691043.178558 nChanged 22 SP:Iteration 41Q (4221.789220 sec): 3 clusters Score: Raw -693900.204271 + Penalty 2853.356173 = -691046.848098 nChanged 21 SP:Iteration 42Q (4221.846159 sec): 3 clusters Score: Raw -693904.623092 + Penalty 2853.356173 = -691051.266919 nChanged 18 SP:Iteration 43Q (4221.898119 sec): 3 clusters Score: Raw -693909.474299 + Penalty 2853.356173 = -691056.118126 nChanged 22 SP:Iteration 44Q (4221.956238 sec): 3 clusters Score: Raw -693913.473570 + Penalty 2853.356173 = -691060.117397 nChanged 26 SP:Iteration 45Q (4222.005849 sec): 3 clusters Score: Raw -693917.631140 + Penalty 2853.356173 = -691064.274967 nChanged 16 SP:Iteration 46Q (4222.060420 sec): 3 clusters Score: Raw -693920.664147 + Penalty 2853.356173 = -691067.307974 nChanged 25 SP:Iteration 47Q (4222.101624 sec): 3 clusters Score: Raw -693925.427565 + Penalty 2853.356173 = -691072.071392 nChanged 21 SP:Iteration 48Q (4222.158429 sec): 3 clusters Score: Raw -693930.695132 + Penalty 2853.356173 = -691077.338959 nChanged 28 SP:Iteration 49Q (4222.206787 sec): 3 clusters Score: Raw -693936.508417 + Penalty 2853.356173 = -691083.152244 nChanged 41 SP:Iteration 50Q (4222.252491 sec): 3 clusters Score: Raw -693947.701010 + Penalty 2853.356173 = -691094.344837 nChanged 40 SP:Iteration 51Q (4222.303348 sec): 3 clusters Score: Raw -693959.271027 + Penalty 2853.356173 = -691105.914854 nChanged 29 SP:Iteration 52Q (4222.356338 sec): 3 clusters Score: Raw -693967.409288 + Penalty 2853.356173 = -691114.053115 nChanged 34 SP:Iteration 53Q (4222.415848 sec): 3 clusters Score: Raw -693976.671789 + Penalty 2853.356173 = -691123.315616 nChanged 32 SP:Iteration 54Q (4222.459937 sec): 3 clusters Score: Raw -693986.102160 + Penalty 2853.356173 = -691132.745987 nChanged 22 SP:Iteration 55Q (4222.503605 sec): 3 clusters Score: Raw -693990.372106 + Penalty 2853.356173 = -691137.015932 nChanged 22 SP:Iteration 56Q (4222.554345 sec): 3 clusters Score: Raw -693994.298078 + Penalty 2853.356173 = -691140.941904 nChanged 18 SP:Iteration 57Q (4222.613485 sec): 3 clusters Score: Raw -693996.933938 + Penalty 2853.356173 = -691143.577765 nChanged 11 SP:Iteration 58Q (4222.667539 sec): 3 clusters Score: Raw -693998.554050 + Penalty 2853.356173 = -691145.197877 nChanged 13 SP:Iteration 59Q (4222.701549 sec): 3 clusters Score: Raw -694000.799328 + Penalty 2853.356173 = -691147.443155 nChanged 9 SP:Iteration 60F (4222.748862 sec): 3 clusters Score: Raw -694001.935589 + Penalty 2853.356173 = -691148.579416 nChanged 3 SP:Iteration 61Q (4222.803065 sec): 3 clusters Score: Raw -694002.427980 + Penalty 2853.356173 = -691149.071806 nChanged 6 SP:Iteration 62Q (4222.853251 sec): 3 clusters Score: Raw -694003.220781 + Penalty 2853.356173 = -691149.864608 nChanged 6 SP:Iteration 63Q (4222.901029 sec): 3 clusters Score: Raw -694004.056049 + Penalty 2853.356173 = -691150.699876 nChanged 7 SP:Iteration 64Q (4222.961831 sec): 3 clusters Score: Raw -694005.016531 + Penalty 2853.356173 = -691151.660358 nChanged 3 SP:Iteration 65Q (4223.010317 sec): 3 clusters Score: Raw -694005.441525 + Penalty 2853.356173 = -691152.085352 nChanged 3 SP:Iteration 66Q (4223.062929 sec): 3 clusters Score: Raw -694005.719276 + Penalty 2853.356173 = -691152.363103 nChanged 2 SP:Iteration 67Q (4223.109230 sec): 3 clusters Score: Raw -694006.007721 + Penalty 2853.356173 = -691152.651548 nChanged 2 SP:Iteration 68Q (4223.152661 sec): 3 clusters Score: Raw -694006.207392 + Penalty 2853.356173 = -691152.851218 nChanged 1 SP:Iteration 69Q (4223.208933 sec): 3 clusters Score: Raw -694006.286620 + Penalty 2853.356173 = -691152.930447 nChanged 0 SP:Iteration 70F (4223.278811 sec): 3 clusters Score: Raw -694006.286620 + Penalty 2853.356173 = -691152.930447 nChanged 0 Trying to split cluster 44 (5880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4223.294164 sec): 2 clusters Score: Raw -629056.225902 + Penalty 1410.388207 = -627645.837695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4223.350655 sec): 3 clusters Score: Raw -625927.435973 + Penalty 2820.776413 = -623106.659559 nChanged 2412 SP:Iteration 1F (4223.391887 sec): 3 clusters Score: Raw -627163.903343 + Penalty 2820.776413 = -624343.126930 nChanged 351 SP:Iteration 2F (4223.434617 sec): 3 clusters Score: Raw -627322.672736 + Penalty 2820.776413 = -624501.896323 nChanged 300 SP:Iteration 3F (4223.478316 sec): 3 clusters Score: Raw -627441.346861 + Penalty 2820.776413 = -624620.570447 nChanged 230 SP:Iteration 4Q (4223.532700 sec): 3 clusters Score: Raw -627532.421309 + Penalty 2820.776413 = -624711.644895 nChanged 196 SP:Iteration 5Q (4223.581795 sec): 3 clusters Score: Raw -627601.105598 + Penalty 2820.776413 = -624780.329185 nChanged 160 SP:Iteration 6Q (4223.617493 sec): 3 clusters Score: Raw -627657.184263 + Penalty 2820.776413 = -624836.407849 nChanged 146 SP:Iteration 7Q (4223.665765 sec): 3 clusters Score: Raw -627707.019137 + Penalty 2820.776413 = -624886.242723 nChanged 138 SP:Iteration 8Q (4223.715479 sec): 3 clusters Score: Raw -627760.644448 + Penalty 2820.776413 = -624939.868035 nChanged 132 SP:Iteration 9Q (4223.772993 sec): 3 clusters Score: Raw -627819.036298 + Penalty 2820.776413 = -624998.259885 nChanged 142 SP:Iteration 10Q (4223.830136 sec): 3 clusters Score: Raw -627890.283702 + Penalty 2820.776413 = -625069.507289 nChanged 163 SP:Iteration 11Q (4223.874075 sec): 3 clusters Score: Raw -627976.412171 + Penalty 2820.776413 = -625155.635757 nChanged 163 SP:Iteration 12Q (4223.922961 sec): 3 clusters Score: Raw -628074.447567 + Penalty 2820.776413 = -625253.671153 nChanged 182 SP:Iteration 13Q (4223.963445 sec): 3 clusters Score: Raw -628195.179100 + Penalty 2820.776413 = -625374.402686 nChanged 174 SP:Iteration 14Q (4224.020720 sec): 3 clusters Score: Raw -628309.990253 + Penalty 2820.776413 = -625489.213840 nChanged 163 SP:Iteration 15Q (4224.079533 sec): 3 clusters Score: Raw -628430.451814 + Penalty 2820.776413 = -625609.675401 nChanged 171 SP:Iteration 16Q (4224.130802 sec): 3 clusters Score: Raw -628566.557821 + Penalty 2820.776413 = -625745.781408 nChanged 177 SP:Iteration 17Q (4224.176867 sec): 3 clusters Score: Raw -628708.319720 + Penalty 2820.776413 = -625887.543306 nChanged 145 SP:Iteration 18Q (4224.215182 sec): 3 clusters Score: Raw -628825.521141 + Penalty 2820.776413 = -626004.744728 nChanged 119 SP:Iteration 19Q (4224.270912 sec): 3 clusters Score: Raw -628917.611405 + Penalty 2820.776413 = -626096.834992 nChanged 97 SP:Iteration 20F (4224.339398 sec): 3 clusters Score: Raw -628979.654889 + Penalty 2820.776413 = -626158.878476 nChanged 65 SP:Iteration 21Q (4224.382502 sec): 3 clusters Score: Raw -629021.378992 + Penalty 2820.776413 = -626200.602579 nChanged 35 SP:Iteration 22Q (4224.425854 sec): 3 clusters Score: Raw -629048.772084 + Penalty 2820.776413 = -626227.995671 nChanged 37 SP:Iteration 23Q (4224.473551 sec): 3 clusters Score: Raw -629071.597838 + Penalty 2820.776413 = -626250.821424 nChanged 24 SP:Iteration 24Q (4224.520993 sec): 3 clusters Score: Raw -629085.925193 + Penalty 2820.776413 = -626265.148780 nChanged 21 SP:Iteration 25Q (4224.577961 sec): 3 clusters Score: Raw -629099.135521 + Penalty 2820.776413 = -626278.359108 nChanged 26 SP:Iteration 26Q (4224.628950 sec): 3 clusters Score: Raw -629118.416962 + Penalty 2820.776413 = -626297.640548 nChanged 27 SP:Iteration 27Q (4224.676707 sec): 3 clusters Score: Raw -629139.388632 + Penalty 2820.776413 = -626318.612219 nChanged 26 SP:Iteration 28Q (4224.728471 sec): 3 clusters Score: Raw -629159.811909 + Penalty 2820.776413 = -626339.035496 nChanged 17 SP:Iteration 29Q (4224.785476 sec): 3 clusters Score: Raw -629170.136827 + Penalty 2820.776413 = -626349.360413 nChanged 12 SP:Iteration 30Q (4224.834202 sec): 3 clusters Score: Raw -629178.770616 + Penalty 2820.776413 = -626357.994203 nChanged 11 SP:Iteration 31Q (4224.884191 sec): 3 clusters Score: Raw -629184.693754 + Penalty 2820.776413 = -626363.917341 nChanged 5 SP:Iteration 32Q (4224.933357 sec): 3 clusters Score: Raw -629188.484604 + Penalty 2820.776413 = -626367.708191 nChanged 5 SP:Iteration 33Q (4224.975770 sec): 3 clusters Score: Raw -629190.806029 + Penalty 2820.776413 = -626370.029615 nChanged 2 SP:Iteration 34Q (4225.027951 sec): 3 clusters Score: Raw -629192.281176 + Penalty 2820.776413 = -626371.504763 nChanged 2 SP:Iteration 35Q (4225.074447 sec): 3 clusters Score: Raw -629194.161795 + Penalty 2820.776413 = -626373.385381 nChanged 1 SP:Iteration 36Q (4225.126076 sec): 3 clusters Score: Raw -629194.373549 + Penalty 2820.776413 = -626373.597135 nChanged 1 SP:Iteration 37Q (4225.179201 sec): 3 clusters Score: Raw -629195.251459 + Penalty 2820.776413 = -626374.475046 nChanged 2 SP:Iteration 38Q (4225.220290 sec): 3 clusters Score: Raw -629196.360911 + Penalty 2820.776413 = -626375.584498 nChanged 2 SP:Iteration 39Q (4225.265255 sec): 3 clusters Score: Raw -629198.084407 + Penalty 2820.776413 = -626377.307994 nChanged 2 SP:Iteration 40F (4225.332729 sec): 3 clusters Score: Raw -629199.905383 + Penalty 2820.776413 = -626379.128970 nChanged 4 SP:Iteration 41Q (4225.371982 sec): 3 clusters Score: Raw -629202.591070 + Penalty 2820.776413 = -626381.814656 nChanged 5 SP:Iteration 42Q (4225.427248 sec): 3 clusters Score: Raw -629205.093284 + Penalty 2820.776413 = -626384.316870 nChanged 4 SP:Iteration 43Q (4225.468605 sec): 3 clusters Score: Raw -629208.362117 + Penalty 2820.776413 = -626387.585704 nChanged 6 SP:Iteration 44Q (4225.513515 sec): 3 clusters Score: Raw -629215.662800 + Penalty 2820.776413 = -626394.886387 nChanged 2 SP:Iteration 45Q (4225.564909 sec): 3 clusters Score: Raw -629217.911891 + Penalty 2820.776413 = -626397.135477 nChanged 4 SP:Iteration 46Q (4225.609368 sec): 3 clusters Score: Raw -629221.212159 + Penalty 2820.776413 = -626400.435746 nChanged 5 SP:Iteration 47Q (4225.655048 sec): 3 clusters Score: Raw -629224.789517 + Penalty 2820.776413 = -626404.013104 nChanged 3 SP:Iteration 48Q (4225.704981 sec): 3 clusters Score: Raw -629226.528968 + Penalty 2820.776413 = -626405.752555 nChanged 1 SP:Iteration 49Q (4225.754844 sec): 3 clusters Score: Raw -629227.064327 + Penalty 2820.776413 = -626406.287914 nChanged 0 SP:Iteration 50F (4225.811616 sec): 3 clusters Score: Raw -629227.064327 + Penalty 2820.776413 = -626406.287914 nChanged 0 Trying to split cluster 45 (14269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4225.860336 sec): 2 clusters Score: Raw -1551846.705574 + Penalty 1554.449753 = -1550292.255822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4225.922888 sec): 3 clusters Score: Raw -1543519.151371 + Penalty 3108.899505 = -1540410.251866 nChanged 6311 SP:Iteration 1F (4225.980551 sec): 3 clusters Score: Raw -1546955.804249 + Penalty 3108.899505 = -1543846.904743 nChanged 816 SP:Iteration 2F (4226.045706 sec): 3 clusters Score: Raw -1547263.631639 + Penalty 3108.899505 = -1544154.732134 nChanged 679 SP:Iteration 3Q (4226.104070 sec): 3 clusters Score: Raw -1547529.924453 + Penalty 3108.899505 = -1544421.024948 nChanged 582 SP:Iteration 4Q (4226.173209 sec): 3 clusters Score: Raw -1547750.804769 + Penalty 3108.899505 = -1544641.905264 nChanged 529 SP:Iteration 5Q (4226.242075 sec): 3 clusters Score: Raw -1547960.870642 + Penalty 3108.899505 = -1544851.971137 nChanged 503 SP:Iteration 6Q (4226.312832 sec): 3 clusters Score: Raw -1548186.984225 + Penalty 3108.899505 = -1545078.084720 nChanged 543 SP:Iteration 7Q (4226.380886 sec): 3 clusters Score: Raw -1548468.282641 + Penalty 3108.899505 = -1545359.383136 nChanged 587 SP:Iteration 8Q (4226.452147 sec): 3 clusters Score: Raw -1548804.797142 + Penalty 3108.899505 = -1545695.897637 nChanged 607 SP:Iteration 9Q (4226.521239 sec): 3 clusters Score: Raw -1549173.532264 + Penalty 3108.899505 = -1546064.632759 nChanged 590 SP:Iteration 10Q (4226.585540 sec): 3 clusters Score: Raw -1549530.433437 + Penalty 3108.899505 = -1546421.533932 nChanged 558 SP:Iteration 11Q (4226.643295 sec): 3 clusters Score: Raw -1549860.010877 + Penalty 3108.899505 = -1546751.111372 nChanged 459 SP:Iteration 12Q (4226.719505 sec): 3 clusters Score: Raw -1550110.208316 + Penalty 3108.899505 = -1547001.308811 nChanged 400 SP:Iteration 13Q (4226.786649 sec): 3 clusters Score: Raw -1550312.291595 + Penalty 3108.899505 = -1547203.392090 nChanged 371 SP:Iteration 14Q (4226.852982 sec): 3 clusters Score: Raw -1550513.225842 + Penalty 3108.899505 = -1547404.326337 nChanged 375 SP:Iteration 15Q (4226.925248 sec): 3 clusters Score: Raw -1550736.038420 + Penalty 3108.899505 = -1547627.138915 nChanged 336 SP:Iteration 16Q (4226.987370 sec): 3 clusters Score: Raw -1550933.900073 + Penalty 3108.899505 = -1547825.000568 nChanged 301 SP:Iteration 17Q (4227.059241 sec): 3 clusters Score: Raw -1551114.939886 + Penalty 3108.899505 = -1548006.040381 nChanged 274 SP:Iteration 18Q (4227.114168 sec): 3 clusters Score: Raw -1551282.683173 + Penalty 3108.899505 = -1548173.783668 nChanged 233 SP:Iteration 19Q (4227.173166 sec): 3 clusters Score: Raw -1551431.872978 + Penalty 3108.899505 = -1548322.973473 nChanged 206 SP:Iteration 20F (4227.237964 sec): 3 clusters Score: Raw -1551575.077154 + Penalty 3108.899505 = -1548466.177649 nChanged 176 SP:Iteration 21Q (4227.290106 sec): 3 clusters Score: Raw -1551695.445973 + Penalty 3108.899505 = -1548586.546468 nChanged 131 SP:Iteration 22Q (4227.339610 sec): 3 clusters Score: Raw -1551771.487587 + Penalty 3108.899505 = -1548662.588082 nChanged 111 SP:Iteration 23Q (4227.398435 sec): 3 clusters Score: Raw -1551848.139879 + Penalty 3108.899505 = -1548739.240374 nChanged 77 SP:Iteration 24Q (4227.468834 sec): 3 clusters Score: Raw -1551898.592392 + Penalty 3108.899505 = -1548789.692887 nChanged 66 SP:Iteration 25Q (4227.522392 sec): 3 clusters Score: Raw -1551944.654415 + Penalty 3108.899505 = -1548835.754910 nChanged 38 SP:Iteration 26Q (4227.583461 sec): 3 clusters Score: Raw -1551966.102252 + Penalty 3108.899505 = -1548857.202747 nChanged 29 SP:Iteration 27Q (4227.633252 sec): 3 clusters Score: Raw -1551983.928945 + Penalty 3108.899505 = -1548875.029440 nChanged 24 SP:Iteration 28Q (4227.698539 sec): 3 clusters Score: Raw -1551997.866227 + Penalty 3108.899505 = -1548888.966722 nChanged 11 SP:Iteration 29Q (4227.748637 sec): 3 clusters Score: Raw -1552003.616239 + Penalty 3108.899505 = -1548894.716734 nChanged 8 SP:Iteration 30Q (4227.801367 sec): 3 clusters Score: Raw -1552009.661818 + Penalty 3108.899505 = -1548900.762313 nChanged 12 SP:Iteration 31Q (4227.858699 sec): 3 clusters Score: Raw -1552018.091179 + Penalty 3108.899505 = -1548909.191674 nChanged 11 SP:Iteration 32Q (4227.927193 sec): 3 clusters Score: Raw -1552025.870597 + Penalty 3108.899505 = -1548916.971092 nChanged 8 SP:Iteration 33Q (4227.985206 sec): 3 clusters Score: Raw -1552029.169894 + Penalty 3108.899505 = -1548920.270389 nChanged 7 SP:Iteration 34Q (4228.047690 sec): 3 clusters Score: Raw -1552033.743730 + Penalty 3108.899505 = -1548924.844225 nChanged 7 SP:Iteration 35Q (4228.095667 sec): 3 clusters Score: Raw -1552037.201004 + Penalty 3108.899505 = -1548928.301499 nChanged 9 SP:Iteration 36Q (4228.158266 sec): 3 clusters Score: Raw -1552041.888793 + Penalty 3108.899505 = -1548932.989288 nChanged 6 SP:Iteration 37Q (4228.219544 sec): 3 clusters Score: Raw -1552045.090158 + Penalty 3108.899505 = -1548936.190653 nChanged 4 SP:Iteration 38Q (4228.269461 sec): 3 clusters Score: Raw -1552046.994663 + Penalty 3108.899505 = -1548938.095158 nChanged 4 SP:Iteration 39Q (4228.333299 sec): 3 clusters Score: Raw -1552048.893909 + Penalty 3108.899505 = -1548939.994404 nChanged 5 SP:Iteration 40F (4228.399795 sec): 3 clusters Score: Raw -1552054.162427 + Penalty 3108.899505 = -1548945.262922 nChanged 6 SP:Iteration 41Q (4228.456260 sec): 3 clusters Score: Raw -1552057.575148 + Penalty 3108.899505 = -1548948.675643 nChanged 0 SP:Iteration 42F (4228.520058 sec): 3 clusters Score: Raw -1552057.575148 + Penalty 3108.899505 = -1548948.675643 nChanged 0 Time taken for this iteration:4222.900191 seconds. 20->46 Clusters: Score -49991930.184804, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 492507 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 15 (956 points): Lose 334.384466 but Gain 2129.930392 Iteration 0F (4235.490144 sec): 20 clusters Score: Raw -46515867.525250 + Penalty 40468.677454 = -46475398.847796 nChanged 467007 Iteration 1F (4241.566550 sec): 20 clusters Score: Raw -48633441.498559 + Penalty 40468.677454 = -48592972.821105 nChanged 166475 Iteration 2F (4247.597174 sec): 20 clusters Score: Raw -49038447.149628 + Penalty 40468.677454 = -48997978.472174 nChanged 110359 Iteration 3F (4253.455476 sec): 20 clusters Score: Raw -49276379.105478 + Penalty 40468.677454 = -49235910.428024 nChanged 83862 Iteration 4F (4259.323395 sec): 20 clusters Score: Raw -49439293.517941 + Penalty 40468.677454 = -49398824.840487 nChanged 64611 Iteration 5F (4265.248369 sec): 20 clusters Score: Raw -49551043.916175 + Penalty 40468.677454 = -49510575.238721 nChanged 47914 Deleting Class 10 (1752 points): Lose 1997.373838 but Gain 2129.930392 Iteration 6F (4271.041998 sec): 19 clusters Score: Raw -49601933.721945 + Penalty 38338.747062 = -49563594.974883 nChanged 34117 Iteration 7F (4276.694659 sec): 19 clusters Score: Raw -49633895.175372 + Penalty 38338.747062 = -49595556.428310 nChanged 23599 Iteration 8Q (4279.831028 sec): 19 clusters Score: Raw -49650449.687256 + Penalty 38338.747062 = -49612110.940195 nChanged 17970 Iteration 9Q (4282.962838 sec): 19 clusters Score: Raw -49660133.898218 + Penalty 38338.747062 = -49621795.151156 nChanged 14307 Iteration 10Q (4286.119470 sec): 19 clusters Score: Raw -49667315.829301 + Penalty 38338.747062 = -49628977.082240 nChanged 12040 Iteration 11Q (4289.239186 sec): 19 clusters Score: Raw -49673085.542611 + Penalty 38338.747062 = -49634746.795550 nChanged 10834 Iteration 12Q (4292.259808 sec): 19 clusters Score: Raw -49678465.203315 + Penalty 38338.747062 = -49640126.456253 nChanged 9909 Iteration 13Q (4295.400939 sec): 19 clusters Score: Raw -49683730.884170 + Penalty 38338.747062 = -49645392.137108 nChanged 9176 Iteration 14Q (4298.454847 sec): 19 clusters Score: Raw -49689279.130273 + Penalty 38338.747062 = -49650940.383212 nChanged 8641 Iteration 15Q (4301.443017 sec): 19 clusters Score: Raw -49695123.626257 + Penalty 38338.747062 = -49656784.879195 nChanged 7877 Iteration 16Q (4304.413251 sec): 19 clusters Score: Raw -49699048.574178 + Penalty 38338.747062 = -49660709.827116 nChanged 6696 Iteration 17Q (4307.352814 sec): 19 clusters Score: Raw -49701519.461398 + Penalty 38338.747062 = -49663180.714337 nChanged 6011 Iteration 18Q (4310.357010 sec): 19 clusters Score: Raw -49703467.183082 + Penalty 38338.747062 = -49665128.436021 nChanged 5258 Deleting Class 6 (1160 points): Lose 2121.655963 but Gain 2129.930392 Iteration 19Q (4313.347197 sec): 18 clusters Score: Raw -49702874.062150 + Penalty 36208.816669 = -49666665.245480 nChanged 5784 Writing temp clu file Because OldScore, -49665128.436021, is greater than current (better) Score,-49666665.245480 Compute initial score before splitting: Score: Raw -49702874.062150 + Penalty 36208.816669 = -49666665.245480 Trying to split cluster 1 (4695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4313.508542 sec): 2 clusters Score: Raw -435298.966508 + Penalty 1373.816176 = -433925.150332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4313.562703 sec): 3 clusters Score: Raw -433024.782020 + Penalty 2747.632352 = -430277.149668 nChanged 1947 SP:Iteration 1F (4313.613958 sec): 3 clusters Score: Raw -434670.976258 + Penalty 2747.632352 = -431923.343906 nChanged 580 SP:Iteration 2F (4313.670335 sec): 3 clusters Score: Raw -435473.985315 + Penalty 2747.632352 = -432726.352962 nChanged 505 SP:Iteration 3F (4313.712650 sec): 3 clusters Score: Raw -436073.488520 + Penalty 2747.632352 = -433325.856167 nChanged 371 SP:Iteration 4F (4313.755897 sec): 3 clusters Score: Raw -436413.976097 + Penalty 2747.632352 = -433666.343745 nChanged 261 SP:Iteration 5F (4313.805624 sec): 3 clusters Score: Raw -436639.136767 + Penalty 2747.632352 = -433891.504415 nChanged 194 SP:Iteration 6Q (4313.859399 sec): 3 clusters Score: Raw -436765.204465 + Penalty 2747.632352 = -434017.572112 nChanged 136 SP:Iteration 7Q (4313.907601 sec): 3 clusters Score: Raw -436843.569817 + Penalty 2747.632352 = -434095.937465 nChanged 120 SP:Iteration 8Q (4313.963700 sec): 3 clusters Score: Raw -436905.754735 + Penalty 2747.632352 = -434158.122382 nChanged 97 SP:Iteration 9Q (4314.006010 sec): 3 clusters Score: Raw -436950.930802 + Penalty 2747.632352 = -434203.298450 nChanged 70 SP:Iteration 10Q (4314.065698 sec): 3 clusters Score: Raw -436981.494243 + Penalty 2747.632352 = -434233.861891 nChanged 75 SP:Iteration 11Q (4314.118090 sec): 3 clusters Score: Raw -437012.394967 + Penalty 2747.632352 = -434264.762615 nChanged 69 SP:Iteration 12Q (4314.164226 sec): 3 clusters Score: Raw -437042.160861 + Penalty 2747.632352 = -434294.528508 nChanged 54 SP:Iteration 13Q (4314.206287 sec): 3 clusters Score: Raw -437060.963906 + Penalty 2747.632352 = -434313.331553 nChanged 53 SP:Iteration 14Q (4314.237256 sec): 3 clusters Score: Raw -437081.403733 + Penalty 2747.632352 = -434333.771381 nChanged 48 SP:Iteration 15Q (4314.288658 sec): 3 clusters Score: Raw -437099.652925 + Penalty 2747.632352 = -434352.020573 nChanged 54 SP:Iteration 16Q (4314.337941 sec): 3 clusters Score: Raw -437122.574474 + Penalty 2747.632352 = -434374.942122 nChanged 54 SP:Iteration 17Q (4314.376496 sec): 3 clusters Score: Raw -437157.769256 + Penalty 2747.632352 = -434410.136903 nChanged 65 SP:Iteration 18Q (4314.419568 sec): 3 clusters Score: Raw -437193.814031 + Penalty 2747.632352 = -434446.181678 nChanged 69 SP:Iteration 19Q (4314.465847 sec): 3 clusters Score: Raw -437231.678565 + Penalty 2747.632352 = -434484.046212 nChanged 75 SP:Iteration 20F (4314.516711 sec): 3 clusters Score: Raw -437410.231649 + Penalty 2747.632352 = -434662.599296 nChanged 88 SP:Iteration 21Q (4314.573768 sec): 3 clusters Score: Raw -437771.801579 + Penalty 2747.632352 = -435024.169227 nChanged 171 SP:Iteration 22Q (4314.631431 sec): 3 clusters Score: Raw -438225.731166 + Penalty 2747.632352 = -435478.098814 nChanged 188 SP:Iteration 23Q (4314.672572 sec): 3 clusters Score: Raw -438615.453105 + Penalty 2747.632352 = -435867.820752 nChanged 158 SP:Iteration 24Q (4314.706056 sec): 3 clusters Score: Raw -438890.256670 + Penalty 2747.632352 = -436142.624318 nChanged 95 SP:Iteration 25Q (4314.755082 sec): 3 clusters Score: Raw -439148.462184 + Penalty 2747.632352 = -436400.829832 nChanged 57 SP:Iteration 26Q (4314.814533 sec): 3 clusters Score: Raw -439187.952749 + Penalty 2747.632352 = -436440.320397 nChanged 15 SP:Iteration 27Q (4314.849251 sec): 3 clusters Score: Raw -439193.533909 + Penalty 2747.632352 = -436445.901557 nChanged 6 SP:Iteration 28Q (4314.889287 sec): 3 clusters Score: Raw -439196.163978 + Penalty 2747.632352 = -436448.531625 nChanged 6 SP:Iteration 29Q (4314.931271 sec): 3 clusters Score: Raw -439198.657436 + Penalty 2747.632352 = -436451.025084 nChanged 3 SP:Iteration 30Q (4314.979730 sec): 3 clusters Score: Raw -439200.203261 + Penalty 2747.632352 = -436452.570909 nChanged 2 SP:Iteration 31Q (4315.024259 sec): 3 clusters Score: Raw -439201.198841 + Penalty 2747.632352 = -436453.566488 nChanged 2 SP:Iteration 32Q (4315.076102 sec): 3 clusters Score: Raw -439201.842682 + Penalty 2747.632352 = -436454.210329 nChanged 0 SP:Iteration 33F (4315.121069 sec): 3 clusters Score: Raw -439201.842682 + Penalty 2747.632352 = -436454.210329 nChanged 0 Score: Raw -49708813.078040 + Penalty 38338.747062 = -49670474.330979 Splitting cluster 1 changes total score from -49666665.245480 to -49670474.330979 So it's getting split into cluster 6. Trying to split cluster 2 (689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4320.688831 sec): 2 clusters Score: Raw -51981.365246 + Penalty 1061.976707 = -50919.388540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4320.716047 sec): 3 clusters Score: Raw -51929.165649 + Penalty 2123.953413 = -49805.212236 nChanged 223 SP:Iteration 1F (4320.753919 sec): 3 clusters Score: Raw -52694.016700 + Penalty 2123.953413 = -50570.063287 nChanged 110 SP:Iteration 2F (4320.796174 sec): 3 clusters Score: Raw -53305.560432 + Penalty 2123.953413 = -51181.607018 nChanged 47 SP:Iteration 3F (4320.845724 sec): 3 clusters Score: Raw -53426.815408 + Penalty 2123.953413 = -51302.861995 nChanged 24 SP:Iteration 4Q (4320.897629 sec): 3 clusters Score: Raw -53498.376380 + Penalty 2123.953413 = -51374.422967 nChanged 14 SP:Iteration 5Q (4320.928726 sec): 3 clusters Score: Raw -53525.111942 + Penalty 2123.953413 = -51401.158529 nChanged 6 SP:Iteration 6Q (4320.967432 sec): 3 clusters Score: Raw -53536.643452 + Penalty 2123.953413 = -51412.690039 nChanged 3 SP:Iteration 7Q (4321.007746 sec): 3 clusters Score: Raw -53545.113933 + Penalty 2123.953413 = -51421.160520 nChanged 6 SP:Iteration 8Q (4321.051548 sec): 3 clusters Score: Raw -53554.658744 + Penalty 2123.953413 = -51430.705331 nChanged 1 SP:Iteration 9Q (4321.093834 sec): 3 clusters Score: Raw -53556.626024 + Penalty 2123.953413 = -51432.672611 nChanged 0 SP:Iteration 10F (4321.145490 sec): 3 clusters Score: Raw -53556.626024 + Penalty 2123.953413 = -51432.672611 nChanged 0 Score: Raw -49710388.338818 + Penalty 40468.677454 = -49669919.661364 Splitting cluster 2 changes total score from -49666665.245480 to -49669919.661364 So it's getting split into cluster 10. Trying to split cluster 3 (6238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4327.011837 sec): 2 clusters Score: Raw -573877.810453 + Penalty 1419.992421 = -572457.818032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4327.062972 sec): 3 clusters Score: Raw -570516.869072 + Penalty 2839.984842 = -567676.884231 nChanged 2640 SP:Iteration 1F (4327.120987 sec): 3 clusters Score: Raw -572220.843922 + Penalty 2839.984842 = -569380.859080 nChanged 566 SP:Iteration 2F (4327.180764 sec): 3 clusters Score: Raw -572661.796530 + Penalty 2839.984842 = -569821.811688 nChanged 469 SP:Iteration 3F (4327.233211 sec): 3 clusters Score: Raw -573033.853743 + Penalty 2839.984842 = -570193.868901 nChanged 429 SP:Iteration 4F (4327.291016 sec): 3 clusters Score: Raw -573455.974578 + Penalty 2839.984842 = -570615.989737 nChanged 476 SP:Iteration 5F (4327.329611 sec): 3 clusters Score: Raw -573985.006942 + Penalty 2839.984842 = -571145.022100 nChanged 420 SP:Iteration 6F (4327.384261 sec): 3 clusters Score: Raw -574513.517038 + Penalty 2839.984842 = -571673.532196 nChanged 339 SP:Iteration 7F (4327.452789 sec): 3 clusters Score: Raw -574870.263617 + Penalty 2839.984842 = -572030.278775 nChanged 243 SP:Iteration 8Q (4327.485979 sec): 3 clusters Score: Raw -575060.160517 + Penalty 2839.984842 = -572220.175675 nChanged 158 SP:Iteration 9Q (4327.537993 sec): 3 clusters Score: Raw -575137.328849 + Penalty 2839.984842 = -572297.344007 nChanged 103 SP:Iteration 10Q (4327.582434 sec): 3 clusters Score: Raw -575178.322343 + Penalty 2839.984842 = -572338.337502 nChanged 67 SP:Iteration 11Q (4327.631243 sec): 3 clusters Score: Raw -575200.539023 + Penalty 2839.984842 = -572360.554182 nChanged 49 SP:Iteration 12Q (4327.676920 sec): 3 clusters Score: Raw -575215.219987 + Penalty 2839.984842 = -572375.235145 nChanged 33 SP:Iteration 13Q (4327.727385 sec): 3 clusters Score: Raw -575225.428217 + Penalty 2839.984842 = -572385.443375 nChanged 31 SP:Iteration 14Q (4327.778389 sec): 3 clusters Score: Raw -575238.355482 + Penalty 2839.984842 = -572398.370641 nChanged 41 SP:Iteration 15Q (4327.817131 sec): 3 clusters Score: Raw -575260.694568 + Penalty 2839.984842 = -572420.709727 nChanged 46 SP:Iteration 16Q (4327.865881 sec): 3 clusters Score: Raw -575289.693773 + Penalty 2839.984842 = -572449.708931 nChanged 50 SP:Iteration 17Q (4327.904007 sec): 3 clusters Score: Raw -575319.521896 + Penalty 2839.984842 = -572479.537054 nChanged 38 SP:Iteration 18Q (4327.962848 sec): 3 clusters Score: Raw -575336.294609 + Penalty 2839.984842 = -572496.309767 nChanged 27 SP:Iteration 19Q (4328.026810 sec): 3 clusters Score: Raw -575344.738727 + Penalty 2839.984842 = -572504.753886 nChanged 23 SP:Iteration 20F (4328.077806 sec): 3 clusters Score: Raw -575350.316941 + Penalty 2839.984842 = -572510.332099 nChanged 14 SP:Iteration 21Q (4328.121593 sec): 3 clusters Score: Raw -575352.870680 + Penalty 2839.984842 = -572512.885838 nChanged 4 SP:Iteration 22Q (4328.167335 sec): 3 clusters Score: Raw -575353.193781 + Penalty 2839.984842 = -572513.208939 nChanged 4 SP:Iteration 23Q (4328.216779 sec): 3 clusters Score: Raw -575353.875356 + Penalty 2839.984842 = -572513.890515 nChanged 1 SP:Iteration 24Q (4328.268790 sec): 3 clusters Score: Raw -575354.138978 + Penalty 2839.984842 = -572514.154137 nChanged 1 SP:Iteration 25Q (4328.323837 sec): 3 clusters Score: Raw -575354.270557 + Penalty 2839.984842 = -572514.285716 nChanged 1 SP:Iteration 26Q (4328.364465 sec): 3 clusters Score: Raw -575354.437951 + Penalty 2839.984842 = -572514.453109 nChanged 1 SP:Iteration 27Q (4328.423372 sec): 3 clusters Score: Raw -575354.501940 + Penalty 2839.984842 = -572514.517099 nChanged 0 SP:Iteration 28F (4328.477657 sec): 3 clusters Score: Raw -575354.501940 + Penalty 2839.984842 = -572514.517099 nChanged 0 Score: Raw -49711865.030305 + Penalty 42598.607846 = -49669266.422459 Splitting cluster 3 changes total score from -49666665.245480 to -49669266.422459 So it's getting split into cluster 15. Trying to split cluster 4 (4527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4334.948801 sec): 2 clusters Score: Raw -457010.271182 + Penalty 1367.894896 = -455642.376286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4334.999016 sec): 3 clusters Score: Raw -454715.386058 + Penalty 2735.789793 = -451979.596265 nChanged 1765 SP:Iteration 1F (4335.044504 sec): 3 clusters Score: Raw -455663.801639 + Penalty 2735.789793 = -452928.011846 nChanged 320 SP:Iteration 2F (4335.082983 sec): 3 clusters Score: Raw -455839.727742 + Penalty 2735.789793 = -453103.937949 nChanged 224 SP:Iteration 3Q (4335.135613 sec): 3 clusters Score: Raw -455978.323697 + Penalty 2735.789793 = -453242.533904 nChanged 200 SP:Iteration 4Q (4335.192723 sec): 3 clusters Score: Raw -456086.953617 + Penalty 2735.789793 = -453351.163824 nChanged 170 SP:Iteration 5Q (4335.239967 sec): 3 clusters Score: Raw -456173.223986 + Penalty 2735.789793 = -453437.434193 nChanged 158 SP:Iteration 6Q (4335.280037 sec): 3 clusters Score: Raw -456259.785776 + Penalty 2735.789793 = -453523.995983 nChanged 150 SP:Iteration 7Q (4335.328858 sec): 3 clusters Score: Raw -456338.152216 + Penalty 2735.789793 = -453602.362423 nChanged 145 SP:Iteration 8Q (4335.375968 sec): 3 clusters Score: Raw -456420.035798 + Penalty 2735.789793 = -453684.246005 nChanged 128 SP:Iteration 9Q (4335.409828 sec): 3 clusters Score: Raw -456494.635310 + Penalty 2735.789793 = -453758.845517 nChanged 129 SP:Iteration 10Q (4335.478945 sec): 3 clusters Score: Raw -456564.371705 + Penalty 2735.789793 = -453828.581913 nChanged 101 SP:Iteration 11Q (4335.525368 sec): 3 clusters Score: Raw -456616.976046 + Penalty 2735.789793 = -453881.186253 nChanged 86 SP:Iteration 12Q (4335.576726 sec): 3 clusters Score: Raw -456663.120358 + Penalty 2735.789793 = -453927.330565 nChanged 84 SP:Iteration 13Q (4335.620557 sec): 3 clusters Score: Raw -456705.729866 + Penalty 2735.789793 = -453969.940073 nChanged 87 SP:Iteration 14Q (4335.661845 sec): 3 clusters Score: Raw -456750.554753 + Penalty 2735.789793 = -454014.764960 nChanged 66 SP:Iteration 15Q (4335.717733 sec): 3 clusters Score: Raw -456780.636338 + Penalty 2735.789793 = -454044.846545 nChanged 51 SP:Iteration 16Q (4335.771153 sec): 3 clusters Score: Raw -456799.053600 + Penalty 2735.789793 = -454063.263807 nChanged 37 SP:Iteration 17Q (4335.829591 sec): 3 clusters Score: Raw -456814.529309 + Penalty 2735.789793 = -454078.739516 nChanged 36 SP:Iteration 18Q (4335.881814 sec): 3 clusters Score: Raw -456829.149107 + Penalty 2735.789793 = -454093.359314 nChanged 29 SP:Iteration 19Q (4335.921062 sec): 3 clusters Score: Raw -456840.403537 + Penalty 2735.789793 = -454104.613744 nChanged 23 SP:Iteration 20F (4335.970810 sec): 3 clusters Score: Raw -456848.700208 + Penalty 2735.789793 = -454112.910415 nChanged 28 SP:Iteration 21Q (4336.026759 sec): 3 clusters Score: Raw -456860.707438 + Penalty 2735.789793 = -454124.917645 nChanged 31 SP:Iteration 22Q (4336.073671 sec): 3 clusters Score: Raw -456875.221215 + Penalty 2735.789793 = -454139.431422 nChanged 30 SP:Iteration 23Q (4336.115545 sec): 3 clusters Score: Raw -456889.499821 + Penalty 2735.789793 = -454153.710028 nChanged 25 SP:Iteration 24Q (4336.150060 sec): 3 clusters Score: Raw -456900.724374 + Penalty 2735.789793 = -454164.934581 nChanged 28 SP:Iteration 25Q (4336.187033 sec): 3 clusters Score: Raw -456910.917879 + Penalty 2735.789793 = -454175.128086 nChanged 18 SP:Iteration 26Q (4336.235162 sec): 3 clusters Score: Raw -456920.418933 + Penalty 2735.789793 = -454184.629140 nChanged 20 SP:Iteration 27Q (4336.291670 sec): 3 clusters Score: Raw -456933.770803 + Penalty 2735.789793 = -454197.981010 nChanged 29 SP:Iteration 28Q (4336.346241 sec): 3 clusters Score: Raw -456951.283795 + Penalty 2735.789793 = -454215.494003 nChanged 30 SP:Iteration 29Q (4336.387449 sec): 3 clusters Score: Raw -456970.302464 + Penalty 2735.789793 = -454234.512671 nChanged 36 SP:Iteration 30Q (4336.433395 sec): 3 clusters Score: Raw -456992.569089 + Penalty 2735.789793 = -454256.779296 nChanged 36 SP:Iteration 31Q (4336.474262 sec): 3 clusters Score: Raw -457010.246293 + Penalty 2735.789793 = -454274.456500 nChanged 29 SP:Iteration 32Q (4336.516756 sec): 3 clusters Score: Raw -457026.072333 + Penalty 2735.789793 = -454290.282540 nChanged 24 SP:Iteration 33Q (4336.571808 sec): 3 clusters Score: Raw -457038.352824 + Penalty 2735.789793 = -454302.563031 nChanged 12 SP:Iteration 34Q (4336.622574 sec): 3 clusters Score: Raw -457047.272292 + Penalty 2735.789793 = -454311.482500 nChanged 18 SP:Iteration 35Q (4336.665976 sec): 3 clusters Score: Raw -457056.196407 + Penalty 2735.789793 = -454320.406614 nChanged 19 SP:Iteration 36Q (4336.710504 sec): 3 clusters Score: Raw -457065.800783 + Penalty 2735.789793 = -454330.010990 nChanged 21 SP:Iteration 37Q (4336.755895 sec): 3 clusters Score: Raw -457076.697075 + Penalty 2735.789793 = -454340.907282 nChanged 16 SP:Iteration 38Q (4336.805100 sec): 3 clusters Score: Raw -457084.225703 + Penalty 2735.789793 = -454348.435910 nChanged 10 SP:Iteration 39Q (4336.859583 sec): 3 clusters Score: Raw -457088.979165 + Penalty 2735.789793 = -454353.189372 nChanged 9 SP:Iteration 40F (4336.908595 sec): 3 clusters Score: Raw -457093.097311 + Penalty 2735.789793 = -454357.307518 nChanged 10 SP:Iteration 41Q (4336.949901 sec): 3 clusters Score: Raw -457098.958307 + Penalty 2735.789793 = -454363.168514 nChanged 8 SP:Iteration 42Q (4337.007148 sec): 3 clusters Score: Raw -457102.035249 + Penalty 2735.789793 = -454366.245456 nChanged 9 SP:Iteration 43Q (4337.055067 sec): 3 clusters Score: Raw -457107.228785 + Penalty 2735.789793 = -454371.438992 nChanged 9 SP:Iteration 44Q (4337.097364 sec): 3 clusters Score: Raw -457111.462375 + Penalty 2735.789793 = -454375.672582 nChanged 9 SP:Iteration 45Q (4337.146638 sec): 3 clusters Score: Raw -457116.388897 + Penalty 2735.789793 = -454380.599105 nChanged 6 SP:Iteration 46Q (4337.197022 sec): 3 clusters Score: Raw -457118.882305 + Penalty 2735.789793 = -454383.092512 nChanged 7 SP:Iteration 47Q (4337.244059 sec): 3 clusters Score: Raw -457121.549674 + Penalty 2735.789793 = -454385.759881 nChanged 7 SP:Iteration 48Q (4337.289348 sec): 3 clusters Score: Raw -457124.299483 + Penalty 2735.789793 = -454388.509690 nChanged 6 SP:Iteration 49Q (4337.337480 sec): 3 clusters Score: Raw -457126.720124 + Penalty 2735.789793 = -454390.930331 nChanged 3 SP:Iteration 50Q (4337.389299 sec): 3 clusters Score: Raw -457128.637370 + Penalty 2735.789793 = -454392.847577 nChanged 3 SP:Iteration 51Q (4337.445576 sec): 3 clusters Score: Raw -457129.528149 + Penalty 2735.789793 = -454393.738356 nChanged 1 SP:Iteration 52Q (4337.492667 sec): 3 clusters Score: Raw -457129.730130 + Penalty 2735.789793 = -454393.940337 nChanged 3 SP:Iteration 53Q (4337.527412 sec): 3 clusters Score: Raw -457131.085049 + Penalty 2735.789793 = -454395.295256 nChanged 2 SP:Iteration 54Q (4337.571024 sec): 3 clusters Score: Raw -457131.813284 + Penalty 2735.789793 = -454396.023491 nChanged 0 SP:Iteration 55F (4337.624542 sec): 3 clusters Score: Raw -457131.813284 + Penalty 2735.789793 = -454396.023491 nChanged 0 Trying to split cluster 5 (49889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4337.703825 sec): 2 clusters Score: Raw -5221453.247031 + Penalty 1757.852820 = -5219695.394211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4337.831134 sec): 3 clusters Score: Raw -5189869.306246 + Penalty 3515.705640 = -5186353.600605 nChanged 23328 SP:Iteration 1F (4337.955088 sec): 3 clusters Score: Raw -5203155.151479 + Penalty 3515.705640 = -5199639.445839 nChanged 2214 SP:Iteration 2Q (4338.076961 sec): 3 clusters Score: Raw -5203990.344990 + Penalty 3515.705640 = -5200474.639350 nChanged 2508 SP:Iteration 3F (4338.195839 sec): 3 clusters Score: Raw -5205277.186469 + Penalty 3515.705640 = -5201761.480829 nChanged 2992 SP:Iteration 4F (4338.303825 sec): 3 clusters Score: Raw -5207338.105365 + Penalty 3515.705640 = -5203822.399724 nChanged 3427 SP:Iteration 5F (4338.432320 sec): 3 clusters Score: Raw -5210132.608005 + Penalty 3515.705640 = -5206616.902364 nChanged 3630 SP:Iteration 6F (4338.556194 sec): 3 clusters Score: Raw -5213518.246597 + Penalty 3515.705640 = -5210002.540957 nChanged 3438 SP:Iteration 7F (4338.668615 sec): 3 clusters Score: Raw -5216732.798899 + Penalty 3515.705640 = -5213217.093259 nChanged 2713 SP:Iteration 8F (4338.786836 sec): 3 clusters Score: Raw -5218868.450101 + Penalty 3515.705640 = -5215352.744460 nChanged 1872 SP:Iteration 9Q (4338.908211 sec): 3 clusters Score: Raw -5219987.923998 + Penalty 3515.705640 = -5216472.218358 nChanged 1222 SP:Iteration 10Q (4339.039106 sec): 3 clusters Score: Raw -5220673.006508 + Penalty 3515.705640 = -5217157.300868 nChanged 998 SP:Iteration 11Q (4339.171425 sec): 3 clusters Score: Raw -5221394.439314 + Penalty 3515.705640 = -5217878.733674 nChanged 977 SP:Iteration 12Q (4339.293725 sec): 3 clusters Score: Raw -5222398.932873 + Penalty 3515.705640 = -5218883.227233 nChanged 1029 SP:Iteration 13Q (4339.406782 sec): 3 clusters Score: Raw -5223728.435540 + Penalty 3515.705640 = -5220212.729899 nChanged 944 SP:Iteration 14Q (4339.534080 sec): 3 clusters Score: Raw -5224832.712026 + Penalty 3515.705640 = -5221317.006386 nChanged 794 SP:Iteration 15Q (4339.641944 sec): 3 clusters Score: Raw -5225321.659343 + Penalty 3515.705640 = -5221805.953702 nChanged 557 SP:Iteration 16Q (4339.752930 sec): 3 clusters Score: Raw -5225470.356491 + Penalty 3515.705640 = -5221954.650850 nChanged 342 SP:Iteration 17Q (4339.861791 sec): 3 clusters Score: Raw -5225527.736375 + Penalty 3515.705640 = -5222012.030735 nChanged 229 SP:Iteration 18Q (4339.972976 sec): 3 clusters Score: Raw -5225558.012755 + Penalty 3515.705640 = -5222042.307114 nChanged 145 SP:Iteration 19Q (4340.089548 sec): 3 clusters Score: Raw -5225574.119133 + Penalty 3515.705640 = -5222058.413493 nChanged 114 SP:Iteration 20F (4340.205963 sec): 3 clusters Score: Raw -5225584.061846 + Penalty 3515.705640 = -5222068.356206 nChanged 83 SP:Iteration 21Q (4340.320529 sec): 3 clusters Score: Raw -5225590.694906 + Penalty 3515.705640 = -5222074.989266 nChanged 71 SP:Iteration 22Q (4340.427469 sec): 3 clusters Score: Raw -5225595.358724 + Penalty 3515.705640 = -5222079.653084 nChanged 50 SP:Iteration 23Q (4340.537106 sec): 3 clusters Score: Raw -5225598.421264 + Penalty 3515.705640 = -5222082.715624 nChanged 38 SP:Iteration 24Q (4340.652051 sec): 3 clusters Score: Raw -5225600.406443 + Penalty 3515.705640 = -5222084.700803 nChanged 36 SP:Iteration 25Q (4340.761512 sec): 3 clusters Score: Raw -5225602.072827 + Penalty 3515.705640 = -5222086.367187 nChanged 29 SP:Iteration 26Q (4340.870342 sec): 3 clusters Score: Raw -5225603.876103 + Penalty 3515.705640 = -5222088.170462 nChanged 20 SP:Iteration 27Q (4340.984329 sec): 3 clusters Score: Raw -5225604.994126 + Penalty 3515.705640 = -5222089.288485 nChanged 21 SP:Iteration 28Q (4341.107723 sec): 3 clusters Score: Raw -5225605.924557 + Penalty 3515.705640 = -5222090.218917 nChanged 16 SP:Iteration 29Q (4341.225666 sec): 3 clusters Score: Raw -5225606.550975 + Penalty 3515.705640 = -5222090.845334 nChanged 13 SP:Iteration 30Q (4341.330856 sec): 3 clusters Score: Raw -5225607.060712 + Penalty 3515.705640 = -5222091.355072 nChanged 18 SP:Iteration 31Q (4341.449106 sec): 3 clusters Score: Raw -5225607.783517 + Penalty 3515.705640 = -5222092.077877 nChanged 13 SP:Iteration 32Q (4341.553058 sec): 3 clusters Score: Raw -5225608.202504 + Penalty 3515.705640 = -5222092.496863 nChanged 10 SP:Iteration 33Q (4341.657267 sec): 3 clusters Score: Raw -5225608.574770 + Penalty 3515.705640 = -5222092.869129 nChanged 9 SP:Iteration 34Q (4341.764156 sec): 3 clusters Score: Raw -5225608.929519 + Penalty 3515.705640 = -5222093.223879 nChanged 6 SP:Iteration 35Q (4341.869831 sec): 3 clusters Score: Raw -5225609.099313 + Penalty 3515.705640 = -5222093.393673 nChanged 7 SP:Iteration 36Q (4341.980756 sec): 3 clusters Score: Raw -5225609.363853 + Penalty 3515.705640 = -5222093.658213 nChanged 5 SP:Iteration 37Q (4342.111591 sec): 3 clusters Score: Raw -5225609.491897 + Penalty 3515.705640 = -5222093.786256 nChanged 3 SP:Iteration 38Q (4342.228642 sec): 3 clusters Score: Raw -5225609.552401 + Penalty 3515.705640 = -5222093.846760 nChanged 2 SP:Iteration 39Q (4342.333316 sec): 3 clusters Score: Raw -5225609.601501 + Penalty 3515.705640 = -5222093.895860 nChanged 0 SP:Iteration 40F (4342.463263 sec): 3 clusters Score: Raw -5225609.601501 + Penalty 3515.705640 = -5222093.895860 nChanged 0 Score: Raw -49716021.384775 + Penalty 44728.538239 = -49671292.846536 Splitting cluster 5 changes total score from -49666665.245480 to -49671292.846536 So it's getting split into cluster 21. Trying to split cluster 7 (9805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4348.965797 sec): 2 clusters Score: Raw -999990.966702 + Penalty 1493.480258 = -998497.486444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4349.016109 sec): 3 clusters Score: Raw -994460.774795 + Penalty 2986.960515 = -991473.814280 nChanged 4242 SP:Iteration 1F (4349.071474 sec): 3 clusters Score: Raw -996562.537816 + Penalty 2986.960515 = -993575.577301 nChanged 537 SP:Iteration 2F (4349.127168 sec): 3 clusters Score: Raw -996788.326325 + Penalty 2986.960515 = -993801.365810 nChanged 478 SP:Iteration 3Q (4349.184818 sec): 3 clusters Score: Raw -996977.114661 + Penalty 2986.960515 = -993990.154146 nChanged 433 SP:Iteration 4Q (4349.243935 sec): 3 clusters Score: Raw -997145.178458 + Penalty 2986.960515 = -994158.217943 nChanged 379 SP:Iteration 5Q (4349.294686 sec): 3 clusters Score: Raw -997297.519341 + Penalty 2986.960515 = -994310.558826 nChanged 396 SP:Iteration 6Q (4349.356730 sec): 3 clusters Score: Raw -997464.470996 + Penalty 2986.960515 = -994477.510481 nChanged 373 SP:Iteration 7Q (4349.419353 sec): 3 clusters Score: Raw -997631.531159 + Penalty 2986.960515 = -994644.570644 nChanged 333 SP:Iteration 8Q (4349.473971 sec): 3 clusters Score: Raw -997785.968210 + Penalty 2986.960515 = -994799.007695 nChanged 341 SP:Iteration 9Q (4349.522551 sec): 3 clusters Score: Raw -997955.924944 + Penalty 2986.960515 = -994968.964429 nChanged 350 SP:Iteration 10Q (4349.581316 sec): 3 clusters Score: Raw -998154.399734 + Penalty 2986.960515 = -995167.439219 nChanged 366 SP:Iteration 11Q (4349.632897 sec): 3 clusters Score: Raw -998370.869169 + Penalty 2986.960515 = -995383.908654 nChanged 334 SP:Iteration 12Q (4349.692670 sec): 3 clusters Score: Raw -998584.662353 + Penalty 2986.960515 = -995597.701838 nChanged 338 SP:Iteration 13Q (4349.750786 sec): 3 clusters Score: Raw -998781.010627 + Penalty 2986.960515 = -995794.050112 nChanged 286 SP:Iteration 14Q (4349.798810 sec): 3 clusters Score: Raw -998967.301075 + Penalty 2986.960515 = -995980.340560 nChanged 286 SP:Iteration 15Q (4349.856745 sec): 3 clusters Score: Raw -999152.239191 + Penalty 2986.960515 = -996165.278676 nChanged 242 SP:Iteration 16Q (4349.918168 sec): 3 clusters Score: Raw -999298.496012 + Penalty 2986.960515 = -996311.535497 nChanged 196 SP:Iteration 17Q (4349.978421 sec): 3 clusters Score: Raw -999414.672048 + Penalty 2986.960515 = -996427.711533 nChanged 167 SP:Iteration 18Q (4350.027603 sec): 3 clusters Score: Raw -999496.900359 + Penalty 2986.960515 = -996509.939844 nChanged 144 SP:Iteration 19Q (4350.075365 sec): 3 clusters Score: Raw -999562.898200 + Penalty 2986.960515 = -996575.937685 nChanged 128 SP:Iteration 20F (4350.128162 sec): 3 clusters Score: Raw -999630.167744 + Penalty 2986.960515 = -996643.207229 nChanged 125 SP:Iteration 21Q (4350.172160 sec): 3 clusters Score: Raw -999690.532216 + Penalty 2986.960515 = -996703.571701 nChanged 120 SP:Iteration 22Q (4350.220467 sec): 3 clusters Score: Raw -999741.673373 + Penalty 2986.960515 = -996754.712858 nChanged 108 SP:Iteration 23Q (4350.278788 sec): 3 clusters Score: Raw -999790.001496 + Penalty 2986.960515 = -996803.040980 nChanged 91 SP:Iteration 24Q (4350.335894 sec): 3 clusters Score: Raw -999835.382371 + Penalty 2986.960515 = -996848.421856 nChanged 79 SP:Iteration 25Q (4350.386753 sec): 3 clusters Score: Raw -999870.388550 + Penalty 2986.960515 = -996883.428034 nChanged 68 SP:Iteration 26Q (4350.442733 sec): 3 clusters Score: Raw -999904.302555 + Penalty 2986.960515 = -996917.342040 nChanged 55 SP:Iteration 27Q (4350.504675 sec): 3 clusters Score: Raw -999930.710732 + Penalty 2986.960515 = -996943.750217 nChanged 64 SP:Iteration 28Q (4350.554947 sec): 3 clusters Score: Raw -999958.893721 + Penalty 2986.960515 = -996971.933206 nChanged 54 SP:Iteration 29Q (4350.614449 sec): 3 clusters Score: Raw -999985.247546 + Penalty 2986.960515 = -996998.287031 nChanged 41 SP:Iteration 30Q (4350.663184 sec): 3 clusters Score: Raw -1000003.745101 + Penalty 2986.960515 = -997016.784586 nChanged 36 SP:Iteration 31Q (4350.721359 sec): 3 clusters Score: Raw -1000019.309850 + Penalty 2986.960515 = -997032.349335 nChanged 41 SP:Iteration 32Q (4350.778452 sec): 3 clusters Score: Raw -1000036.951099 + Penalty 2986.960515 = -997049.990584 nChanged 40 SP:Iteration 33Q (4350.840264 sec): 3 clusters Score: Raw -1000053.158485 + Penalty 2986.960515 = -997066.197970 nChanged 31 SP:Iteration 34Q (4350.887732 sec): 3 clusters Score: Raw -1000066.425594 + Penalty 2986.960515 = -997079.465079 nChanged 33 SP:Iteration 35Q (4350.931571 sec): 3 clusters Score: Raw -1000084.009626 + Penalty 2986.960515 = -997097.049111 nChanged 34 SP:Iteration 36Q (4350.985289 sec): 3 clusters Score: Raw -1000101.061766 + Penalty 2986.960515 = -997114.101251 nChanged 28 SP:Iteration 37Q (4351.049870 sec): 3 clusters Score: Raw -1000111.921062 + Penalty 2986.960515 = -997124.960547 nChanged 32 SP:Iteration 38Q (4351.102352 sec): 3 clusters Score: Raw -1000125.023251 + Penalty 2986.960515 = -997138.062736 nChanged 27 SP:Iteration 39Q (4351.159127 sec): 3 clusters Score: Raw -1000136.960175 + Penalty 2986.960515 = -997149.999660 nChanged 28 SP:Iteration 40F (4351.204187 sec): 3 clusters Score: Raw -1000148.963423 + Penalty 2986.960515 = -997162.002908 nChanged 22 SP:Iteration 41Q (4351.260721 sec): 3 clusters Score: Raw -1000158.645835 + Penalty 2986.960515 = -997171.685320 nChanged 19 SP:Iteration 42Q (4351.319430 sec): 3 clusters Score: Raw -1000164.931043 + Penalty 2986.960515 = -997177.970528 nChanged 17 SP:Iteration 43Q (4351.374246 sec): 3 clusters Score: Raw -1000171.512444 + Penalty 2986.960515 = -997184.551929 nChanged 18 SP:Iteration 44Q (4351.414285 sec): 3 clusters Score: Raw -1000182.514270 + Penalty 2986.960515 = -997195.553755 nChanged 16 SP:Iteration 45Q (4351.473070 sec): 3 clusters Score: Raw -1000191.383283 + Penalty 2986.960515 = -997204.422768 nChanged 14 SP:Iteration 46Q (4351.523844 sec): 3 clusters Score: Raw -1000197.118864 + Penalty 2986.960515 = -997210.158349 nChanged 12 SP:Iteration 47Q (4351.574333 sec): 3 clusters Score: Raw -1000202.476226 + Penalty 2986.960515 = -997215.515711 nChanged 6 SP:Iteration 48Q (4351.625210 sec): 3 clusters Score: Raw -1000203.586553 + Penalty 2986.960515 = -997216.626038 nChanged 4 SP:Iteration 49Q (4351.680080 sec): 3 clusters Score: Raw -1000205.619699 + Penalty 2986.960515 = -997218.659184 nChanged 2 SP:Iteration 50Q (4351.744869 sec): 3 clusters Score: Raw -1000207.581259 + Penalty 2986.960515 = -997220.620744 nChanged 4 SP:Iteration 51Q (4351.790765 sec): 3 clusters Score: Raw -1000208.692493 + Penalty 2986.960515 = -997221.731978 nChanged 4 SP:Iteration 52Q (4351.845341 sec): 3 clusters Score: Raw -1000210.803760 + Penalty 2986.960515 = -997223.843245 nChanged 6 SP:Iteration 53Q (4351.883018 sec): 3 clusters Score: Raw -1000214.320842 + Penalty 2986.960515 = -997227.360327 nChanged 8 SP:Iteration 54Q (4351.933024 sec): 3 clusters Score: Raw -1000218.190666 + Penalty 2986.960515 = -997231.230151 nChanged 8 SP:Iteration 55Q (4351.994936 sec): 3 clusters Score: Raw -1000221.000750 + Penalty 2986.960515 = -997234.040235 nChanged 4 SP:Iteration 56Q (4352.036316 sec): 3 clusters Score: Raw -1000223.145308 + Penalty 2986.960515 = -997236.184793 nChanged 6 SP:Iteration 57Q (4352.087830 sec): 3 clusters Score: Raw -1000225.806499 + Penalty 2986.960515 = -997238.845983 nChanged 7 SP:Iteration 58Q (4352.150199 sec): 3 clusters Score: Raw -1000228.942411 + Penalty 2986.960515 = -997241.981896 nChanged 9 SP:Iteration 59Q (4352.185790 sec): 3 clusters Score: Raw -1000233.041822 + Penalty 2986.960515 = -997246.081307 nChanged 9 SP:Iteration 60F (4352.246743 sec): 3 clusters Score: Raw -1000236.949870 + Penalty 2986.960515 = -997249.989355 nChanged 9 SP:Iteration 61Q (4352.304766 sec): 3 clusters Score: Raw -1000242.015179 + Penalty 2986.960515 = -997255.054664 nChanged 10 SP:Iteration 62Q (4352.366653 sec): 3 clusters Score: Raw -1000247.214044 + Penalty 2986.960515 = -997260.253529 nChanged 8 SP:Iteration 63Q (4352.432987 sec): 3 clusters Score: Raw -1000250.096055 + Penalty 2986.960515 = -997263.135540 nChanged 5 SP:Iteration 64Q (4352.467324 sec): 3 clusters Score: Raw -1000252.503673 + Penalty 2986.960515 = -997265.543158 nChanged 3 SP:Iteration 65Q (4352.524290 sec): 3 clusters Score: Raw -1000254.249120 + Penalty 2986.960515 = -997267.288605 nChanged 6 SP:Iteration 66Q (4352.586086 sec): 3 clusters Score: Raw -1000258.475733 + Penalty 2986.960515 = -997271.515218 nChanged 5 SP:Iteration 67Q (4352.643219 sec): 3 clusters Score: Raw -1000260.281294 + Penalty 2986.960515 = -997273.320779 nChanged 5 SP:Iteration 68Q (4352.698428 sec): 3 clusters Score: Raw -1000262.303748 + Penalty 2986.960515 = -997275.343233 nChanged 7 SP:Iteration 69Q (4352.740957 sec): 3 clusters Score: Raw -1000265.913519 + Penalty 2986.960515 = -997278.953004 nChanged 10 SP:Iteration 70Q (4352.793564 sec): 3 clusters Score: Raw -1000275.079099 + Penalty 2986.960515 = -997288.118584 nChanged 14 SP:Iteration 71Q (4352.848767 sec): 3 clusters Score: Raw -1000284.648288 + Penalty 2986.960515 = -997297.687773 nChanged 8 SP:Iteration 72Q (4352.900380 sec): 3 clusters Score: Raw -1000290.822831 + Penalty 2986.960515 = -997303.862316 nChanged 7 SP:Iteration 73Q (4352.928500 sec): 3 clusters Score: Raw -1000294.418788 + Penalty 2986.960515 = -997307.458273 nChanged 7 SP:Iteration 74Q (4352.981328 sec): 3 clusters Score: Raw -1000298.515122 + Penalty 2986.960515 = -997311.554607 nChanged 5 SP:Iteration 75Q (4353.026220 sec): 3 clusters Score: Raw -1000300.709875 + Penalty 2986.960515 = -997313.749360 nChanged 5 SP:Iteration 76Q (4353.084943 sec): 3 clusters Score: Raw -1000303.447264 + Penalty 2986.960515 = -997316.486749 nChanged 6 SP:Iteration 77Q (4353.138537 sec): 3 clusters Score: Raw -1000305.808524 + Penalty 2986.960515 = -997318.848009 nChanged 3 SP:Iteration 78Q (4353.196027 sec): 3 clusters Score: Raw -1000307.459785 + Penalty 2986.960515 = -997320.499270 nChanged 1 SP:Iteration 79Q (4353.239088 sec): 3 clusters Score: Raw -1000308.752441 + Penalty 2986.960515 = -997321.791926 nChanged 0 SP:Iteration 80F (4353.302575 sec): 3 clusters Score: Raw -1000308.752441 + Penalty 2986.960515 = -997321.791926 nChanged 0 Trying to split cluster 8 (50759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4353.393199 sec): 2 clusters Score: Raw -5200041.515004 + Penalty 1760.662186 = -5198280.852818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4353.514884 sec): 3 clusters Score: Raw -5168102.600451 + Penalty 3521.324372 = -5164581.276079 nChanged 23704 SP:Iteration 1F (4353.636908 sec): 3 clusters Score: Raw -5182191.368482 + Penalty 3521.324372 = -5178670.044110 nChanged 2968 SP:Iteration 2F (4353.754732 sec): 3 clusters Score: Raw -5183599.836378 + Penalty 3521.324372 = -5180078.512006 nChanged 3326 SP:Iteration 3F (4353.878363 sec): 3 clusters Score: Raw -5185504.915384 + Penalty 3521.324372 = -5181983.591012 nChanged 3677 SP:Iteration 4F (4353.998724 sec): 3 clusters Score: Raw -5187960.701473 + Penalty 3521.324372 = -5184439.377101 nChanged 3639 SP:Iteration 5F (4354.101557 sec): 3 clusters Score: Raw -5190697.065740 + Penalty 3521.324372 = -5187175.741369 nChanged 3257 SP:Iteration 6F (4354.219561 sec): 3 clusters Score: Raw -5193298.053943 + Penalty 3521.324372 = -5189776.729571 nChanged 2504 SP:Iteration 7Q (4354.350406 sec): 3 clusters Score: Raw -5195800.390651 + Penalty 3521.324372 = -5192279.066279 nChanged 1714 SP:Iteration 8Q (4354.469728 sec): 3 clusters Score: Raw -5198799.346065 + Penalty 3521.324372 = -5195278.021693 nChanged 1097 SP:Iteration 9Q (4354.585112 sec): 3 clusters Score: Raw -5200280.434483 + Penalty 3521.324372 = -5196759.110111 nChanged 1020 SP:Iteration 10Q (4354.710187 sec): 3 clusters Score: Raw -5200676.119001 + Penalty 3521.324372 = -5197154.794629 nChanged 640 SP:Iteration 11Q (4354.814670 sec): 3 clusters Score: Raw -5200858.080443 + Penalty 3521.324372 = -5197336.756071 nChanged 421 SP:Iteration 12Q (4354.905277 sec): 3 clusters Score: Raw -5200965.530400 + Penalty 3521.324372 = -5197444.206028 nChanged 333 SP:Iteration 13Q (4355.025220 sec): 3 clusters Score: Raw -5201050.537874 + Penalty 3521.324372 = -5197529.213502 nChanged 330 SP:Iteration 14Q (4355.145492 sec): 3 clusters Score: Raw -5201141.906041 + Penalty 3521.324372 = -5197620.581669 nChanged 374 SP:Iteration 15Q (4355.268395 sec): 3 clusters Score: Raw -5201265.223077 + Penalty 3521.324372 = -5197743.898705 nChanged 444 SP:Iteration 16Q (4355.379578 sec): 3 clusters Score: Raw -5201427.443619 + Penalty 3521.324372 = -5197906.119247 nChanged 510 SP:Iteration 17Q (4355.495324 sec): 3 clusters Score: Raw -5201631.772428 + Penalty 3521.324372 = -5198110.448056 nChanged 579 SP:Iteration 18Q (4355.609786 sec): 3 clusters Score: Raw -5201890.098751 + Penalty 3521.324372 = -5198368.774379 nChanged 687 SP:Iteration 19Q (4355.714953 sec): 3 clusters Score: Raw -5202243.408286 + Penalty 3521.324372 = -5198722.083914 nChanged 839 SP:Iteration 20F (4355.847254 sec): 3 clusters Score: Raw -5202753.687026 + Penalty 3521.324372 = -5199232.362654 nChanged 992 SP:Iteration 21Q (4355.954670 sec): 3 clusters Score: Raw -5203537.635244 + Penalty 3521.324372 = -5200016.310872 nChanged 1203 SP:Iteration 22Q (4356.080477 sec): 3 clusters Score: Raw -5204791.161047 + Penalty 3521.324372 = -5201269.836675 nChanged 1479 SP:Iteration 23Q (4356.174765 sec): 3 clusters Score: Raw -5206891.129776 + Penalty 3521.324372 = -5203369.805404 nChanged 1719 SP:Iteration 24Q (4356.297588 sec): 3 clusters Score: Raw -5210064.938323 + Penalty 3521.324372 = -5206543.613952 nChanged 1960 SP:Iteration 25Q (4356.414189 sec): 3 clusters Score: Raw -5214959.789594 + Penalty 3521.324372 = -5211438.465222 nChanged 1995 SP:Iteration 26Q (4356.516925 sec): 3 clusters Score: Raw -5221947.681878 + Penalty 3521.324372 = -5218426.357507 nChanged 702 SP:Iteration 27Q (4356.635930 sec): 3 clusters Score: Raw -5225379.891496 + Penalty 3521.324372 = -5221858.567124 nChanged 227 SP:Iteration 28Q (4356.740910 sec): 3 clusters Score: Raw -5226119.206157 + Penalty 3521.324372 = -5222597.881786 nChanged 38 SP:Iteration 29Q (4356.843028 sec): 3 clusters Score: Raw -5226177.401467 + Penalty 3521.324372 = -5222656.077095 nChanged 5 SP:Iteration 30Q (4356.949341 sec): 3 clusters Score: Raw -5226177.823511 + Penalty 3521.324372 = -5222656.499139 nChanged 0 SP:Iteration 31F (4357.067199 sec): 3 clusters Score: Raw -5226177.823511 + Penalty 3521.324372 = -5222656.499139 nChanged 0 Score: Raw -49742157.693282 + Penalty 46858.468631 = -49695299.224651 Splitting cluster 8 changes total score from -49666665.245480 to -49695299.224651 So it's getting split into cluster 22. Trying to split cluster 9 (26085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4363.859858 sec): 2 clusters Score: Raw -2572025.135435 + Penalty 1652.481304 = -2570372.654131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4363.947612 sec): 3 clusters Score: Raw -2556137.321906 + Penalty 3304.962608 = -2552832.359298 nChanged 11983 SP:Iteration 1F (4364.039448 sec): 3 clusters Score: Raw -2562902.004523 + Penalty 3304.962608 = -2559597.041915 nChanged 1289 SP:Iteration 2Q (4364.123785 sec): 3 clusters Score: Raw -2563393.225520 + Penalty 3304.962608 = -2560088.262913 nChanged 1228 SP:Iteration 3Q (4364.223990 sec): 3 clusters Score: Raw -2563882.969639 + Penalty 3304.962608 = -2560578.007031 nChanged 1242 SP:Iteration 4Q (4364.312591 sec): 3 clusters Score: Raw -2564368.579503 + Penalty 3304.962608 = -2561063.616896 nChanged 1172 SP:Iteration 5Q (4364.397492 sec): 3 clusters Score: Raw -2564789.513054 + Penalty 3304.962608 = -2561484.550446 nChanged 1051 SP:Iteration 6Q (4364.473976 sec): 3 clusters Score: Raw -2565162.609905 + Penalty 3304.962608 = -2561857.647297 nChanged 944 SP:Iteration 7Q (4364.557219 sec): 3 clusters Score: Raw -2565503.975298 + Penalty 3304.962608 = -2562199.012690 nChanged 961 SP:Iteration 8Q (4364.651018 sec): 3 clusters Score: Raw -2565838.472591 + Penalty 3304.962608 = -2562533.509984 nChanged 983 SP:Iteration 9Q (4364.728283 sec): 3 clusters Score: Raw -2566199.073278 + Penalty 3304.962608 = -2562894.110670 nChanged 954 SP:Iteration 10Q (4364.805861 sec): 3 clusters Score: Raw -2566600.320154 + Penalty 3304.962608 = -2563295.357546 nChanged 1040 SP:Iteration 11Q (4364.880940 sec): 3 clusters Score: Raw -2567093.071319 + Penalty 3304.962608 = -2563788.108711 nChanged 1180 SP:Iteration 12Q (4364.966169 sec): 3 clusters Score: Raw -2567766.693252 + Penalty 3304.962608 = -2564461.730644 nChanged 1263 SP:Iteration 13Q (4365.018242 sec): 3 clusters Score: Raw -2568560.118917 + Penalty 3304.962608 = -2565255.156310 nChanged 1279 SP:Iteration 14Q (4365.103838 sec): 3 clusters Score: Raw -2569416.386564 + Penalty 3304.962608 = -2566111.423957 nChanged 1093 SP:Iteration 15Q (4365.189964 sec): 3 clusters Score: Raw -2570171.097170 + Penalty 3304.962608 = -2566866.134563 nChanged 896 SP:Iteration 16Q (4365.274875 sec): 3 clusters Score: Raw -2570819.627314 + Penalty 3304.962608 = -2567514.664707 nChanged 677 SP:Iteration 17Q (4365.354180 sec): 3 clusters Score: Raw -2571302.620141 + Penalty 3304.962608 = -2567997.657534 nChanged 498 SP:Iteration 18Q (4365.439056 sec): 3 clusters Score: Raw -2571692.253402 + Penalty 3304.962608 = -2568387.290795 nChanged 293 SP:Iteration 19Q (4365.517421 sec): 3 clusters Score: Raw -2571945.384328 + Penalty 3304.962608 = -2568640.421721 nChanged 154 SP:Iteration 20F (4365.602341 sec): 3 clusters Score: Raw -2572061.786729 + Penalty 3304.962608 = -2568756.824121 nChanged 89 SP:Iteration 21Q (4365.674083 sec): 3 clusters Score: Raw -2572131.979917 + Penalty 3304.962608 = -2568827.017309 nChanged 42 SP:Iteration 22Q (4365.746245 sec): 3 clusters Score: Raw -2572163.159672 + Penalty 3304.962608 = -2568858.197065 nChanged 33 SP:Iteration 23Q (4365.819509 sec): 3 clusters Score: Raw -2572187.855540 + Penalty 3304.962608 = -2568882.892932 nChanged 26 SP:Iteration 24Q (4365.888407 sec): 3 clusters Score: Raw -2572211.091465 + Penalty 3304.962608 = -2568906.128858 nChanged 21 SP:Iteration 25Q (4365.964802 sec): 3 clusters Score: Raw -2572228.684952 + Penalty 3304.962608 = -2568923.722345 nChanged 19 SP:Iteration 26Q (4366.034922 sec): 3 clusters Score: Raw -2572246.651847 + Penalty 3304.962608 = -2568941.689239 nChanged 10 SP:Iteration 27Q (4366.118193 sec): 3 clusters Score: Raw -2572258.742681 + Penalty 3304.962608 = -2568953.780074 nChanged 10 SP:Iteration 28Q (4366.201324 sec): 3 clusters Score: Raw -2572269.979407 + Penalty 3304.962608 = -2568965.016799 nChanged 6 SP:Iteration 29Q (4366.272345 sec): 3 clusters Score: Raw -2572274.669722 + Penalty 3304.962608 = -2568969.707115 nChanged 4 SP:Iteration 30Q (4366.346992 sec): 3 clusters Score: Raw -2572280.538667 + Penalty 3304.962608 = -2568975.576060 nChanged 3 SP:Iteration 31Q (4366.435594 sec): 3 clusters Score: Raw -2572282.374265 + Penalty 3304.962608 = -2568977.411657 nChanged 1 SP:Iteration 32Q (4366.502890 sec): 3 clusters Score: Raw -2572282.994837 + Penalty 3304.962608 = -2568978.032230 nChanged 1 SP:Iteration 33Q (4366.571344 sec): 3 clusters Score: Raw -2572283.672533 + Penalty 3304.962608 = -2568978.709926 nChanged 1 SP:Iteration 34Q (4366.650710 sec): 3 clusters Score: Raw -2572284.560361 + Penalty 3304.962608 = -2568979.597753 nChanged 2 SP:Iteration 35Q (4366.717356 sec): 3 clusters Score: Raw -2572285.276304 + Penalty 3304.962608 = -2568980.313697 nChanged 0 SP:Iteration 36F (4366.795625 sec): 3 clusters Score: Raw -2572285.276304 + Penalty 3304.962608 = -2568980.313697 nChanged 0 Trying to split cluster 11 (7638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4366.825857 sec): 2 clusters Score: Raw -761292.009794 + Penalty 1452.894799 = -759839.114996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4366.881050 sec): 3 clusters Score: Raw -757164.420516 + Penalty 2905.789597 = -754258.630919 nChanged 3257 SP:Iteration 1F (4366.941797 sec): 3 clusters Score: Raw -759325.913770 + Penalty 2905.789597 = -756420.124173 nChanged 794 SP:Iteration 2F (4366.995653 sec): 3 clusters Score: Raw -760516.367458 + Penalty 2905.789597 = -757610.577861 nChanged 906 SP:Iteration 3F (4367.022278 sec): 3 clusters Score: Raw -762173.678277 + Penalty 2905.789597 = -759267.888680 nChanged 834 SP:Iteration 4F (4367.075198 sec): 3 clusters Score: Raw -763643.678317 + Penalty 2905.789597 = -760737.888720 nChanged 599 SP:Iteration 5F (4367.119495 sec): 3 clusters Score: Raw -764487.162684 + Penalty 2905.789597 = -761581.373087 nChanged 401 SP:Iteration 6F (4367.178340 sec): 3 clusters Score: Raw -765004.041553 + Penalty 2905.789597 = -762098.251956 nChanged 355 SP:Iteration 7Q (4367.237874 sec): 3 clusters Score: Raw -765449.854925 + Penalty 2905.789597 = -762544.065328 nChanged 307 SP:Iteration 8Q (4367.278788 sec): 3 clusters Score: Raw -765820.285716 + Penalty 2905.789597 = -762914.496119 nChanged 271 SP:Iteration 9Q (4367.319410 sec): 3 clusters Score: Raw -766130.519596 + Penalty 2905.789597 = -763224.729999 nChanged 217 SP:Iteration 10Q (4367.381690 sec): 3 clusters Score: Raw -766351.979149 + Penalty 2905.789597 = -763446.189552 nChanged 152 SP:Iteration 11Q (4367.438735 sec): 3 clusters Score: Raw -766475.226285 + Penalty 2905.789597 = -763569.436688 nChanged 99 SP:Iteration 12Q (4367.491208 sec): 3 clusters Score: Raw -766535.031519 + Penalty 2905.789597 = -763629.241922 nChanged 70 SP:Iteration 13Q (4367.536093 sec): 3 clusters Score: Raw -766567.578553 + Penalty 2905.789597 = -763661.788956 nChanged 47 SP:Iteration 14Q (4367.573264 sec): 3 clusters Score: Raw -766586.535277 + Penalty 2905.789597 = -763680.745680 nChanged 34 SP:Iteration 15Q (4367.627391 sec): 3 clusters Score: Raw -766600.475556 + Penalty 2905.789597 = -763694.685959 nChanged 28 SP:Iteration 16Q (4367.689061 sec): 3 clusters Score: Raw -766609.196823 + Penalty 2905.789597 = -763703.407226 nChanged 9 SP:Iteration 17Q (4367.743178 sec): 3 clusters Score: Raw -766611.761273 + Penalty 2905.789597 = -763705.971676 nChanged 11 SP:Iteration 18Q (4367.781469 sec): 3 clusters Score: Raw -766613.863915 + Penalty 2905.789597 = -763708.074318 nChanged 3 SP:Iteration 19Q (4367.830363 sec): 3 clusters Score: Raw -766614.276583 + Penalty 2905.789597 = -763708.486986 nChanged 2 SP:Iteration 20F (4367.880004 sec): 3 clusters Score: Raw -766614.731756 + Penalty 2905.789597 = -763708.942159 nChanged 0 Score: Raw -49747480.415244 + Penalty 48988.399023 = -49698492.016221 Splitting cluster 11 changes total score from -49666665.245480 to -49698492.016221 So it's getting split into cluster 23. Trying to split cluster 12 (69725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4375.016733 sec): 2 clusters Score: Raw -7163825.174417 + Penalty 1812.251060 = -7162012.923357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4375.191926 sec): 3 clusters Score: Raw -7118931.299567 + Penalty 3624.502119 = -7115306.797448 nChanged 33265 SP:Iteration 1F (4375.351714 sec): 3 clusters Score: Raw -7138396.171133 + Penalty 3624.502119 = -7134771.669014 nChanged 2756 SP:Iteration 2Q (4375.510054 sec): 3 clusters Score: Raw -7139337.837992 + Penalty 3624.502119 = -7135713.335872 nChanged 2928 SP:Iteration 3Q (4375.682551 sec): 3 clusters Score: Raw -7140392.869805 + Penalty 3624.502119 = -7136768.367686 nChanged 3122 SP:Iteration 4Q (4375.857227 sec): 3 clusters Score: Raw -7141640.260747 + Penalty 3624.502119 = -7138015.758628 nChanged 3259 SP:Iteration 5Q (4376.015039 sec): 3 clusters Score: Raw -7143099.526895 + Penalty 3624.502119 = -7139475.024776 nChanged 3400 SP:Iteration 6Q (4376.171567 sec): 3 clusters Score: Raw -7144688.301940 + Penalty 3624.502119 = -7141063.799821 nChanged 3472 SP:Iteration 7Q (4376.342486 sec): 3 clusters Score: Raw -7146383.767304 + Penalty 3624.502119 = -7142759.265185 nChanged 3542 SP:Iteration 8F (4376.501515 sec): 3 clusters Score: Raw -7148126.342475 + Penalty 3624.502119 = -7144501.840356 nChanged 3543 SP:Iteration 9F (4376.654756 sec): 3 clusters Score: Raw -7149913.855415 + Penalty 3624.502119 = -7146289.353296 nChanged 3478 SP:Iteration 10Q (4376.811660 sec): 3 clusters Score: Raw -7151606.425524 + Penalty 3624.502119 = -7147981.923405 nChanged 3193 SP:Iteration 11Q (4376.977399 sec): 3 clusters Score: Raw -7153055.187641 + Penalty 3624.502119 = -7149430.685522 nChanged 2802 SP:Iteration 12Q (4377.130414 sec): 3 clusters Score: Raw -7154189.122156 + Penalty 3624.502119 = -7150564.620037 nChanged 2262 SP:Iteration 13Q (4377.283306 sec): 3 clusters Score: Raw -7155008.952085 + Penalty 3624.502119 = -7151384.449966 nChanged 1909 SP:Iteration 14Q (4377.433371 sec): 3 clusters Score: Raw -7155676.161065 + Penalty 3624.502119 = -7152051.658946 nChanged 1609 SP:Iteration 15Q (4377.579846 sec): 3 clusters Score: Raw -7156205.021191 + Penalty 3624.502119 = -7152580.519072 nChanged 1451 SP:Iteration 16Q (4377.733063 sec): 3 clusters Score: Raw -7156674.566494 + Penalty 3624.502119 = -7153050.064374 nChanged 1303 SP:Iteration 17Q (4377.880500 sec): 3 clusters Score: Raw -7157090.517408 + Penalty 3624.502119 = -7153466.015289 nChanged 1287 SP:Iteration 18Q (4378.055946 sec): 3 clusters Score: Raw -7157489.942737 + Penalty 3624.502119 = -7153865.440618 nChanged 1179 SP:Iteration 19Q (4378.221948 sec): 3 clusters Score: Raw -7157852.386945 + Penalty 3624.502119 = -7154227.884826 nChanged 1178 SP:Iteration 20F (4378.389015 sec): 3 clusters Score: Raw -7158204.007259 + Penalty 3624.502119 = -7154579.505140 nChanged 1159 SP:Iteration 21Q (4378.560386 sec): 3 clusters Score: Raw -7158540.108718 + Penalty 3624.502119 = -7154915.606599 nChanged 1134 SP:Iteration 22Q (4378.731165 sec): 3 clusters Score: Raw -7158846.058157 + Penalty 3624.502119 = -7155221.556037 nChanged 1095 SP:Iteration 23Q (4378.894531 sec): 3 clusters Score: Raw -7159113.400810 + Penalty 3624.502119 = -7155488.898691 nChanged 1058 SP:Iteration 24Q (4379.053885 sec): 3 clusters Score: Raw -7159374.886611 + Penalty 3624.502119 = -7155750.384492 nChanged 1045 SP:Iteration 25Q (4379.211985 sec): 3 clusters Score: Raw -7159638.928794 + Penalty 3624.502119 = -7156014.426675 nChanged 1083 SP:Iteration 26Q (4379.349763 sec): 3 clusters Score: Raw -7159921.612816 + Penalty 3624.502119 = -7156297.110697 nChanged 1051 SP:Iteration 27Q (4379.515361 sec): 3 clusters Score: Raw -7160212.269240 + Penalty 3624.502119 = -7156587.767121 nChanged 1067 SP:Iteration 28Q (4379.658840 sec): 3 clusters Score: Raw -7160508.212341 + Penalty 3624.502119 = -7156883.710222 nChanged 1030 SP:Iteration 29Q (4379.807366 sec): 3 clusters Score: Raw -7160795.129882 + Penalty 3624.502119 = -7157170.627763 nChanged 1018 SP:Iteration 30Q (4379.959129 sec): 3 clusters Score: Raw -7161096.139574 + Penalty 3624.502119 = -7157471.637455 nChanged 1004 SP:Iteration 31Q (4380.109772 sec): 3 clusters Score: Raw -7161410.391648 + Penalty 3624.502119 = -7157785.889529 nChanged 953 SP:Iteration 32Q (4380.256441 sec): 3 clusters Score: Raw -7161719.192339 + Penalty 3624.502119 = -7158094.690220 nChanged 918 SP:Iteration 33Q (4380.391779 sec): 3 clusters Score: Raw -7162017.220855 + Penalty 3624.502119 = -7158392.718736 nChanged 896 SP:Iteration 34Q (4380.541664 sec): 3 clusters Score: Raw -7162295.187755 + Penalty 3624.502119 = -7158670.685636 nChanged 801 SP:Iteration 35Q (4380.695182 sec): 3 clusters Score: Raw -7162535.845053 + Penalty 3624.502119 = -7158911.342934 nChanged 679 SP:Iteration 36Q (4380.842119 sec): 3 clusters Score: Raw -7162729.490819 + Penalty 3624.502119 = -7159104.988700 nChanged 594 SP:Iteration 37Q (4380.979044 sec): 3 clusters Score: Raw -7162908.396176 + Penalty 3624.502119 = -7159283.894057 nChanged 526 SP:Iteration 38Q (4381.124459 sec): 3 clusters Score: Raw -7163073.697858 + Penalty 3624.502119 = -7159449.195739 nChanged 502 SP:Iteration 39Q (4381.255746 sec): 3 clusters Score: Raw -7163228.411029 + Penalty 3624.502119 = -7159603.908910 nChanged 448 SP:Iteration 40F (4381.407568 sec): 3 clusters Score: Raw -7163378.565506 + Penalty 3624.502119 = -7159754.063387 nChanged 415 SP:Iteration 41Q (4381.536062 sec): 3 clusters Score: Raw -7163512.191450 + Penalty 3624.502119 = -7159887.689331 nChanged 346 SP:Iteration 42Q (4381.669319 sec): 3 clusters Score: Raw -7163612.534339 + Penalty 3624.502119 = -7159988.032220 nChanged 302 SP:Iteration 43Q (4381.801850 sec): 3 clusters Score: Raw -7163707.918786 + Penalty 3624.502119 = -7160083.416667 nChanged 277 SP:Iteration 44Q (4381.948244 sec): 3 clusters Score: Raw -7163791.875868 + Penalty 3624.502119 = -7160167.373749 nChanged 228 SP:Iteration 45Q (4382.089070 sec): 3 clusters Score: Raw -7163862.859886 + Penalty 3624.502119 = -7160238.357767 nChanged 163 SP:Iteration 46Q (4382.220839 sec): 3 clusters Score: Raw -7163905.210000 + Penalty 3624.502119 = -7160280.707881 nChanged 136 SP:Iteration 47Q (4382.377107 sec): 3 clusters Score: Raw -7163941.247318 + Penalty 3624.502119 = -7160316.745199 nChanged 119 SP:Iteration 48Q (4382.515618 sec): 3 clusters Score: Raw -7163971.036256 + Penalty 3624.502119 = -7160346.534137 nChanged 109 SP:Iteration 49Q (4382.657731 sec): 3 clusters Score: Raw -7163997.325771 + Penalty 3624.502119 = -7160372.823652 nChanged 91 SP:Iteration 50Q (4382.782854 sec): 3 clusters Score: Raw -7164020.459926 + Penalty 3624.502119 = -7160395.957807 nChanged 85 SP:Iteration 51Q (4382.941165 sec): 3 clusters Score: Raw -7164041.714699 + Penalty 3624.502119 = -7160417.212580 nChanged 78 SP:Iteration 52Q (4383.091912 sec): 3 clusters Score: Raw -7164067.402726 + Penalty 3624.502119 = -7160442.900607 nChanged 72 SP:Iteration 53Q (4383.242762 sec): 3 clusters Score: Raw -7164091.226637 + Penalty 3624.502119 = -7160466.724518 nChanged 73 SP:Iteration 54Q (4383.372592 sec): 3 clusters Score: Raw -7164114.665550 + Penalty 3624.502119 = -7160490.163431 nChanged 75 SP:Iteration 55Q (4383.504251 sec): 3 clusters Score: Raw -7164136.236846 + Penalty 3624.502119 = -7160511.734727 nChanged 68 SP:Iteration 56Q (4383.661158 sec): 3 clusters Score: Raw -7164152.678165 + Penalty 3624.502119 = -7160528.176046 nChanged 50 SP:Iteration 57Q (4383.805358 sec): 3 clusters Score: Raw -7164166.258362 + Penalty 3624.502119 = -7160541.756243 nChanged 52 SP:Iteration 58Q (4383.931842 sec): 3 clusters Score: Raw -7164178.348816 + Penalty 3624.502119 = -7160553.846697 nChanged 31 SP:Iteration 59Q (4384.063374 sec): 3 clusters Score: Raw -7164184.579689 + Penalty 3624.502119 = -7160560.077570 nChanged 25 SP:Iteration 60F (4384.218053 sec): 3 clusters Score: Raw -7164188.918947 + Penalty 3624.502119 = -7160564.416828 nChanged 22 SP:Iteration 61Q (4384.339331 sec): 3 clusters Score: Raw -7164192.270621 + Penalty 3624.502119 = -7160567.768502 nChanged 19 SP:Iteration 62Q (4384.457437 sec): 3 clusters Score: Raw -7164195.873431 + Penalty 3624.502119 = -7160571.371312 nChanged 22 SP:Iteration 63Q (4384.591771 sec): 3 clusters Score: Raw -7164199.068276 + Penalty 3624.502119 = -7160574.566156 nChanged 10 SP:Iteration 64Q (4384.718606 sec): 3 clusters Score: Raw -7164200.823852 + Penalty 3624.502119 = -7160576.321733 nChanged 13 SP:Iteration 65Q (4384.845320 sec): 3 clusters Score: Raw -7164203.448542 + Penalty 3624.502119 = -7160578.946423 nChanged 9 SP:Iteration 66Q (4384.966760 sec): 3 clusters Score: Raw -7164205.310066 + Penalty 3624.502119 = -7160580.807947 nChanged 13 SP:Iteration 67Q (4385.101098 sec): 3 clusters Score: Raw -7164207.989008 + Penalty 3624.502119 = -7160583.486888 nChanged 20 SP:Iteration 68Q (4385.248906 sec): 3 clusters Score: Raw -7164212.373364 + Penalty 3624.502119 = -7160587.871245 nChanged 16 SP:Iteration 69Q (4385.388633 sec): 3 clusters Score: Raw -7164216.396601 + Penalty 3624.502119 = -7160591.894482 nChanged 11 SP:Iteration 70Q (4385.520660 sec): 3 clusters Score: Raw -7164219.133455 + Penalty 3624.502119 = -7160594.631336 nChanged 16 SP:Iteration 71Q (4385.657056 sec): 3 clusters Score: Raw -7164222.994016 + Penalty 3624.502119 = -7160598.491897 nChanged 20 SP:Iteration 72Q (4385.779204 sec): 3 clusters Score: Raw -7164228.016504 + Penalty 3624.502119 = -7160603.514385 nChanged 18 SP:Iteration 73Q (4385.924997 sec): 3 clusters Score: Raw -7164233.423628 + Penalty 3624.502119 = -7160608.921509 nChanged 17 SP:Iteration 74Q (4386.069341 sec): 3 clusters Score: Raw -7164238.391762 + Penalty 3624.502119 = -7160613.889643 nChanged 16 SP:Iteration 75Q (4386.207523 sec): 3 clusters Score: Raw -7164242.867550 + Penalty 3624.502119 = -7160618.365431 nChanged 17 SP:Iteration 76Q (4386.328700 sec): 3 clusters Score: Raw -7164248.182214 + Penalty 3624.502119 = -7160623.680095 nChanged 17 SP:Iteration 77Q (4386.458349 sec): 3 clusters Score: Raw -7164253.179463 + Penalty 3624.502119 = -7160628.677344 nChanged 19 SP:Iteration 78Q (4386.578834 sec): 3 clusters Score: Raw -7164258.110755 + Penalty 3624.502119 = -7160633.608636 nChanged 19 SP:Iteration 79Q (4386.702292 sec): 3 clusters Score: Raw -7164262.879558 + Penalty 3624.502119 = -7160638.377439 nChanged 20 SP:Iteration 80F (4386.864176 sec): 3 clusters Score: Raw -7164268.162218 + Penalty 3624.502119 = -7160643.660099 nChanged 22 SP:Iteration 81Q (4386.995801 sec): 3 clusters Score: Raw -7164273.771360 + Penalty 3624.502119 = -7160649.269241 nChanged 23 SP:Iteration 82Q (4387.133704 sec): 3 clusters Score: Raw -7164278.695107 + Penalty 3624.502119 = -7160654.192988 nChanged 18 SP:Iteration 83Q (4387.272776 sec): 3 clusters Score: Raw -7164283.298186 + Penalty 3624.502119 = -7160658.796067 nChanged 20 SP:Iteration 84Q (4387.398876 sec): 3 clusters Score: Raw -7164288.485564 + Penalty 3624.502119 = -7160663.983445 nChanged 20 SP:Iteration 85Q (4387.524766 sec): 3 clusters Score: Raw -7164293.558241 + Penalty 3624.502119 = -7160669.056122 nChanged 16 SP:Iteration 86Q (4387.651972 sec): 3 clusters Score: Raw -7164298.011625 + Penalty 3624.502119 = -7160673.509506 nChanged 17 SP:Iteration 87Q (4387.774710 sec): 3 clusters Score: Raw -7164304.310941 + Penalty 3624.502119 = -7160679.808822 nChanged 20 SP:Iteration 88Q (4387.911560 sec): 3 clusters Score: Raw -7164310.878932 + Penalty 3624.502119 = -7160686.376813 nChanged 21 SP:Iteration 89Q (4388.038084 sec): 3 clusters Score: Raw -7164318.282068 + Penalty 3624.502119 = -7160693.779949 nChanged 23 SP:Iteration 90Q (4388.180437 sec): 3 clusters Score: Raw -7164324.366383 + Penalty 3624.502119 = -7160699.864264 nChanged 24 SP:Iteration 91Q (4388.290138 sec): 3 clusters Score: Raw -7164330.375115 + Penalty 3624.502119 = -7160705.872996 nChanged 22 SP:Iteration 92Q (4388.426487 sec): 3 clusters Score: Raw -7164336.869532 + Penalty 3624.502119 = -7160712.367413 nChanged 14 SP:Iteration 93Q (4388.558767 sec): 3 clusters Score: Raw -7164343.263813 + Penalty 3624.502119 = -7160718.761694 nChanged 22 SP:Iteration 94Q (4388.679022 sec): 3 clusters Score: Raw -7164349.602162 + Penalty 3624.502119 = -7160725.100043 nChanged 20 SP:Iteration 95Q (4388.804616 sec): 3 clusters Score: Raw -7164355.631185 + Penalty 3624.502119 = -7160731.129066 nChanged 22 SP:Iteration 96Q (4388.927470 sec): 3 clusters Score: Raw -7164363.500216 + Penalty 3624.502119 = -7160738.998097 nChanged 25 SP:Iteration 97Q (4389.055354 sec): 3 clusters Score: Raw -7164372.168208 + Penalty 3624.502119 = -7160747.666089 nChanged 28 SP:Iteration 98Q (4389.174813 sec): 3 clusters Score: Raw -7164381.793022 + Penalty 3624.502119 = -7160757.290903 nChanged 19 SP:Iteration 99Q (4389.304829 sec): 3 clusters Score: Raw -7164390.751620 + Penalty 3624.502119 = -7160766.249501 nChanged 31 SP:Iteration 100F (4389.471511 sec): 3 clusters Score: Raw -7164401.934799 + Penalty 3624.502119 = -7160777.432680 nChanged 30 SP:Iteration 101Q (4389.598190 sec): 3 clusters Score: Raw -7164411.237510 + Penalty 3624.502119 = -7160786.735391 nChanged 20 SP:Iteration 102Q (4389.711475 sec): 3 clusters Score: Raw -7164419.218494 + Penalty 3624.502119 = -7160794.716375 nChanged 25 SP:Iteration 103Q (4389.849294 sec): 3 clusters Score: Raw -7164426.557563 + Penalty 3624.502119 = -7160802.055444 nChanged 22 SP:Iteration 104Q (4389.998368 sec): 3 clusters Score: Raw -7164431.594407 + Penalty 3624.502119 = -7160807.092288 nChanged 12 SP:Iteration 105Q (4390.141587 sec): 3 clusters Score: Raw -7164434.683755 + Penalty 3624.502119 = -7160810.181636 nChanged 15 SP:Iteration 106Q (4390.267975 sec): 3 clusters Score: Raw -7164439.265130 + Penalty 3624.502119 = -7160814.763011 nChanged 6 SP:Iteration 107Q (4390.397321 sec): 3 clusters Score: Raw -7164441.570728 + Penalty 3624.502119 = -7160817.068609 nChanged 16 SP:Iteration 108Q (4390.523780 sec): 3 clusters Score: Raw -7164445.837257 + Penalty 3624.502119 = -7160821.335138 nChanged 9 SP:Iteration 109Q (4390.649471 sec): 3 clusters Score: Raw -7164447.725674 + Penalty 3624.502119 = -7160823.223555 nChanged 5 SP:Iteration 110Q (4390.793980 sec): 3 clusters Score: Raw -7164448.439504 + Penalty 3624.502119 = -7160823.937385 nChanged 3 SP:Iteration 111Q (4390.938364 sec): 3 clusters Score: Raw -7164449.508461 + Penalty 3624.502119 = -7160825.006342 nChanged 3 SP:Iteration 112Q (4391.053766 sec): 3 clusters Score: Raw -7164450.241939 + Penalty 3624.502119 = -7160825.739820 nChanged 3 SP:Iteration 113Q (4391.182439 sec): 3 clusters Score: Raw -7164451.143721 + Penalty 3624.502119 = -7160826.641602 nChanged 1 SP:Iteration 114Q (4391.313226 sec): 3 clusters Score: Raw -7164451.401259 + Penalty 3624.502119 = -7160826.899140 nChanged 0 SP:Iteration 115F (4391.479680 sec): 3 clusters Score: Raw -7164451.401259 + Penalty 3624.502119 = -7160826.899140 nChanged 0 Trying to split cluster 13 (178386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4391.719433 sec): 2 clusters Score: Raw -18812325.392903 + Penalty 1964.902066 = -18810360.490838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4392.038830 sec): 3 clusters Score: Raw -18694646.135382 + Penalty 3929.804132 = -18690716.331250 nChanged 86401 SP:Iteration 1F (4392.358105 sec): 3 clusters Score: Raw -18746526.087467 + Penalty 3929.804132 = -18742596.283335 nChanged 6025 SP:Iteration 2Q (4392.675716 sec): 3 clusters Score: Raw -18748126.317615 + Penalty 3929.804132 = -18744196.513483 nChanged 6381 SP:Iteration 3Q (4393.026680 sec): 3 clusters Score: Raw -18750057.890031 + Penalty 3929.804132 = -18746128.085899 nChanged 7149 SP:Iteration 4Q (4393.355395 sec): 3 clusters Score: Raw -18752584.008781 + Penalty 3929.804132 = -18748654.204649 nChanged 8031 SP:Iteration 5Q (4393.729170 sec): 3 clusters Score: Raw -18755884.727673 + Penalty 3929.804132 = -18751954.923542 nChanged 8906 SP:Iteration 6Q (4394.051696 sec): 3 clusters Score: Raw -18760150.888713 + Penalty 3929.804132 = -18756221.084581 nChanged 9730 SP:Iteration 7F (4394.369150 sec): 3 clusters Score: Raw -18765618.673876 + Penalty 3929.804132 = -18761688.869745 nChanged 10092 SP:Iteration 8F (4394.691193 sec): 3 clusters Score: Raw -18772411.547542 + Penalty 3929.804132 = -18768481.743410 nChanged 9905 SP:Iteration 9F (4395.039680 sec): 3 clusters Score: Raw -18781144.593668 + Penalty 3929.804132 = -18777214.789536 nChanged 9166 SP:Iteration 10F (4395.385431 sec): 3 clusters Score: Raw -18795946.043790 + Penalty 3929.804132 = -18792016.239658 nChanged 7571 SP:Iteration 11Q (4395.720864 sec): 3 clusters Score: Raw -18810180.471567 + Penalty 3929.804132 = -18806250.667435 nChanged 7184 SP:Iteration 12Q (4396.039757 sec): 3 clusters Score: Raw -18813498.305615 + Penalty 3929.804132 = -18809568.501484 nChanged 5180 SP:Iteration 13Q (4396.358862 sec): 3 clusters Score: Raw -18815900.875510 + Penalty 3929.804132 = -18811971.071378 nChanged 5058 SP:Iteration 14Q (4396.693810 sec): 3 clusters Score: Raw -18818616.019914 + Penalty 3929.804132 = -18814686.215783 nChanged 5555 SP:Iteration 15Q (4397.007714 sec): 3 clusters Score: Raw -18822002.336123 + Penalty 3929.804132 = -18818072.531992 nChanged 6263 SP:Iteration 16Q (4397.304691 sec): 3 clusters Score: Raw -18826205.069938 + Penalty 3929.804132 = -18822275.265806 nChanged 6772 SP:Iteration 17Q (4397.616624 sec): 3 clusters Score: Raw -18831049.113917 + Penalty 3929.804132 = -18827119.309785 nChanged 6857 SP:Iteration 18Q (4397.949154 sec): 3 clusters Score: Raw -18836050.195376 + Penalty 3929.804132 = -18832120.391244 nChanged 6523 SP:Iteration 19Q (4398.258060 sec): 3 clusters Score: Raw -18840568.069521 + Penalty 3929.804132 = -18836638.265389 nChanged 5749 SP:Iteration 20F (4398.566356 sec): 3 clusters Score: Raw -18844763.264890 + Penalty 3929.804132 = -18840833.460759 nChanged 5602 SP:Iteration 21Q (4398.864795 sec): 3 clusters Score: Raw -18848517.456478 + Penalty 3929.804132 = -18844587.652347 nChanged 4841 SP:Iteration 22Q (4399.206755 sec): 3 clusters Score: Raw -18851447.900801 + Penalty 3929.804132 = -18847518.096669 nChanged 3924 SP:Iteration 23Q (4399.549348 sec): 3 clusters Score: Raw -18853471.026071 + Penalty 3929.804132 = -18849541.221940 nChanged 2974 SP:Iteration 24Q (4399.884391 sec): 3 clusters Score: Raw -18854718.134871 + Penalty 3929.804132 = -18850788.330739 nChanged 2039 SP:Iteration 25Q (4400.220013 sec): 3 clusters Score: Raw -18855337.302958 + Penalty 3929.804132 = -18851407.498827 nChanged 1293 SP:Iteration 26Q (4400.534989 sec): 3 clusters Score: Raw -18855587.173643 + Penalty 3929.804132 = -18851657.369511 nChanged 738 SP:Iteration 27Q (4400.884940 sec): 3 clusters Score: Raw -18855670.769536 + Penalty 3929.804132 = -18851740.965404 nChanged 437 SP:Iteration 28Q (4401.189099 sec): 3 clusters Score: Raw -18855702.521390 + Penalty 3929.804132 = -18851772.717258 nChanged 264 SP:Iteration 29Q (4401.505214 sec): 3 clusters Score: Raw -18855715.956856 + Penalty 3929.804132 = -18851786.152724 nChanged 166 SP:Iteration 30Q (4401.824002 sec): 3 clusters Score: Raw -18855722.047511 + Penalty 3929.804132 = -18851792.243379 nChanged 113 SP:Iteration 31Q (4402.133779 sec): 3 clusters Score: Raw -18855725.786351 + Penalty 3929.804132 = -18851795.982219 nChanged 96 SP:Iteration 32Q (4402.450986 sec): 3 clusters Score: Raw -18855728.475136 + Penalty 3929.804132 = -18851798.671004 nChanged 80 SP:Iteration 33Q (4402.772282 sec): 3 clusters Score: Raw -18855730.471791 + Penalty 3929.804132 = -18851800.667660 nChanged 73 SP:Iteration 34Q (4403.124243 sec): 3 clusters Score: Raw -18855732.126221 + Penalty 3929.804132 = -18851802.322089 nChanged 74 SP:Iteration 35Q (4403.468867 sec): 3 clusters Score: Raw -18855734.098874 + Penalty 3929.804132 = -18851804.294742 nChanged 74 SP:Iteration 36Q (4403.775167 sec): 3 clusters Score: Raw -18855736.006936 + Penalty 3929.804132 = -18851806.202804 nChanged 81 SP:Iteration 37Q (4404.093291 sec): 3 clusters Score: Raw -18855738.229146 + Penalty 3929.804132 = -18851808.425014 nChanged 78 SP:Iteration 38Q (4404.419961 sec): 3 clusters Score: Raw -18855740.447368 + Penalty 3929.804132 = -18851810.643236 nChanged 85 SP:Iteration 39Q (4404.742970 sec): 3 clusters Score: Raw -18855743.081198 + Penalty 3929.804132 = -18851813.277067 nChanged 92 SP:Iteration 40F (4405.060952 sec): 3 clusters Score: Raw -18855749.169410 + Penalty 3929.804132 = -18851819.365278 nChanged 117 SP:Iteration 41Q (4405.385798 sec): 3 clusters Score: Raw -18855753.630362 + Penalty 3929.804132 = -18851823.826230 nChanged 121 SP:Iteration 42Q (4405.740072 sec): 3 clusters Score: Raw -18855758.306215 + Penalty 3929.804132 = -18851828.502084 nChanged 115 SP:Iteration 43Q (4406.099816 sec): 3 clusters Score: Raw -18855762.668725 + Penalty 3929.804132 = -18851832.864594 nChanged 114 SP:Iteration 44Q (4406.450013 sec): 3 clusters Score: Raw -18855766.779042 + Penalty 3929.804132 = -18851836.974911 nChanged 123 SP:Iteration 45Q (4406.800795 sec): 3 clusters Score: Raw -18855771.778484 + Penalty 3929.804132 = -18851841.974352 nChanged 135 SP:Iteration 46Q (4407.150681 sec): 3 clusters Score: Raw -18855777.660439 + Penalty 3929.804132 = -18851847.856307 nChanged 140 SP:Iteration 47Q (4407.473964 sec): 3 clusters Score: Raw -18855784.064216 + Penalty 3929.804132 = -18851854.260084 nChanged 171 SP:Iteration 48Q (4407.818881 sec): 3 clusters Score: Raw -18855792.596760 + Penalty 3929.804132 = -18851862.792628 nChanged 176 SP:Iteration 49Q (4408.136322 sec): 3 clusters Score: Raw -18855801.789617 + Penalty 3929.804132 = -18851871.985485 nChanged 163 SP:Iteration 50Q (4408.458284 sec): 3 clusters Score: Raw -18855810.209429 + Penalty 3929.804132 = -18851880.405298 nChanged 160 SP:Iteration 51Q (4408.770979 sec): 3 clusters Score: Raw -18855819.466778 + Penalty 3929.804132 = -18851889.662646 nChanged 180 SP:Iteration 52Q (4409.089235 sec): 3 clusters Score: Raw -18855830.328940 + Penalty 3929.804132 = -18851900.524808 nChanged 189 SP:Iteration 53Q (4409.395445 sec): 3 clusters Score: Raw -18855842.112655 + Penalty 3929.804132 = -18851912.308524 nChanged 196 SP:Iteration 54Q (4409.739589 sec): 3 clusters Score: Raw -18855854.641822 + Penalty 3929.804132 = -18851924.837691 nChanged 198 SP:Iteration 55Q (4410.045754 sec): 3 clusters Score: Raw -18855868.827954 + Penalty 3929.804132 = -18851939.023823 nChanged 205 SP:Iteration 56Q (4410.364475 sec): 3 clusters Score: Raw -18855883.006760 + Penalty 3929.804132 = -18851953.202628 nChanged 197 SP:Iteration 57Q (4410.689508 sec): 3 clusters Score: Raw -18855896.917085 + Penalty 3929.804132 = -18851967.112954 nChanged 229 SP:Iteration 58Q (4411.036855 sec): 3 clusters Score: Raw -18855917.219477 + Penalty 3929.804132 = -18851987.415346 nChanged 268 SP:Iteration 59Q (4411.351435 sec): 3 clusters Score: Raw -18855941.780458 + Penalty 3929.804132 = -18852011.976327 nChanged 278 SP:Iteration 60F (4411.675425 sec): 3 clusters Score: Raw -18855969.730373 + Penalty 3929.804132 = -18852039.926241 nChanged 289 SP:Iteration 61Q (4412.000531 sec): 3 clusters Score: Raw -18856000.834969 + Penalty 3929.804132 = -18852071.030837 nChanged 283 SP:Iteration 62Q (4412.317691 sec): 3 clusters Score: Raw -18856035.649940 + Penalty 3929.804132 = -18852105.845808 nChanged 322 SP:Iteration 63Q (4412.627790 sec): 3 clusters Score: Raw -18856076.970593 + Penalty 3929.804132 = -18852147.166461 nChanged 328 SP:Iteration 64Q (4412.950612 sec): 3 clusters Score: Raw -18856124.557581 + Penalty 3929.804132 = -18852194.753449 nChanged 347 SP:Iteration 65Q (4413.267994 sec): 3 clusters Score: Raw -18856178.328341 + Penalty 3929.804132 = -18852248.524209 nChanged 357 SP:Iteration 66Q (4413.575296 sec): 3 clusters Score: Raw -18856239.675198 + Penalty 3929.804132 = -18852309.871066 nChanged 398 SP:Iteration 67Q (4413.896514 sec): 3 clusters Score: Raw -18856321.560839 + Penalty 3929.804132 = -18852391.756707 nChanged 442 SP:Iteration 68Q (4414.208099 sec): 3 clusters Score: Raw -18856428.734055 + Penalty 3929.804132 = -18852498.929923 nChanged 511 SP:Iteration 69Q (4414.523054 sec): 3 clusters Score: Raw -18856588.992936 + Penalty 3929.804132 = -18852659.188804 nChanged 621 SP:Iteration 70Q (4414.882380 sec): 3 clusters Score: Raw -18856852.846515 + Penalty 3929.804132 = -18852923.042383 nChanged 757 SP:Iteration 71Q (4415.217767 sec): 3 clusters Score: Raw -18857298.278446 + Penalty 3929.804132 = -18853368.474315 nChanged 912 SP:Iteration 72Q (4415.532363 sec): 3 clusters Score: Raw -18858105.501184 + Penalty 3929.804132 = -18854175.697052 nChanged 1139 SP:Iteration 73Q (4415.876536 sec): 3 clusters Score: Raw -18859873.218306 + Penalty 3929.804132 = -18855943.414175 nChanged 1443 SP:Iteration 74Q (4416.236961 sec): 3 clusters Score: Raw -18864393.229367 + Penalty 3929.804132 = -18860463.425235 nChanged 1243 SP:Iteration 75Q (4416.562367 sec): 3 clusters Score: Raw -18872242.264142 + Penalty 3929.804132 = -18868312.460010 nChanged 722 SP:Iteration 76Q (4416.865719 sec): 3 clusters Score: Raw -18883371.949029 + Penalty 3929.804132 = -18879442.144897 nChanged 409 SP:Iteration 77Q (4417.131610 sec): 3 clusters Score: Raw -18892503.737227 + Penalty 3929.804132 = -18888573.933095 nChanged 52 SP:Iteration 78Q (4417.389281 sec): 3 clusters Score: Raw -18893030.124492 + Penalty 3929.804132 = -18889100.320360 nChanged 1 SP:Iteration 79Q (4417.642775 sec): 3 clusters Score: Raw -18893030.144237 + Penalty 3929.804132 = -18889100.340105 nChanged 0 SP:Iteration 80F (4417.956762 sec): 3 clusters Score: Raw -18893030.144237 + Penalty 3929.804132 = -18889100.340105 nChanged 0 Score: Raw -49828185.166577 + Penalty 51118.329415 = -49777066.837161 Splitting cluster 13 changes total score from -49666665.245480 to -49777066.837161 So it's getting split into cluster 24. Trying to split cluster 14 (5961 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4425.927225 sec): 2 clusters Score: Raw -573348.529578 + Penalty 1412.611449 = -571935.918129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4425.974261 sec): 3 clusters Score: Raw -570201.433872 + Penalty 2825.222898 = -567376.210975 nChanged 2419 SP:Iteration 1F (4426.044318 sec): 3 clusters Score: Raw -571502.658606 + Penalty 2825.222898 = -568677.435708 nChanged 410 SP:Iteration 2F (4426.096575 sec): 3 clusters Score: Raw -571740.745518 + Penalty 2825.222898 = -568915.522620 nChanged 340 SP:Iteration 3F (4426.145031 sec): 3 clusters Score: Raw -571991.704510 + Penalty 2825.222898 = -569166.481612 nChanged 366 SP:Iteration 4F (4426.207734 sec): 3 clusters Score: Raw -572296.299928 + Penalty 2825.222898 = -569471.077030 nChanged 393 SP:Iteration 5F (4426.259793 sec): 3 clusters Score: Raw -572675.127342 + Penalty 2825.222898 = -569849.904444 nChanged 416 SP:Iteration 6F (4426.310531 sec): 3 clusters Score: Raw -573196.638029 + Penalty 2825.222898 = -570371.415131 nChanged 400 SP:Iteration 7F (4426.371943 sec): 3 clusters Score: Raw -573683.672088 + Penalty 2825.222898 = -570858.449190 nChanged 352 SP:Iteration 8F (4426.426394 sec): 3 clusters Score: Raw -574054.103023 + Penalty 2825.222898 = -571228.880125 nChanged 256 SP:Iteration 9Q (4426.497507 sec): 3 clusters Score: Raw -574274.597813 + Penalty 2825.222898 = -571449.374915 nChanged 179 SP:Iteration 10Q (4426.540182 sec): 3 clusters Score: Raw -574383.506730 + Penalty 2825.222898 = -571558.283832 nChanged 105 SP:Iteration 11Q (4426.595054 sec): 3 clusters Score: Raw -574419.380208 + Penalty 2825.222898 = -571594.157311 nChanged 52 SP:Iteration 12Q (4426.656217 sec): 3 clusters Score: Raw -574434.353364 + Penalty 2825.222898 = -571609.130466 nChanged 36 SP:Iteration 13Q (4426.705325 sec): 3 clusters Score: Raw -574443.783525 + Penalty 2825.222898 = -571618.560628 nChanged 25 SP:Iteration 14Q (4426.759351 sec): 3 clusters Score: Raw -574450.916115 + Penalty 2825.222898 = -571625.693218 nChanged 21 SP:Iteration 15Q (4426.814528 sec): 3 clusters Score: Raw -574456.718761 + Penalty 2825.222898 = -571631.495863 nChanged 20 SP:Iteration 16Q (4426.862615 sec): 3 clusters Score: Raw -574460.632895 + Penalty 2825.222898 = -571635.409997 nChanged 11 SP:Iteration 17Q (4426.918008 sec): 3 clusters Score: Raw -574462.102862 + Penalty 2825.222898 = -571636.879965 nChanged 1 SP:Iteration 18Q (4426.978241 sec): 3 clusters Score: Raw -574462.159621 + Penalty 2825.222898 = -571636.936724 nChanged 0 SP:Iteration 19F (4427.036499 sec): 3 clusters Score: Raw -574462.159621 + Penalty 2825.222898 = -571636.936724 nChanged 0 Trying to split cluster 16 (5439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4427.067179 sec): 2 clusters Score: Raw -580210.023776 + Penalty 1397.719456 = -578812.304320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4427.125139 sec): 3 clusters Score: Raw -577361.739873 + Penalty 2795.438912 = -574566.300960 nChanged 2231 SP:Iteration 1F (4427.168869 sec): 3 clusters Score: Raw -578723.996977 + Penalty 2795.438912 = -575928.558065 nChanged 515 SP:Iteration 2F (4427.223161 sec): 3 clusters Score: Raw -579354.774629 + Penalty 2795.438912 = -576559.335717 nChanged 606 SP:Iteration 3F (4427.290046 sec): 3 clusters Score: Raw -580402.410504 + Penalty 2795.438912 = -577606.971591 nChanged 622 SP:Iteration 4F (4427.350489 sec): 3 clusters Score: Raw -581601.457013 + Penalty 2795.438912 = -578806.018101 nChanged 490 SP:Iteration 5F (4427.405076 sec): 3 clusters Score: Raw -582476.134525 + Penalty 2795.438912 = -579680.695613 nChanged 382 SP:Iteration 6F (4427.445380 sec): 3 clusters Score: Raw -583118.765335 + Penalty 2795.438912 = -580323.326422 nChanged 308 SP:Iteration 7F (4427.512054 sec): 3 clusters Score: Raw -583670.163016 + Penalty 2795.438912 = -580874.724104 nChanged 217 SP:Iteration 8Q (4427.570901 sec): 3 clusters Score: Raw -583959.034480 + Penalty 2795.438912 = -581163.595568 nChanged 134 SP:Iteration 9Q (4427.623352 sec): 3 clusters Score: Raw -584091.589848 + Penalty 2795.438912 = -581296.150935 nChanged 90 SP:Iteration 10Q (4427.666022 sec): 3 clusters Score: Raw -584153.532856 + Penalty 2795.438912 = -581358.093944 nChanged 53 SP:Iteration 11Q (4427.726924 sec): 3 clusters Score: Raw -584180.858735 + Penalty 2795.438912 = -581385.419822 nChanged 26 SP:Iteration 12Q (4427.778283 sec): 3 clusters Score: Raw -584189.720113 + Penalty 2795.438912 = -581394.281201 nChanged 7 SP:Iteration 13Q (4427.832314 sec): 3 clusters Score: Raw -584191.445591 + Penalty 2795.438912 = -581396.006678 nChanged 3 SP:Iteration 14Q (4427.888512 sec): 3 clusters Score: Raw -584192.787483 + Penalty 2795.438912 = -581397.348571 nChanged 3 SP:Iteration 15Q (4427.932045 sec): 3 clusters Score: Raw -584193.339078 + Penalty 2795.438912 = -581397.900166 nChanged 2 SP:Iteration 16Q (4427.968687 sec): 3 clusters Score: Raw -584193.738800 + Penalty 2795.438912 = -581398.299887 nChanged 1 SP:Iteration 17Q (4428.020950 sec): 3 clusters Score: Raw -584194.054476 + Penalty 2795.438912 = -581398.615564 nChanged 0 SP:Iteration 18F (4428.067641 sec): 3 clusters Score: Raw -584194.054476 + Penalty 2795.438912 = -581398.615564 nChanged 0 Score: Raw -49832169.197276 + Penalty 53248.259808 = -49778920.937469 Splitting cluster 16 changes total score from -49666665.245480 to -49778920.937469 So it's getting split into cluster 25. Trying to split cluster 17 (3085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4436.166047 sec): 2 clusters Score: Raw -296095.419225 + Penalty 1305.574877 = -294789.844348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4436.214496 sec): 3 clusters Score: Raw -294560.104262 + Penalty 2611.149754 = -291948.954508 nChanged 1192 SP:Iteration 1F (4436.258735 sec): 3 clusters Score: Raw -295268.826529 + Penalty 2611.149754 = -292657.676774 nChanged 240 SP:Iteration 2F (4436.316076 sec): 3 clusters Score: Raw -295419.275621 + Penalty 2611.149754 = -292808.125867 nChanged 184 SP:Iteration 3F (4436.357353 sec): 3 clusters Score: Raw -295538.704416 + Penalty 2611.149754 = -292927.554662 nChanged 139 SP:Iteration 4Q (4436.405144 sec): 3 clusters Score: Raw -295618.846724 + Penalty 2611.149754 = -293007.696969 nChanged 107 SP:Iteration 5Q (4436.469751 sec): 3 clusters Score: Raw -295690.761730 + Penalty 2611.149754 = -293079.611976 nChanged 103 SP:Iteration 6Q (4436.535462 sec): 3 clusters Score: Raw -295757.314194 + Penalty 2611.149754 = -293146.164440 nChanged 98 SP:Iteration 7Q (4436.588979 sec): 3 clusters Score: Raw -295823.647261 + Penalty 2611.149754 = -293212.497507 nChanged 98 SP:Iteration 8Q (4436.667257 sec): 3 clusters Score: Raw -295899.757785 + Penalty 2611.149754 = -293288.608030 nChanged 103 SP:Iteration 9Q (4436.724395 sec): 3 clusters Score: Raw -295989.331641 + Penalty 2611.149754 = -293378.181887 nChanged 114 SP:Iteration 10Q (4436.797910 sec): 3 clusters Score: Raw -296081.005605 + Penalty 2611.149754 = -293469.855851 nChanged 103 SP:Iteration 11Q (4436.859879 sec): 3 clusters Score: Raw -296162.164034 + Penalty 2611.149754 = -293551.014280 nChanged 95 SP:Iteration 12Q (4436.926080 sec): 3 clusters Score: Raw -296230.250021 + Penalty 2611.149754 = -293619.100267 nChanged 95 SP:Iteration 13Q (4436.976836 sec): 3 clusters Score: Raw -296315.014297 + Penalty 2611.149754 = -293703.864542 nChanged 82 SP:Iteration 14Q (4437.029444 sec): 3 clusters Score: Raw -296384.224399 + Penalty 2611.149754 = -293773.074644 nChanged 72 SP:Iteration 15Q (4437.078206 sec): 3 clusters Score: Raw -296438.849755 + Penalty 2611.149754 = -293827.700001 nChanged 66 SP:Iteration 16Q (4437.135437 sec): 3 clusters Score: Raw -296480.475029 + Penalty 2611.149754 = -293869.325275 nChanged 46 SP:Iteration 17Q (4437.181769 sec): 3 clusters Score: Raw -296506.356096 + Penalty 2611.149754 = -293895.206341 nChanged 38 SP:Iteration 18Q (4437.219852 sec): 3 clusters Score: Raw -296531.173340 + Penalty 2611.149754 = -293920.023586 nChanged 37 SP:Iteration 19Q (4437.268426 sec): 3 clusters Score: Raw -296553.069328 + Penalty 2611.149754 = -293941.919573 nChanged 30 SP:Iteration 20F (4437.326067 sec): 3 clusters Score: Raw -296569.758069 + Penalty 2611.149754 = -293958.608315 nChanged 20 SP:Iteration 21Q (4437.375011 sec): 3 clusters Score: Raw -296583.977255 + Penalty 2611.149754 = -293972.827500 nChanged 24 SP:Iteration 22Q (4437.415291 sec): 3 clusters Score: Raw -296596.103573 + Penalty 2611.149754 = -293984.953819 nChanged 22 SP:Iteration 23Q (4437.471205 sec): 3 clusters Score: Raw -296603.643533 + Penalty 2611.149754 = -293992.493778 nChanged 13 SP:Iteration 24Q (4437.518090 sec): 3 clusters Score: Raw -296607.541919 + Penalty 2611.149754 = -293996.392165 nChanged 11 SP:Iteration 25Q (4437.553476 sec): 3 clusters Score: Raw -296611.625801 + Penalty 2611.149754 = -294000.476046 nChanged 13 SP:Iteration 26Q (4437.609424 sec): 3 clusters Score: Raw -296617.151479 + Penalty 2611.149754 = -294006.001725 nChanged 12 SP:Iteration 27Q (4437.653830 sec): 3 clusters Score: Raw -296622.874866 + Penalty 2611.149754 = -294011.725111 nChanged 8 SP:Iteration 28Q (4437.705263 sec): 3 clusters Score: Raw -296625.503795 + Penalty 2611.149754 = -294014.354041 nChanged 7 SP:Iteration 29Q (4437.747312 sec): 3 clusters Score: Raw -296627.823997 + Penalty 2611.149754 = -294016.674243 nChanged 5 SP:Iteration 30Q (4437.798059 sec): 3 clusters Score: Raw -296629.524668 + Penalty 2611.149754 = -294018.374914 nChanged 7 SP:Iteration 31Q (4437.841561 sec): 3 clusters Score: Raw -296631.896995 + Penalty 2611.149754 = -294020.747241 nChanged 4 SP:Iteration 32Q (4437.898311 sec): 3 clusters Score: Raw -296633.154421 + Penalty 2611.149754 = -294022.004667 nChanged 5 SP:Iteration 33Q (4437.941700 sec): 3 clusters Score: Raw -296634.794040 + Penalty 2611.149754 = -294023.644286 nChanged 3 SP:Iteration 34Q (4438.002878 sec): 3 clusters Score: Raw -296635.414541 + Penalty 2611.149754 = -294024.264787 nChanged 1 SP:Iteration 35Q (4438.052294 sec): 3 clusters Score: Raw -296635.795603 + Penalty 2611.149754 = -294024.645849 nChanged 0 SP:Iteration 36F (4438.098680 sec): 3 clusters Score: Raw -296635.795603 + Penalty 2611.149754 = -294024.645849 nChanged 0 Trying to split cluster 18 (47014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4438.180324 sec): 2 clusters Score: Raw -4783769.416724 + Penalty 1748.207615 = -4782021.209109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4438.309205 sec): 3 clusters Score: Raw -4754133.188556 + Penalty 3496.415230 = -4750636.773326 nChanged 22005 SP:Iteration 1F (4438.427690 sec): 3 clusters Score: Raw -4767074.786773 + Penalty 3496.415230 = -4763578.371543 nChanged 2694 SP:Iteration 2F (4438.540564 sec): 3 clusters Score: Raw -4768319.842863 + Penalty 3496.415230 = -4764823.427633 nChanged 3014 SP:Iteration 3F (4438.658542 sec): 3 clusters Score: Raw -4770036.070816 + Penalty 3496.415230 = -4766539.655585 nChanged 3444 SP:Iteration 4F (4438.778677 sec): 3 clusters Score: Raw -4772393.252729 + Penalty 3496.415230 = -4768896.837498 nChanged 3721 SP:Iteration 5F (4438.905523 sec): 3 clusters Score: Raw -4775323.177814 + Penalty 3496.415230 = -4771826.762583 nChanged 3533 SP:Iteration 6F (4439.027792 sec): 3 clusters Score: Raw -4778378.807553 + Penalty 3496.415230 = -4774882.392323 nChanged 2775 SP:Iteration 7F (4439.155906 sec): 3 clusters Score: Raw -4780892.629438 + Penalty 3496.415230 = -4777396.214208 nChanged 1974 SP:Iteration 8Q (4439.281781 sec): 3 clusters Score: Raw -4782821.890845 + Penalty 3496.415230 = -4779325.475615 nChanged 1247 SP:Iteration 9Q (4439.398386 sec): 3 clusters Score: Raw -4784053.950604 + Penalty 3496.415230 = -4780557.535373 nChanged 719 SP:Iteration 10Q (4439.523728 sec): 3 clusters Score: Raw -4784915.478795 + Penalty 3496.415230 = -4781419.063564 nChanged 442 SP:Iteration 11Q (4439.631891 sec): 3 clusters Score: Raw -4785348.306411 + Penalty 3496.415230 = -4781851.891180 nChanged 287 SP:Iteration 12Q (4439.751895 sec): 3 clusters Score: Raw -4785487.516021 + Penalty 3496.415230 = -4781991.100791 nChanged 172 SP:Iteration 13Q (4439.861661 sec): 3 clusters Score: Raw -4785551.105918 + Penalty 3496.415230 = -4782054.690688 nChanged 121 SP:Iteration 14Q (4439.973779 sec): 3 clusters Score: Raw -4785583.823904 + Penalty 3496.415230 = -4782087.408674 nChanged 68 SP:Iteration 15Q (4440.076693 sec): 3 clusters Score: Raw -4785598.735379 + Penalty 3496.415230 = -4782102.320149 nChanged 57 SP:Iteration 16Q (4440.183262 sec): 3 clusters Score: Raw -4785610.916177 + Penalty 3496.415230 = -4782114.500946 nChanged 54 SP:Iteration 17Q (4440.301615 sec): 3 clusters Score: Raw -4785621.230070 + Penalty 3496.415230 = -4782124.814840 nChanged 34 SP:Iteration 18Q (4440.410648 sec): 3 clusters Score: Raw -4785626.822154 + Penalty 3496.415230 = -4782130.406924 nChanged 27 SP:Iteration 19Q (4440.526583 sec): 3 clusters Score: Raw -4785631.009779 + Penalty 3496.415230 = -4782134.594549 nChanged 20 SP:Iteration 20F (4440.643185 sec): 3 clusters Score: Raw -4785633.489069 + Penalty 3496.415230 = -4782137.073839 nChanged 12 SP:Iteration 21Q (4440.759574 sec): 3 clusters Score: Raw -4785635.223297 + Penalty 3496.415230 = -4782138.808066 nChanged 12 SP:Iteration 22Q (4440.869415 sec): 3 clusters Score: Raw -4785637.189472 + Penalty 3496.415230 = -4782140.774242 nChanged 13 SP:Iteration 23Q (4440.967946 sec): 3 clusters Score: Raw -4785639.003523 + Penalty 3496.415230 = -4782142.588292 nChanged 10 SP:Iteration 24Q (4441.067339 sec): 3 clusters Score: Raw -4785640.097694 + Penalty 3496.415230 = -4782143.682463 nChanged 10 SP:Iteration 25Q (4441.177677 sec): 3 clusters Score: Raw -4785641.410350 + Penalty 3496.415230 = -4782144.995120 nChanged 11 SP:Iteration 26Q (4441.294672 sec): 3 clusters Score: Raw -4785642.976221 + Penalty 3496.415230 = -4782146.560990 nChanged 9 SP:Iteration 27Q (4441.397115 sec): 3 clusters Score: Raw -4785643.959665 + Penalty 3496.415230 = -4782147.544434 nChanged 7 SP:Iteration 28Q (4441.506504 sec): 3 clusters Score: Raw -4785644.605457 + Penalty 3496.415230 = -4782148.190226 nChanged 5 SP:Iteration 29Q (4441.624433 sec): 3 clusters Score: Raw -4785645.150924 + Penalty 3496.415230 = -4782148.735693 nChanged 5 SP:Iteration 30Q (4441.731666 sec): 3 clusters Score: Raw -4785645.743569 + Penalty 3496.415230 = -4782149.328339 nChanged 2 SP:Iteration 31Q (4441.836934 sec): 3 clusters Score: Raw -4785646.145477 + Penalty 3496.415230 = -4782149.730246 nChanged 3 SP:Iteration 32Q (4441.947943 sec): 3 clusters Score: Raw -4785646.592011 + Penalty 3496.415230 = -4782150.176780 nChanged 3 SP:Iteration 33Q (4442.058068 sec): 3 clusters Score: Raw -4785646.799025 + Penalty 3496.415230 = -4782150.383795 nChanged 0 SP:Iteration 34F (4442.183940 sec): 3 clusters Score: Raw -4785646.799025 + Penalty 3496.415230 = -4782150.383795 nChanged 0 Score: Raw -49834046.579577 + Penalty 55378.190200 = -49778668.389377 Splitting cluster 18 changes total score from -49666665.245480 to -49778668.389377 So it's getting split into cluster 26. Trying to split cluster 19 (2542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4450.259815 sec): 2 clusters Score: Raw -257729.044124 + Penalty 1274.114798 = -256454.929325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4450.309415 sec): 3 clusters Score: Raw -256542.272283 + Penalty 2548.229597 = -253994.042686 nChanged 944 SP:Iteration 1F (4450.361215 sec): 3 clusters Score: Raw -257125.208921 + Penalty 2548.229597 = -254576.979324 nChanged 197 SP:Iteration 2F (4450.410788 sec): 3 clusters Score: Raw -257258.182916 + Penalty 2548.229597 = -254709.953319 nChanged 133 SP:Iteration 3F (4450.454267 sec): 3 clusters Score: Raw -257333.127725 + Penalty 2548.229597 = -254784.898128 nChanged 75 SP:Iteration 4Q (4450.510451 sec): 3 clusters Score: Raw -257370.573440 + Penalty 2548.229597 = -254822.343843 nChanged 57 SP:Iteration 5Q (4450.559043 sec): 3 clusters Score: Raw -257395.503802 + Penalty 2548.229597 = -254847.274205 nChanged 40 SP:Iteration 6Q (4450.607822 sec): 3 clusters Score: Raw -257412.950920 + Penalty 2548.229597 = -254864.721324 nChanged 33 SP:Iteration 7Q (4450.647537 sec): 3 clusters Score: Raw -257430.779336 + Penalty 2548.229597 = -254882.549740 nChanged 36 SP:Iteration 8Q (4450.700012 sec): 3 clusters Score: Raw -257447.253034 + Penalty 2548.229597 = -254899.023437 nChanged 34 SP:Iteration 9Q (4450.739390 sec): 3 clusters Score: Raw -257462.335203 + Penalty 2548.229597 = -254914.105606 nChanged 26 SP:Iteration 10Q (4450.795943 sec): 3 clusters Score: Raw -257474.718759 + Penalty 2548.229597 = -254926.489162 nChanged 21 SP:Iteration 11Q (4450.839453 sec): 3 clusters Score: Raw -257484.778471 + Penalty 2548.229597 = -254936.548874 nChanged 18 SP:Iteration 12Q (4450.891120 sec): 3 clusters Score: Raw -257493.633022 + Penalty 2548.229597 = -254945.403425 nChanged 24 SP:Iteration 13Q (4450.939410 sec): 3 clusters Score: Raw -257502.753331 + Penalty 2548.229597 = -254954.523734 nChanged 17 SP:Iteration 14Q (4450.999596 sec): 3 clusters Score: Raw -257508.306888 + Penalty 2548.229597 = -254960.077291 nChanged 14 SP:Iteration 15Q (4451.045824 sec): 3 clusters Score: Raw -257514.120451 + Penalty 2548.229597 = -254965.890854 nChanged 18 SP:Iteration 16Q (4451.090167 sec): 3 clusters Score: Raw -257521.337570 + Penalty 2548.229597 = -254973.107973 nChanged 19 SP:Iteration 17Q (4451.131866 sec): 3 clusters Score: Raw -257532.465640 + Penalty 2548.229597 = -254984.236044 nChanged 16 SP:Iteration 18Q (4451.192632 sec): 3 clusters Score: Raw -257539.420701 + Penalty 2548.229597 = -254991.191104 nChanged 12 SP:Iteration 19Q (4451.246940 sec): 3 clusters Score: Raw -257543.870645 + Penalty 2548.229597 = -254995.641048 nChanged 11 SP:Iteration 20F (4451.286393 sec): 3 clusters Score: Raw -257551.258674 + Penalty 2548.229597 = -255003.029077 nChanged 21 SP:Iteration 21Q (4451.333295 sec): 3 clusters Score: Raw -257564.504830 + Penalty 2548.229597 = -255016.275233 nChanged 21 SP:Iteration 22Q (4451.373821 sec): 3 clusters Score: Raw -257574.862849 + Penalty 2548.229597 = -255026.633253 nChanged 25 SP:Iteration 23Q (4451.417766 sec): 3 clusters Score: Raw -257585.011531 + Penalty 2548.229597 = -255036.781934 nChanged 29 SP:Iteration 24Q (4451.468390 sec): 3 clusters Score: Raw -257599.568222 + Penalty 2548.229597 = -255051.338625 nChanged 31 SP:Iteration 25Q (4451.519712 sec): 3 clusters Score: Raw -257615.668043 + Penalty 2548.229597 = -255067.438447 nChanged 26 SP:Iteration 26Q (4451.571094 sec): 3 clusters Score: Raw -257629.798231 + Penalty 2548.229597 = -255081.568634 nChanged 26 SP:Iteration 27Q (4451.618353 sec): 3 clusters Score: Raw -257638.793279 + Penalty 2548.229597 = -255090.563682 nChanged 25 SP:Iteration 28Q (4451.672032 sec): 3 clusters Score: Raw -257648.112213 + Penalty 2548.229597 = -255099.882616 nChanged 17 SP:Iteration 29Q (4451.718455 sec): 3 clusters Score: Raw -257654.460792 + Penalty 2548.229597 = -255106.231195 nChanged 18 SP:Iteration 30Q (4451.768596 sec): 3 clusters Score: Raw -257662.425519 + Penalty 2548.229597 = -255114.195922 nChanged 16 SP:Iteration 31Q (4451.816905 sec): 3 clusters Score: Raw -257669.294425 + Penalty 2548.229597 = -255121.064828 nChanged 18 SP:Iteration 32Q (4451.871008 sec): 3 clusters Score: Raw -257676.370955 + Penalty 2548.229597 = -255128.141358 nChanged 18 SP:Iteration 33Q (4451.916323 sec): 3 clusters Score: Raw -257684.992886 + Penalty 2548.229597 = -255136.763290 nChanged 19 SP:Iteration 34Q (4451.963427 sec): 3 clusters Score: Raw -257695.328353 + Penalty 2548.229597 = -255147.098756 nChanged 20 SP:Iteration 35Q (4452.021307 sec): 3 clusters Score: Raw -257702.840405 + Penalty 2548.229597 = -255154.610808 nChanged 17 SP:Iteration 36Q (4452.068227 sec): 3 clusters Score: Raw -257711.332537 + Penalty 2548.229597 = -255163.102940 nChanged 14 SP:Iteration 37Q (4452.111312 sec): 3 clusters Score: Raw -257717.686242 + Penalty 2548.229597 = -255169.456645 nChanged 14 SP:Iteration 38Q (4452.160792 sec): 3 clusters Score: Raw -257724.191619 + Penalty 2548.229597 = -255175.962022 nChanged 18 SP:Iteration 39Q (4452.213707 sec): 3 clusters Score: Raw -257730.635573 + Penalty 2548.229597 = -255182.405976 nChanged 19 SP:Iteration 40F (4452.267489 sec): 3 clusters Score: Raw -257739.943353 + Penalty 2548.229597 = -255191.713757 nChanged 18 SP:Iteration 41Q (4452.315104 sec): 3 clusters Score: Raw -257749.848670 + Penalty 2548.229597 = -255201.619073 nChanged 30 SP:Iteration 42Q (4452.360316 sec): 3 clusters Score: Raw -257766.411994 + Penalty 2548.229597 = -255218.182397 nChanged 39 SP:Iteration 43Q (4452.393081 sec): 3 clusters Score: Raw -257786.840746 + Penalty 2548.229597 = -255238.611149 nChanged 34 SP:Iteration 44Q (4452.439934 sec): 3 clusters Score: Raw -257804.123450 + Penalty 2548.229597 = -255255.893853 nChanged 29 SP:Iteration 45Q (4452.480968 sec): 3 clusters Score: Raw -257819.834244 + Penalty 2548.229597 = -255271.604647 nChanged 41 SP:Iteration 46Q (4452.513650 sec): 3 clusters Score: Raw -257838.488397 + Penalty 2548.229597 = -255290.258800 nChanged 28 SP:Iteration 47Q (4452.566233 sec): 3 clusters Score: Raw -257850.515594 + Penalty 2548.229597 = -255302.285997 nChanged 26 SP:Iteration 48Q (4452.600541 sec): 3 clusters Score: Raw -257863.484756 + Penalty 2548.229597 = -255315.255159 nChanged 32 SP:Iteration 49Q (4452.642693 sec): 3 clusters Score: Raw -257879.367985 + Penalty 2548.229597 = -255331.138388 nChanged 27 SP:Iteration 50Q (4452.693071 sec): 3 clusters Score: Raw -257894.506427 + Penalty 2548.229597 = -255346.276831 nChanged 27 SP:Iteration 51Q (4452.745037 sec): 3 clusters Score: Raw -257910.560110 + Penalty 2548.229597 = -255362.330513 nChanged 32 SP:Iteration 52Q (4452.790846 sec): 3 clusters Score: Raw -257933.423447 + Penalty 2548.229597 = -255385.193850 nChanged 29 SP:Iteration 53Q (4452.827490 sec): 3 clusters Score: Raw -257955.594257 + Penalty 2548.229597 = -255407.364660 nChanged 37 SP:Iteration 54Q (4452.869226 sec): 3 clusters Score: Raw -257978.067645 + Penalty 2548.229597 = -255429.838048 nChanged 33 SP:Iteration 55Q (4452.903382 sec): 3 clusters Score: Raw -257998.132724 + Penalty 2548.229597 = -255449.903127 nChanged 26 SP:Iteration 56Q (4452.945492 sec): 3 clusters Score: Raw -258012.022905 + Penalty 2548.229597 = -255463.793308 nChanged 13 SP:Iteration 57Q (4452.994931 sec): 3 clusters Score: Raw -258018.505787 + Penalty 2548.229597 = -255470.276190 nChanged 12 SP:Iteration 58Q (4453.045860 sec): 3 clusters Score: Raw -258023.126723 + Penalty 2548.229597 = -255474.897126 nChanged 12 SP:Iteration 59Q (4453.096136 sec): 3 clusters Score: Raw -258030.045573 + Penalty 2548.229597 = -255481.815976 nChanged 14 SP:Iteration 60F (4453.134681 sec): 3 clusters Score: Raw -258037.719486 + Penalty 2548.229597 = -255489.489889 nChanged 11 SP:Iteration 61Q (4453.182970 sec): 3 clusters Score: Raw -258045.522529 + Penalty 2548.229597 = -255497.292932 nChanged 13 SP:Iteration 62Q (4453.235370 sec): 3 clusters Score: Raw -258054.295084 + Penalty 2548.229597 = -255506.065487 nChanged 17 SP:Iteration 63Q (4453.291730 sec): 3 clusters Score: Raw -258062.936057 + Penalty 2548.229597 = -255514.706460 nChanged 12 SP:Iteration 64Q (4453.328589 sec): 3 clusters Score: Raw -258067.709358 + Penalty 2548.229597 = -255519.479761 nChanged 4 SP:Iteration 65Q (4453.385608 sec): 3 clusters Score: Raw -258069.153228 + Penalty 2548.229597 = -255520.923632 nChanged 6 SP:Iteration 66Q (4453.430284 sec): 3 clusters Score: Raw -258073.121777 + Penalty 2548.229597 = -255524.892180 nChanged 7 SP:Iteration 67Q (4453.477101 sec): 3 clusters Score: Raw -258078.396352 + Penalty 2548.229597 = -255530.166756 nChanged 9 SP:Iteration 68Q (4453.515876 sec): 3 clusters Score: Raw -258084.625252 + Penalty 2548.229597 = -255536.395655 nChanged 12 SP:Iteration 69Q (4453.563700 sec): 3 clusters Score: Raw -258097.976700 + Penalty 2548.229597 = -255549.747103 nChanged 18 SP:Iteration 70Q (4453.617693 sec): 3 clusters Score: Raw -258111.680185 + Penalty 2548.229597 = -255563.450588 nChanged 19 SP:Iteration 71Q (4453.670046 sec): 3 clusters Score: Raw -258121.078224 + Penalty 2548.229597 = -255572.848627 nChanged 7 SP:Iteration 72Q (4453.726131 sec): 3 clusters Score: Raw -258123.433750 + Penalty 2548.229597 = -255575.204153 nChanged 5 SP:Iteration 73Q (4453.769613 sec): 3 clusters Score: Raw -258124.890750 + Penalty 2548.229597 = -255576.661154 nChanged 2 SP:Iteration 74Q (4453.817616 sec): 3 clusters Score: Raw -258125.578595 + Penalty 2548.229597 = -255577.348998 nChanged 2 SP:Iteration 75Q (4453.855325 sec): 3 clusters Score: Raw -258125.930487 + Penalty 2548.229597 = -255577.700890 nChanged 1 SP:Iteration 76Q (4453.908038 sec): 3 clusters Score: Raw -258126.205315 + Penalty 2548.229597 = -255577.975718 nChanged 0 SP:Iteration 77F (4453.969336 sec): 3 clusters Score: Raw -258126.205315 + Penalty 2548.229597 = -255577.975718 nChanged 0 Trying to split cluster 20 (19887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4454.023088 sec): 2 clusters Score: Raw -1988677.571285 + Penalty 1608.395999 = -1987069.175287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4454.095121 sec): 3 clusters Score: Raw -1976599.909248 + Penalty 3216.791998 = -1973383.117250 nChanged 9023 SP:Iteration 1F (4454.189198 sec): 3 clusters Score: Raw -1981739.875532 + Penalty 3216.791998 = -1978523.083535 nChanged 1279 SP:Iteration 2F (4454.264945 sec): 3 clusters Score: Raw -1982374.759624 + Penalty 3216.791998 = -1979157.967627 nChanged 1224 SP:Iteration 3F (4454.348010 sec): 3 clusters Score: Raw -1983085.917238 + Penalty 3216.791998 = -1979869.125240 nChanged 1326 SP:Iteration 4F (4454.425150 sec): 3 clusters Score: Raw -1983912.133844 + Penalty 3216.791998 = -1980695.341846 nChanged 1332 SP:Iteration 5F (4454.510856 sec): 3 clusters Score: Raw -1984735.108375 + Penalty 3216.791998 = -1981518.316377 nChanged 1197 SP:Iteration 6F (4454.589822 sec): 3 clusters Score: Raw -1985427.927054 + Penalty 3216.791998 = -1982211.135057 nChanged 1087 SP:Iteration 7F (4454.668996 sec): 3 clusters Score: Raw -1986060.899591 + Penalty 3216.791998 = -1982844.107593 nChanged 928 SP:Iteration 8Q (4454.750588 sec): 3 clusters Score: Raw -1986527.072469 + Penalty 3216.791998 = -1983310.280471 nChanged 760 SP:Iteration 9Q (4454.829995 sec): 3 clusters Score: Raw -1986902.530803 + Penalty 3216.791998 = -1983685.738805 nChanged 647 SP:Iteration 10Q (4454.914329 sec): 3 clusters Score: Raw -1987228.190991 + Penalty 3216.791998 = -1984011.398994 nChanged 557 SP:Iteration 11Q (4455.000087 sec): 3 clusters Score: Raw -1987488.872069 + Penalty 3216.791998 = -1984272.080071 nChanged 536 SP:Iteration 12Q (4455.079356 sec): 3 clusters Score: Raw -1987736.885255 + Penalty 3216.791998 = -1984520.093257 nChanged 529 SP:Iteration 13Q (4455.156797 sec): 3 clusters Score: Raw -1987957.972918 + Penalty 3216.791998 = -1984741.180920 nChanged 474 SP:Iteration 14Q (4455.245688 sec): 3 clusters Score: Raw -1988133.856925 + Penalty 3216.791998 = -1984917.064927 nChanged 448 SP:Iteration 15Q (4455.327269 sec): 3 clusters Score: Raw -1988282.358512 + Penalty 3216.791998 = -1985065.566514 nChanged 397 SP:Iteration 16Q (4455.400399 sec): 3 clusters Score: Raw -1988392.399551 + Penalty 3216.791998 = -1985175.607553 nChanged 328 SP:Iteration 17Q (4455.481614 sec): 3 clusters Score: Raw -1988467.354160 + Penalty 3216.791998 = -1985250.562162 nChanged 262 SP:Iteration 18Q (4455.564010 sec): 3 clusters Score: Raw -1988516.308817 + Penalty 3216.791998 = -1985299.516819 nChanged 217 SP:Iteration 19Q (4455.649088 sec): 3 clusters Score: Raw -1988556.643958 + Penalty 3216.791998 = -1985339.851960 nChanged 203 SP:Iteration 20F (4455.727552 sec): 3 clusters Score: Raw -1988598.380971 + Penalty 3216.791998 = -1985381.588974 nChanged 188 SP:Iteration 21Q (4455.810480 sec): 3 clusters Score: Raw -1988634.931672 + Penalty 3216.791998 = -1985418.139675 nChanged 202 SP:Iteration 22Q (4455.883335 sec): 3 clusters Score: Raw -1988669.288042 + Penalty 3216.791998 = -1985452.496044 nChanged 187 SP:Iteration 23Q (4455.959458 sec): 3 clusters Score: Raw -1988698.315917 + Penalty 3216.791998 = -1985481.523920 nChanged 176 SP:Iteration 24Q (4456.049782 sec): 3 clusters Score: Raw -1988731.325391 + Penalty 3216.791998 = -1985514.533393 nChanged 173 SP:Iteration 25Q (4456.131906 sec): 3 clusters Score: Raw -1988763.470910 + Penalty 3216.791998 = -1985546.678913 nChanged 175 SP:Iteration 26Q (4456.210750 sec): 3 clusters Score: Raw -1988799.316381 + Penalty 3216.791998 = -1985582.524383 nChanged 209 SP:Iteration 27Q (4456.291391 sec): 3 clusters Score: Raw -1988851.632947 + Penalty 3216.791998 = -1985634.840950 nChanged 209 SP:Iteration 28Q (4456.366301 sec): 3 clusters Score: Raw -1988905.222596 + Penalty 3216.791998 = -1985688.430599 nChanged 204 SP:Iteration 29Q (4456.438309 sec): 3 clusters Score: Raw -1988953.286142 + Penalty 3216.791998 = -1985736.494145 nChanged 199 SP:Iteration 30Q (4456.515482 sec): 3 clusters Score: Raw -1988987.917865 + Penalty 3216.791998 = -1985771.125868 nChanged 170 SP:Iteration 31Q (4456.596488 sec): 3 clusters Score: Raw -1989014.906318 + Penalty 3216.791998 = -1985798.114321 nChanged 151 SP:Iteration 32Q (4456.686558 sec): 3 clusters Score: Raw -1989036.587587 + Penalty 3216.791998 = -1985819.795589 nChanged 121 SP:Iteration 33Q (4456.764428 sec): 3 clusters Score: Raw -1989053.021680 + Penalty 3216.791998 = -1985836.229682 nChanged 119 SP:Iteration 34Q (4456.844903 sec): 3 clusters Score: Raw -1989072.024678 + Penalty 3216.791998 = -1985855.232680 nChanged 150 SP:Iteration 35Q (4456.928791 sec): 3 clusters Score: Raw -1989096.149168 + Penalty 3216.791998 = -1985879.357171 nChanged 140 SP:Iteration 36Q (4457.009945 sec): 3 clusters Score: Raw -1989117.695273 + Penalty 3216.791998 = -1985900.903276 nChanged 135 SP:Iteration 37Q (4457.087506 sec): 3 clusters Score: Raw -1989138.608251 + Penalty 3216.791998 = -1985921.816254 nChanged 147 SP:Iteration 38Q (4457.162758 sec): 3 clusters Score: Raw -1989163.458142 + Penalty 3216.791998 = -1985946.666144 nChanged 149 SP:Iteration 39Q (4457.243066 sec): 3 clusters Score: Raw -1989186.247879 + Penalty 3216.791998 = -1985969.455882 nChanged 138 SP:Iteration 40F (4457.324005 sec): 3 clusters Score: Raw -1989204.774107 + Penalty 3216.791998 = -1985987.982109 nChanged 118 SP:Iteration 41Q (4457.412764 sec): 3 clusters Score: Raw -1989221.161626 + Penalty 3216.791998 = -1986004.369628 nChanged 118 SP:Iteration 42Q (4457.496576 sec): 3 clusters Score: Raw -1989237.832071 + Penalty 3216.791998 = -1986021.040074 nChanged 112 SP:Iteration 43Q (4457.565186 sec): 3 clusters Score: Raw -1989255.253393 + Penalty 3216.791998 = -1986038.461396 nChanged 109 SP:Iteration 44Q (4457.653409 sec): 3 clusters Score: Raw -1989268.988015 + Penalty 3216.791998 = -1986052.196017 nChanged 89 SP:Iteration 45Q (4457.738940 sec): 3 clusters Score: Raw -1989280.710342 + Penalty 3216.791998 = -1986063.918344 nChanged 96 SP:Iteration 46Q (4457.818571 sec): 3 clusters Score: Raw -1989295.217425 + Penalty 3216.791998 = -1986078.425427 nChanged 113 SP:Iteration 47Q (4457.900780 sec): 3 clusters Score: Raw -1989315.142073 + Penalty 3216.791998 = -1986098.350075 nChanged 143 SP:Iteration 48Q (4457.981348 sec): 3 clusters Score: Raw -1989341.771555 + Penalty 3216.791998 = -1986124.979558 nChanged 155 SP:Iteration 49Q (4458.060523 sec): 3 clusters Score: Raw -1989372.007752 + Penalty 3216.791998 = -1986155.215754 nChanged 162 SP:Iteration 50Q (4458.137784 sec): 3 clusters Score: Raw -1989403.976187 + Penalty 3216.791998 = -1986187.184189 nChanged 158 SP:Iteration 51Q (4458.206490 sec): 3 clusters Score: Raw -1989433.398488 + Penalty 3216.791998 = -1986216.606490 nChanged 130 SP:Iteration 52Q (4458.291561 sec): 3 clusters Score: Raw -1989453.224170 + Penalty 3216.791998 = -1986236.432172 nChanged 131 SP:Iteration 53Q (4458.370395 sec): 3 clusters Score: Raw -1989476.966672 + Penalty 3216.791998 = -1986260.174674 nChanged 131 SP:Iteration 54Q (4458.452178 sec): 3 clusters Score: Raw -1989500.288457 + Penalty 3216.791998 = -1986283.496460 nChanged 142 SP:Iteration 55Q (4458.529856 sec): 3 clusters Score: Raw -1989528.162850 + Penalty 3216.791998 = -1986311.370853 nChanged 146 SP:Iteration 56Q (4458.607913 sec): 3 clusters Score: Raw -1989551.503614 + Penalty 3216.791998 = -1986334.711617 nChanged 128 SP:Iteration 57Q (4458.688478 sec): 3 clusters Score: Raw -1989572.938333 + Penalty 3216.791998 = -1986356.146335 nChanged 121 SP:Iteration 58Q (4458.773767 sec): 3 clusters Score: Raw -1989594.217371 + Penalty 3216.791998 = -1986377.425373 nChanged 113 SP:Iteration 59Q (4458.851113 sec): 3 clusters Score: Raw -1989613.522591 + Penalty 3216.791998 = -1986396.730593 nChanged 115 SP:Iteration 60F (4458.913547 sec): 3 clusters Score: Raw -1989632.467296 + Penalty 3216.791998 = -1986415.675299 nChanged 97 SP:Iteration 61Q (4458.998042 sec): 3 clusters Score: Raw -1989646.650519 + Penalty 3216.791998 = -1986429.858522 nChanged 87 SP:Iteration 62Q (4459.079543 sec): 3 clusters Score: Raw -1989659.945722 + Penalty 3216.791998 = -1986443.153724 nChanged 91 SP:Iteration 63Q (4459.160607 sec): 3 clusters Score: Raw -1989673.663050 + Penalty 3216.791998 = -1986456.871052 nChanged 97 SP:Iteration 64Q (4459.233035 sec): 3 clusters Score: Raw -1989687.210688 + Penalty 3216.791998 = -1986470.418690 nChanged 86 SP:Iteration 65Q (4459.301348 sec): 3 clusters Score: Raw -1989700.412973 + Penalty 3216.791998 = -1986483.620975 nChanged 93 SP:Iteration 66Q (4459.377302 sec): 3 clusters Score: Raw -1989718.244015 + Penalty 3216.791998 = -1986501.452018 nChanged 107 SP:Iteration 67Q (4459.455250 sec): 3 clusters Score: Raw -1989737.127395 + Penalty 3216.791998 = -1986520.335397 nChanged 106 SP:Iteration 68Q (4459.537419 sec): 3 clusters Score: Raw -1989753.566115 + Penalty 3216.791998 = -1986536.774117 nChanged 94 SP:Iteration 69Q (4459.616411 sec): 3 clusters Score: Raw -1989765.564928 + Penalty 3216.791998 = -1986548.772930 nChanged 90 SP:Iteration 70Q (4459.690100 sec): 3 clusters Score: Raw -1989778.571672 + Penalty 3216.791998 = -1986561.779674 nChanged 80 SP:Iteration 71Q (4459.765339 sec): 3 clusters Score: Raw -1989788.453346 + Penalty 3216.791998 = -1986571.661348 nChanged 65 SP:Iteration 72Q (4459.849085 sec): 3 clusters Score: Raw -1989797.892994 + Penalty 3216.791998 = -1986581.100996 nChanged 85 SP:Iteration 73Q (4459.925146 sec): 3 clusters Score: Raw -1989809.386291 + Penalty 3216.791998 = -1986592.594294 nChanged 73 SP:Iteration 74Q (4460.009599 sec): 3 clusters Score: Raw -1989819.663547 + Penalty 3216.791998 = -1986602.871550 nChanged 75 SP:Iteration 75Q (4460.089670 sec): 3 clusters Score: Raw -1989828.916162 + Penalty 3216.791998 = -1986612.124165 nChanged 67 SP:Iteration 76Q (4460.167301 sec): 3 clusters Score: Raw -1989837.726383 + Penalty 3216.791998 = -1986620.934385 nChanged 69 SP:Iteration 77Q (4460.252658 sec): 3 clusters Score: Raw -1989848.390574 + Penalty 3216.791998 = -1986631.598576 nChanged 79 SP:Iteration 78Q (4460.315052 sec): 3 clusters Score: Raw -1989859.912171 + Penalty 3216.791998 = -1986643.120173 nChanged 76 SP:Iteration 79Q (4460.391258 sec): 3 clusters Score: Raw -1989871.060368 + Penalty 3216.791998 = -1986654.268370 nChanged 65 SP:Iteration 80F (4460.468846 sec): 3 clusters Score: Raw -1989880.700720 + Penalty 3216.791998 = -1986663.908722 nChanged 60 SP:Iteration 81Q (4460.543149 sec): 3 clusters Score: Raw -1989890.406632 + Penalty 3216.791998 = -1986673.614634 nChanged 57 SP:Iteration 82Q (4460.625280 sec): 3 clusters Score: Raw -1989898.064913 + Penalty 3216.791998 = -1986681.272915 nChanged 52 SP:Iteration 83Q (4460.702452 sec): 3 clusters Score: Raw -1989904.746660 + Penalty 3216.791998 = -1986687.954663 nChanged 52 SP:Iteration 84Q (4460.778774 sec): 3 clusters Score: Raw -1989911.889829 + Penalty 3216.791998 = -1986695.097832 nChanged 49 SP:Iteration 85Q (4460.851102 sec): 3 clusters Score: Raw -1989919.535428 + Penalty 3216.791998 = -1986702.743430 nChanged 39 SP:Iteration 86Q (4460.926818 sec): 3 clusters Score: Raw -1989927.752071 + Penalty 3216.791998 = -1986710.960073 nChanged 46 SP:Iteration 87Q (4460.993529 sec): 3 clusters Score: Raw -1989935.535993 + Penalty 3216.791998 = -1986718.743996 nChanged 46 SP:Iteration 88Q (4461.069590 sec): 3 clusters Score: Raw -1989942.751372 + Penalty 3216.791998 = -1986725.959374 nChanged 32 SP:Iteration 89Q (4461.151407 sec): 3 clusters Score: Raw -1989946.590370 + Penalty 3216.791998 = -1986729.798373 nChanged 32 SP:Iteration 90Q (4461.227407 sec): 3 clusters Score: Raw -1989951.305514 + Penalty 3216.791998 = -1986734.513517 nChanged 39 SP:Iteration 91Q (4461.307972 sec): 3 clusters Score: Raw -1989958.209871 + Penalty 3216.791998 = -1986741.417873 nChanged 46 SP:Iteration 92Q (4461.396436 sec): 3 clusters Score: Raw -1989966.273235 + Penalty 3216.791998 = -1986749.481237 nChanged 45 SP:Iteration 93Q (4461.473111 sec): 3 clusters Score: Raw -1989975.064863 + Penalty 3216.791998 = -1986758.272866 nChanged 42 SP:Iteration 94Q (4461.555336 sec): 3 clusters Score: Raw -1989980.660733 + Penalty 3216.791998 = -1986763.868735 nChanged 31 SP:Iteration 95Q (4461.634396 sec): 3 clusters Score: Raw -1989985.300499 + Penalty 3216.791998 = -1986768.508502 nChanged 30 SP:Iteration 96Q (4461.713466 sec): 3 clusters Score: Raw -1989989.883076 + Penalty 3216.791998 = -1986773.091079 nChanged 35 SP:Iteration 97Q (4461.793513 sec): 3 clusters Score: Raw -1989994.918123 + Penalty 3216.791998 = -1986778.126125 nChanged 36 SP:Iteration 98Q (4461.874771 sec): 3 clusters Score: Raw -1990000.457925 + Penalty 3216.791998 = -1986783.665927 nChanged 35 SP:Iteration 99Q (4461.951533 sec): 3 clusters Score: Raw -1990006.076204 + Penalty 3216.791998 = -1986789.284206 nChanged 42 SP:Iteration 100F (4462.031656 sec): 3 clusters Score: Raw -1990012.592404 + Penalty 3216.791998 = -1986795.800406 nChanged 49 SP:Iteration 101Q (4462.112050 sec): 3 clusters Score: Raw -1990019.994140 + Penalty 3216.791998 = -1986803.202142 nChanged 42 SP:Iteration 102Q (4462.190821 sec): 3 clusters Score: Raw -1990026.315732 + Penalty 3216.791998 = -1986809.523734 nChanged 52 SP:Iteration 103Q (4462.266829 sec): 3 clusters Score: Raw -1990034.894683 + Penalty 3216.791998 = -1986818.102685 nChanged 46 SP:Iteration 104Q (4462.343243 sec): 3 clusters Score: Raw -1990042.524433 + Penalty 3216.791998 = -1986825.732435 nChanged 54 SP:Iteration 105Q (4462.417843 sec): 3 clusters Score: Raw -1990051.766102 + Penalty 3216.791998 = -1986834.974104 nChanged 47 SP:Iteration 106Q (4462.490598 sec): 3 clusters Score: Raw -1990058.791929 + Penalty 3216.791998 = -1986841.999932 nChanged 36 SP:Iteration 107Q (4462.565296 sec): 3 clusters Score: Raw -1990064.519484 + Penalty 3216.791998 = -1986847.727487 nChanged 34 SP:Iteration 108Q (4462.650501 sec): 3 clusters Score: Raw -1990068.637935 + Penalty 3216.791998 = -1986851.845938 nChanged 28 SP:Iteration 109Q (4462.731194 sec): 3 clusters Score: Raw -1990073.564586 + Penalty 3216.791998 = -1986856.772588 nChanged 27 SP:Iteration 110Q (4462.807689 sec): 3 clusters Score: Raw -1990078.252058 + Penalty 3216.791998 = -1986861.460061 nChanged 24 SP:Iteration 111Q (4462.889100 sec): 3 clusters Score: Raw -1990081.181065 + Penalty 3216.791998 = -1986864.389067 nChanged 13 SP:Iteration 112Q (4462.969323 sec): 3 clusters Score: Raw -1990083.121984 + Penalty 3216.791998 = -1986866.329987 nChanged 15 SP:Iteration 113Q (4463.047022 sec): 3 clusters Score: Raw -1990084.902995 + Penalty 3216.791998 = -1986868.110998 nChanged 19 SP:Iteration 114Q (4463.125378 sec): 3 clusters Score: Raw -1990087.055419 + Penalty 3216.791998 = -1986870.263421 nChanged 20 SP:Iteration 115Q (4463.194101 sec): 3 clusters Score: Raw -1990089.599809 + Penalty 3216.791998 = -1986872.807811 nChanged 19 SP:Iteration 116Q (4463.268095 sec): 3 clusters Score: Raw -1990091.646901 + Penalty 3216.791998 = -1986874.854904 nChanged 17 SP:Iteration 117Q (4463.347806 sec): 3 clusters Score: Raw -1990093.366182 + Penalty 3216.791998 = -1986876.574184 nChanged 18 SP:Iteration 118Q (4463.420726 sec): 3 clusters Score: Raw -1990095.217138 + Penalty 3216.791998 = -1986878.425140 nChanged 11 SP:Iteration 119Q (4463.498595 sec): 3 clusters Score: Raw -1990096.162417 + Penalty 3216.791998 = -1986879.370420 nChanged 8 SP:Iteration 120F (4463.580149 sec): 3 clusters Score: Raw -1990097.373463 + Penalty 3216.791998 = -1986880.581465 nChanged 7 SP:Iteration 121Q (4463.658394 sec): 3 clusters Score: Raw -1990098.706513 + Penalty 3216.791998 = -1986881.914516 nChanged 9 SP:Iteration 122Q (4463.733788 sec): 3 clusters Score: Raw -1990099.755488 + Penalty 3216.791998 = -1986882.963490 nChanged 14 SP:Iteration 123Q (4463.813682 sec): 3 clusters Score: Raw -1990100.966177 + Penalty 3216.791998 = -1986884.174179 nChanged 8 SP:Iteration 124Q (4463.889579 sec): 3 clusters Score: Raw -1990101.478714 + Penalty 3216.791998 = -1986884.686716 nChanged 3 SP:Iteration 125Q (4463.968548 sec): 3 clusters Score: Raw -1990101.764299 + Penalty 3216.791998 = -1986884.972301 nChanged 5 SP:Iteration 126Q (4464.030526 sec): 3 clusters Score: Raw -1990102.120288 + Penalty 3216.791998 = -1986885.328290 nChanged 3 SP:Iteration 127Q (4464.115626 sec): 3 clusters Score: Raw -1990102.363841 + Penalty 3216.791998 = -1986885.571844 nChanged 1 SP:Iteration 128Q (4464.193933 sec): 3 clusters Score: Raw -1990102.448378 + Penalty 3216.791998 = -1986885.656380 nChanged 1 SP:Iteration 129Q (4464.257187 sec): 3 clusters Score: Raw -1990102.499847 + Penalty 3216.791998 = -1986885.707850 nChanged 0 SP:Iteration 130F (4464.346652 sec): 3 clusters Score: Raw -1990102.499847 + Penalty 3216.791998 = -1986885.707850 nChanged 0 Iteration 20F (4472.314054 sec): 27 clusters Score: Raw -49862404.214574 + Penalty 55378.190200 = -49807026.024374 nChanged 24830 Iteration 21F (4480.659192 sec): 27 clusters Score: Raw -49884514.273029 + Penalty 55378.190200 = -49829136.082829 nChanged 14947 Iteration 22Q (4484.455613 sec): 27 clusters Score: Raw -49893664.384123 + Penalty 55378.190200 = -49838286.193923 nChanged 10913 Iteration 23Q (4488.013753 sec): 27 clusters Score: Raw -49898542.448629 + Penalty 55378.190200 = -49843164.258429 nChanged 8607 Iteration 24Q (4491.647730 sec): 27 clusters Score: Raw -49901796.194167 + Penalty 55378.190200 = -49846418.003967 nChanged 7015 Iteration 25Q (4495.066959 sec): 27 clusters Score: Raw -49904194.556391 + Penalty 55378.190200 = -49848816.366191 nChanged 5861 Iteration 26Q (4498.622332 sec): 27 clusters Score: Raw -49905989.076698 + Penalty 55378.190200 = -49850610.886498 nChanged 5062 Iteration 27Q (4502.079279 sec): 27 clusters Score: Raw -49907359.167947 + Penalty 55378.190200 = -49851980.977747 nChanged 4275 Iteration 28Q (4505.671893 sec): 27 clusters Score: Raw -49908351.492597 + Penalty 55378.190200 = -49852973.302396 nChanged 3758 Iteration 29Q (4508.731544 sec): 27 clusters Score: Raw -49909160.734275 + Penalty 55378.190200 = -49853782.544075 nChanged 3270 Iteration 30Q (4512.237978 sec): 27 clusters Score: Raw -49909818.024177 + Penalty 55378.190200 = -49854439.833977 nChanged 3030 Iteration 31Q (4515.516477 sec): 27 clusters Score: Raw -49910375.700811 + Penalty 55378.190200 = -49854997.510611 nChanged 2762 Iteration 32Q (4518.927797 sec): 27 clusters Score: Raw -49910864.905863 + Penalty 55378.190200 = -49855486.715663 nChanged 2479 Iteration 33Q (4522.587454 sec): 27 clusters Score: Raw -49911259.028911 + Penalty 55378.190200 = -49855880.838711 nChanged 2195 Iteration 34Q (4526.393948 sec): 27 clusters Score: Raw -49911569.941564 + Penalty 55378.190200 = -49856191.751364 nChanged 1861 Iteration 35Q (4530.184101 sec): 27 clusters Score: Raw -49911824.083189 + Penalty 55378.190200 = -49856445.892989 nChanged 1728 Iteration 36Q (4533.734626 sec): 27 clusters Score: Raw -49912030.335512 + Penalty 55378.190200 = -49856652.145312 nChanged 1580 Iteration 37Q (4537.345565 sec): 27 clusters Score: Raw -49912215.454098 + Penalty 55378.190200 = -49856837.263898 nChanged 1414 Iteration 38Q (4541.091584 sec): 27 clusters Score: Raw -49912380.858138 + Penalty 55378.190200 = -49857002.667938 nChanged 1381 Iteration 39Q (4544.929278 sec): 27 clusters Score: Raw -49912536.497565 + Penalty 55378.190200 = -49857158.307365 nChanged 1249 Iteration 40F (4553.613896 sec): 27 clusters Score: Raw -49912737.174436 + Penalty 55378.190200 = -49857358.984236 nChanged 1153 Iteration 41Q (4557.396313 sec): 27 clusters Score: Raw -49912890.467004 + Penalty 55378.190200 = -49857512.276804 nChanged 1170 Iteration 42Q (4561.103663 sec): 27 clusters Score: Raw -49913034.935086 + Penalty 55378.190200 = -49857656.744886 nChanged 1149 Iteration 43Q (4564.775331 sec): 27 clusters Score: Raw -49913177.299578 + Penalty 55378.190200 = -49857799.109378 nChanged 1121 Iteration 44Q (4568.573699 sec): 27 clusters Score: Raw -49913327.286328 + Penalty 55378.190200 = -49857949.096127 nChanged 1022 Iteration 45Q (4572.332451 sec): 27 clusters Score: Raw -49913458.163319 + Penalty 55378.190200 = -49858079.973119 nChanged 952 Iteration 46Q (4576.045493 sec): 27 clusters Score: Raw -49913584.350497 + Penalty 55378.190200 = -49858206.160297 nChanged 961 Iteration 47Q (4579.886506 sec): 27 clusters Score: Raw -49913706.412133 + Penalty 55378.190200 = -49858328.221933 nChanged 934 Iteration 48Q (4583.701520 sec): 27 clusters Score: Raw -49913819.657136 + Penalty 55378.190200 = -49858441.466936 nChanged 872 Iteration 49Q (4587.521145 sec): 27 clusters Score: Raw -49913914.976340 + Penalty 55378.190200 = -49858536.786140 nChanged 837 Iteration 50Q (4591.233125 sec): 27 clusters Score: Raw -49914007.383740 + Penalty 55378.190200 = -49858629.193540 nChanged 842 Iteration 51Q (4594.895374 sec): 27 clusters Score: Raw -49914097.213593 + Penalty 55378.190200 = -49858719.023393 nChanged 784 Iteration 52Q (4598.747369 sec): 27 clusters Score: Raw -49914183.113971 + Penalty 55378.190200 = -49858804.923771 nChanged 753 Iteration 53Q (4602.464466 sec): 27 clusters Score: Raw -49914258.132895 + Penalty 55378.190200 = -49858879.942695 nChanged 700 Iteration 54Q (4606.332653 sec): 27 clusters Score: Raw -49914326.376647 + Penalty 55378.190200 = -49858948.186447 nChanged 676 Iteration 55Q (4609.665154 sec): 27 clusters Score: Raw -49914388.601893 + Penalty 55378.190200 = -49859010.411693 nChanged 658 Iteration 56Q (4613.301145 sec): 27 clusters Score: Raw -49914443.848507 + Penalty 55378.190200 = -49859065.658307 nChanged 599 Iteration 57Q (4617.010704 sec): 27 clusters Score: Raw -49914492.007392 + Penalty 55378.190200 = -49859113.817192 nChanged 565 Iteration 58Q (4620.838557 sec): 27 clusters Score: Raw -49914534.479538 + Penalty 55378.190200 = -49859156.289338 nChanged 483 Writing temp clu file Because OldScore, -49859113.817192, is greater than current (better) Score,-49859156.289338 Compute initial score before splitting: Score: Raw -49914534.479538 + Penalty 55378.190200 = -49859156.289338 Trying to split cluster 1 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4621.021327 sec): 2 clusters Score: Raw -48356.604537 + Penalty 1030.021538 = -47326.583000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4621.077803 sec): 3 clusters Score: Raw -48403.426755 + Penalty 2060.043075 = -46343.383680 nChanged 166 SP:Iteration 1F (4621.116267 sec): 3 clusters Score: Raw -48751.148284 + Penalty 2060.043075 = -46691.105209 nChanged 57 SP:Iteration 2F (4621.165686 sec): 3 clusters Score: Raw -48851.811521 + Penalty 2060.043075 = -46791.768445 nChanged 22 SP:Iteration 3Q (4621.206925 sec): 3 clusters Score: Raw -48929.180190 + Penalty 2060.043075 = -46869.137115 nChanged 17 SP:Iteration 4Q (4621.250598 sec): 3 clusters Score: Raw -48973.172085 + Penalty 2060.043075 = -46913.129009 nChanged 3 SP:Iteration 5Q (4621.296922 sec): 3 clusters Score: Raw -48979.309190 + Penalty 2060.043075 = -46919.266114 nChanged 3 SP:Iteration 6Q (4621.331634 sec): 3 clusters Score: Raw -48984.424741 + Penalty 2060.043075 = -46924.381665 nChanged 3 SP:Iteration 7Q (4621.377042 sec): 3 clusters Score: Raw -48989.830091 + Penalty 2060.043075 = -46929.787016 nChanged 5 SP:Iteration 8Q (4621.428681 sec): 3 clusters Score: Raw -49000.440898 + Penalty 2060.043075 = -46940.397822 nChanged 2 SP:Iteration 9Q (4621.474162 sec): 3 clusters Score: Raw -49004.686401 + Penalty 2060.043075 = -46944.643326 nChanged 1 SP:Iteration 10Q (4621.522973 sec): 3 clusters Score: Raw -49009.295443 + Penalty 2060.043075 = -46949.252367 nChanged 2 SP:Iteration 11Q (4621.559086 sec): 3 clusters Score: Raw -49012.089800 + Penalty 2060.043075 = -46952.046724 nChanged 2 SP:Iteration 12Q (4621.610545 sec): 3 clusters Score: Raw -49019.353557 + Penalty 2060.043075 = -46959.310482 nChanged 4 SP:Iteration 13Q (4621.653634 sec): 3 clusters Score: Raw -49052.309594 + Penalty 2060.043075 = -46992.266519 nChanged 8 SP:Iteration 14Q (4621.697737 sec): 3 clusters Score: Raw -49064.031861 + Penalty 2060.043075 = -47003.988786 nChanged 2 SP:Iteration 15Q (4621.743898 sec): 3 clusters Score: Raw -49066.990897 + Penalty 2060.043075 = -47006.947822 nChanged 0 SP:Iteration 16F (4621.782465 sec): 3 clusters Score: Raw -49066.990897 + Penalty 2060.043075 = -47006.947822 nChanged 0 Trying to split cluster 2 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4621.815405 sec): 2 clusters Score: Raw -31274.394797 + Penalty 970.744062 = -30303.650735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4621.851985 sec): 3 clusters Score: Raw -31299.020595 + Penalty 1941.488124 = -29357.532471 nChanged 82 SP:Iteration 1F (4621.907855 sec): 3 clusters Score: Raw -31486.743276 + Penalty 1941.488124 = -29545.255153 nChanged 33 SP:Iteration 2F (4621.949543 sec): 3 clusters Score: Raw -31616.666779 + Penalty 1941.488124 = -29675.178655 nChanged 34 SP:Iteration 3F (4622.000285 sec): 3 clusters Score: Raw -31735.562557 + Penalty 1941.488124 = -29794.074433 nChanged 17 SP:Iteration 4Q (4622.053087 sec): 3 clusters Score: Raw -31793.261270 + Penalty 1941.488124 = -29851.773146 nChanged 8 SP:Iteration 5Q (4622.099261 sec): 3 clusters Score: Raw -31868.885225 + Penalty 1941.488124 = -29927.397102 nChanged 6 SP:Iteration 6Q (4622.153682 sec): 3 clusters Score: Raw -31908.885893 + Penalty 1941.488124 = -29967.397769 nChanged 7 SP:Iteration 7Q (4622.203596 sec): 3 clusters Score: Raw -31930.170847 + Penalty 1941.488124 = -29988.682723 nChanged 9 SP:Iteration 8Q (4622.242300 sec): 3 clusters Score: Raw -31963.938607 + Penalty 1941.488124 = -30022.450483 nChanged 4 SP:Iteration 9Q (4622.286891 sec): 3 clusters Score: Raw -31970.267046 + Penalty 1941.488124 = -30028.778922 nChanged 3 SP:Iteration 10Q (4622.344808 sec): 3 clusters Score: Raw -31976.613095 + Penalty 1941.488124 = -30035.124972 nChanged 3 SP:Iteration 11Q (4622.390932 sec): 3 clusters Score: Raw -31989.882904 + Penalty 1941.488124 = -30048.394780 nChanged 2 SP:Iteration 12Q (4622.423266 sec): 3 clusters Score: Raw -31994.211249 + Penalty 1941.488124 = -30052.723125 nChanged 0 SP:Iteration 13F (4622.473614 sec): 3 clusters Score: Raw -31994.211249 + Penalty 1941.488124 = -30052.723125 nChanged 0 Trying to split cluster 3 (4431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4622.504970 sec): 2 clusters Score: Raw -424404.508095 + Penalty 1364.411843 = -423040.096252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4622.560061 sec): 3 clusters Score: Raw -422204.943746 + Penalty 2728.823686 = -419476.120061 nChanged 1752 SP:Iteration 1F (4622.615627 sec): 3 clusters Score: Raw -423269.796120 + Penalty 2728.823686 = -420540.972434 nChanged 311 SP:Iteration 2F (4622.663315 sec): 3 clusters Score: Raw -423461.985135 + Penalty 2728.823686 = -420733.161449 nChanged 218 SP:Iteration 3Q (4622.718950 sec): 3 clusters Score: Raw -423587.150043 + Penalty 2728.823686 = -420858.326357 nChanged 180 SP:Iteration 4Q (4622.786491 sec): 3 clusters Score: Raw -423688.814501 + Penalty 2728.823686 = -420959.990815 nChanged 168 SP:Iteration 5Q (4622.842551 sec): 3 clusters Score: Raw -423782.970743 + Penalty 2728.823686 = -421054.147057 nChanged 147 SP:Iteration 6Q (4622.900001 sec): 3 clusters Score: Raw -423878.440523 + Penalty 2728.823686 = -421149.616837 nChanged 146 SP:Iteration 7Q (4622.945454 sec): 3 clusters Score: Raw -423968.374682 + Penalty 2728.823686 = -421239.550996 nChanged 122 SP:Iteration 8Q (4623.008076 sec): 3 clusters Score: Raw -424033.140065 + Penalty 2728.823686 = -421304.316379 nChanged 109 SP:Iteration 9Q (4623.062900 sec): 3 clusters Score: Raw -424099.246969 + Penalty 2728.823686 = -421370.423283 nChanged 111 SP:Iteration 10Q (4623.120513 sec): 3 clusters Score: Raw -424174.144755 + Penalty 2728.823686 = -421445.321070 nChanged 106 SP:Iteration 11Q (4623.171133 sec): 3 clusters Score: Raw -424244.758635 + Penalty 2728.823686 = -421515.934950 nChanged 97 SP:Iteration 12Q (4623.222909 sec): 3 clusters Score: Raw -424306.184530 + Penalty 2728.823686 = -421577.360844 nChanged 92 SP:Iteration 13Q (4623.279808 sec): 3 clusters Score: Raw -424372.893564 + Penalty 2728.823686 = -421644.069879 nChanged 77 SP:Iteration 14Q (4623.327547 sec): 3 clusters Score: Raw -424425.135854 + Penalty 2728.823686 = -421696.312168 nChanged 53 SP:Iteration 15Q (4623.380820 sec): 3 clusters Score: Raw -424456.501690 + Penalty 2728.823686 = -421727.678004 nChanged 41 SP:Iteration 16Q (4623.441470 sec): 3 clusters Score: Raw -424485.935024 + Penalty 2728.823686 = -421757.111338 nChanged 41 SP:Iteration 17Q (4623.481864 sec): 3 clusters Score: Raw -424512.388798 + Penalty 2728.823686 = -421783.565112 nChanged 29 SP:Iteration 18Q (4623.539257 sec): 3 clusters Score: Raw -424529.285273 + Penalty 2728.823686 = -421800.461587 nChanged 25 SP:Iteration 19Q (4623.589697 sec): 3 clusters Score: Raw -424542.295454 + Penalty 2728.823686 = -421813.471768 nChanged 15 SP:Iteration 20F (4623.641969 sec): 3 clusters Score: Raw -424551.612078 + Penalty 2728.823686 = -421822.788393 nChanged 17 SP:Iteration 21Q (4623.682160 sec): 3 clusters Score: Raw -424561.161243 + Penalty 2728.823686 = -421832.337558 nChanged 13 SP:Iteration 22Q (4623.743004 sec): 3 clusters Score: Raw -424574.040239 + Penalty 2728.823686 = -421845.216553 nChanged 17 SP:Iteration 23Q (4623.795587 sec): 3 clusters Score: Raw -424587.464397 + Penalty 2728.823686 = -421858.640711 nChanged 12 SP:Iteration 24Q (4623.842810 sec): 3 clusters Score: Raw -424597.132770 + Penalty 2728.823686 = -421868.309085 nChanged 13 SP:Iteration 25Q (4623.896196 sec): 3 clusters Score: Raw -424605.601009 + Penalty 2728.823686 = -421876.777323 nChanged 9 SP:Iteration 26Q (4623.952101 sec): 3 clusters Score: Raw -424609.969962 + Penalty 2728.823686 = -421881.146277 nChanged 6 SP:Iteration 27Q (4623.991849 sec): 3 clusters Score: Raw -424614.085473 + Penalty 2728.823686 = -421885.261787 nChanged 8 SP:Iteration 28Q (4624.043230 sec): 3 clusters Score: Raw -424618.067296 + Penalty 2728.823686 = -421889.243610 nChanged 4 SP:Iteration 29Q (4624.100695 sec): 3 clusters Score: Raw -424620.016189 + Penalty 2728.823686 = -421891.192503 nChanged 3 SP:Iteration 30Q (4624.147892 sec): 3 clusters Score: Raw -424621.124194 + Penalty 2728.823686 = -421892.300509 nChanged 1 SP:Iteration 31Q (4624.205357 sec): 3 clusters Score: Raw -424621.771517 + Penalty 2728.823686 = -421892.947832 nChanged 1 SP:Iteration 32Q (4624.249292 sec): 3 clusters Score: Raw -424622.191776 + Penalty 2728.823686 = -421893.368090 nChanged 0 SP:Iteration 33F (4624.309622 sec): 3 clusters Score: Raw -424622.191776 + Penalty 2728.823686 = -421893.368090 nChanged 0 Trying to split cluster 4 (7213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4624.350081 sec): 2 clusters Score: Raw -731428.687592 + Penalty 1443.591538 = -729985.096055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4624.407608 sec): 3 clusters Score: Raw -727550.674060 + Penalty 2887.183076 = -724663.490984 nChanged 2947 SP:Iteration 1F (4624.458540 sec): 3 clusters Score: Raw -729232.209494 + Penalty 2887.183076 = -726345.026419 nChanged 479 SP:Iteration 2F (4624.516230 sec): 3 clusters Score: Raw -729442.315594 + Penalty 2887.183076 = -726555.132519 nChanged 343 SP:Iteration 3Q (4624.574444 sec): 3 clusters Score: Raw -729582.825424 + Penalty 2887.183076 = -726695.642348 nChanged 277 SP:Iteration 4Q (4624.640593 sec): 3 clusters Score: Raw -729703.609542 + Penalty 2887.183076 = -726816.426467 nChanged 254 SP:Iteration 5Q (4624.704098 sec): 3 clusters Score: Raw -729804.527667 + Penalty 2887.183076 = -726917.344591 nChanged 218 SP:Iteration 6Q (4624.753213 sec): 3 clusters Score: Raw -729890.474360 + Penalty 2887.183076 = -727003.291285 nChanged 217 SP:Iteration 7Q (4624.809700 sec): 3 clusters Score: Raw -729987.175002 + Penalty 2887.183076 = -727099.991926 nChanged 222 SP:Iteration 8Q (4624.865248 sec): 3 clusters Score: Raw -730074.483087 + Penalty 2887.183076 = -727187.300011 nChanged 185 SP:Iteration 9Q (4624.922086 sec): 3 clusters Score: Raw -730145.760904 + Penalty 2887.183076 = -727258.577828 nChanged 176 SP:Iteration 10Q (4624.981434 sec): 3 clusters Score: Raw -730221.988904 + Penalty 2887.183076 = -727334.805828 nChanged 204 SP:Iteration 11Q (4625.043907 sec): 3 clusters Score: Raw -730318.975778 + Penalty 2887.183076 = -727431.792703 nChanged 214 SP:Iteration 12Q (4625.104288 sec): 3 clusters Score: Raw -730427.062693 + Penalty 2887.183076 = -727539.879617 nChanged 199 SP:Iteration 13Q (4625.150278 sec): 3 clusters Score: Raw -730525.663445 + Penalty 2887.183076 = -727638.480369 nChanged 208 SP:Iteration 14Q (4625.221678 sec): 3 clusters Score: Raw -730634.818445 + Penalty 2887.183076 = -727747.635369 nChanged 186 SP:Iteration 15Q (4625.278146 sec): 3 clusters Score: Raw -730731.347630 + Penalty 2887.183076 = -727844.164554 nChanged 169 SP:Iteration 16Q (4625.331835 sec): 3 clusters Score: Raw -730834.991640 + Penalty 2887.183076 = -727947.808564 nChanged 195 SP:Iteration 17Q (4625.391841 sec): 3 clusters Score: Raw -730959.829921 + Penalty 2887.183076 = -728072.646846 nChanged 168 SP:Iteration 18Q (4625.449578 sec): 3 clusters Score: Raw -731067.331820 + Penalty 2887.183076 = -728180.148745 nChanged 134 SP:Iteration 19Q (4625.498494 sec): 3 clusters Score: Raw -731145.447968 + Penalty 2887.183076 = -728258.264893 nChanged 117 SP:Iteration 20F (4625.566549 sec): 3 clusters Score: Raw -731196.816510 + Penalty 2887.183076 = -728309.633434 nChanged 78 SP:Iteration 21Q (4625.613168 sec): 3 clusters Score: Raw -731230.468018 + Penalty 2887.183076 = -728343.284942 nChanged 70 SP:Iteration 22Q (4625.676320 sec): 3 clusters Score: Raw -731265.852143 + Penalty 2887.183076 = -728378.669067 nChanged 72 SP:Iteration 23Q (4625.724455 sec): 3 clusters Score: Raw -731303.310322 + Penalty 2887.183076 = -728416.127246 nChanged 59 SP:Iteration 24Q (4625.786312 sec): 3 clusters Score: Raw -731329.453975 + Penalty 2887.183076 = -728442.270899 nChanged 49 SP:Iteration 25Q (4625.839004 sec): 3 clusters Score: Raw -731345.976515 + Penalty 2887.183076 = -728458.793439 nChanged 38 SP:Iteration 26Q (4625.885870 sec): 3 clusters Score: Raw -731358.677490 + Penalty 2887.183076 = -728471.494415 nChanged 44 SP:Iteration 27Q (4625.938421 sec): 3 clusters Score: Raw -731372.583736 + Penalty 2887.183076 = -728485.400660 nChanged 29 SP:Iteration 28Q (4626.004480 sec): 3 clusters Score: Raw -731382.826876 + Penalty 2887.183076 = -728495.643801 nChanged 37 SP:Iteration 29Q (4626.055351 sec): 3 clusters Score: Raw -731399.469442 + Penalty 2887.183076 = -728512.286366 nChanged 42 SP:Iteration 30Q (4626.116877 sec): 3 clusters Score: Raw -731416.049790 + Penalty 2887.183076 = -728528.866715 nChanged 37 SP:Iteration 31Q (4626.173155 sec): 3 clusters Score: Raw -731430.611325 + Penalty 2887.183076 = -728543.428250 nChanged 36 SP:Iteration 32Q (4626.225735 sec): 3 clusters Score: Raw -731444.813446 + Penalty 2887.183076 = -728557.630371 nChanged 30 SP:Iteration 33Q (4626.285035 sec): 3 clusters Score: Raw -731455.661599 + Penalty 2887.183076 = -728568.478524 nChanged 26 SP:Iteration 34Q (4626.343450 sec): 3 clusters Score: Raw -731462.899542 + Penalty 2887.183076 = -728575.716467 nChanged 18 SP:Iteration 35Q (4626.394364 sec): 3 clusters Score: Raw -731470.193971 + Penalty 2887.183076 = -728583.010895 nChanged 23 SP:Iteration 36Q (4626.444961 sec): 3 clusters Score: Raw -731478.920101 + Penalty 2887.183076 = -728591.737025 nChanged 20 SP:Iteration 37Q (4626.511125 sec): 3 clusters Score: Raw -731486.439089 + Penalty 2887.183076 = -728599.256013 nChanged 22 SP:Iteration 38Q (4626.554670 sec): 3 clusters Score: Raw -731494.920126 + Penalty 2887.183076 = -728607.737050 nChanged 17 SP:Iteration 39Q (4626.613994 sec): 3 clusters Score: Raw -731503.273801 + Penalty 2887.183076 = -728616.090726 nChanged 25 SP:Iteration 40F (4626.667203 sec): 3 clusters Score: Raw -731516.550921 + Penalty 2887.183076 = -728629.367845 nChanged 26 SP:Iteration 41Q (4626.729448 sec): 3 clusters Score: Raw -731534.693301 + Penalty 2887.183076 = -728647.510225 nChanged 27 SP:Iteration 42Q (4626.780304 sec): 3 clusters Score: Raw -731569.413401 + Penalty 2887.183076 = -728682.230325 nChanged 37 SP:Iteration 43Q (4626.838844 sec): 3 clusters Score: Raw -731666.171271 + Penalty 2887.183076 = -728778.988196 nChanged 60 SP:Iteration 44Q (4626.883936 sec): 3 clusters Score: Raw -732082.317906 + Penalty 2887.183076 = -729195.134831 nChanged 88 SP:Iteration 45Q (4626.943353 sec): 3 clusters Score: Raw -732512.678884 + Penalty 2887.183076 = -729625.495808 nChanged 161 SP:Iteration 46Q (4626.996983 sec): 3 clusters Score: Raw -732679.998455 + Penalty 2887.183076 = -729792.815379 nChanged 168 SP:Iteration 47Q (4627.044946 sec): 3 clusters Score: Raw -732844.630972 + Penalty 2887.183076 = -729957.447897 nChanged 184 SP:Iteration 48Q (4627.108173 sec): 3 clusters Score: Raw -733057.130594 + Penalty 2887.183076 = -730169.947519 nChanged 267 SP:Iteration 49Q (4627.158892 sec): 3 clusters Score: Raw -733357.764427 + Penalty 2887.183076 = -730470.581352 nChanged 293 SP:Iteration 50Q (4627.222908 sec): 3 clusters Score: Raw -733627.762569 + Penalty 2887.183076 = -730740.579493 nChanged 251 SP:Iteration 51Q (4627.283426 sec): 3 clusters Score: Raw -733820.689502 + Penalty 2887.183076 = -730933.506426 nChanged 167 SP:Iteration 52Q (4627.332080 sec): 3 clusters Score: Raw -733913.030801 + Penalty 2887.183076 = -731025.847726 nChanged 87 SP:Iteration 53Q (4627.381900 sec): 3 clusters Score: Raw -733948.536783 + Penalty 2887.183076 = -731061.353707 nChanged 51 SP:Iteration 54Q (4627.444670 sec): 3 clusters Score: Raw -733966.410538 + Penalty 2887.183076 = -731079.227463 nChanged 26 SP:Iteration 55Q (4627.491594 sec): 3 clusters Score: Raw -733974.640894 + Penalty 2887.183076 = -731087.457819 nChanged 14 SP:Iteration 56Q (4627.543626 sec): 3 clusters Score: Raw -733978.526818 + Penalty 2887.183076 = -731091.343742 nChanged 6 SP:Iteration 57Q (4627.599509 sec): 3 clusters Score: Raw -733980.680281 + Penalty 2887.183076 = -731093.497205 nChanged 4 SP:Iteration 58Q (4627.661422 sec): 3 clusters Score: Raw -733982.506454 + Penalty 2887.183076 = -731095.323378 nChanged 5 SP:Iteration 59Q (4627.715931 sec): 3 clusters Score: Raw -733982.999921 + Penalty 2887.183076 = -731095.816845 nChanged 2 SP:Iteration 60F (4627.774900 sec): 3 clusters Score: Raw -734311.570640 + Penalty 2887.183076 = -731424.387564 nChanged 418 SP:Iteration 61F (4627.828860 sec): 3 clusters Score: Raw -734862.432514 + Penalty 2887.183076 = -731975.249438 nChanged 390 SP:Iteration 62F (4627.891187 sec): 3 clusters Score: Raw -735340.814047 + Penalty 2887.183076 = -732453.630972 nChanged 287 SP:Iteration 63Q (4627.953802 sec): 3 clusters Score: Raw -735650.018483 + Penalty 2887.183076 = -732762.835408 nChanged 222 SP:Iteration 64Q (4627.999185 sec): 3 clusters Score: Raw -735857.287700 + Penalty 2887.183076 = -732970.104624 nChanged 158 SP:Iteration 65Q (4628.065858 sec): 3 clusters Score: Raw -736019.841765 + Penalty 2887.183076 = -733132.658690 nChanged 142 SP:Iteration 66Q (4628.116261 sec): 3 clusters Score: Raw -736165.967763 + Penalty 2887.183076 = -733278.784688 nChanged 105 SP:Iteration 67Q (4628.184905 sec): 3 clusters Score: Raw -736283.482796 + Penalty 2887.183076 = -733396.299721 nChanged 65 SP:Iteration 68Q (4628.236236 sec): 3 clusters Score: Raw -736357.143597 + Penalty 2887.183076 = -733469.960522 nChanged 30 SP:Iteration 69Q (4628.298790 sec): 3 clusters Score: Raw -736387.464472 + Penalty 2887.183076 = -733500.281396 nChanged 12 SP:Iteration 70Q (4628.344649 sec): 3 clusters Score: Raw -736396.060580 + Penalty 2887.183076 = -733508.877504 nChanged 2 SP:Iteration 71Q (4628.404375 sec): 3 clusters Score: Raw -736399.278337 + Penalty 2887.183076 = -733512.095261 nChanged 2 SP:Iteration 72Q (4628.452008 sec): 3 clusters Score: Raw -736399.672556 + Penalty 2887.183076 = -733512.489480 nChanged 0 SP:Iteration 73F (4628.510539 sec): 3 clusters Score: Raw -736453.961413 + Penalty 2887.183076 = -733566.778337 nChanged 43 SP:Iteration 74Q (4628.563755 sec): 3 clusters Score: Raw -736556.695857 + Penalty 2887.183076 = -733669.512781 nChanged 46 SP:Iteration 75Q (4628.611162 sec): 3 clusters Score: Raw -736802.263711 + Penalty 2887.183076 = -733915.080635 nChanged 44 SP:Iteration 76Q (4628.673759 sec): 3 clusters Score: Raw -737245.096355 + Penalty 2887.183076 = -734357.913280 nChanged 22 SP:Iteration 77Q (4628.721693 sec): 3 clusters Score: Raw -737813.868030 + Penalty 2887.183076 = -734926.684954 nChanged 12 SP:Iteration 78Q (4628.782874 sec): 3 clusters Score: Raw -738374.984734 + Penalty 2887.183076 = -735487.801659 nChanged 2 SP:Iteration 79Q (4628.829575 sec): 3 clusters Score: Raw -738452.764922 + Penalty 2887.183076 = -735565.581846 nChanged 0 SP:Iteration 80F (4628.891733 sec): 3 clusters Score: Raw -738452.764922 + Penalty 2887.183076 = -735565.581846 nChanged 0 Score: Raw -49921582.545535 + Penalty 57508.120592 = -49864074.424942 Splitting cluster 4 changes total score from -49859156.289338 to -49864074.424942 So it's getting split into cluster 27. Trying to split cluster 5 (13048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4637.332412 sec): 2 clusters Score: Raw -1392273.698178 + Penalty 1539.913398 = -1390733.784779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4637.405905 sec): 3 clusters Score: Raw -1384702.152786 + Penalty 3079.826797 = -1381622.325989 nChanged 5731 SP:Iteration 1F (4637.465730 sec): 3 clusters Score: Raw -1387788.504164 + Penalty 3079.826797 = -1384708.677367 nChanged 785 SP:Iteration 2F (4637.544441 sec): 3 clusters Score: Raw -1388153.294501 + Penalty 3079.826797 = -1385073.467705 nChanged 686 SP:Iteration 3F (4637.608156 sec): 3 clusters Score: Raw -1388467.321603 + Penalty 3079.826797 = -1385387.494806 nChanged 663 SP:Iteration 4F (4637.690384 sec): 3 clusters Score: Raw -1388802.919833 + Penalty 3079.826797 = -1385723.093036 nChanged 667 SP:Iteration 5F (4637.758583 sec): 3 clusters Score: Raw -1389153.775755 + Penalty 3079.826797 = -1386073.948958 nChanged 633 SP:Iteration 6Q (4637.831834 sec): 3 clusters Score: Raw -1389532.134184 + Penalty 3079.826797 = -1386452.307387 nChanged 647 SP:Iteration 7Q (4637.899138 sec): 3 clusters Score: Raw -1389939.326102 + Penalty 3079.826797 = -1386859.499305 nChanged 587 SP:Iteration 8Q (4637.963021 sec): 3 clusters Score: Raw -1390301.137120 + Penalty 3079.826797 = -1387221.310323 nChanged 550 SP:Iteration 9Q (4638.040175 sec): 3 clusters Score: Raw -1390649.965078 + Penalty 3079.826797 = -1387570.138281 nChanged 516 SP:Iteration 10Q (4638.114633 sec): 3 clusters Score: Raw -1390971.750983 + Penalty 3079.826797 = -1387891.924187 nChanged 482 SP:Iteration 11Q (4638.179172 sec): 3 clusters Score: Raw -1391270.568110 + Penalty 3079.826797 = -1388190.741313 nChanged 431 SP:Iteration 12Q (4638.241527 sec): 3 clusters Score: Raw -1391509.010757 + Penalty 3079.826797 = -1388429.183960 nChanged 385 SP:Iteration 13Q (4638.318833 sec): 3 clusters Score: Raw -1391714.879688 + Penalty 3079.826797 = -1388635.052891 nChanged 346 SP:Iteration 14Q (4638.388389 sec): 3 clusters Score: Raw -1391900.499062 + Penalty 3079.826797 = -1388820.672265 nChanged 280 SP:Iteration 15Q (4638.453626 sec): 3 clusters Score: Raw -1392049.661443 + Penalty 3079.826797 = -1388969.834646 nChanged 243 SP:Iteration 16Q (4638.525146 sec): 3 clusters Score: Raw -1392169.040898 + Penalty 3079.826797 = -1389089.214101 nChanged 199 SP:Iteration 17Q (4638.591502 sec): 3 clusters Score: Raw -1392263.540123 + Penalty 3079.826797 = -1389183.713326 nChanged 186 SP:Iteration 18Q (4638.663075 sec): 3 clusters Score: Raw -1392347.815660 + Penalty 3079.826797 = -1389267.988863 nChanged 152 SP:Iteration 19Q (4638.731547 sec): 3 clusters Score: Raw -1392422.151999 + Penalty 3079.826797 = -1389342.325202 nChanged 131 SP:Iteration 20F (4638.801219 sec): 3 clusters Score: Raw -1392476.539545 + Penalty 3079.826797 = -1389396.712748 nChanged 114 SP:Iteration 21Q (4638.869886 sec): 3 clusters Score: Raw -1392532.658496 + Penalty 3079.826797 = -1389452.831699 nChanged 100 SP:Iteration 22Q (4638.928027 sec): 3 clusters Score: Raw -1392576.187551 + Penalty 3079.826797 = -1389496.360754 nChanged 86 SP:Iteration 23Q (4638.997672 sec): 3 clusters Score: Raw -1392613.166657 + Penalty 3079.826797 = -1389533.339860 nChanged 73 SP:Iteration 24Q (4639.061487 sec): 3 clusters Score: Raw -1392646.335837 + Penalty 3079.826797 = -1389566.509040 nChanged 61 SP:Iteration 25Q (4639.138368 sec): 3 clusters Score: Raw -1392671.716492 + Penalty 3079.826797 = -1389591.889695 nChanged 62 SP:Iteration 26Q (4639.206082 sec): 3 clusters Score: Raw -1392697.798361 + Penalty 3079.826797 = -1389617.971564 nChanged 52 SP:Iteration 27Q (4639.262282 sec): 3 clusters Score: Raw -1392720.967970 + Penalty 3079.826797 = -1389641.141173 nChanged 47 SP:Iteration 28Q (4639.330838 sec): 3 clusters Score: Raw -1392743.252359 + Penalty 3079.826797 = -1389663.425562 nChanged 42 SP:Iteration 29Q (4639.396067 sec): 3 clusters Score: Raw -1392761.607462 + Penalty 3079.826797 = -1389681.780665 nChanged 38 SP:Iteration 30Q (4639.462820 sec): 3 clusters Score: Raw -1392774.868159 + Penalty 3079.826797 = -1389695.041362 nChanged 32 SP:Iteration 31Q (4639.534632 sec): 3 clusters Score: Raw -1392785.167705 + Penalty 3079.826797 = -1389705.340908 nChanged 25 SP:Iteration 32Q (4639.605530 sec): 3 clusters Score: Raw -1392793.569785 + Penalty 3079.826797 = -1389713.742988 nChanged 24 SP:Iteration 33Q (4639.673668 sec): 3 clusters Score: Raw -1392803.287777 + Penalty 3079.826797 = -1389723.460980 nChanged 24 SP:Iteration 34Q (4639.727929 sec): 3 clusters Score: Raw -1392813.758165 + Penalty 3079.826797 = -1389733.931368 nChanged 19 SP:Iteration 35Q (4639.806017 sec): 3 clusters Score: Raw -1392821.190149 + Penalty 3079.826797 = -1389741.363352 nChanged 12 SP:Iteration 36Q (4639.872733 sec): 3 clusters Score: Raw -1392826.157427 + Penalty 3079.826797 = -1389746.330630 nChanged 21 SP:Iteration 37Q (4639.930889 sec): 3 clusters Score: Raw -1392836.253726 + Penalty 3079.826797 = -1389756.426929 nChanged 23 SP:Iteration 38Q (4640.000297 sec): 3 clusters Score: Raw -1392848.933006 + Penalty 3079.826797 = -1389769.106209 nChanged 31 SP:Iteration 39Q (4640.059082 sec): 3 clusters Score: Raw -1392867.674514 + Penalty 3079.826797 = -1389787.847717 nChanged 34 SP:Iteration 40F (4640.137261 sec): 3 clusters Score: Raw -1392892.070222 + Penalty 3079.826797 = -1389812.243425 nChanged 43 SP:Iteration 41Q (4640.202038 sec): 3 clusters Score: Raw -1392919.722701 + Penalty 3079.826797 = -1389839.895905 nChanged 42 SP:Iteration 42Q (4640.264151 sec): 3 clusters Score: Raw -1392949.746306 + Penalty 3079.826797 = -1389869.919509 nChanged 46 SP:Iteration 43Q (4640.322874 sec): 3 clusters Score: Raw -1392987.143318 + Penalty 3079.826797 = -1389907.316522 nChanged 44 SP:Iteration 44Q (4640.404244 sec): 3 clusters Score: Raw -1393022.739305 + Penalty 3079.826797 = -1389942.912508 nChanged 47 SP:Iteration 45Q (4640.469859 sec): 3 clusters Score: Raw -1393059.406531 + Penalty 3079.826797 = -1389979.579734 nChanged 45 SP:Iteration 46Q (4640.529258 sec): 3 clusters Score: Raw -1393090.207564 + Penalty 3079.826797 = -1390010.380767 nChanged 41 SP:Iteration 47Q (4640.586206 sec): 3 clusters Score: Raw -1393112.784287 + Penalty 3079.826797 = -1390032.957490 nChanged 35 SP:Iteration 48Q (4640.650723 sec): 3 clusters Score: Raw -1393127.142942 + Penalty 3079.826797 = -1390047.316145 nChanged 30 SP:Iteration 49Q (4640.716793 sec): 3 clusters Score: Raw -1393141.024949 + Penalty 3079.826797 = -1390061.198152 nChanged 27 SP:Iteration 50Q (4640.772501 sec): 3 clusters Score: Raw -1393154.129603 + Penalty 3079.826797 = -1390074.302806 nChanged 15 SP:Iteration 51Q (4640.840623 sec): 3 clusters Score: Raw -1393159.478811 + Penalty 3079.826797 = -1390079.652014 nChanged 16 SP:Iteration 52Q (4640.907053 sec): 3 clusters Score: Raw -1393165.618317 + Penalty 3079.826797 = -1390085.791520 nChanged 16 SP:Iteration 53Q (4640.963354 sec): 3 clusters Score: Raw -1393173.852247 + Penalty 3079.826797 = -1390094.025451 nChanged 16 SP:Iteration 54Q (4641.030015 sec): 3 clusters Score: Raw -1393180.783331 + Penalty 3079.826797 = -1390100.956534 nChanged 12 SP:Iteration 55Q (4641.085892 sec): 3 clusters Score: Raw -1393184.777498 + Penalty 3079.826797 = -1390104.950702 nChanged 10 SP:Iteration 56Q (4641.152462 sec): 3 clusters Score: Raw -1393188.288057 + Penalty 3079.826797 = -1390108.461261 nChanged 5 SP:Iteration 57Q (4641.213648 sec): 3 clusters Score: Raw -1393190.062224 + Penalty 3079.826797 = -1390110.235427 nChanged 3 SP:Iteration 58Q (4641.275483 sec): 3 clusters Score: Raw -1393190.736505 + Penalty 3079.826797 = -1390110.909708 nChanged 1 SP:Iteration 59Q (4641.338503 sec): 3 clusters Score: Raw -1393190.938087 + Penalty 3079.826797 = -1390111.111290 nChanged 0 SP:Iteration 60F (4641.407315 sec): 3 clusters Score: Raw -1393190.938087 + Penalty 3079.826797 = -1390111.111290 nChanged 0 Trying to split cluster 6 (5499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4641.444299 sec): 2 clusters Score: Raw -529179.908076 + Penalty 1399.502250 = -527780.405826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4641.496786 sec): 3 clusters Score: Raw -526304.598953 + Penalty 2799.004499 = -523505.594454 nChanged 2278 SP:Iteration 1F (4641.553057 sec): 3 clusters Score: Raw -527619.215923 + Penalty 2799.004499 = -524820.211423 nChanged 464 SP:Iteration 2F (4641.610569 sec): 3 clusters Score: Raw -527937.540232 + Penalty 2799.004499 = -525138.535733 nChanged 386 SP:Iteration 3F (4641.659856 sec): 3 clusters Score: Raw -528244.538252 + Penalty 2799.004499 = -525445.533753 nChanged 368 SP:Iteration 4F (4641.714436 sec): 3 clusters Score: Raw -528600.104203 + Penalty 2799.004499 = -525801.099704 nChanged 364 SP:Iteration 5F (4641.761913 sec): 3 clusters Score: Raw -529058.248251 + Penalty 2799.004499 = -526259.243751 nChanged 385 SP:Iteration 6F (4641.818285 sec): 3 clusters Score: Raw -529650.973588 + Penalty 2799.004499 = -526851.969088 nChanged 336 SP:Iteration 7F (4641.872068 sec): 3 clusters Score: Raw -530035.070058 + Penalty 2799.004499 = -527236.065559 nChanged 234 SP:Iteration 8Q (4641.931573 sec): 3 clusters Score: Raw -530207.876294 + Penalty 2799.004499 = -527408.871795 nChanged 183 SP:Iteration 9Q (4641.982586 sec): 3 clusters Score: Raw -530327.272467 + Penalty 2799.004499 = -527528.267968 nChanged 136 SP:Iteration 10Q (4642.038895 sec): 3 clusters Score: Raw -530409.158254 + Penalty 2799.004499 = -527610.153754 nChanged 109 SP:Iteration 11Q (4642.090575 sec): 3 clusters Score: Raw -530467.353733 + Penalty 2799.004499 = -527668.349233 nChanged 102 SP:Iteration 12Q (4642.146277 sec): 3 clusters Score: Raw -530527.006771 + Penalty 2799.004499 = -527728.002272 nChanged 76 SP:Iteration 13Q (4642.206317 sec): 3 clusters Score: Raw -530566.569742 + Penalty 2799.004499 = -527767.565243 nChanged 73 SP:Iteration 14Q (4642.255046 sec): 3 clusters Score: Raw -530606.510664 + Penalty 2799.004499 = -527807.506165 nChanged 61 SP:Iteration 15Q (4642.299507 sec): 3 clusters Score: Raw -530635.382548 + Penalty 2799.004499 = -527836.378049 nChanged 40 SP:Iteration 16Q (4642.367152 sec): 3 clusters Score: Raw -530658.173245 + Penalty 2799.004499 = -527859.168746 nChanged 30 SP:Iteration 17Q (4642.417928 sec): 3 clusters Score: Raw -530670.367721 + Penalty 2799.004499 = -527871.363222 nChanged 26 SP:Iteration 18Q (4642.468895 sec): 3 clusters Score: Raw -530678.404695 + Penalty 2799.004499 = -527879.400196 nChanged 16 SP:Iteration 19Q (4642.531101 sec): 3 clusters Score: Raw -530682.249690 + Penalty 2799.004499 = -527883.245191 nChanged 7 SP:Iteration 20F (4642.585566 sec): 3 clusters Score: Raw -530685.236553 + Penalty 2799.004499 = -527886.232054 nChanged 12 SP:Iteration 21Q (4642.627368 sec): 3 clusters Score: Raw -530689.433650 + Penalty 2799.004499 = -527890.429151 nChanged 11 SP:Iteration 22Q (4642.693725 sec): 3 clusters Score: Raw -530692.002917 + Penalty 2799.004499 = -527892.998417 nChanged 4 SP:Iteration 23Q (4642.741728 sec): 3 clusters Score: Raw -530692.855007 + Penalty 2799.004499 = -527893.850508 nChanged 5 SP:Iteration 24Q (4642.801087 sec): 3 clusters Score: Raw -530693.792935 + Penalty 2799.004499 = -527894.788436 nChanged 5 SP:Iteration 25Q (4642.848794 sec): 3 clusters Score: Raw -530694.798306 + Penalty 2799.004499 = -527895.793806 nChanged 2 SP:Iteration 26Q (4642.910669 sec): 3 clusters Score: Raw -530695.375042 + Penalty 2799.004499 = -527896.370542 nChanged 1 SP:Iteration 27Q (4642.959185 sec): 3 clusters Score: Raw -530695.490722 + Penalty 2799.004499 = -527896.486223 nChanged 0 SP:Iteration 28F (4643.019683 sec): 3 clusters Score: Raw -530695.490722 + Penalty 2799.004499 = -527896.486223 nChanged 0 Score: Raw -49923098.128181 + Penalty 59638.050985 = -49863460.077196 Splitting cluster 6 changes total score from -49859156.289338 to -49863460.077196 So it's getting split into cluster 28. Trying to split cluster 7 (7613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4651.674186 sec): 2 clusters Score: Raw -773633.584774 + Penalty 1452.362046 = -772181.222728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4651.740578 sec): 3 clusters Score: Raw -769457.950613 + Penalty 2904.724092 = -766553.226521 nChanged 3245 SP:Iteration 1F (4651.792298 sec): 3 clusters Score: Raw -771148.899591 + Penalty 2904.724092 = -768244.175499 nChanged 485 SP:Iteration 2F (4651.861965 sec): 3 clusters Score: Raw -771369.771411 + Penalty 2904.724092 = -768465.047318 nChanged 396 SP:Iteration 3F (4651.910322 sec): 3 clusters Score: Raw -771555.865389 + Penalty 2904.724092 = -768651.141297 nChanged 351 SP:Iteration 4Q (4651.974498 sec): 3 clusters Score: Raw -771731.154465 + Penalty 2904.724092 = -768826.430373 nChanged 307 SP:Iteration 5Q (4652.024443 sec): 3 clusters Score: Raw -771875.851758 + Penalty 2904.724092 = -768971.127666 nChanged 279 SP:Iteration 6Q (4652.087480 sec): 3 clusters Score: Raw -772002.652434 + Penalty 2904.724092 = -769097.928342 nChanged 239 SP:Iteration 7Q (4652.144054 sec): 3 clusters Score: Raw -772120.413192 + Penalty 2904.724092 = -769215.689100 nChanged 251 SP:Iteration 8Q (4652.201382 sec): 3 clusters Score: Raw -772250.031989 + Penalty 2904.724092 = -769345.307897 nChanged 267 SP:Iteration 9Q (4652.261963 sec): 3 clusters Score: Raw -772398.600366 + Penalty 2904.724092 = -769493.876274 nChanged 252 SP:Iteration 10Q (4652.312462 sec): 3 clusters Score: Raw -772529.748278 + Penalty 2904.724092 = -769625.024186 nChanged 236 SP:Iteration 11Q (4652.373413 sec): 3 clusters Score: Raw -772663.081135 + Penalty 2904.724092 = -769758.357043 nChanged 234 SP:Iteration 12Q (4652.439314 sec): 3 clusters Score: Raw -772790.760103 + Penalty 2904.724092 = -769886.036011 nChanged 194 SP:Iteration 13Q (4652.488808 sec): 3 clusters Score: Raw -772888.598797 + Penalty 2904.724092 = -769983.874704 nChanged 182 SP:Iteration 14Q (4652.561796 sec): 3 clusters Score: Raw -772962.449159 + Penalty 2904.724092 = -770057.725067 nChanged 141 SP:Iteration 15Q (4652.612588 sec): 3 clusters Score: Raw -773011.268837 + Penalty 2904.724092 = -770106.544745 nChanged 100 SP:Iteration 16Q (4652.679852 sec): 3 clusters Score: Raw -773043.607472 + Penalty 2904.724092 = -770138.883380 nChanged 87 SP:Iteration 17Q (4652.732592 sec): 3 clusters Score: Raw -773069.844351 + Penalty 2904.724092 = -770165.120259 nChanged 66 SP:Iteration 18Q (4652.796006 sec): 3 clusters Score: Raw -773089.763107 + Penalty 2904.724092 = -770185.039015 nChanged 56 SP:Iteration 19Q (4652.841643 sec): 3 clusters Score: Raw -773103.377024 + Penalty 2904.724092 = -770198.652932 nChanged 58 SP:Iteration 20F (4652.907823 sec): 3 clusters Score: Raw -773119.546687 + Penalty 2904.724092 = -770214.822595 nChanged 62 SP:Iteration 21Q (4652.962195 sec): 3 clusters Score: Raw -773136.107549 + Penalty 2904.724092 = -770231.383457 nChanged 44 SP:Iteration 22Q (4653.015436 sec): 3 clusters Score: Raw -773147.085323 + Penalty 2904.724092 = -770242.361231 nChanged 36 SP:Iteration 23Q (4653.065806 sec): 3 clusters Score: Raw -773156.041289 + Penalty 2904.724092 = -770251.317197 nChanged 33 SP:Iteration 24Q (4653.132617 sec): 3 clusters Score: Raw -773162.483629 + Penalty 2904.724092 = -770257.759537 nChanged 38 SP:Iteration 25Q (4653.185498 sec): 3 clusters Score: Raw -773170.824201 + Penalty 2904.724092 = -770266.100109 nChanged 35 SP:Iteration 26Q (4653.252643 sec): 3 clusters Score: Raw -773179.327272 + Penalty 2904.724092 = -770274.603180 nChanged 38 SP:Iteration 27Q (4653.314072 sec): 3 clusters Score: Raw -773189.127886 + Penalty 2904.724092 = -770284.403794 nChanged 30 SP:Iteration 28Q (4653.361754 sec): 3 clusters Score: Raw -773195.754218 + Penalty 2904.724092 = -770291.030126 nChanged 26 SP:Iteration 29Q (4653.428911 sec): 3 clusters Score: Raw -773200.574577 + Penalty 2904.724092 = -770295.850485 nChanged 22 SP:Iteration 30Q (4653.491056 sec): 3 clusters Score: Raw -773204.480549 + Penalty 2904.724092 = -770299.756456 nChanged 17 SP:Iteration 31Q (4653.539192 sec): 3 clusters Score: Raw -773206.739799 + Penalty 2904.724092 = -770302.015706 nChanged 12 SP:Iteration 32Q (4653.598096 sec): 3 clusters Score: Raw -773208.969604 + Penalty 2904.724092 = -770304.245511 nChanged 13 SP:Iteration 33Q (4653.645167 sec): 3 clusters Score: Raw -773211.529939 + Penalty 2904.724092 = -770306.805847 nChanged 11 SP:Iteration 34Q (4653.712318 sec): 3 clusters Score: Raw -773212.962685 + Penalty 2904.724092 = -770308.238593 nChanged 11 SP:Iteration 35Q (4653.766391 sec): 3 clusters Score: Raw -773214.860272 + Penalty 2904.724092 = -770310.136179 nChanged 16 SP:Iteration 36Q (4653.830233 sec): 3 clusters Score: Raw -773217.691361 + Penalty 2904.724092 = -770312.967269 nChanged 14 SP:Iteration 37Q (4653.889048 sec): 3 clusters Score: Raw -773220.382179 + Penalty 2904.724092 = -770315.658087 nChanged 14 SP:Iteration 38Q (4653.947640 sec): 3 clusters Score: Raw -773222.495970 + Penalty 2904.724092 = -770317.771878 nChanged 13 SP:Iteration 39Q (4653.994608 sec): 3 clusters Score: Raw -773224.917695 + Penalty 2904.724092 = -770320.193603 nChanged 13 SP:Iteration 40F (4654.050211 sec): 3 clusters Score: Raw -773226.605243 + Penalty 2904.724092 = -770321.881151 nChanged 8 SP:Iteration 41Q (4654.103841 sec): 3 clusters Score: Raw -773227.808610 + Penalty 2904.724092 = -770323.084517 nChanged 8 SP:Iteration 42Q (4654.158424 sec): 3 clusters Score: Raw -773230.150317 + Penalty 2904.724092 = -770325.426225 nChanged 16 SP:Iteration 43Q (4654.218401 sec): 3 clusters Score: Raw -773233.199192 + Penalty 2904.724092 = -770328.475100 nChanged 16 SP:Iteration 44Q (4654.280082 sec): 3 clusters Score: Raw -773235.401678 + Penalty 2904.724092 = -770330.677586 nChanged 12 SP:Iteration 45Q (4654.339284 sec): 3 clusters Score: Raw -773236.997255 + Penalty 2904.724092 = -770332.273163 nChanged 9 SP:Iteration 46Q (4654.382917 sec): 3 clusters Score: Raw -773238.429456 + Penalty 2904.724092 = -770333.705364 nChanged 7 SP:Iteration 47Q (4654.448030 sec): 3 clusters Score: Raw -773239.420611 + Penalty 2904.724092 = -770334.696518 nChanged 3 SP:Iteration 48Q (4654.509737 sec): 3 clusters Score: Raw -773239.997300 + Penalty 2904.724092 = -770335.273208 nChanged 7 SP:Iteration 49Q (4654.566181 sec): 3 clusters Score: Raw -773241.359955 + Penalty 2904.724092 = -770336.635863 nChanged 10 SP:Iteration 50Q (4654.618585 sec): 3 clusters Score: Raw -773243.147076 + Penalty 2904.724092 = -770338.422984 nChanged 3 SP:Iteration 51Q (4654.671955 sec): 3 clusters Score: Raw -773243.461592 + Penalty 2904.724092 = -770338.737499 nChanged 0 SP:Iteration 52F (4654.743078 sec): 3 clusters Score: Raw -773243.461592 + Penalty 2904.724092 = -770338.737499 nChanged 0 Trying to split cluster 8 (9895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4654.766849 sec): 2 clusters Score: Raw -1013618.686830 + Penalty 1494.965039 = -1012123.721791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4654.834086 sec): 3 clusters Score: Raw -1008001.191776 + Penalty 2989.930079 = -1005011.261697 nChanged 4271 SP:Iteration 1F (4654.897373 sec): 3 clusters Score: Raw -1010406.179444 + Penalty 2989.930079 = -1007416.249365 nChanged 672 SP:Iteration 2F (4654.964587 sec): 3 clusters Score: Raw -1010691.927278 + Penalty 2989.930079 = -1007701.997199 nChanged 507 SP:Iteration 3F (4655.015337 sec): 3 clusters Score: Raw -1010948.937566 + Penalty 2989.930079 = -1007959.007487 nChanged 502 SP:Iteration 4F (4655.086898 sec): 3 clusters Score: Raw -1011277.114687 + Penalty 2989.930079 = -1008287.184608 nChanged 516 SP:Iteration 5F (4655.148075 sec): 3 clusters Score: Raw -1011659.634753 + Penalty 2989.930079 = -1008669.704674 nChanged 542 SP:Iteration 6F (4655.204568 sec): 3 clusters Score: Raw -1012174.878266 + Penalty 2989.930079 = -1009184.948187 nChanged 538 SP:Iteration 7F (4655.264722 sec): 3 clusters Score: Raw -1012758.139042 + Penalty 2989.930079 = -1009768.208964 nChanged 529 SP:Iteration 8F (4655.311392 sec): 3 clusters Score: Raw -1013295.778064 + Penalty 2989.930079 = -1010305.847985 nChanged 448 SP:Iteration 9Q (4655.376417 sec): 3 clusters Score: Raw -1013697.295104 + Penalty 2989.930079 = -1010707.365025 nChanged 344 SP:Iteration 10Q (4655.441681 sec): 3 clusters Score: Raw -1013933.074976 + Penalty 2989.930079 = -1010943.144897 nChanged 239 SP:Iteration 11Q (4655.495058 sec): 3 clusters Score: Raw -1014059.016455 + Penalty 2989.930079 = -1011069.086376 nChanged 149 SP:Iteration 12Q (4655.564891 sec): 3 clusters Score: Raw -1014119.649794 + Penalty 2989.930079 = -1011129.719715 nChanged 106 SP:Iteration 13Q (4655.627413 sec): 3 clusters Score: Raw -1014163.023753 + Penalty 2989.930079 = -1011173.093674 nChanged 88 SP:Iteration 14Q (4655.687067 sec): 3 clusters Score: Raw -1014193.484397 + Penalty 2989.930079 = -1011203.554318 nChanged 62 SP:Iteration 15Q (4655.741744 sec): 3 clusters Score: Raw -1014215.073594 + Penalty 2989.930079 = -1011225.143515 nChanged 41 SP:Iteration 16Q (4655.807057 sec): 3 clusters Score: Raw -1014229.006648 + Penalty 2989.930079 = -1011239.076569 nChanged 35 SP:Iteration 17Q (4655.856262 sec): 3 clusters Score: Raw -1014237.357540 + Penalty 2989.930079 = -1011247.427461 nChanged 33 SP:Iteration 18Q (4655.910562 sec): 3 clusters Score: Raw -1014247.084615 + Penalty 2989.930079 = -1011257.154537 nChanged 35 SP:Iteration 19Q (4655.983046 sec): 3 clusters Score: Raw -1014260.639350 + Penalty 2989.930079 = -1011270.709271 nChanged 28 SP:Iteration 20F (4656.035128 sec): 3 clusters Score: Raw -1014269.873874 + Penalty 2989.930079 = -1011279.943795 nChanged 29 SP:Iteration 21Q (4656.100268 sec): 3 clusters Score: Raw -1014277.922545 + Penalty 2989.930079 = -1011287.992466 nChanged 22 SP:Iteration 22Q (4656.158492 sec): 3 clusters Score: Raw -1014283.242077 + Penalty 2989.930079 = -1011293.311998 nChanged 16 SP:Iteration 23Q (4656.218360 sec): 3 clusters Score: Raw -1014286.622057 + Penalty 2989.930079 = -1011296.691978 nChanged 11 SP:Iteration 24Q (4656.280368 sec): 3 clusters Score: Raw -1014289.034043 + Penalty 2989.930079 = -1011299.103964 nChanged 10 SP:Iteration 25Q (4656.332647 sec): 3 clusters Score: Raw -1014291.044028 + Penalty 2989.930079 = -1011301.113950 nChanged 10 SP:Iteration 26Q (4656.390231 sec): 3 clusters Score: Raw -1014292.568220 + Penalty 2989.930079 = -1011302.638141 nChanged 5 SP:Iteration 27Q (4656.452779 sec): 3 clusters Score: Raw -1014293.625416 + Penalty 2989.930079 = -1011303.695337 nChanged 6 SP:Iteration 28Q (4656.506857 sec): 3 clusters Score: Raw -1014294.803845 + Penalty 2989.930079 = -1011304.873766 nChanged 4 SP:Iteration 29Q (4656.566481 sec): 3 clusters Score: Raw -1014295.294697 + Penalty 2989.930079 = -1011305.364618 nChanged 1 SP:Iteration 30Q (4656.623314 sec): 3 clusters Score: Raw -1014295.469859 + Penalty 2989.930079 = -1011305.539780 nChanged 1 SP:Iteration 31Q (4656.696106 sec): 3 clusters Score: Raw -1014295.834589 + Penalty 2989.930079 = -1011305.904510 nChanged 1 SP:Iteration 32Q (4656.745719 sec): 3 clusters Score: Raw -1014296.025848 + Penalty 2989.930079 = -1011306.095769 nChanged 0 SP:Iteration 33F (4656.820522 sec): 3 clusters Score: Raw -1014296.025848 + Penalty 2989.930079 = -1011306.095769 nChanged 0 Trying to split cluster 9 (23673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4656.875917 sec): 2 clusters Score: Raw -2322045.136145 + Penalty 1636.714696 = -2320408.421449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4656.963301 sec): 3 clusters Score: Raw -2307743.022578 + Penalty 3273.429392 = -2304469.593186 nChanged 10635 SP:Iteration 1F (4657.037183 sec): 3 clusters Score: Raw -2313828.414764 + Penalty 3273.429392 = -2310554.985371 nChanged 1199 SP:Iteration 2F (4657.130935 sec): 3 clusters Score: Raw -2314229.356309 + Penalty 3273.429392 = -2310955.926917 nChanged 1019 SP:Iteration 3Q (4657.213563 sec): 3 clusters Score: Raw -2314574.533931 + Penalty 3273.429392 = -2311301.104539 nChanged 959 SP:Iteration 4Q (4657.313969 sec): 3 clusters Score: Raw -2314945.460788 + Penalty 3273.429392 = -2311672.031396 nChanged 1011 SP:Iteration 5Q (4657.400385 sec): 3 clusters Score: Raw -2315394.223930 + Penalty 3273.429392 = -2312120.794537 nChanged 1095 SP:Iteration 6Q (4657.475923 sec): 3 clusters Score: Raw -2315916.910992 + Penalty 3273.429392 = -2312643.481600 nChanged 1157 SP:Iteration 7Q (4657.563125 sec): 3 clusters Score: Raw -2316525.667782 + Penalty 3273.429392 = -2313252.238390 nChanged 1213 SP:Iteration 8F (4657.656296 sec): 3 clusters Score: Raw -2317268.617848 + Penalty 3273.429392 = -2313995.188456 nChanged 1296 SP:Iteration 9F (4657.737533 sec): 3 clusters Score: Raw -2318254.714399 + Penalty 3273.429392 = -2314981.285007 nChanged 1280 SP:Iteration 10F (4657.830106 sec): 3 clusters Score: Raw -2319517.411234 + Penalty 3273.429392 = -2316243.981842 nChanged 992 SP:Iteration 11Q (4657.915413 sec): 3 clusters Score: Raw -2320902.755291 + Penalty 3273.429392 = -2317629.325899 nChanged 678 SP:Iteration 12Q (4657.993282 sec): 3 clusters Score: Raw -2321617.020569 + Penalty 3273.429392 = -2318343.591177 nChanged 578 SP:Iteration 13Q (4658.077195 sec): 3 clusters Score: Raw -2321934.741239 + Penalty 3273.429392 = -2318661.311847 nChanged 424 SP:Iteration 14Q (4658.162777 sec): 3 clusters Score: Raw -2322117.251153 + Penalty 3273.429392 = -2318843.821761 nChanged 333 SP:Iteration 15Q (4658.240556 sec): 3 clusters Score: Raw -2322233.469399 + Penalty 3273.429392 = -2318960.040007 nChanged 258 SP:Iteration 16Q (4658.330677 sec): 3 clusters Score: Raw -2322313.130465 + Penalty 3273.429392 = -2319039.701073 nChanged 189 SP:Iteration 17Q (4658.407238 sec): 3 clusters Score: Raw -2322368.938186 + Penalty 3273.429392 = -2319095.508794 nChanged 174 SP:Iteration 18Q (4658.493923 sec): 3 clusters Score: Raw -2322411.897255 + Penalty 3273.429392 = -2319138.467862 nChanged 138 SP:Iteration 19Q (4658.563013 sec): 3 clusters Score: Raw -2322444.620135 + Penalty 3273.429392 = -2319171.190743 nChanged 138 SP:Iteration 20F (4658.659054 sec): 3 clusters Score: Raw -2322477.429535 + Penalty 3273.429392 = -2319204.000143 nChanged 124 SP:Iteration 21Q (4658.734676 sec): 3 clusters Score: Raw -2322504.143981 + Penalty 3273.429392 = -2319230.714589 nChanged 111 SP:Iteration 22Q (4658.832074 sec): 3 clusters Score: Raw -2322527.366236 + Penalty 3273.429392 = -2319253.936844 nChanged 105 SP:Iteration 23Q (4658.902931 sec): 3 clusters Score: Raw -2322545.729006 + Penalty 3273.429392 = -2319272.299614 nChanged 88 SP:Iteration 24Q (4658.984444 sec): 3 clusters Score: Raw -2322559.154649 + Penalty 3273.429392 = -2319285.725257 nChanged 56 SP:Iteration 25Q (4659.066960 sec): 3 clusters Score: Raw -2322566.616650 + Penalty 3273.429392 = -2319293.187258 nChanged 46 SP:Iteration 26Q (4659.145938 sec): 3 clusters Score: Raw -2322572.538048 + Penalty 3273.429392 = -2319299.108656 nChanged 45 SP:Iteration 27Q (4659.216659 sec): 3 clusters Score: Raw -2322577.874615 + Penalty 3273.429392 = -2319304.445223 nChanged 38 SP:Iteration 28Q (4659.303883 sec): 3 clusters Score: Raw -2322582.693220 + Penalty 3273.429392 = -2319309.263827 nChanged 36 SP:Iteration 29Q (4659.377564 sec): 3 clusters Score: Raw -2322586.735072 + Penalty 3273.429392 = -2319313.305680 nChanged 31 SP:Iteration 30Q (4659.464473 sec): 3 clusters Score: Raw -2322590.271823 + Penalty 3273.429392 = -2319316.842431 nChanged 28 SP:Iteration 31Q (4659.549975 sec): 3 clusters Score: Raw -2322592.959396 + Penalty 3273.429392 = -2319319.530004 nChanged 26 SP:Iteration 32Q (4659.633276 sec): 3 clusters Score: Raw -2322594.977892 + Penalty 3273.429392 = -2319321.548500 nChanged 18 SP:Iteration 33Q (4659.706716 sec): 3 clusters Score: Raw -2322596.438271 + Penalty 3273.429392 = -2319323.008879 nChanged 20 SP:Iteration 34Q (4659.786325 sec): 3 clusters Score: Raw -2322598.321112 + Penalty 3273.429392 = -2319324.891720 nChanged 21 SP:Iteration 35Q (4659.855256 sec): 3 clusters Score: Raw -2322599.948475 + Penalty 3273.429392 = -2319326.519083 nChanged 10 SP:Iteration 36Q (4659.938555 sec): 3 clusters Score: Raw -2322600.854220 + Penalty 3273.429392 = -2319327.424828 nChanged 14 SP:Iteration 37Q (4660.023680 sec): 3 clusters Score: Raw -2322601.925902 + Penalty 3273.429392 = -2319328.496510 nChanged 10 SP:Iteration 38Q (4660.107006 sec): 3 clusters Score: Raw -2322602.658582 + Penalty 3273.429392 = -2319329.229190 nChanged 7 SP:Iteration 39Q (4660.187963 sec): 3 clusters Score: Raw -2322603.254053 + Penalty 3273.429392 = -2319329.824661 nChanged 9 SP:Iteration 40F (4660.272390 sec): 3 clusters Score: Raw -2322603.946783 + Penalty 3273.429392 = -2319330.517391 nChanged 6 SP:Iteration 41Q (4660.352010 sec): 3 clusters Score: Raw -2322604.470319 + Penalty 3273.429392 = -2319331.040927 nChanged 2 SP:Iteration 42Q (4660.437566 sec): 3 clusters Score: Raw -2322604.560068 + Penalty 3273.429392 = -2319331.130676 nChanged 2 SP:Iteration 43Q (4660.522547 sec): 3 clusters Score: Raw -2322604.742696 + Penalty 3273.429392 = -2319331.313304 nChanged 4 SP:Iteration 44Q (4660.594617 sec): 3 clusters Score: Raw -2322604.961946 + Penalty 3273.429392 = -2319331.532554 nChanged 3 SP:Iteration 45Q (4660.675712 sec): 3 clusters Score: Raw -2322605.103856 + Penalty 3273.429392 = -2319331.674464 nChanged 2 SP:Iteration 46Q (4660.760520 sec): 3 clusters Score: Raw -2322605.224119 + Penalty 3273.429392 = -2319331.794727 nChanged 4 SP:Iteration 47Q (4660.840666 sec): 3 clusters Score: Raw -2322605.750687 + Penalty 3273.429392 = -2319332.321295 nChanged 7 SP:Iteration 48Q (4660.916605 sec): 3 clusters Score: Raw -2322606.491626 + Penalty 3273.429392 = -2319333.062234 nChanged 6 SP:Iteration 49Q (4660.996530 sec): 3 clusters Score: Raw -2322606.943894 + Penalty 3273.429392 = -2319333.514502 nChanged 5 SP:Iteration 50Q (4661.075567 sec): 3 clusters Score: Raw -2322607.535799 + Penalty 3273.429392 = -2319334.106407 nChanged 4 SP:Iteration 51Q (4661.158345 sec): 3 clusters Score: Raw -2322607.986444 + Penalty 3273.429392 = -2319334.557052 nChanged 7 SP:Iteration 52Q (4661.242364 sec): 3 clusters Score: Raw -2322608.617587 + Penalty 3273.429392 = -2319335.188195 nChanged 6 SP:Iteration 53Q (4661.320125 sec): 3 clusters Score: Raw -2322609.316938 + Penalty 3273.429392 = -2319335.887546 nChanged 6 SP:Iteration 54Q (4661.404508 sec): 3 clusters Score: Raw -2322609.935811 + Penalty 3273.429392 = -2319336.506419 nChanged 6 SP:Iteration 55Q (4661.479684 sec): 3 clusters Score: Raw -2322610.467282 + Penalty 3273.429392 = -2319337.037890 nChanged 8 SP:Iteration 56Q (4661.564321 sec): 3 clusters Score: Raw -2322611.008200 + Penalty 3273.429392 = -2319337.578808 nChanged 8 SP:Iteration 57Q (4661.641175 sec): 3 clusters Score: Raw -2322612.195644 + Penalty 3273.429392 = -2319338.766252 nChanged 15 SP:Iteration 58Q (4661.726208 sec): 3 clusters Score: Raw -2322613.742730 + Penalty 3273.429392 = -2319340.313338 nChanged 14 SP:Iteration 59Q (4661.803972 sec): 3 clusters Score: Raw -2322615.223009 + Penalty 3273.429392 = -2319341.793617 nChanged 12 SP:Iteration 60F (4661.894196 sec): 3 clusters Score: Raw -2322616.342478 + Penalty 3273.429392 = -2319342.913086 nChanged 13 SP:Iteration 61Q (4661.981122 sec): 3 clusters Score: Raw -2322617.610839 + Penalty 3273.429392 = -2319344.181447 nChanged 12 SP:Iteration 62Q (4662.065661 sec): 3 clusters Score: Raw -2322618.859365 + Penalty 3273.429392 = -2319345.429972 nChanged 20 SP:Iteration 63Q (4662.137596 sec): 3 clusters Score: Raw -2322620.691833 + Penalty 3273.429392 = -2319347.262440 nChanged 10 SP:Iteration 64Q (4662.220759 sec): 3 clusters Score: Raw -2322621.638039 + Penalty 3273.429392 = -2319348.208646 nChanged 6 SP:Iteration 65Q (4662.293022 sec): 3 clusters Score: Raw -2322622.140428 + Penalty 3273.429392 = -2319348.711035 nChanged 5 SP:Iteration 66Q (4662.372484 sec): 3 clusters Score: Raw -2322622.460167 + Penalty 3273.429392 = -2319349.030775 nChanged 4 SP:Iteration 67Q (4662.457637 sec): 3 clusters Score: Raw -2322622.745866 + Penalty 3273.429392 = -2319349.316474 nChanged 6 SP:Iteration 68Q (4662.535040 sec): 3 clusters Score: Raw -2322623.044877 + Penalty 3273.429392 = -2319349.615485 nChanged 1 SP:Iteration 69Q (4662.627258 sec): 3 clusters Score: Raw -2322623.193753 + Penalty 3273.429392 = -2319349.764361 nChanged 3 SP:Iteration 70Q (4662.700610 sec): 3 clusters Score: Raw -2322623.390424 + Penalty 3273.429392 = -2319349.961031 nChanged 1 SP:Iteration 71Q (4662.777293 sec): 3 clusters Score: Raw -2322623.447493 + Penalty 3273.429392 = -2319350.018101 nChanged 2 SP:Iteration 72Q (4662.867880 sec): 3 clusters Score: Raw -2322623.605992 + Penalty 3273.429392 = -2319350.176600 nChanged 2 SP:Iteration 73Q (4662.946961 sec): 3 clusters Score: Raw -2322623.756722 + Penalty 3273.429392 = -2319350.327330 nChanged 4 SP:Iteration 74Q (4663.032338 sec): 3 clusters Score: Raw -2322624.034872 + Penalty 3273.429392 = -2319350.605480 nChanged 5 SP:Iteration 75Q (4663.112178 sec): 3 clusters Score: Raw -2322624.445708 + Penalty 3273.429392 = -2319351.016316 nChanged 6 SP:Iteration 76Q (4663.191385 sec): 3 clusters Score: Raw -2322624.833649 + Penalty 3273.429392 = -2319351.404256 nChanged 7 SP:Iteration 77Q (4663.276192 sec): 3 clusters Score: Raw -2322625.329121 + Penalty 3273.429392 = -2319351.899729 nChanged 4 SP:Iteration 78Q (4663.353359 sec): 3 clusters Score: Raw -2322625.781839 + Penalty 3273.429392 = -2319352.352447 nChanged 5 SP:Iteration 79Q (4663.435645 sec): 3 clusters Score: Raw -2322626.207658 + Penalty 3273.429392 = -2319352.778266 nChanged 2 SP:Iteration 80F (4663.507934 sec): 3 clusters Score: Raw -2322626.307892 + Penalty 3273.429392 = -2319352.878500 nChanged 1 SP:Iteration 81Q (4663.590111 sec): 3 clusters Score: Raw -2322626.473606 + Penalty 3273.429392 = -2319353.044214 nChanged 2 SP:Iteration 82Q (4663.672802 sec): 3 clusters Score: Raw -2322626.641053 + Penalty 3273.429392 = -2319353.211661 nChanged 2 SP:Iteration 83Q (4663.745624 sec): 3 clusters Score: Raw -2322626.798836 + Penalty 3273.429392 = -2319353.369444 nChanged 0 SP:Iteration 84F (4663.828491 sec): 3 clusters Score: Raw -2322626.798836 + Penalty 3273.429392 = -2319353.369444 nChanged 0 Trying to split cluster 10 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4663.864704 sec): 2 clusters Score: Raw -18397.981281 + Penalty 907.927907 = -17490.053374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4663.899660 sec): 3 clusters Score: Raw -18562.800989 + Penalty 1815.855814 = -16746.945175 nChanged 59 SP:Iteration 1F (4663.949084 sec): 3 clusters Score: Raw -18780.010043 + Penalty 1815.855814 = -16964.154229 nChanged 13 SP:Iteration 2Q (4663.988425 sec): 3 clusters Score: Raw -18890.082521 + Penalty 1815.855814 = -17074.226707 nChanged 12 SP:Iteration 3Q (4664.032727 sec): 3 clusters Score: Raw -19001.100403 + Penalty 1815.855814 = -17185.244589 nChanged 8 SP:Iteration 4Q (4664.082088 sec): 3 clusters Score: Raw -19073.822804 + Penalty 1815.855814 = -17257.966990 nChanged 8 SP:Iteration 5Q (4664.114773 sec): 3 clusters Score: Raw -19189.010923 + Penalty 1815.855814 = -17373.155109 nChanged 6 SP:Iteration 6Q (4664.159376 sec): 3 clusters Score: Raw -19218.405769 + Penalty 1815.855814 = -17402.549955 nChanged 3 SP:Iteration 7Q (4664.214808 sec): 3 clusters Score: Raw -19235.760509 + Penalty 1815.855814 = -17419.904695 nChanged 2 SP:Iteration 8Q (4664.244441 sec): 3 clusters Score: Raw -19239.976796 + Penalty 1815.855814 = -17424.120982 nChanged 1 SP:Iteration 9Q (4664.274092 sec): 3 clusters Score: Raw -19240.855571 + Penalty 1815.855814 = -17424.999757 nChanged 1 SP:Iteration 10Q (4664.304898 sec): 3 clusters Score: Raw -19243.812636 + Penalty 1815.855814 = -17427.956822 nChanged 0 SP:Iteration 11F (4664.334362 sec): 3 clusters Score: Raw -19243.812636 + Penalty 1815.855814 = -17427.956822 nChanged 0 Trying to split cluster 11 (5899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4664.377533 sec): 2 clusters Score: Raw -573926.010173 + Penalty 1410.912445 = -572515.097728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4664.422567 sec): 3 clusters Score: Raw -570816.363542 + Penalty 2821.824890 = -567994.538652 nChanged 2420 SP:Iteration 1F (4664.489096 sec): 3 clusters Score: Raw -572262.041773 + Penalty 2821.824890 = -569440.216883 nChanged 433 SP:Iteration 2F (4664.537814 sec): 3 clusters Score: Raw -572496.482408 + Penalty 2821.824890 = -569674.657518 nChanged 323 SP:Iteration 3F (4664.602117 sec): 3 clusters Score: Raw -572648.719016 + Penalty 2821.824890 = -569826.894126 nChanged 238 SP:Iteration 4Q (4664.650178 sec): 3 clusters Score: Raw -572768.780137 + Penalty 2821.824890 = -569946.955247 nChanged 219 SP:Iteration 5Q (4664.705676 sec): 3 clusters Score: Raw -572881.716904 + Penalty 2821.824890 = -570059.892014 nChanged 204 SP:Iteration 6Q (4664.756209 sec): 3 clusters Score: Raw -572978.965661 + Penalty 2821.824890 = -570157.140771 nChanged 185 SP:Iteration 7Q (4664.817124 sec): 3 clusters Score: Raw -573063.856645 + Penalty 2821.824890 = -570242.031755 nChanged 170 SP:Iteration 8Q (4664.872434 sec): 3 clusters Score: Raw -573139.475241 + Penalty 2821.824890 = -570317.650351 nChanged 156 SP:Iteration 9Q (4664.918170 sec): 3 clusters Score: Raw -573200.126217 + Penalty 2821.824890 = -570378.301327 nChanged 128 SP:Iteration 10Q (4664.977085 sec): 3 clusters Score: Raw -573258.668764 + Penalty 2821.824890 = -570436.843874 nChanged 118 SP:Iteration 11Q (4665.027078 sec): 3 clusters Score: Raw -573306.329187 + Penalty 2821.824890 = -570484.504297 nChanged 109 SP:Iteration 12Q (4665.080131 sec): 3 clusters Score: Raw -573354.467241 + Penalty 2821.824890 = -570532.642351 nChanged 106 SP:Iteration 13Q (4665.142895 sec): 3 clusters Score: Raw -573394.268753 + Penalty 2821.824890 = -570572.443863 nChanged 106 SP:Iteration 14Q (4665.192564 sec): 3 clusters Score: Raw -573433.757368 + Penalty 2821.824890 = -570611.932477 nChanged 99 SP:Iteration 15Q (4665.249191 sec): 3 clusters Score: Raw -573470.071638 + Penalty 2821.824890 = -570648.246748 nChanged 84 SP:Iteration 16Q (4665.305285 sec): 3 clusters Score: Raw -573499.103220 + Penalty 2821.824890 = -570677.278329 nChanged 64 SP:Iteration 17Q (4665.359141 sec): 3 clusters Score: Raw -573516.501285 + Penalty 2821.824890 = -570694.676395 nChanged 59 SP:Iteration 18Q (4665.416976 sec): 3 clusters Score: Raw -573533.052367 + Penalty 2821.824890 = -570711.227477 nChanged 50 SP:Iteration 19Q (4665.481525 sec): 3 clusters Score: Raw -573550.798383 + Penalty 2821.824890 = -570728.973492 nChanged 66 SP:Iteration 20F (4665.529953 sec): 3 clusters Score: Raw -573568.213460 + Penalty 2821.824890 = -570746.388569 nChanged 52 SP:Iteration 21Q (4665.579565 sec): 3 clusters Score: Raw -573581.782524 + Penalty 2821.824890 = -570759.957633 nChanged 47 SP:Iteration 22Q (4665.638071 sec): 3 clusters Score: Raw -573592.879442 + Penalty 2821.824890 = -570771.054552 nChanged 44 SP:Iteration 23Q (4665.683691 sec): 3 clusters Score: Raw -573604.319907 + Penalty 2821.824890 = -570782.495016 nChanged 42 SP:Iteration 24Q (4665.746218 sec): 3 clusters Score: Raw -573615.151027 + Penalty 2821.824890 = -570793.326137 nChanged 45 SP:Iteration 25Q (4665.802050 sec): 3 clusters Score: Raw -573627.343298 + Penalty 2821.824890 = -570805.518408 nChanged 42 SP:Iteration 26Q (4665.851243 sec): 3 clusters Score: Raw -573640.506656 + Penalty 2821.824890 = -570818.681766 nChanged 47 SP:Iteration 27Q (4665.903843 sec): 3 clusters Score: Raw -573653.073621 + Penalty 2821.824890 = -570831.248731 nChanged 47 SP:Iteration 28Q (4665.969784 sec): 3 clusters Score: Raw -573669.263951 + Penalty 2821.824890 = -570847.439061 nChanged 62 SP:Iteration 29Q (4666.021757 sec): 3 clusters Score: Raw -573690.175778 + Penalty 2821.824890 = -570868.350888 nChanged 59 SP:Iteration 30Q (4666.080263 sec): 3 clusters Score: Raw -573709.261927 + Penalty 2821.824890 = -570887.437036 nChanged 58 SP:Iteration 31Q (4666.136805 sec): 3 clusters Score: Raw -573730.996864 + Penalty 2821.824890 = -570909.171973 nChanged 68 SP:Iteration 32Q (4666.192509 sec): 3 clusters Score: Raw -573755.730816 + Penalty 2821.824890 = -570933.905926 nChanged 76 SP:Iteration 33Q (4666.243481 sec): 3 clusters Score: Raw -573782.779115 + Penalty 2821.824890 = -570960.954224 nChanged 83 SP:Iteration 34Q (4666.298402 sec): 3 clusters Score: Raw -573820.267580 + Penalty 2821.824890 = -570998.442690 nChanged 104 SP:Iteration 35Q (4666.355161 sec): 3 clusters Score: Raw -573865.112548 + Penalty 2821.824890 = -571043.287658 nChanged 116 SP:Iteration 36Q (4666.400785 sec): 3 clusters Score: Raw -573923.026427 + Penalty 2821.824890 = -571101.201536 nChanged 119 SP:Iteration 37Q (4666.459719 sec): 3 clusters Score: Raw -573986.745681 + Penalty 2821.824890 = -571164.920791 nChanged 134 SP:Iteration 38Q (4666.517473 sec): 3 clusters Score: Raw -574064.482109 + Penalty 2821.824890 = -571242.657218 nChanged 123 SP:Iteration 39Q (4666.573256 sec): 3 clusters Score: Raw -574135.688225 + Penalty 2821.824890 = -571313.863335 nChanged 129 SP:Iteration 40F (4666.619485 sec): 3 clusters Score: Raw -574222.784545 + Penalty 2821.824890 = -571400.959654 nChanged 128 SP:Iteration 41Q (4666.685379 sec): 3 clusters Score: Raw -574322.024853 + Penalty 2821.824890 = -571500.199962 nChanged 141 SP:Iteration 42Q (4666.736816 sec): 3 clusters Score: Raw -574431.711388 + Penalty 2821.824890 = -571609.886497 nChanged 129 SP:Iteration 43Q (4666.804632 sec): 3 clusters Score: Raw -574523.210316 + Penalty 2821.824890 = -571701.385426 nChanged 113 SP:Iteration 44Q (4666.861489 sec): 3 clusters Score: Raw -574592.950598 + Penalty 2821.824890 = -571771.125708 nChanged 81 SP:Iteration 45Q (4666.912063 sec): 3 clusters Score: Raw -574641.323295 + Penalty 2821.824890 = -571819.498405 nChanged 74 SP:Iteration 46Q (4666.970631 sec): 3 clusters Score: Raw -574693.892652 + Penalty 2821.824890 = -571872.067762 nChanged 59 SP:Iteration 47Q (4667.014569 sec): 3 clusters Score: Raw -574729.463964 + Penalty 2821.824890 = -571907.639074 nChanged 42 SP:Iteration 48Q (4667.075474 sec): 3 clusters Score: Raw -574750.610600 + Penalty 2821.824890 = -571928.785709 nChanged 28 SP:Iteration 49Q (4667.131621 sec): 3 clusters Score: Raw -574768.885899 + Penalty 2821.824890 = -571947.061009 nChanged 31 SP:Iteration 50Q (4667.187853 sec): 3 clusters Score: Raw -574788.374238 + Penalty 2821.824890 = -571966.549348 nChanged 29 SP:Iteration 51Q (4667.230988 sec): 3 clusters Score: Raw -574805.329595 + Penalty 2821.824890 = -571983.504704 nChanged 26 SP:Iteration 52Q (4667.286915 sec): 3 clusters Score: Raw -574820.967904 + Penalty 2821.824890 = -571999.143013 nChanged 20 SP:Iteration 53Q (4667.338291 sec): 3 clusters Score: Raw -574830.607701 + Penalty 2821.824890 = -572008.782811 nChanged 14 SP:Iteration 54Q (4667.390178 sec): 3 clusters Score: Raw -574837.481447 + Penalty 2821.824890 = -572015.656557 nChanged 9 SP:Iteration 55Q (4667.446590 sec): 3 clusters Score: Raw -574842.116932 + Penalty 2821.824890 = -572020.292041 nChanged 5 SP:Iteration 56Q (4667.508915 sec): 3 clusters Score: Raw -574843.997568 + Penalty 2821.824890 = -572022.172677 nChanged 3 SP:Iteration 57Q (4667.564512 sec): 3 clusters Score: Raw -574845.228480 + Penalty 2821.824890 = -572023.403589 nChanged 2 SP:Iteration 58Q (4667.621897 sec): 3 clusters Score: Raw -574846.133589 + Penalty 2821.824890 = -572024.308699 nChanged 3 SP:Iteration 59Q (4667.677243 sec): 3 clusters Score: Raw -574847.774507 + Penalty 2821.824890 = -572025.949617 nChanged 4 SP:Iteration 60F (4667.730064 sec): 3 clusters Score: Raw -574849.478941 + Penalty 2821.824890 = -572027.654050 nChanged 2 SP:Iteration 61Q (4667.790311 sec): 3 clusters Score: Raw -574849.911277 + Penalty 2821.824890 = -572028.086386 nChanged 0 SP:Iteration 62F (4667.834431 sec): 3 clusters Score: Raw -574849.911277 + Penalty 2821.824890 = -572028.086386 nChanged 0 Trying to split cluster 12 (67083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4667.961484 sec): 2 clusters Score: Raw -6909796.869898 + Penalty 1805.973965 = -6907990.895933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4668.116715 sec): 3 clusters Score: Raw -6866652.003886 + Penalty 3611.947930 = -6863040.055956 nChanged 31911 SP:Iteration 1F (4668.268053 sec): 3 clusters Score: Raw -6884832.730525 + Penalty 3611.947930 = -6881220.782595 nChanged 2459 SP:Iteration 2Q (4668.429676 sec): 3 clusters Score: Raw -6885573.907819 + Penalty 3611.947930 = -6881961.959889 nChanged 2687 SP:Iteration 3Q (4668.609742 sec): 3 clusters Score: Raw -6886542.289121 + Penalty 3611.947930 = -6882930.341191 nChanged 3109 SP:Iteration 4Q (4668.763771 sec): 3 clusters Score: Raw -6887995.436693 + Penalty 3611.947930 = -6884383.488763 nChanged 3939 SP:Iteration 5F (4668.927247 sec): 3 clusters Score: Raw -6890334.936555 + Penalty 3611.947930 = -6886722.988626 nChanged 4851 SP:Iteration 6F (4669.087790 sec): 3 clusters Score: Raw -6893862.242712 + Penalty 3611.947930 = -6890250.294782 nChanged 5573 SP:Iteration 7F (4669.241504 sec): 3 clusters Score: Raw -6898611.219469 + Penalty 3611.947930 = -6894999.271539 nChanged 5409 SP:Iteration 8F (4669.406354 sec): 3 clusters Score: Raw -6903649.064930 + Penalty 3611.947930 = -6900037.117000 nChanged 3739 SP:Iteration 9F (4669.554678 sec): 3 clusters Score: Raw -6907178.742445 + Penalty 3611.947930 = -6903566.794515 nChanged 1872 SP:Iteration 10Q (4669.710369 sec): 3 clusters Score: Raw -6908897.253335 + Penalty 3611.947930 = -6905285.305405 nChanged 753 SP:Iteration 11Q (4669.854813 sec): 3 clusters Score: Raw -6909569.232351 + Penalty 3611.947930 = -6905957.284421 nChanged 264 SP:Iteration 12Q (4670.004431 sec): 3 clusters Score: Raw -6909832.118040 + Penalty 3611.947930 = -6906220.170110 nChanged 124 SP:Iteration 13Q (4670.127333 sec): 3 clusters Score: Raw -6909963.843084 + Penalty 3611.947930 = -6906351.895155 nChanged 79 SP:Iteration 14Q (4670.257725 sec): 3 clusters Score: Raw -6910070.438847 + Penalty 3611.947930 = -6906458.490917 nChanged 65 SP:Iteration 15Q (4670.391825 sec): 3 clusters Score: Raw -6910244.560195 + Penalty 3611.947930 = -6906632.612266 nChanged 65 SP:Iteration 16Q (4670.524250 sec): 3 clusters Score: Raw -6910463.973956 + Penalty 3611.947930 = -6906852.026026 nChanged 106 SP:Iteration 17Q (4670.646702 sec): 3 clusters Score: Raw -6910581.950275 + Penalty 3611.947930 = -6906970.002345 nChanged 105 SP:Iteration 18Q (4670.780845 sec): 3 clusters Score: Raw -6910675.477795 + Penalty 3611.947930 = -6907063.529865 nChanged 95 SP:Iteration 19Q (4670.908991 sec): 3 clusters Score: Raw -6910748.863437 + Penalty 3611.947930 = -6907136.915507 nChanged 109 SP:Iteration 20F (4671.073461 sec): 3 clusters Score: Raw -6910821.112989 + Penalty 3611.947930 = -6907209.165060 nChanged 98 SP:Iteration 21Q (4671.206092 sec): 3 clusters Score: Raw -6910891.225635 + Penalty 3611.947930 = -6907279.277705 nChanged 115 SP:Iteration 22Q (4671.340328 sec): 3 clusters Score: Raw -6910970.363424 + Penalty 3611.947930 = -6907358.415494 nChanged 130 SP:Iteration 23Q (4671.472134 sec): 3 clusters Score: Raw -6911067.196957 + Penalty 3611.947930 = -6907455.249027 nChanged 172 SP:Iteration 24Q (4671.605697 sec): 3 clusters Score: Raw -6911203.256193 + Penalty 3611.947930 = -6907591.308263 nChanged 198 SP:Iteration 25Q (4671.734667 sec): 3 clusters Score: Raw -6911349.115187 + Penalty 3611.947930 = -6907737.167258 nChanged 251 SP:Iteration 26Q (4671.865691 sec): 3 clusters Score: Raw -6911542.779116 + Penalty 3611.947930 = -6907930.831186 nChanged 287 SP:Iteration 27Q (4671.997447 sec): 3 clusters Score: Raw -6911723.949815 + Penalty 3611.947930 = -6908112.001885 nChanged 288 SP:Iteration 28Q (4672.129516 sec): 3 clusters Score: Raw -6911902.416917 + Penalty 3611.947930 = -6908290.468987 nChanged 298 SP:Iteration 29Q (4672.265430 sec): 3 clusters Score: Raw -6912061.055010 + Penalty 3611.947930 = -6908449.107080 nChanged 294 SP:Iteration 30Q (4672.410556 sec): 3 clusters Score: Raw -6912195.233703 + Penalty 3611.947930 = -6908583.285774 nChanged 282 SP:Iteration 31Q (4672.541716 sec): 3 clusters Score: Raw -6912307.148033 + Penalty 3611.947930 = -6908695.200103 nChanged 240 SP:Iteration 32Q (4672.684516 sec): 3 clusters Score: Raw -6912392.525948 + Penalty 3611.947930 = -6908780.578018 nChanged 231 SP:Iteration 33Q (4672.814907 sec): 3 clusters Score: Raw -6912469.065229 + Penalty 3611.947930 = -6908857.117299 nChanged 192 SP:Iteration 34Q (4672.956606 sec): 3 clusters Score: Raw -6912527.785074 + Penalty 3611.947930 = -6908915.837145 nChanged 170 SP:Iteration 35Q (4673.089561 sec): 3 clusters Score: Raw -6912577.154589 + Penalty 3611.947930 = -6908965.206659 nChanged 162 SP:Iteration 36Q (4673.221165 sec): 3 clusters Score: Raw -6912614.825190 + Penalty 3611.947930 = -6909002.877260 nChanged 128 SP:Iteration 37Q (4673.355133 sec): 3 clusters Score: Raw -6912639.843891 + Penalty 3611.947930 = -6909027.895961 nChanged 102 SP:Iteration 38Q (4673.482707 sec): 3 clusters Score: Raw -6912656.669385 + Penalty 3611.947930 = -6909044.721455 nChanged 72 SP:Iteration 39Q (4673.612368 sec): 3 clusters Score: Raw -6912668.490949 + Penalty 3611.947930 = -6909056.543019 nChanged 68 SP:Iteration 40F (4673.766459 sec): 3 clusters Score: Raw -6913068.385198 + Penalty 3611.947930 = -6909456.437268 nChanged 758 SP:Iteration 41Q (4673.894189 sec): 3 clusters Score: Raw -6913668.417608 + Penalty 3611.947930 = -6910056.469679 nChanged 884 SP:Iteration 42Q (4674.042472 sec): 3 clusters Score: Raw -6914309.243995 + Penalty 3611.947930 = -6910697.296066 nChanged 1062 SP:Iteration 43Q (4674.182136 sec): 3 clusters Score: Raw -6915118.551975 + Penalty 3611.947930 = -6911506.604045 nChanged 1344 SP:Iteration 44Q (4674.325258 sec): 3 clusters Score: Raw -6916221.990106 + Penalty 3611.947930 = -6912610.042176 nChanged 1621 SP:Iteration 45Q (4674.474655 sec): 3 clusters Score: Raw -6917563.912015 + Penalty 3611.947930 = -6913951.964086 nChanged 1867 SP:Iteration 46Q (4674.609432 sec): 3 clusters Score: Raw -6918917.522694 + Penalty 3611.947930 = -6915305.574764 nChanged 1823 SP:Iteration 47Q (4674.744679 sec): 3 clusters Score: Raw -6920084.361888 + Penalty 3611.947930 = -6916472.413958 nChanged 1771 SP:Iteration 48Q (4674.884355 sec): 3 clusters Score: Raw -6921126.621701 + Penalty 3611.947930 = -6917514.673771 nChanged 1602 SP:Iteration 49Q (4675.019913 sec): 3 clusters Score: Raw -6921973.098898 + Penalty 3611.947930 = -6918361.150968 nChanged 1293 SP:Iteration 50Q (4675.163991 sec): 3 clusters Score: Raw -6922532.997485 + Penalty 3611.947930 = -6918921.049556 nChanged 802 SP:Iteration 51Q (4675.310365 sec): 3 clusters Score: Raw -6922781.489873 + Penalty 3611.947930 = -6919169.541943 nChanged 434 SP:Iteration 52Q (4675.451089 sec): 3 clusters Score: Raw -6922886.752395 + Penalty 3611.947930 = -6919274.804465 nChanged 275 SP:Iteration 53Q (4675.588763 sec): 3 clusters Score: Raw -6922945.277567 + Penalty 3611.947930 = -6919333.329638 nChanged 170 SP:Iteration 54Q (4675.736072 sec): 3 clusters Score: Raw -6922975.721368 + Penalty 3611.947930 = -6919363.773439 nChanged 142 SP:Iteration 55Q (4675.869018 sec): 3 clusters Score: Raw -6922998.243222 + Penalty 3611.947930 = -6919386.295292 nChanged 124 SP:Iteration 56Q (4676.018171 sec): 3 clusters Score: Raw -6923016.110762 + Penalty 3611.947930 = -6919404.162832 nChanged 100 SP:Iteration 57Q (4676.171223 sec): 3 clusters Score: Raw -6923032.562759 + Penalty 3611.947930 = -6919420.614829 nChanged 89 SP:Iteration 58Q (4676.310063 sec): 3 clusters Score: Raw -6923042.906066 + Penalty 3611.947930 = -6919430.958136 nChanged 80 SP:Iteration 59Q (4676.461981 sec): 3 clusters Score: Raw -6923055.017646 + Penalty 3611.947930 = -6919443.069716 nChanged 59 SP:Iteration 60F (4676.622657 sec): 3 clusters Score: Raw -6925296.055275 + Penalty 3611.947930 = -6921684.107346 nChanged 3696 SP:Iteration 61F (4676.774255 sec): 3 clusters Score: Raw -6928860.829935 + Penalty 3611.947930 = -6925248.882006 nChanged 2794 SP:Iteration 62Q (4676.920139 sec): 3 clusters Score: Raw -6930715.976681 + Penalty 3611.947930 = -6927104.028751 nChanged 1501 SP:Iteration 63Q (4677.070891 sec): 3 clusters Score: Raw -6931500.517059 + Penalty 3611.947930 = -6927888.569130 nChanged 1021 SP:Iteration 64Q (4677.219601 sec): 3 clusters Score: Raw -6931966.256288 + Penalty 3611.947930 = -6928354.308358 nChanged 794 SP:Iteration 65Q (4677.366129 sec): 3 clusters Score: Raw -6932291.510110 + Penalty 3611.947930 = -6928679.562180 nChanged 675 SP:Iteration 66Q (4677.512556 sec): 3 clusters Score: Raw -6932538.150297 + Penalty 3611.947930 = -6928926.202367 nChanged 571 SP:Iteration 67Q (4677.653236 sec): 3 clusters Score: Raw -6932727.050972 + Penalty 3611.947930 = -6929115.103043 nChanged 498 SP:Iteration 68Q (4677.798889 sec): 3 clusters Score: Raw -6932877.798868 + Penalty 3611.947930 = -6929265.850939 nChanged 449 SP:Iteration 69Q (4677.939924 sec): 3 clusters Score: Raw -6933006.536680 + Penalty 3611.947930 = -6929394.588750 nChanged 395 SP:Iteration 70Q (4678.091324 sec): 3 clusters Score: Raw -6933113.533299 + Penalty 3611.947930 = -6929501.585369 nChanged 358 SP:Iteration 71Q (4678.252189 sec): 3 clusters Score: Raw -6933201.061715 + Penalty 3611.947930 = -6929589.113785 nChanged 286 SP:Iteration 72Q (4678.400033 sec): 3 clusters Score: Raw -6933262.507169 + Penalty 3611.947930 = -6929650.559240 nChanged 221 SP:Iteration 73Q (4678.543767 sec): 3 clusters Score: Raw -6933302.361730 + Penalty 3611.947930 = -6929690.413800 nChanged 158 SP:Iteration 74Q (4678.710344 sec): 3 clusters Score: Raw -6933323.714474 + Penalty 3611.947930 = -6929711.766544 nChanged 105 SP:Iteration 75Q (4678.851376 sec): 3 clusters Score: Raw -6933333.566288 + Penalty 3611.947930 = -6929721.618359 nChanged 43 SP:Iteration 76Q (4678.990879 sec): 3 clusters Score: Raw -6933336.496466 + Penalty 3611.947930 = -6929724.548537 nChanged 23 SP:Iteration 77Q (4679.135380 sec): 3 clusters Score: Raw -6933337.500534 + Penalty 3611.947930 = -6929725.552604 nChanged 15 SP:Iteration 78Q (4679.288733 sec): 3 clusters Score: Raw -6933338.009594 + Penalty 3611.947930 = -6929726.061664 nChanged 11 SP:Iteration 79Q (4679.433169 sec): 3 clusters Score: Raw -6933338.377832 + Penalty 3611.947930 = -6929726.429903 nChanged 3 SP:Iteration 80F (4679.591117 sec): 3 clusters Score: Raw -6933421.177606 + Penalty 3611.947930 = -6929809.229677 nChanged 308 SP:Iteration 81Q (4679.740995 sec): 3 clusters Score: Raw -6933517.801355 + Penalty 3611.947930 = -6929905.853425 nChanged 254 SP:Iteration 82Q (4679.892908 sec): 3 clusters Score: Raw -6933573.944766 + Penalty 3611.947930 = -6929961.996836 nChanged 221 SP:Iteration 83Q (4680.042040 sec): 3 clusters Score: Raw -6933618.926087 + Penalty 3611.947930 = -6930006.978157 nChanged 214 SP:Iteration 84Q (4680.194666 sec): 3 clusters Score: Raw -6933658.624587 + Penalty 3611.947930 = -6930046.676657 nChanged 194 SP:Iteration 85Q (4680.345416 sec): 3 clusters Score: Raw -6933695.575221 + Penalty 3611.947930 = -6930083.627292 nChanged 206 SP:Iteration 86Q (4680.498757 sec): 3 clusters Score: Raw -6933738.235711 + Penalty 3611.947930 = -6930126.287781 nChanged 209 SP:Iteration 87Q (4680.638544 sec): 3 clusters Score: Raw -6933779.643568 + Penalty 3611.947930 = -6930167.695638 nChanged 214 SP:Iteration 88Q (4680.801643 sec): 3 clusters Score: Raw -6933824.774933 + Penalty 3611.947930 = -6930212.827003 nChanged 201 SP:Iteration 89Q (4680.950604 sec): 3 clusters Score: Raw -6933875.276923 + Penalty 3611.947930 = -6930263.328993 nChanged 214 SP:Iteration 90Q (4681.097201 sec): 3 clusters Score: Raw -6933926.748112 + Penalty 3611.947930 = -6930314.800182 nChanged 204 SP:Iteration 91Q (4681.235555 sec): 3 clusters Score: Raw -6933976.975909 + Penalty 3611.947930 = -6930365.027979 nChanged 210 SP:Iteration 92Q (4681.392100 sec): 3 clusters Score: Raw -6934035.152621 + Penalty 3611.947930 = -6930423.204691 nChanged 218 SP:Iteration 93Q (4681.534985 sec): 3 clusters Score: Raw -6934096.522028 + Penalty 3611.947930 = -6930484.574098 nChanged 216 SP:Iteration 94Q (4681.691075 sec): 3 clusters Score: Raw -6934161.457408 + Penalty 3611.947930 = -6930549.509478 nChanged 226 SP:Iteration 95Q (4681.837947 sec): 3 clusters Score: Raw -6934230.793160 + Penalty 3611.947930 = -6930618.845230 nChanged 225 SP:Iteration 96Q (4681.978750 sec): 3 clusters Score: Raw -6934306.048464 + Penalty 3611.947930 = -6930694.100534 nChanged 241 SP:Iteration 97Q (4682.136029 sec): 3 clusters Score: Raw -6934391.524809 + Penalty 3611.947930 = -6930779.576880 nChanged 234 SP:Iteration 98Q (4682.287534 sec): 3 clusters Score: Raw -6934474.546985 + Penalty 3611.947930 = -6930862.599055 nChanged 200 SP:Iteration 99Q (4682.428478 sec): 3 clusters Score: Raw -6934545.974587 + Penalty 3611.947930 = -6930934.026658 nChanged 177 SP:Iteration 100F (4682.591388 sec): 3 clusters Score: Raw -6934649.697396 + Penalty 3611.947930 = -6931037.749467 nChanged 262 SP:Iteration 101Q (4682.752527 sec): 3 clusters Score: Raw -6934808.064308 + Penalty 3611.947930 = -6931196.116378 nChanged 298 SP:Iteration 102Q (4682.899590 sec): 3 clusters Score: Raw -6935034.387825 + Penalty 3611.947930 = -6931422.439895 nChanged 328 SP:Iteration 103Q (4683.051586 sec): 3 clusters Score: Raw -6935371.336826 + Penalty 3611.947930 = -6931759.388896 nChanged 396 SP:Iteration 104Q (4683.200794 sec): 3 clusters Score: Raw -6936094.749172 + Penalty 3611.947930 = -6932482.801242 nChanged 545 SP:Iteration 105Q (4683.352369 sec): 3 clusters Score: Raw -6937915.164036 + Penalty 3611.947930 = -6934303.216106 nChanged 431 SP:Iteration 106Q (4683.497064 sec): 3 clusters Score: Raw -6939797.357179 + Penalty 3611.947930 = -6936185.409249 nChanged 151 SP:Iteration 107Q (4683.640374 sec): 3 clusters Score: Raw -6941558.796509 + Penalty 3611.947930 = -6937946.848580 nChanged 172 SP:Iteration 108Q (4683.787656 sec): 3 clusters Score: Raw -6943275.215820 + Penalty 3611.947930 = -6939663.267891 nChanged 80 SP:Iteration 109Q (4683.921901 sec): 3 clusters Score: Raw -6945550.410811 + Penalty 3611.947930 = -6941938.462882 nChanged 98 SP:Iteration 110Q (4684.046792 sec): 3 clusters Score: Raw -6948304.558348 + Penalty 3611.947930 = -6944692.610418 nChanged 84 SP:Iteration 111Q (4684.176726 sec): 3 clusters Score: Raw -6951482.449730 + Penalty 3611.947930 = -6947870.501800 nChanged 10 SP:Iteration 112Q (4684.318541 sec): 3 clusters Score: Raw -6951727.159514 + Penalty 3611.947930 = -6948115.211585 nChanged 0 SP:Iteration 113F (4684.471821 sec): 3 clusters Score: Raw -6951727.159514 + Penalty 3611.947930 = -6948115.211585 nChanged 0 Score: Raw -49965028.417797 + Penalty 61767.981377 = -49903260.436420 Splitting cluster 12 changes total score from -49859156.289338 to -49903260.436420 So it's getting split into cluster 29. Trying to split cluster 13 (53239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4693.553086 sec): 2 clusters Score: Raw -5694789.090217 + Penalty 1768.413805 = -5693020.676412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4693.691419 sec): 3 clusters Score: Raw -5660865.354217 + Penalty 3536.827609 = -5657328.526608 nChanged 25262 SP:Iteration 1F (4693.827854 sec): 3 clusters Score: Raw -5675615.320951 + Penalty 3536.827609 = -5672078.493342 nChanged 2747 SP:Iteration 2F (4693.946607 sec): 3 clusters Score: Raw -5676914.974857 + Penalty 3536.827609 = -5673378.147248 nChanged 3159 SP:Iteration 3F (4694.080596 sec): 3 clusters Score: Raw -5678836.070253 + Penalty 3536.827609 = -5675299.242644 nChanged 3652 SP:Iteration 4F (4694.221132 sec): 3 clusters Score: Raw -5681608.020389 + Penalty 3536.827609 = -5678071.192780 nChanged 4051 SP:Iteration 5F (4694.357948 sec): 3 clusters Score: Raw -5685178.961182 + Penalty 3536.827609 = -5681642.133573 nChanged 4092 SP:Iteration 6F (4694.491148 sec): 3 clusters Score: Raw -5688835.469726 + Penalty 3536.827609 = -5685298.642117 nChanged 3739 SP:Iteration 7F (4694.624032 sec): 3 clusters Score: Raw -5692202.379332 + Penalty 3536.827609 = -5688665.551723 nChanged 3030 SP:Iteration 8F (4694.741328 sec): 3 clusters Score: Raw -5694367.254241 + Penalty 3536.827609 = -5690830.426632 nChanged 2038 SP:Iteration 9Q (4694.883409 sec): 3 clusters Score: Raw -5695336.693325 + Penalty 3536.827609 = -5691799.865716 nChanged 1316 SP:Iteration 10Q (4695.019262 sec): 3 clusters Score: Raw -5695766.299004 + Penalty 3536.827609 = -5692229.471395 nChanged 884 SP:Iteration 11Q (4695.160381 sec): 3 clusters Score: Raw -5696018.017434 + Penalty 3536.827609 = -5692481.189825 nChanged 702 SP:Iteration 12Q (4695.296814 sec): 3 clusters Score: Raw -5696197.066941 + Penalty 3536.827609 = -5692660.239332 nChanged 577 SP:Iteration 13Q (4695.429154 sec): 3 clusters Score: Raw -5696333.911131 + Penalty 3536.827609 = -5692797.083522 nChanged 483 SP:Iteration 14Q (4695.554362 sec): 3 clusters Score: Raw -5696443.832260 + Penalty 3536.827609 = -5692907.004651 nChanged 476 SP:Iteration 15Q (4695.701892 sec): 3 clusters Score: Raw -5696549.688229 + Penalty 3536.827609 = -5693012.860620 nChanged 432 SP:Iteration 16Q (4695.825171 sec): 3 clusters Score: Raw -5696644.254960 + Penalty 3536.827609 = -5693107.427350 nChanged 440 SP:Iteration 17Q (4695.960487 sec): 3 clusters Score: Raw -5696750.276840 + Penalty 3536.827609 = -5693213.449231 nChanged 452 SP:Iteration 18Q (4696.086264 sec): 3 clusters Score: Raw -5696863.764661 + Penalty 3536.827609 = -5693326.937051 nChanged 426 SP:Iteration 19Q (4696.224052 sec): 3 clusters Score: Raw -5696973.182951 + Penalty 3536.827609 = -5693436.355342 nChanged 444 SP:Iteration 20F (4696.350497 sec): 3 clusters Score: Raw -5697095.076268 + Penalty 3536.827609 = -5693558.248659 nChanged 423 SP:Iteration 21Q (4696.481480 sec): 3 clusters Score: Raw -5697216.690764 + Penalty 3536.827609 = -5693679.863155 nChanged 423 SP:Iteration 22Q (4696.620426 sec): 3 clusters Score: Raw -5697332.714749 + Penalty 3536.827609 = -5693795.887140 nChanged 434 SP:Iteration 23Q (4696.754568 sec): 3 clusters Score: Raw -5697445.562393 + Penalty 3536.827609 = -5693908.734784 nChanged 390 SP:Iteration 24Q (4696.891979 sec): 3 clusters Score: Raw -5697539.991736 + Penalty 3536.827609 = -5694003.164127 nChanged 351 SP:Iteration 25Q (4697.022014 sec): 3 clusters Score: Raw -5697609.436573 + Penalty 3536.827609 = -5694072.608964 nChanged 308 SP:Iteration 26Q (4697.156929 sec): 3 clusters Score: Raw -5697660.986015 + Penalty 3536.827609 = -5694124.158406 nChanged 263 SP:Iteration 27Q (4697.289202 sec): 3 clusters Score: Raw -5697700.744628 + Penalty 3536.827609 = -5694163.917019 nChanged 222 SP:Iteration 28Q (4697.424362 sec): 3 clusters Score: Raw -5697728.690752 + Penalty 3536.827609 = -5694191.863143 nChanged 190 SP:Iteration 29Q (4697.558419 sec): 3 clusters Score: Raw -5697751.048215 + Penalty 3536.827609 = -5694214.220606 nChanged 162 SP:Iteration 30Q (4697.696168 sec): 3 clusters Score: Raw -5697767.503654 + Penalty 3536.827609 = -5694230.676045 nChanged 142 SP:Iteration 31Q (4697.827769 sec): 3 clusters Score: Raw -5697779.805845 + Penalty 3536.827609 = -5694242.978236 nChanged 122 SP:Iteration 32Q (4697.962813 sec): 3 clusters Score: Raw -5697789.261938 + Penalty 3536.827609 = -5694252.434329 nChanged 99 SP:Iteration 33Q (4698.096377 sec): 3 clusters Score: Raw -5697794.217776 + Penalty 3536.827609 = -5694257.390167 nChanged 67 SP:Iteration 34Q (4698.219844 sec): 3 clusters Score: Raw -5697797.390941 + Penalty 3536.827609 = -5694260.563331 nChanged 56 SP:Iteration 35Q (4698.351693 sec): 3 clusters Score: Raw -5697800.174080 + Penalty 3536.827609 = -5694263.346471 nChanged 46 SP:Iteration 36Q (4698.491601 sec): 3 clusters Score: Raw -5697801.771512 + Penalty 3536.827609 = -5694264.943903 nChanged 41 SP:Iteration 37Q (4698.624546 sec): 3 clusters Score: Raw -5697803.183195 + Penalty 3536.827609 = -5694266.355586 nChanged 39 SP:Iteration 38Q (4698.754669 sec): 3 clusters Score: Raw -5697804.838204 + Penalty 3536.827609 = -5694268.010595 nChanged 34 SP:Iteration 39Q (4698.893219 sec): 3 clusters Score: Raw -5697805.988873 + Penalty 3536.827609 = -5694269.161264 nChanged 28 SP:Iteration 40F (4699.017108 sec): 3 clusters Score: Raw -5697806.798309 + Penalty 3536.827609 = -5694269.970700 nChanged 30 SP:Iteration 41Q (4699.155384 sec): 3 clusters Score: Raw -5697807.955430 + Penalty 3536.827609 = -5694271.127821 nChanged 30 SP:Iteration 42Q (4699.289562 sec): 3 clusters Score: Raw -5697808.988281 + Penalty 3536.827609 = -5694272.160672 nChanged 32 SP:Iteration 43Q (4699.422871 sec): 3 clusters Score: Raw -5697810.316200 + Penalty 3536.827609 = -5694273.488591 nChanged 27 SP:Iteration 44Q (4699.547139 sec): 3 clusters Score: Raw -5697811.359303 + Penalty 3536.827609 = -5694274.531694 nChanged 26 SP:Iteration 45Q (4699.683541 sec): 3 clusters Score: Raw -5697812.227842 + Penalty 3536.827609 = -5694275.400233 nChanged 21 SP:Iteration 46Q (4699.816107 sec): 3 clusters Score: Raw -5697812.786728 + Penalty 3536.827609 = -5694275.959119 nChanged 14 SP:Iteration 47Q (4699.940827 sec): 3 clusters Score: Raw -5697813.106110 + Penalty 3536.827609 = -5694276.278501 nChanged 5 SP:Iteration 48Q (4700.076675 sec): 3 clusters Score: Raw -5697813.180353 + Penalty 3536.827609 = -5694276.352744 nChanged 4 SP:Iteration 49Q (4700.199590 sec): 3 clusters Score: Raw -5697813.268707 + Penalty 3536.827609 = -5694276.441098 nChanged 6 SP:Iteration 50Q (4700.330741 sec): 3 clusters Score: Raw -5697813.367099 + Penalty 3536.827609 = -5694276.539490 nChanged 5 SP:Iteration 51Q (4700.460732 sec): 3 clusters Score: Raw -5697813.465765 + Penalty 3536.827609 = -5694276.638156 nChanged 6 SP:Iteration 52Q (4700.584206 sec): 3 clusters Score: Raw -5697813.598173 + Penalty 3536.827609 = -5694276.770564 nChanged 5 SP:Iteration 53Q (4700.725425 sec): 3 clusters Score: Raw -5697813.705610 + Penalty 3536.827609 = -5694276.878001 nChanged 4 SP:Iteration 54Q (4700.850864 sec): 3 clusters Score: Raw -5697813.815079 + Penalty 3536.827609 = -5694276.987469 nChanged 4 SP:Iteration 55Q (4700.992234 sec): 3 clusters Score: Raw -5697813.867961 + Penalty 3536.827609 = -5694277.040352 nChanged 2 SP:Iteration 56Q (4701.128238 sec): 3 clusters Score: Raw -5697813.889061 + Penalty 3536.827609 = -5694277.061452 nChanged 2 SP:Iteration 57Q (4701.248819 sec): 3 clusters Score: Raw -5697813.922776 + Penalty 3536.827609 = -5694277.095167 nChanged 2 SP:Iteration 58Q (4701.393083 sec): 3 clusters Score: Raw -5697813.947874 + Penalty 3536.827609 = -5694277.120265 nChanged 3 SP:Iteration 59Q (4701.534102 sec): 3 clusters Score: Raw -5697813.984541 + Penalty 3536.827609 = -5694277.156932 nChanged 1 SP:Iteration 60F (4701.670878 sec): 3 clusters Score: Raw -5697813.993839 + Penalty 3536.827609 = -5694277.166230 nChanged 1 SP:Iteration 61Q (4701.813036 sec): 3 clusters Score: Raw -5697814.022668 + Penalty 3536.827609 = -5694277.195059 nChanged 3 SP:Iteration 62Q (4701.941100 sec): 3 clusters Score: Raw -5697814.062321 + Penalty 3536.827609 = -5694277.234712 nChanged 1 SP:Iteration 63Q (4702.080128 sec): 3 clusters Score: Raw -5697814.104444 + Penalty 3536.827609 = -5694277.276835 nChanged 3 SP:Iteration 64Q (4702.218194 sec): 3 clusters Score: Raw -5697814.140907 + Penalty 3536.827609 = -5694277.313298 nChanged 1 SP:Iteration 65Q (4702.359556 sec): 3 clusters Score: Raw -5697814.150461 + Penalty 3536.827609 = -5694277.322852 nChanged 0 SP:Iteration 66F (4702.499683 sec): 3 clusters Score: Raw -5697814.150461 + Penalty 3536.827609 = -5694277.322852 nChanged 0 Score: Raw -49968053.478040 + Penalty 63897.911769 = -49904155.566271 Splitting cluster 13 changes total score from -49859156.289338 to -49904155.566271 So it's getting split into cluster 30. Trying to split cluster 14 (6107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4712.184670 sec): 2 clusters Score: Raw -587814.511663 + Penalty 1416.543527 = -586397.968137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4712.244571 sec): 3 clusters Score: Raw -584595.616381 + Penalty 2833.087053 = -581762.529328 nChanged 2559 SP:Iteration 1F (4712.299812 sec): 3 clusters Score: Raw -586178.052063 + Penalty 2833.087053 = -583344.965010 nChanged 525 SP:Iteration 2F (4712.356595 sec): 3 clusters Score: Raw -586631.826447 + Penalty 2833.087053 = -583798.739394 nChanged 475 SP:Iteration 3F (4712.401444 sec): 3 clusters Score: Raw -587115.037640 + Penalty 2833.087053 = -584281.950587 nChanged 471 SP:Iteration 4F (4712.469629 sec): 3 clusters Score: Raw -587678.909518 + Penalty 2833.087053 = -584845.822464 nChanged 417 SP:Iteration 5F (4712.520988 sec): 3 clusters Score: Raw -588170.690039 + Penalty 2833.087053 = -585337.602986 nChanged 368 SP:Iteration 6F (4712.574877 sec): 3 clusters Score: Raw -588569.596843 + Penalty 2833.087053 = -585736.509790 nChanged 333 SP:Iteration 7F (4712.625748 sec): 3 clusters Score: Raw -588843.140854 + Penalty 2833.087053 = -586010.053800 nChanged 275 SP:Iteration 8Q (4712.689568 sec): 3 clusters Score: Raw -589020.204796 + Penalty 2833.087053 = -586187.117743 nChanged 227 SP:Iteration 9Q (4712.752029 sec): 3 clusters Score: Raw -589153.683339 + Penalty 2833.087053 = -586320.596286 nChanged 207 SP:Iteration 10Q (4712.811345 sec): 3 clusters Score: Raw -589277.028013 + Penalty 2833.087053 = -586443.940960 nChanged 213 SP:Iteration 11Q (4712.857028 sec): 3 clusters Score: Raw -589410.361739 + Penalty 2833.087053 = -586577.274686 nChanged 197 SP:Iteration 12Q (4712.906890 sec): 3 clusters Score: Raw -589527.421273 + Penalty 2833.087053 = -586694.334219 nChanged 174 SP:Iteration 13Q (4712.965103 sec): 3 clusters Score: Raw -589636.112470 + Penalty 2833.087053 = -586803.025416 nChanged 139 SP:Iteration 14Q (4713.019877 sec): 3 clusters Score: Raw -589714.583267 + Penalty 2833.087053 = -586881.496214 nChanged 113 SP:Iteration 15Q (4713.067967 sec): 3 clusters Score: Raw -589781.952513 + Penalty 2833.087053 = -586948.865459 nChanged 100 SP:Iteration 16Q (4713.128683 sec): 3 clusters Score: Raw -589846.943493 + Penalty 2833.087053 = -587013.856439 nChanged 75 SP:Iteration 17Q (4713.172620 sec): 3 clusters Score: Raw -589907.228552 + Penalty 2833.087053 = -587074.141499 nChanged 78 SP:Iteration 18Q (4713.226226 sec): 3 clusters Score: Raw -589996.174860 + Penalty 2833.087053 = -587163.087807 nChanged 93 SP:Iteration 19Q (4713.287332 sec): 3 clusters Score: Raw -590135.960061 + Penalty 2833.087053 = -587302.873007 nChanged 116 SP:Iteration 20F (4713.341707 sec): 3 clusters Score: Raw -590416.229056 + Penalty 2833.087053 = -587583.142003 nChanged 110 SP:Iteration 21Q (4713.388166 sec): 3 clusters Score: Raw -590836.447907 + Penalty 2833.087053 = -588003.360854 nChanged 80 SP:Iteration 22Q (4713.444966 sec): 3 clusters Score: Raw -591073.736764 + Penalty 2833.087053 = -588240.649710 nChanged 23 SP:Iteration 23Q (4713.507816 sec): 3 clusters Score: Raw -591092.895884 + Penalty 2833.087053 = -588259.808831 nChanged 1 SP:Iteration 24Q (4713.555665 sec): 3 clusters Score: Raw -591093.083067 + Penalty 2833.087053 = -588259.996014 nChanged 1 SP:Iteration 25Q (4713.611963 sec): 3 clusters Score: Raw -591093.407534 + Penalty 2833.087053 = -588260.320481 nChanged 0 SP:Iteration 26F (4713.668154 sec): 3 clusters Score: Raw -591093.407534 + Penalty 2833.087053 = -588260.320481 nChanged 0 Score: Raw -49971332.373911 + Penalty 66027.842162 = -49905304.531749 Splitting cluster 14 changes total score from -49859156.289338 to -49905304.531749 So it's getting split into cluster 31. Trying to split cluster 15 (1748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4723.762017 sec): 2 clusters Score: Raw -155420.065061 + Penalty 1213.261978 = -154206.803083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4723.808916 sec): 3 clusters Score: Raw -154683.000935 + Penalty 2426.523956 = -152256.476979 nChanged 616 SP:Iteration 1F (4723.852361 sec): 3 clusters Score: Raw -155101.635756 + Penalty 2426.523956 = -152675.111801 nChanged 153 SP:Iteration 2F (4723.902973 sec): 3 clusters Score: Raw -155253.210045 + Penalty 2426.523956 = -152826.686089 nChanged 116 SP:Iteration 3F (4723.960148 sec): 3 clusters Score: Raw -155385.934559 + Penalty 2426.523956 = -152959.410603 nChanged 90 SP:Iteration 4F (4724.004019 sec): 3 clusters Score: Raw -155491.733361 + Penalty 2426.523956 = -153065.209405 nChanged 70 SP:Iteration 5Q (4724.054755 sec): 3 clusters Score: Raw -155554.609966 + Penalty 2426.523956 = -153128.086010 nChanged 63 SP:Iteration 6Q (4724.102072 sec): 3 clusters Score: Raw -155600.977239 + Penalty 2426.523956 = -153174.453283 nChanged 40 SP:Iteration 7Q (4724.158875 sec): 3 clusters Score: Raw -155637.970828 + Penalty 2426.523956 = -153211.446873 nChanged 36 SP:Iteration 8Q (4724.200623 sec): 3 clusters Score: Raw -155664.454672 + Penalty 2426.523956 = -153237.930716 nChanged 27 SP:Iteration 9Q (4724.261281 sec): 3 clusters Score: Raw -155697.813438 + Penalty 2426.523956 = -153271.289482 nChanged 47 SP:Iteration 10Q (4724.319740 sec): 3 clusters Score: Raw -155753.304021 + Penalty 2426.523956 = -153326.780066 nChanged 51 SP:Iteration 11Q (4724.366501 sec): 3 clusters Score: Raw -155816.978465 + Penalty 2426.523956 = -153390.454510 nChanged 48 SP:Iteration 12Q (4724.417206 sec): 3 clusters Score: Raw -155896.995581 + Penalty 2426.523956 = -153470.471625 nChanged 37 SP:Iteration 13Q (4724.459520 sec): 3 clusters Score: Raw -155953.805063 + Penalty 2426.523956 = -153527.281107 nChanged 32 SP:Iteration 14Q (4724.505665 sec): 3 clusters Score: Raw -155977.999805 + Penalty 2426.523956 = -153551.475850 nChanged 29 SP:Iteration 15Q (4724.553281 sec): 3 clusters Score: Raw -156004.288751 + Penalty 2426.523956 = -153577.764796 nChanged 22 SP:Iteration 16Q (4724.608734 sec): 3 clusters Score: Raw -156017.012532 + Penalty 2426.523956 = -153590.488576 nChanged 9 SP:Iteration 17Q (4724.656884 sec): 3 clusters Score: Raw -156022.689660 + Penalty 2426.523956 = -153596.165704 nChanged 8 SP:Iteration 18Q (4724.693278 sec): 3 clusters Score: Raw -156026.731726 + Penalty 2426.523956 = -153600.207771 nChanged 8 SP:Iteration 19Q (4724.737802 sec): 3 clusters Score: Raw -156029.386660 + Penalty 2426.523956 = -153602.862705 nChanged 4 SP:Iteration 20F (4724.784911 sec): 3 clusters Score: Raw -156032.063995 + Penalty 2426.523956 = -153605.540039 nChanged 5 SP:Iteration 21Q (4724.830742 sec): 3 clusters Score: Raw -156036.604678 + Penalty 2426.523956 = -153610.080722 nChanged 9 SP:Iteration 22Q (4724.879773 sec): 3 clusters Score: Raw -156040.735636 + Penalty 2426.523956 = -153614.211680 nChanged 9 SP:Iteration 23Q (4724.932569 sec): 3 clusters Score: Raw -156045.608253 + Penalty 2426.523956 = -153619.084297 nChanged 8 SP:Iteration 24Q (4724.981894 sec): 3 clusters Score: Raw -156049.734273 + Penalty 2426.523956 = -153623.210317 nChanged 7 SP:Iteration 25Q (4725.034086 sec): 3 clusters Score: Raw -156053.886295 + Penalty 2426.523956 = -153627.362340 nChanged 4 SP:Iteration 26Q (4725.087112 sec): 3 clusters Score: Raw -156056.399422 + Penalty 2426.523956 = -153629.875466 nChanged 6 SP:Iteration 27Q (4725.128796 sec): 3 clusters Score: Raw -156059.025035 + Penalty 2426.523956 = -153632.501079 nChanged 1 SP:Iteration 28Q (4725.182121 sec): 3 clusters Score: Raw -156059.346115 + Penalty 2426.523956 = -153632.822159 nChanged 1 SP:Iteration 29Q (4725.220333 sec): 3 clusters Score: Raw -156059.939665 + Penalty 2426.523956 = -153633.415709 nChanged 1 SP:Iteration 30Q (4725.264981 sec): 3 clusters Score: Raw -156060.411666 + Penalty 2426.523956 = -153633.887711 nChanged 1 SP:Iteration 31Q (4725.308662 sec): 3 clusters Score: Raw -156060.547736 + Penalty 2426.523956 = -153634.023780 nChanged 0 SP:Iteration 32F (4725.346462 sec): 3 clusters Score: Raw -156060.547736 + Penalty 2426.523956 = -153634.023780 nChanged 0 Trying to split cluster 16 (1601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4725.373477 sec): 2 clusters Score: Raw -181593.889834 + Penalty 1198.987353 = -180394.902481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4725.423831 sec): 3 clusters Score: Raw -180930.095174 + Penalty 2397.974707 = -178532.120467 nChanged 555 SP:Iteration 1F (4725.463855 sec): 3 clusters Score: Raw -181326.252665 + Penalty 2397.974707 = -178928.277959 nChanged 118 SP:Iteration 2F (4725.523327 sec): 3 clusters Score: Raw -181427.077568 + Penalty 2397.974707 = -179029.102861 nChanged 71 SP:Iteration 3Q (4725.563426 sec): 3 clusters Score: Raw -181487.079829 + Penalty 2397.974707 = -179089.105122 nChanged 54 SP:Iteration 4Q (4725.619717 sec): 3 clusters Score: Raw -181523.024774 + Penalty 2397.974707 = -179125.050067 nChanged 42 SP:Iteration 5Q (4725.663383 sec): 3 clusters Score: Raw -181550.643355 + Penalty 2397.974707 = -179152.668648 nChanged 33 SP:Iteration 6Q (4725.719645 sec): 3 clusters Score: Raw -181576.108799 + Penalty 2397.974707 = -179178.134093 nChanged 28 SP:Iteration 7Q (4725.768881 sec): 3 clusters Score: Raw -181597.534063 + Penalty 2397.974707 = -179199.559356 nChanged 23 SP:Iteration 8Q (4725.814732 sec): 3 clusters Score: Raw -181611.707295 + Penalty 2397.974707 = -179213.732589 nChanged 16 SP:Iteration 9Q (4725.867799 sec): 3 clusters Score: Raw -181623.544328 + Penalty 2397.974707 = -179225.569621 nChanged 15 SP:Iteration 10Q (4725.903179 sec): 3 clusters Score: Raw -181632.165105 + Penalty 2397.974707 = -179234.190398 nChanged 10 SP:Iteration 11Q (4725.949546 sec): 3 clusters Score: Raw -181637.242375 + Penalty 2397.974707 = -179239.267668 nChanged 3 SP:Iteration 12Q (4726.001110 sec): 3 clusters Score: Raw -181640.115886 + Penalty 2397.974707 = -179242.141179 nChanged 2 SP:Iteration 13Q (4726.040947 sec): 3 clusters Score: Raw -181641.641290 + Penalty 2397.974707 = -179243.666583 nChanged 4 SP:Iteration 14Q (4726.095056 sec): 3 clusters Score: Raw -181644.405485 + Penalty 2397.974707 = -179246.430778 nChanged 7 SP:Iteration 15Q (4726.134525 sec): 3 clusters Score: Raw -181648.721380 + Penalty 2397.974707 = -179250.746673 nChanged 3 SP:Iteration 16Q (4726.177541 sec): 3 clusters Score: Raw -181653.528918 + Penalty 2397.974707 = -179255.554211 nChanged 7 SP:Iteration 17Q (4726.231041 sec): 3 clusters Score: Raw -181660.063765 + Penalty 2397.974707 = -179262.089058 nChanged 7 SP:Iteration 18Q (4726.281226 sec): 3 clusters Score: Raw -181664.811378 + Penalty 2397.974707 = -179266.836671 nChanged 9 SP:Iteration 19Q (4726.324362 sec): 3 clusters Score: Raw -181668.864353 + Penalty 2397.974707 = -179270.889646 nChanged 7 SP:Iteration 20F (4726.366020 sec): 3 clusters Score: Raw -181671.159825 + Penalty 2397.974707 = -179273.185118 nChanged 5 SP:Iteration 21Q (4726.403658 sec): 3 clusters Score: Raw -181673.525551 + Penalty 2397.974707 = -179275.550845 nChanged 6 SP:Iteration 22Q (4726.453562 sec): 3 clusters Score: Raw -181677.798724 + Penalty 2397.974707 = -179279.824017 nChanged 4 SP:Iteration 23Q (4726.498475 sec): 3 clusters Score: Raw -181681.819389 + Penalty 2397.974707 = -179283.844683 nChanged 5 SP:Iteration 24Q (4726.532992 sec): 3 clusters Score: Raw -181685.237408 + Penalty 2397.974707 = -179287.262702 nChanged 9 SP:Iteration 25Q (4726.584035 sec): 3 clusters Score: Raw -181691.011245 + Penalty 2397.974707 = -179293.036538 nChanged 6 SP:Iteration 26Q (4726.632891 sec): 3 clusters Score: Raw -181694.201862 + Penalty 2397.974707 = -179296.227156 nChanged 8 SP:Iteration 27Q (4726.677222 sec): 3 clusters Score: Raw -181698.007513 + Penalty 2397.974707 = -179300.032807 nChanged 4 SP:Iteration 28Q (4726.714172 sec): 3 clusters Score: Raw -181701.097742 + Penalty 2397.974707 = -179303.123036 nChanged 6 SP:Iteration 29Q (4726.768262 sec): 3 clusters Score: Raw -181704.654900 + Penalty 2397.974707 = -179306.680193 nChanged 8 SP:Iteration 30Q (4726.800166 sec): 3 clusters Score: Raw -181709.693075 + Penalty 2397.974707 = -179311.718368 nChanged 4 SP:Iteration 31Q (4726.845494 sec): 3 clusters Score: Raw -181711.273320 + Penalty 2397.974707 = -179313.298613 nChanged 2 SP:Iteration 32Q (4726.892046 sec): 3 clusters Score: Raw -181713.429153 + Penalty 2397.974707 = -179315.454446 nChanged 2 SP:Iteration 33Q (4726.943936 sec): 3 clusters Score: Raw -181714.045507 + Penalty 2397.974707 = -179316.070801 nChanged 2 SP:Iteration 34Q (4726.984830 sec): 3 clusters Score: Raw -181714.873412 + Penalty 2397.974707 = -179316.898705 nChanged 1 SP:Iteration 35Q (4727.032171 sec): 3 clusters Score: Raw -181715.329313 + Penalty 2397.974707 = -179317.354606 nChanged 1 SP:Iteration 36Q (4727.088062 sec): 3 clusters Score: Raw -181716.727331 + Penalty 2397.974707 = -179318.752625 nChanged 2 SP:Iteration 37Q (4727.138477 sec): 3 clusters Score: Raw -181718.584346 + Penalty 2397.974707 = -179320.609639 nChanged 2 SP:Iteration 38Q (4727.169412 sec): 3 clusters Score: Raw -181721.815902 + Penalty 2397.974707 = -179323.841195 nChanged 2 SP:Iteration 39Q (4727.212516 sec): 3 clusters Score: Raw -181722.469756 + Penalty 2397.974707 = -179324.495049 nChanged 0 SP:Iteration 40F (4727.265521 sec): 3 clusters Score: Raw -181722.469756 + Penalty 2397.974707 = -179324.495049 nChanged 0 Trying to split cluster 17 (2757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4727.296328 sec): 2 clusters Score: Raw -260724.228662 + Penalty 1287.308492 = -259436.920170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4727.350819 sec): 3 clusters Score: Raw -259477.413395 + Penalty 2574.616984 = -256902.796411 nChanged 1043 SP:Iteration 1F (4727.390158 sec): 3 clusters Score: Raw -260425.276014 + Penalty 2574.616984 = -257850.659030 nChanged 300 SP:Iteration 2F (4727.442234 sec): 3 clusters Score: Raw -260753.320661 + Penalty 2574.616984 = -258178.703677 nChanged 222 SP:Iteration 3F (4727.488716 sec): 3 clusters Score: Raw -261008.860383 + Penalty 2574.616984 = -258434.243400 nChanged 159 SP:Iteration 4F (4727.539548 sec): 3 clusters Score: Raw -261191.562362 + Penalty 2574.616984 = -258616.945379 nChanged 116 SP:Iteration 5Q (4727.591080 sec): 3 clusters Score: Raw -261333.166225 + Penalty 2574.616984 = -258758.549241 nChanged 109 SP:Iteration 6Q (4727.641046 sec): 3 clusters Score: Raw -261455.386130 + Penalty 2574.616984 = -258880.769146 nChanged 94 SP:Iteration 7Q (4727.691989 sec): 3 clusters Score: Raw -261564.350279 + Penalty 2574.616984 = -258989.733295 nChanged 74 SP:Iteration 8Q (4727.731806 sec): 3 clusters Score: Raw -261630.467336 + Penalty 2574.616984 = -259055.850352 nChanged 44 SP:Iteration 9Q (4727.776552 sec): 3 clusters Score: Raw -261671.633724 + Penalty 2574.616984 = -259097.016740 nChanged 38 SP:Iteration 10Q (4727.823642 sec): 3 clusters Score: Raw -261707.424486 + Penalty 2574.616984 = -259132.807503 nChanged 32 SP:Iteration 11Q (4727.869664 sec): 3 clusters Score: Raw -261746.313809 + Penalty 2574.616984 = -259171.696825 nChanged 36 SP:Iteration 12Q (4727.924179 sec): 3 clusters Score: Raw -261789.373629 + Penalty 2574.616984 = -259214.756645 nChanged 30 SP:Iteration 13Q (4727.971420 sec): 3 clusters Score: Raw -261826.566382 + Penalty 2574.616984 = -259251.949398 nChanged 28 SP:Iteration 14Q (4728.014877 sec): 3 clusters Score: Raw -261855.953291 + Penalty 2574.616984 = -259281.336307 nChanged 17 SP:Iteration 15Q (4728.070160 sec): 3 clusters Score: Raw -261870.227422 + Penalty 2574.616984 = -259295.610438 nChanged 13 SP:Iteration 16Q (4728.110658 sec): 3 clusters Score: Raw -261879.044823 + Penalty 2574.616984 = -259304.427840 nChanged 7 SP:Iteration 17Q (4728.158064 sec): 3 clusters Score: Raw -261885.240879 + Penalty 2574.616984 = -259310.623896 nChanged 7 SP:Iteration 18Q (4728.204556 sec): 3 clusters Score: Raw -261891.928131 + Penalty 2574.616984 = -259317.311148 nChanged 10 SP:Iteration 19Q (4728.250269 sec): 3 clusters Score: Raw -261909.621830 + Penalty 2574.616984 = -259335.004847 nChanged 10 SP:Iteration 20F (4728.309139 sec): 3 clusters Score: Raw -261927.221096 + Penalty 2574.616984 = -259352.604112 nChanged 10 SP:Iteration 21Q (4728.353782 sec): 3 clusters Score: Raw -261939.321227 + Penalty 2574.616984 = -259364.704244 nChanged 6 SP:Iteration 22Q (4728.401808 sec): 3 clusters Score: Raw -261944.458827 + Penalty 2574.616984 = -259369.841843 nChanged 4 SP:Iteration 23Q (4728.441129 sec): 3 clusters Score: Raw -261948.920382 + Penalty 2574.616984 = -259374.303398 nChanged 5 SP:Iteration 24Q (4728.471410 sec): 3 clusters Score: Raw -261954.982854 + Penalty 2574.616984 = -259380.365870 nChanged 6 SP:Iteration 25Q (4728.530351 sec): 3 clusters Score: Raw -261963.236165 + Penalty 2574.616984 = -259388.619181 nChanged 10 SP:Iteration 26Q (4728.578321 sec): 3 clusters Score: Raw -261969.201130 + Penalty 2574.616984 = -259394.584147 nChanged 5 SP:Iteration 27Q (4728.616621 sec): 3 clusters Score: Raw -261973.899995 + Penalty 2574.616984 = -259399.283011 nChanged 7 SP:Iteration 28Q (4728.671215 sec): 3 clusters Score: Raw -261981.130614 + Penalty 2574.616984 = -259406.513630 nChanged 5 SP:Iteration 29Q (4728.712348 sec): 3 clusters Score: Raw -261986.313823 + Penalty 2574.616984 = -259411.696839 nChanged 4 SP:Iteration 30Q (4728.759898 sec): 3 clusters Score: Raw -261991.518064 + Penalty 2574.616984 = -259416.901080 nChanged 6 SP:Iteration 31Q (4728.814229 sec): 3 clusters Score: Raw -261997.504139 + Penalty 2574.616984 = -259422.887155 nChanged 9 SP:Iteration 32Q (4728.861628 sec): 3 clusters Score: Raw -262004.174620 + Penalty 2574.616984 = -259429.557636 nChanged 10 SP:Iteration 33Q (4728.908542 sec): 3 clusters Score: Raw -262013.218245 + Penalty 2574.616984 = -259438.601262 nChanged 6 SP:Iteration 34Q (4728.952999 sec): 3 clusters Score: Raw -262016.996961 + Penalty 2574.616984 = -259442.379978 nChanged 4 SP:Iteration 35Q (4728.997983 sec): 3 clusters Score: Raw -262022.097482 + Penalty 2574.616984 = -259447.480498 nChanged 9 SP:Iteration 36Q (4729.053508 sec): 3 clusters Score: Raw -262033.765983 + Penalty 2574.616984 = -259459.148999 nChanged 10 SP:Iteration 37Q (4729.099037 sec): 3 clusters Score: Raw -262042.066279 + Penalty 2574.616984 = -259467.449296 nChanged 12 SP:Iteration 38Q (4729.152533 sec): 3 clusters Score: Raw -262054.053741 + Penalty 2574.616984 = -259479.436757 nChanged 9 SP:Iteration 39Q (4729.187613 sec): 3 clusters Score: Raw -262062.515624 + Penalty 2574.616984 = -259487.898641 nChanged 7 SP:Iteration 40F (4729.225538 sec): 3 clusters Score: Raw -262067.475485 + Penalty 2574.616984 = -259492.858502 nChanged 9 SP:Iteration 41Q (4729.262618 sec): 3 clusters Score: Raw -262079.531281 + Penalty 2574.616984 = -259504.914298 nChanged 4 SP:Iteration 42Q (4729.300139 sec): 3 clusters Score: Raw -262085.496779 + Penalty 2574.616984 = -259510.879796 nChanged 7 SP:Iteration 43Q (4729.347349 sec): 3 clusters Score: Raw -262092.904383 + Penalty 2574.616984 = -259518.287400 nChanged 6 SP:Iteration 44Q (4729.396509 sec): 3 clusters Score: Raw -262102.006428 + Penalty 2574.616984 = -259527.389445 nChanged 8 SP:Iteration 45Q (4729.446354 sec): 3 clusters Score: Raw -262108.038019 + Penalty 2574.616984 = -259533.421035 nChanged 1 SP:Iteration 46Q (4729.504814 sec): 3 clusters Score: Raw -262108.892047 + Penalty 2574.616984 = -259534.275064 nChanged 2 SP:Iteration 47Q (4729.549827 sec): 3 clusters Score: Raw -262110.215478 + Penalty 2574.616984 = -259535.598495 nChanged 2 SP:Iteration 48Q (4729.604469 sec): 3 clusters Score: Raw -262110.955261 + Penalty 2574.616984 = -259536.338277 nChanged 0 SP:Iteration 49F (4729.644816 sec): 3 clusters Score: Raw -262110.955261 + Penalty 2574.616984 = -259536.338277 nChanged 0 Score: Raw -49972719.100510 + Penalty 68157.772554 = -49904561.327956 Splitting cluster 17 changes total score from -49859156.289338 to -49904561.327956 So it's getting split into cluster 32. Trying to split cluster 18 (59621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4739.460503 sec): 2 clusters Score: Raw -6161201.619662 + Penalty 1786.811510 = -6159414.808151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4739.606579 sec): 3 clusters Score: Raw -6123077.939127 + Penalty 3573.623020 = -6119504.316106 nChanged 28240 SP:Iteration 1F (4739.752417 sec): 3 clusters Score: Raw -6139368.748140 + Penalty 3573.623020 = -6135795.125119 nChanged 2708 SP:Iteration 2Q (4739.908615 sec): 3 clusters Score: Raw -6140246.302408 + Penalty 3573.623020 = -6136672.679387 nChanged 2663 SP:Iteration 3Q (4740.071017 sec): 3 clusters Score: Raw -6141219.875871 + Penalty 3573.623020 = -6137646.252850 nChanged 2831 SP:Iteration 4Q (4740.222554 sec): 3 clusters Score: Raw -6142415.215399 + Penalty 3573.623020 = -6138841.592379 nChanged 3158 SP:Iteration 5F (4740.370674 sec): 3 clusters Score: Raw -6144099.212690 + Penalty 3573.623020 = -6140525.589669 nChanged 3573 SP:Iteration 6F (4740.508706 sec): 3 clusters Score: Raw -6146501.099885 + Penalty 3573.623020 = -6142927.476865 nChanged 3867 SP:Iteration 7F (4740.651591 sec): 3 clusters Score: Raw -6149804.735405 + Penalty 3573.623020 = -6146231.112385 nChanged 3834 SP:Iteration 8F (4740.791356 sec): 3 clusters Score: Raw -6153519.481677 + Penalty 3573.623020 = -6149945.858657 nChanged 3071 SP:Iteration 9F (4740.933920 sec): 3 clusters Score: Raw -6155875.877942 + Penalty 3573.623020 = -6152302.254921 nChanged 2148 SP:Iteration 10Q (4741.083941 sec): 3 clusters Score: Raw -6156888.768281 + Penalty 3573.623020 = -6153315.145260 nChanged 1378 SP:Iteration 11Q (4741.230366 sec): 3 clusters Score: Raw -6157359.694686 + Penalty 3573.623020 = -6153786.071666 nChanged 1000 SP:Iteration 12Q (4741.371322 sec): 3 clusters Score: Raw -6157665.565669 + Penalty 3573.623020 = -6154091.942649 nChanged 871 SP:Iteration 13Q (4741.516496 sec): 3 clusters Score: Raw -6157913.652805 + Penalty 3573.623020 = -6154340.029785 nChanged 814 SP:Iteration 14Q (4741.657953 sec): 3 clusters Score: Raw -6158154.271737 + Penalty 3573.623020 = -6154580.648717 nChanged 848 SP:Iteration 15Q (4741.801962 sec): 3 clusters Score: Raw -6158418.607581 + Penalty 3573.623020 = -6154844.984560 nChanged 854 SP:Iteration 16Q (4741.942075 sec): 3 clusters Score: Raw -6158694.709477 + Penalty 3573.623020 = -6155121.086456 nChanged 841 SP:Iteration 17Q (4742.088360 sec): 3 clusters Score: Raw -6158962.898796 + Penalty 3573.623020 = -6155389.275775 nChanged 814 SP:Iteration 18Q (4742.227045 sec): 3 clusters Score: Raw -6159232.881082 + Penalty 3573.623020 = -6155659.258061 nChanged 779 SP:Iteration 19Q (4742.367340 sec): 3 clusters Score: Raw -6159508.438181 + Penalty 3573.623020 = -6155934.815161 nChanged 772 SP:Iteration 20F (4742.505011 sec): 3 clusters Score: Raw -6159799.423907 + Penalty 3573.623020 = -6156225.800887 nChanged 720 SP:Iteration 21Q (4742.635560 sec): 3 clusters Score: Raw -6160085.788614 + Penalty 3573.623020 = -6156512.165594 nChanged 714 SP:Iteration 22Q (4742.773310 sec): 3 clusters Score: Raw -6160379.899423 + Penalty 3573.623020 = -6156806.276402 nChanged 677 SP:Iteration 23Q (4742.901818 sec): 3 clusters Score: Raw -6160653.518748 + Penalty 3573.623020 = -6157079.895727 nChanged 589 SP:Iteration 24Q (4743.037863 sec): 3 clusters Score: Raw -6160892.583274 + Penalty 3573.623020 = -6157318.960253 nChanged 508 SP:Iteration 25Q (4743.156871 sec): 3 clusters Score: Raw -6161089.119647 + Penalty 3573.623020 = -6157515.496626 nChanged 388 SP:Iteration 26Q (4743.290038 sec): 3 clusters Score: Raw -6161238.793670 + Penalty 3573.623020 = -6157665.170650 nChanged 330 SP:Iteration 27Q (4743.425406 sec): 3 clusters Score: Raw -6161354.117957 + Penalty 3573.623020 = -6157780.494937 nChanged 271 SP:Iteration 28Q (4743.561723 sec): 3 clusters Score: Raw -6161447.705087 + Penalty 3573.623020 = -6157874.082066 nChanged 221 SP:Iteration 29Q (4743.688720 sec): 3 clusters Score: Raw -6161514.870410 + Penalty 3573.623020 = -6157941.247389 nChanged 173 SP:Iteration 30Q (4743.821184 sec): 3 clusters Score: Raw -6161567.450199 + Penalty 3573.623020 = -6157993.827179 nChanged 141 SP:Iteration 31Q (4743.940749 sec): 3 clusters Score: Raw -6161614.841617 + Penalty 3573.623020 = -6158041.218596 nChanged 131 SP:Iteration 32Q (4744.074728 sec): 3 clusters Score: Raw -6161651.476549 + Penalty 3573.623020 = -6158077.853529 nChanged 98 SP:Iteration 33Q (4744.202853 sec): 3 clusters Score: Raw -6161676.059988 + Penalty 3573.623020 = -6158102.436968 nChanged 85 SP:Iteration 34Q (4744.337615 sec): 3 clusters Score: Raw -6161697.464555 + Penalty 3573.623020 = -6158123.841535 nChanged 58 SP:Iteration 35Q (4744.463185 sec): 3 clusters Score: Raw -6161710.249301 + Penalty 3573.623020 = -6158136.626280 nChanged 64 SP:Iteration 36Q (4744.589884 sec): 3 clusters Score: Raw -6161724.346289 + Penalty 3573.623020 = -6158150.723269 nChanged 57 SP:Iteration 37Q (4744.711667 sec): 3 clusters Score: Raw -6161740.864246 + Penalty 3573.623020 = -6158167.241225 nChanged 57 SP:Iteration 38Q (4744.850806 sec): 3 clusters Score: Raw -6161754.781943 + Penalty 3573.623020 = -6158181.158923 nChanged 43 SP:Iteration 39Q (4744.972430 sec): 3 clusters Score: Raw -6161762.977747 + Penalty 3573.623020 = -6158189.354726 nChanged 32 SP:Iteration 40F (4745.126174 sec): 3 clusters Score: Raw -6161767.793465 + Penalty 3573.623020 = -6158194.170445 nChanged 12 SP:Iteration 41Q (4745.256475 sec): 3 clusters Score: Raw -6161769.507387 + Penalty 3573.623020 = -6158195.884367 nChanged 11 SP:Iteration 42Q (4745.375378 sec): 3 clusters Score: Raw -6161770.849637 + Penalty 3573.623020 = -6158197.226617 nChanged 10 SP:Iteration 43Q (4745.511768 sec): 3 clusters Score: Raw -6161772.778846 + Penalty 3573.623020 = -6158199.155825 nChanged 11 SP:Iteration 44Q (4745.628206 sec): 3 clusters Score: Raw -6161774.726318 + Penalty 3573.623020 = -6158201.103298 nChanged 15 SP:Iteration 45Q (4745.756402 sec): 3 clusters Score: Raw -6161777.877388 + Penalty 3573.623020 = -6158204.254368 nChanged 17 SP:Iteration 46Q (4745.877218 sec): 3 clusters Score: Raw -6161780.862252 + Penalty 3573.623020 = -6158207.239232 nChanged 18 SP:Iteration 47Q (4745.999684 sec): 3 clusters Score: Raw -6161784.009723 + Penalty 3573.623020 = -6158210.386702 nChanged 12 SP:Iteration 48Q (4746.127816 sec): 3 clusters Score: Raw -6161786.224194 + Penalty 3573.623020 = -6158212.601173 nChanged 13 SP:Iteration 49Q (4746.240638 sec): 3 clusters Score: Raw -6161788.407421 + Penalty 3573.623020 = -6158214.784401 nChanged 13 SP:Iteration 50Q (4746.359317 sec): 3 clusters Score: Raw -6161790.770484 + Penalty 3573.623020 = -6158217.147463 nChanged 10 SP:Iteration 51Q (4746.487245 sec): 3 clusters Score: Raw -6161791.979971 + Penalty 3573.623020 = -6158218.356951 nChanged 6 SP:Iteration 52Q (4746.614215 sec): 3 clusters Score: Raw -6161792.820455 + Penalty 3573.623020 = -6158219.197434 nChanged 7 SP:Iteration 53Q (4746.739073 sec): 3 clusters Score: Raw -6161794.119556 + Penalty 3573.623020 = -6158220.496536 nChanged 9 SP:Iteration 54Q (4746.864106 sec): 3 clusters Score: Raw -6161795.630369 + Penalty 3573.623020 = -6158222.007348 nChanged 7 SP:Iteration 55Q (4747.000515 sec): 3 clusters Score: Raw -6161796.683660 + Penalty 3573.623020 = -6158223.060640 nChanged 7 SP:Iteration 56Q (4747.115243 sec): 3 clusters Score: Raw -6161797.879351 + Penalty 3573.623020 = -6158224.256330 nChanged 5 SP:Iteration 57Q (4747.235051 sec): 3 clusters Score: Raw -6161798.736108 + Penalty 3573.623020 = -6158225.113087 nChanged 4 SP:Iteration 58Q (4747.371242 sec): 3 clusters Score: Raw -6161799.868623 + Penalty 3573.623020 = -6158226.245603 nChanged 8 SP:Iteration 59Q (4747.486325 sec): 3 clusters Score: Raw -6161801.477775 + Penalty 3573.623020 = -6158227.854754 nChanged 5 SP:Iteration 60F (4747.643367 sec): 3 clusters Score: Raw -6161802.403678 + Penalty 3573.623020 = -6158228.780657 nChanged 7 SP:Iteration 61Q (4747.768091 sec): 3 clusters Score: Raw -6161803.866222 + Penalty 3573.623020 = -6158230.243201 nChanged 12 SP:Iteration 62Q (4747.890297 sec): 3 clusters Score: Raw -6161805.749210 + Penalty 3573.623020 = -6158232.126190 nChanged 7 SP:Iteration 63Q (4748.019181 sec): 3 clusters Score: Raw -6161806.694989 + Penalty 3573.623020 = -6158233.071969 nChanged 8 SP:Iteration 64Q (4748.145913 sec): 3 clusters Score: Raw -6161807.859815 + Penalty 3573.623020 = -6158234.236795 nChanged 9 SP:Iteration 65Q (4748.267749 sec): 3 clusters Score: Raw -6161809.087949 + Penalty 3573.623020 = -6158235.464929 nChanged 9 SP:Iteration 66Q (4748.399949 sec): 3 clusters Score: Raw -6161810.335135 + Penalty 3573.623020 = -6158236.712115 nChanged 9 SP:Iteration 67Q (4748.528175 sec): 3 clusters Score: Raw -6161811.704112 + Penalty 3573.623020 = -6158238.081092 nChanged 7 SP:Iteration 68Q (4748.653593 sec): 3 clusters Score: Raw -6161812.638836 + Penalty 3573.623020 = -6158239.015816 nChanged 2 SP:Iteration 69Q (4748.791160 sec): 3 clusters Score: Raw -6161813.614927 + Penalty 3573.623020 = -6158239.991906 nChanged 6 SP:Iteration 70Q (4748.925769 sec): 3 clusters Score: Raw -6161814.501385 + Penalty 3573.623020 = -6158240.878364 nChanged 4 SP:Iteration 71Q (4749.048971 sec): 3 clusters Score: Raw -6161814.840132 + Penalty 3573.623020 = -6158241.217112 nChanged 4 SP:Iteration 72Q (4749.182028 sec): 3 clusters Score: Raw -6161815.563315 + Penalty 3573.623020 = -6158241.940295 nChanged 2 SP:Iteration 73Q (4749.302264 sec): 3 clusters Score: Raw -6161815.970818 + Penalty 3573.623020 = -6158242.347798 nChanged 3 SP:Iteration 74Q (4749.426714 sec): 3 clusters Score: Raw -6161816.649377 + Penalty 3573.623020 = -6158243.026357 nChanged 4 SP:Iteration 75Q (4749.559520 sec): 3 clusters Score: Raw -6161817.525512 + Penalty 3573.623020 = -6158243.902491 nChanged 6 SP:Iteration 76Q (4749.692071 sec): 3 clusters Score: Raw -6161818.483417 + Penalty 3573.623020 = -6158244.860396 nChanged 5 SP:Iteration 77Q (4749.818659 sec): 3 clusters Score: Raw -6161819.530034 + Penalty 3573.623020 = -6158245.907013 nChanged 8 SP:Iteration 78Q (4749.934323 sec): 3 clusters Score: Raw -6161821.180414 + Penalty 3573.623020 = -6158247.557394 nChanged 11 SP:Iteration 79Q (4750.069505 sec): 3 clusters Score: Raw -6161823.063838 + Penalty 3573.623020 = -6158249.440817 nChanged 9 SP:Iteration 80F (4750.209652 sec): 3 clusters Score: Raw -6161824.703939 + Penalty 3573.623020 = -6158251.080918 nChanged 7 SP:Iteration 81Q (4750.356537 sec): 3 clusters Score: Raw -6161825.858939 + Penalty 3573.623020 = -6158252.235918 nChanged 7 SP:Iteration 82Q (4750.490694 sec): 3 clusters Score: Raw -6161826.599030 + Penalty 3573.623020 = -6158252.976009 nChanged 4 SP:Iteration 83Q (4750.617613 sec): 3 clusters Score: Raw -6161826.993106 + Penalty 3573.623020 = -6158253.370085 nChanged 2 SP:Iteration 84Q (4750.740920 sec): 3 clusters Score: Raw -6161827.176794 + Penalty 3573.623020 = -6158253.553774 nChanged 2 SP:Iteration 85Q (4750.861401 sec): 3 clusters Score: Raw -6161827.479942 + Penalty 3573.623020 = -6158253.856921 nChanged 1 SP:Iteration 86Q (4750.996329 sec): 3 clusters Score: Raw -6161827.714835 + Penalty 3573.623020 = -6158254.091815 nChanged 2 SP:Iteration 87Q (4751.125870 sec): 3 clusters Score: Raw -6161828.035814 + Penalty 3573.623020 = -6158254.412794 nChanged 5 SP:Iteration 88Q (4751.251823 sec): 3 clusters Score: Raw -6161829.090148 + Penalty 3573.623020 = -6158255.467128 nChanged 1 SP:Iteration 89Q (4751.375414 sec): 3 clusters Score: Raw -6161829.303421 + Penalty 3573.623020 = -6158255.680401 nChanged 1 SP:Iteration 90Q (4751.489164 sec): 3 clusters Score: Raw -6161829.407321 + Penalty 3573.623020 = -6158255.784301 nChanged 0 SP:Iteration 91F (4751.640196 sec): 3 clusters Score: Raw -6161829.407321 + Penalty 3573.623020 = -6158255.784301 nChanged 0 Trying to split cluster 19 (5664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4751.666686 sec): 2 clusters Score: Raw -587963.092151 + Penalty 1404.306416 = -586558.785736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4751.719274 sec): 3 clusters Score: Raw -584960.404107 + Penalty 2808.612831 = -582151.791276 nChanged 2265 SP:Iteration 1F (4751.787819 sec): 3 clusters Score: Raw -586212.743342 + Penalty 2808.612831 = -583404.130510 nChanged 411 SP:Iteration 2F (4751.846211 sec): 3 clusters Score: Raw -586403.716736 + Penalty 2808.612831 = -583595.103905 nChanged 275 SP:Iteration 3Q (4751.900618 sec): 3 clusters Score: Raw -586516.635933 + Penalty 2808.612831 = -583708.023102 nChanged 206 SP:Iteration 4Q (4751.958395 sec): 3 clusters Score: Raw -586603.946578 + Penalty 2808.612831 = -583795.333747 nChanged 173 SP:Iteration 5Q (4752.006145 sec): 3 clusters Score: Raw -586681.056178 + Penalty 2808.612831 = -583872.443346 nChanged 164 SP:Iteration 6Q (4752.058950 sec): 3 clusters Score: Raw -586751.897269 + Penalty 2808.612831 = -583943.284438 nChanged 161 SP:Iteration 7Q (4752.114429 sec): 3 clusters Score: Raw -586840.358267 + Penalty 2808.612831 = -584031.745435 nChanged 192 SP:Iteration 8Q (4752.160697 sec): 3 clusters Score: Raw -586961.004455 + Penalty 2808.612831 = -584152.391623 nChanged 206 SP:Iteration 9Q (4752.216143 sec): 3 clusters Score: Raw -587098.867544 + Penalty 2808.612831 = -584290.254713 nChanged 228 SP:Iteration 10Q (4752.267209 sec): 3 clusters Score: Raw -587235.751156 + Penalty 2808.612831 = -584427.138324 nChanged 208 SP:Iteration 11Q (4752.324252 sec): 3 clusters Score: Raw -587385.288703 + Penalty 2808.612831 = -584576.675871 nChanged 216 SP:Iteration 12Q (4752.379451 sec): 3 clusters Score: Raw -587557.677851 + Penalty 2808.612831 = -584749.065019 nChanged 210 SP:Iteration 13Q (4752.435149 sec): 3 clusters Score: Raw -587762.307902 + Penalty 2808.612831 = -584953.695071 nChanged 209 SP:Iteration 14Q (4752.478758 sec): 3 clusters Score: Raw -587972.857018 + Penalty 2808.612831 = -585164.244187 nChanged 204 SP:Iteration 15Q (4752.536079 sec): 3 clusters Score: Raw -588283.770427 + Penalty 2808.612831 = -585475.157596 nChanged 202 SP:Iteration 16Q (4752.596344 sec): 3 clusters Score: Raw -588768.985227 + Penalty 2808.612831 = -585960.372396 nChanged 166 SP:Iteration 17Q (4752.652902 sec): 3 clusters Score: Raw -589117.077424 + Penalty 2808.612831 = -586308.464593 nChanged 162 SP:Iteration 18Q (4752.709543 sec): 3 clusters Score: Raw -589251.021826 + Penalty 2808.612831 = -586442.408994 nChanged 117 SP:Iteration 19Q (4752.763276 sec): 3 clusters Score: Raw -589329.103355 + Penalty 2808.612831 = -586520.490523 nChanged 89 SP:Iteration 20F (4752.815470 sec): 3 clusters Score: Raw -589394.790325 + Penalty 2808.612831 = -586586.177493 nChanged 94 SP:Iteration 21Q (4752.869248 sec): 3 clusters Score: Raw -589454.379064 + Penalty 2808.612831 = -586645.766232 nChanged 78 SP:Iteration 22Q (4752.912886 sec): 3 clusters Score: Raw -589497.121933 + Penalty 2808.612831 = -586688.509102 nChanged 74 SP:Iteration 23Q (4752.960521 sec): 3 clusters Score: Raw -589532.727527 + Penalty 2808.612831 = -586724.114696 nChanged 69 SP:Iteration 24Q (4753.020272 sec): 3 clusters Score: Raw -589563.278119 + Penalty 2808.612831 = -586754.665288 nChanged 65 SP:Iteration 25Q (4753.066182 sec): 3 clusters Score: Raw -589599.694610 + Penalty 2808.612831 = -586791.081778 nChanged 81 SP:Iteration 26Q (4753.118721 sec): 3 clusters Score: Raw -589643.851146 + Penalty 2808.612831 = -586835.238314 nChanged 77 SP:Iteration 27Q (4753.172652 sec): 3 clusters Score: Raw -589688.978771 + Penalty 2808.612831 = -586880.365939 nChanged 76 SP:Iteration 28Q (4753.235180 sec): 3 clusters Score: Raw -589731.114446 + Penalty 2808.612831 = -586922.501615 nChanged 76 SP:Iteration 29Q (4753.287012 sec): 3 clusters Score: Raw -589772.985918 + Penalty 2808.612831 = -586964.373087 nChanged 72 SP:Iteration 30Q (4753.329814 sec): 3 clusters Score: Raw -589811.619907 + Penalty 2808.612831 = -587003.007076 nChanged 67 SP:Iteration 31Q (4753.393509 sec): 3 clusters Score: Raw -589845.025906 + Penalty 2808.612831 = -587036.413075 nChanged 54 SP:Iteration 32Q (4753.451300 sec): 3 clusters Score: Raw -589867.943573 + Penalty 2808.612831 = -587059.330741 nChanged 51 SP:Iteration 33Q (4753.507549 sec): 3 clusters Score: Raw -589891.223984 + Penalty 2808.612831 = -587082.611153 nChanged 47 SP:Iteration 34Q (4753.557169 sec): 3 clusters Score: Raw -589915.298407 + Penalty 2808.612831 = -587106.685576 nChanged 43 SP:Iteration 35Q (4753.615451 sec): 3 clusters Score: Raw -589937.783303 + Penalty 2808.612831 = -587129.170472 nChanged 37 SP:Iteration 36Q (4753.665372 sec): 3 clusters Score: Raw -589957.052154 + Penalty 2808.612831 = -587148.439322 nChanged 39 SP:Iteration 37Q (4753.732139 sec): 3 clusters Score: Raw -589974.293948 + Penalty 2808.612831 = -587165.681117 nChanged 36 SP:Iteration 38Q (4753.778662 sec): 3 clusters Score: Raw -589994.404613 + Penalty 2808.612831 = -587185.791782 nChanged 38 SP:Iteration 39Q (4753.835228 sec): 3 clusters Score: Raw -590019.583607 + Penalty 2808.612831 = -587210.970776 nChanged 29 SP:Iteration 40F (4753.879610 sec): 3 clusters Score: Raw -590080.163976 + Penalty 2808.612831 = -587271.551144 nChanged 60 SP:Iteration 41Q (4753.944922 sec): 3 clusters Score: Raw -590162.525216 + Penalty 2808.612831 = -587353.912385 nChanged 73 SP:Iteration 42Q (4753.988882 sec): 3 clusters Score: Raw -590310.988560 + Penalty 2808.612831 = -587502.375728 nChanged 80 SP:Iteration 43Q (4754.044479 sec): 3 clusters Score: Raw -590469.651951 + Penalty 2808.612831 = -587661.039119 nChanged 57 SP:Iteration 44Q (4754.095886 sec): 3 clusters Score: Raw -590585.687397 + Penalty 2808.612831 = -587777.074565 nChanged 25 SP:Iteration 45Q (4754.156340 sec): 3 clusters Score: Raw -590643.884108 + Penalty 2808.612831 = -587835.271276 nChanged 13 SP:Iteration 46Q (4754.205717 sec): 3 clusters Score: Raw -590665.442433 + Penalty 2808.612831 = -587856.829602 nChanged 5 SP:Iteration 47Q (4754.260030 sec): 3 clusters Score: Raw -590668.523333 + Penalty 2808.612831 = -587859.910502 nChanged 2 SP:Iteration 48Q (4754.310951 sec): 3 clusters Score: Raw -590668.808379 + Penalty 2808.612831 = -587860.195547 nChanged 0 SP:Iteration 49F (4754.355516 sec): 3 clusters Score: Raw -590694.466405 + Penalty 2808.612831 = -587885.853574 nChanged 2 SP:Iteration 50Q (4754.413688 sec): 3 clusters Score: Raw -590701.477744 + Penalty 2808.612831 = -587892.864912 nChanged 2 SP:Iteration 51Q (4754.461328 sec): 3 clusters Score: Raw -590701.851633 + Penalty 2808.612831 = -587893.238801 nChanged 0 SP:Iteration 52F (4754.517110 sec): 3 clusters Score: Raw -590701.851633 + Penalty 2808.612831 = -587893.238801 nChanged 0 Score: Raw -49975457.859992 + Penalty 70287.702946 = -49905170.157046 Splitting cluster 19 changes total score from -49859156.289338 to -49905170.157046 So it's getting split into cluster 33. Trying to split cluster 20 (14150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4764.691482 sec): 2 clusters Score: Raw -1424094.201038 + Penalty 1553.088859 = -1422541.112178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4764.760360 sec): 3 clusters Score: Raw -1415873.060193 + Penalty 3106.177718 = -1412766.882474 nChanged 6190 SP:Iteration 1F (4764.831356 sec): 3 clusters Score: Raw -1419425.403433 + Penalty 3106.177718 = -1416319.225715 nChanged 883 SP:Iteration 2F (4764.893436 sec): 3 clusters Score: Raw -1419845.044218 + Penalty 3106.177718 = -1416738.866500 nChanged 764 SP:Iteration 3F (4764.955284 sec): 3 clusters Score: Raw -1420227.491081 + Penalty 3106.177718 = -1417121.313362 nChanged 718 SP:Iteration 4F (4765.033465 sec): 3 clusters Score: Raw -1420604.371608 + Penalty 3106.177718 = -1417498.193890 nChanged 734 SP:Iteration 5F (4765.104347 sec): 3 clusters Score: Raw -1421015.307819 + Penalty 3106.177718 = -1417909.130100 nChanged 707 SP:Iteration 6Q (4765.164797 sec): 3 clusters Score: Raw -1421397.968108 + Penalty 3106.177718 = -1418291.790390 nChanged 706 SP:Iteration 7Q (4765.246552 sec): 3 clusters Score: Raw -1421782.564414 + Penalty 3106.177718 = -1418676.386696 nChanged 610 SP:Iteration 8Q (4765.313227 sec): 3 clusters Score: Raw -1422106.553498 + Penalty 3106.177718 = -1419000.375779 nChanged 538 SP:Iteration 9Q (4765.387713 sec): 3 clusters Score: Raw -1422360.406838 + Penalty 3106.177718 = -1419254.229119 nChanged 479 SP:Iteration 10Q (4765.461536 sec): 3 clusters Score: Raw -1422592.281443 + Penalty 3106.177718 = -1419486.103725 nChanged 445 SP:Iteration 11Q (4765.535037 sec): 3 clusters Score: Raw -1422794.162667 + Penalty 3106.177718 = -1419687.984948 nChanged 396 SP:Iteration 12Q (4765.610359 sec): 3 clusters Score: Raw -1422992.892991 + Penalty 3106.177718 = -1419886.715273 nChanged 393 SP:Iteration 13Q (4765.692600 sec): 3 clusters Score: Raw -1423186.828117 + Penalty 3106.177718 = -1420080.650398 nChanged 364 SP:Iteration 14Q (4765.762859 sec): 3 clusters Score: Raw -1423370.594809 + Penalty 3106.177718 = -1420264.417091 nChanged 347 SP:Iteration 15Q (4765.824106 sec): 3 clusters Score: Raw -1423555.311729 + Penalty 3106.177718 = -1420449.134010 nChanged 317 SP:Iteration 16Q (4765.907771 sec): 3 clusters Score: Raw -1423753.041935 + Penalty 3106.177718 = -1420646.864216 nChanged 277 SP:Iteration 17Q (4765.980936 sec): 3 clusters Score: Raw -1423928.865800 + Penalty 3106.177718 = -1420822.688082 nChanged 233 SP:Iteration 18Q (4766.036170 sec): 3 clusters Score: Raw -1424080.972168 + Penalty 3106.177718 = -1420974.794450 nChanged 207 SP:Iteration 19Q (4766.116302 sec): 3 clusters Score: Raw -1424199.426525 + Penalty 3106.177718 = -1421093.248807 nChanged 163 SP:Iteration 20F (4766.188015 sec): 3 clusters Score: Raw -1424305.532280 + Penalty 3106.177718 = -1421199.354561 nChanged 166 SP:Iteration 21Q (4766.256765 sec): 3 clusters Score: Raw -1424415.514591 + Penalty 3106.177718 = -1421309.336872 nChanged 142 SP:Iteration 22Q (4766.328386 sec): 3 clusters Score: Raw -1424500.486801 + Penalty 3106.177718 = -1421394.309083 nChanged 120 SP:Iteration 23Q (4766.395791 sec): 3 clusters Score: Raw -1424581.372616 + Penalty 3106.177718 = -1421475.194897 nChanged 96 SP:Iteration 24Q (4766.468595 sec): 3 clusters Score: Raw -1424640.018453 + Penalty 3106.177718 = -1421533.840735 nChanged 92 SP:Iteration 25Q (4766.521971 sec): 3 clusters Score: Raw -1424698.200065 + Penalty 3106.177718 = -1421592.022346 nChanged 87 SP:Iteration 26Q (4766.590033 sec): 3 clusters Score: Raw -1424772.802336 + Penalty 3106.177718 = -1421666.624618 nChanged 98 SP:Iteration 27Q (4766.670287 sec): 3 clusters Score: Raw -1424881.750545 + Penalty 3106.177718 = -1421775.572826 nChanged 106 SP:Iteration 28Q (4766.725114 sec): 3 clusters Score: Raw -1425015.361184 + Penalty 3106.177718 = -1421909.183466 nChanged 107 SP:Iteration 29Q (4766.790815 sec): 3 clusters Score: Raw -1425151.054160 + Penalty 3106.177718 = -1422044.876442 nChanged 91 SP:Iteration 30Q (4766.864351 sec): 3 clusters Score: Raw -1425256.027869 + Penalty 3106.177718 = -1422149.850150 nChanged 104 SP:Iteration 31Q (4766.919217 sec): 3 clusters Score: Raw -1425366.160450 + Penalty 3106.177718 = -1422259.982731 nChanged 107 SP:Iteration 32Q (4766.981716 sec): 3 clusters Score: Raw -1425505.370431 + Penalty 3106.177718 = -1422399.192713 nChanged 112 SP:Iteration 33Q (4767.053779 sec): 3 clusters Score: Raw -1425603.522927 + Penalty 3106.177718 = -1422497.345209 nChanged 115 SP:Iteration 34Q (4767.131527 sec): 3 clusters Score: Raw -1425672.570743 + Penalty 3106.177718 = -1422566.393025 nChanged 116 SP:Iteration 35Q (4767.185667 sec): 3 clusters Score: Raw -1425750.261135 + Penalty 3106.177718 = -1422644.083416 nChanged 145 SP:Iteration 36Q (4767.248364 sec): 3 clusters Score: Raw -1425850.854869 + Penalty 3106.177718 = -1422744.677151 nChanged 167 SP:Iteration 37Q (4767.326408 sec): 3 clusters Score: Raw -1425953.915557 + Penalty 3106.177718 = -1422847.737839 nChanged 190 SP:Iteration 38Q (4767.389076 sec): 3 clusters Score: Raw -1426079.685964 + Penalty 3106.177718 = -1422973.508245 nChanged 221 SP:Iteration 39Q (4767.450073 sec): 3 clusters Score: Raw -1426221.973755 + Penalty 3106.177718 = -1423115.796036 nChanged 241 SP:Iteration 40F (4767.534503 sec): 3 clusters Score: Raw -1426414.956020 + Penalty 3106.177718 = -1423308.778302 nChanged 305 SP:Iteration 41Q (4767.600613 sec): 3 clusters Score: Raw -1426628.825402 + Penalty 3106.177718 = -1423522.647683 nChanged 326 SP:Iteration 42Q (4767.659164 sec): 3 clusters Score: Raw -1426853.448554 + Penalty 3106.177718 = -1423747.270835 nChanged 331 SP:Iteration 43Q (4767.730573 sec): 3 clusters Score: Raw -1427066.742695 + Penalty 3106.177718 = -1423960.564976 nChanged 320 SP:Iteration 44Q (4767.797349 sec): 3 clusters Score: Raw -1427260.742896 + Penalty 3106.177718 = -1424154.565178 nChanged 266 SP:Iteration 45Q (4767.856679 sec): 3 clusters Score: Raw -1427411.814045 + Penalty 3106.177718 = -1424305.636327 nChanged 278 SP:Iteration 46Q (4767.918937 sec): 3 clusters Score: Raw -1427554.704469 + Penalty 3106.177718 = -1424448.526751 nChanged 233 SP:Iteration 47Q (4767.990793 sec): 3 clusters Score: Raw -1427671.502678 + Penalty 3106.177718 = -1424565.324959 nChanged 213 SP:Iteration 48Q (4768.045156 sec): 3 clusters Score: Raw -1427768.438342 + Penalty 3106.177718 = -1424662.260624 nChanged 167 SP:Iteration 49Q (4768.112513 sec): 3 clusters Score: Raw -1427842.836351 + Penalty 3106.177718 = -1424736.658633 nChanged 132 SP:Iteration 50Q (4768.180918 sec): 3 clusters Score: Raw -1427901.926061 + Penalty 3106.177718 = -1424795.748342 nChanged 112 SP:Iteration 51Q (4768.254804 sec): 3 clusters Score: Raw -1427949.364863 + Penalty 3106.177718 = -1424843.187145 nChanged 99 SP:Iteration 52Q (4768.312287 sec): 3 clusters Score: Raw -1427996.325804 + Penalty 3106.177718 = -1424890.148085 nChanged 90 SP:Iteration 53Q (4768.389819 sec): 3 clusters Score: Raw -1428043.407935 + Penalty 3106.177718 = -1424937.230217 nChanged 96 SP:Iteration 54Q (4768.452428 sec): 3 clusters Score: Raw -1428093.037423 + Penalty 3106.177718 = -1424986.859704 nChanged 78 SP:Iteration 55Q (4768.510625 sec): 3 clusters Score: Raw -1428130.109460 + Penalty 3106.177718 = -1425023.931742 nChanged 71 SP:Iteration 56Q (4768.581464 sec): 3 clusters Score: Raw -1428164.320067 + Penalty 3106.177718 = -1425058.142349 nChanged 62 SP:Iteration 57Q (4768.654126 sec): 3 clusters Score: Raw -1428193.030369 + Penalty 3106.177718 = -1425086.852651 nChanged 55 SP:Iteration 58Q (4768.710900 sec): 3 clusters Score: Raw -1428228.639140 + Penalty 3106.177718 = -1425122.461421 nChanged 53 SP:Iteration 59Q (4768.785905 sec): 3 clusters Score: Raw -1428254.667091 + Penalty 3106.177718 = -1425148.489373 nChanged 39 SP:Iteration 60F (4768.851962 sec): 3 clusters Score: Raw -1428407.411904 + Penalty 3106.177718 = -1425301.234185 nChanged 188 SP:Iteration 61Q (4768.929997 sec): 3 clusters Score: Raw -1428660.222443 + Penalty 3106.177718 = -1425554.044725 nChanged 179 SP:Iteration 62Q (4768.991601 sec): 3 clusters Score: Raw -1428936.851333 + Penalty 3106.177718 = -1425830.673615 nChanged 164 SP:Iteration 63Q (4769.052356 sec): 3 clusters Score: Raw -1429200.087117 + Penalty 3106.177718 = -1426093.909398 nChanged 110 SP:Iteration 64Q (4769.119878 sec): 3 clusters Score: Raw -1429389.641765 + Penalty 3106.177718 = -1426283.464047 nChanged 61 SP:Iteration 65Q (4769.188677 sec): 3 clusters Score: Raw -1429452.111563 + Penalty 3106.177718 = -1426345.933844 nChanged 19 SP:Iteration 66Q (4769.249896 sec): 3 clusters Score: Raw -1429466.449903 + Penalty 3106.177718 = -1426360.272185 nChanged 3 SP:Iteration 67Q (4769.318651 sec): 3 clusters Score: Raw -1429467.126638 + Penalty 3106.177718 = -1426360.948919 nChanged 0 SP:Iteration 68F (4769.384061 sec): 3 clusters Score: Raw -1429485.604818 + Penalty 3106.177718 = -1426379.427100 nChanged 5 SP:Iteration 69Q (4769.442133 sec): 3 clusters Score: Raw -1429494.887401 + Penalty 3106.177718 = -1426388.709682 nChanged 2 SP:Iteration 70Q (4769.513367 sec): 3 clusters Score: Raw -1429496.271494 + Penalty 3106.177718 = -1426390.093776 nChanged 2 SP:Iteration 71Q (4769.573451 sec): 3 clusters Score: Raw -1429497.495671 + Penalty 3106.177718 = -1426391.317953 nChanged 0 SP:Iteration 72F (4769.635233 sec): 3 clusters Score: Raw -1429497.495671 + Penalty 3106.177718 = -1426391.317953 nChanged 0 Score: Raw -49980861.154626 + Penalty 72417.633339 = -49908443.521287 Splitting cluster 20 changes total score from -49859156.289338 to -49908443.521287 So it's getting split into cluster 34. Trying to split cluster 21 (49650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4780.465856 sec): 2 clusters Score: Raw -5177300.608940 + Penalty 1757.072471 = -5175543.536468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4780.589703 sec): 3 clusters Score: Raw -5145735.637250 + Penalty 3514.144943 = -5142221.492308 nChanged 23348 SP:Iteration 1F (4780.714636 sec): 3 clusters Score: Raw -5159245.493215 + Penalty 3514.144943 = -5155731.348273 nChanged 2433 SP:Iteration 2Q (4780.848582 sec): 3 clusters Score: Raw -5160241.115881 + Penalty 3514.144943 = -5156726.970939 nChanged 2625 SP:Iteration 3F (4780.977961 sec): 3 clusters Score: Raw -5161696.579298 + Penalty 3514.144943 = -5158182.434356 nChanged 2927 SP:Iteration 4F (4781.109099 sec): 3 clusters Score: Raw -5163652.812360 + Penalty 3514.144943 = -5160138.667417 nChanged 3373 SP:Iteration 5F (4781.233024 sec): 3 clusters Score: Raw -5166319.345882 + Penalty 3514.144943 = -5162805.200939 nChanged 3397 SP:Iteration 6F (4781.364481 sec): 3 clusters Score: Raw -5169268.349768 + Penalty 3514.144943 = -5165754.204826 nChanged 3170 SP:Iteration 7F (4781.491687 sec): 3 clusters Score: Raw -5172022.876893 + Penalty 3514.144943 = -5168508.731951 nChanged 2497 SP:Iteration 8F (4781.614611 sec): 3 clusters Score: Raw -5174185.710625 + Penalty 3514.144943 = -5170671.565683 nChanged 1852 SP:Iteration 9Q (4781.743583 sec): 3 clusters Score: Raw -5175769.624006 + Penalty 3514.144943 = -5172255.479063 nChanged 1379 SP:Iteration 10Q (4781.854283 sec): 3 clusters Score: Raw -5176836.963583 + Penalty 3514.144943 = -5173322.818640 nChanged 1032 SP:Iteration 11Q (4782.002092 sec): 3 clusters Score: Raw -5177526.501496 + Penalty 3514.144943 = -5174012.356553 nChanged 718 SP:Iteration 12Q (4782.123584 sec): 3 clusters Score: Raw -5177916.260822 + Penalty 3514.144943 = -5174402.115879 nChanged 606 SP:Iteration 13Q (4782.236722 sec): 3 clusters Score: Raw -5178226.759824 + Penalty 3514.144943 = -5174712.614882 nChanged 488 SP:Iteration 14Q (4782.351433 sec): 3 clusters Score: Raw -5178499.741810 + Penalty 3514.144943 = -5174985.596867 nChanged 451 SP:Iteration 15Q (4782.461098 sec): 3 clusters Score: Raw -5178746.835245 + Penalty 3514.144943 = -5175232.690302 nChanged 409 SP:Iteration 16Q (4782.589447 sec): 3 clusters Score: Raw -5178998.275315 + Penalty 3514.144943 = -5175484.130372 nChanged 351 SP:Iteration 17Q (4782.705080 sec): 3 clusters Score: Raw -5179200.265346 + Penalty 3514.144943 = -5175686.120404 nChanged 287 SP:Iteration 18Q (4782.805320 sec): 3 clusters Score: Raw -5179312.473645 + Penalty 3514.144943 = -5175798.328703 nChanged 234 SP:Iteration 19Q (4782.922679 sec): 3 clusters Score: Raw -5179390.565531 + Penalty 3514.144943 = -5175876.420589 nChanged 178 SP:Iteration 20F (4783.050065 sec): 3 clusters Score: Raw -5179431.944267 + Penalty 3514.144943 = -5175917.799325 nChanged 111 SP:Iteration 21Q (4783.160605 sec): 3 clusters Score: Raw -5179452.043239 + Penalty 3514.144943 = -5175937.898297 nChanged 96 SP:Iteration 22Q (4783.279402 sec): 3 clusters Score: Raw -5179468.355548 + Penalty 3514.144943 = -5175954.210606 nChanged 78 SP:Iteration 23Q (4783.394182 sec): 3 clusters Score: Raw -5179478.709982 + Penalty 3514.144943 = -5175964.565039 nChanged 57 SP:Iteration 24Q (4783.497017 sec): 3 clusters Score: Raw -5179486.482370 + Penalty 3514.144943 = -5175972.337427 nChanged 46 SP:Iteration 25Q (4783.617822 sec): 3 clusters Score: Raw -5179493.373785 + Penalty 3514.144943 = -5175979.228842 nChanged 48 SP:Iteration 26Q (4783.737316 sec): 3 clusters Score: Raw -5179498.206908 + Penalty 3514.144943 = -5175984.061965 nChanged 36 SP:Iteration 27Q (4783.842802 sec): 3 clusters Score: Raw -5179501.795138 + Penalty 3514.144943 = -5175987.650195 nChanged 26 SP:Iteration 28Q (4783.963762 sec): 3 clusters Score: Raw -5179503.784057 + Penalty 3514.144943 = -5175989.639114 nChanged 18 SP:Iteration 29Q (4784.072908 sec): 3 clusters Score: Raw -5179505.452826 + Penalty 3514.144943 = -5175991.307884 nChanged 17 SP:Iteration 30Q (4784.184213 sec): 3 clusters Score: Raw -5179506.695436 + Penalty 3514.144943 = -5175992.550493 nChanged 13 SP:Iteration 31Q (4784.298728 sec): 3 clusters Score: Raw -5179507.500550 + Penalty 3514.144943 = -5175993.355607 nChanged 11 SP:Iteration 32Q (4784.417400 sec): 3 clusters Score: Raw -5179508.639545 + Penalty 3514.144943 = -5175994.494602 nChanged 12 SP:Iteration 33Q (4784.529143 sec): 3 clusters Score: Raw -5179509.728643 + Penalty 3514.144943 = -5175995.583701 nChanged 11 SP:Iteration 34Q (4784.650175 sec): 3 clusters Score: Raw -5179510.759576 + Penalty 3514.144943 = -5175996.614633 nChanged 12 SP:Iteration 35Q (4784.767068 sec): 3 clusters Score: Raw -5179511.937760 + Penalty 3514.144943 = -5175997.792817 nChanged 13 SP:Iteration 36Q (4784.883374 sec): 3 clusters Score: Raw -5179513.080068 + Penalty 3514.144943 = -5175998.935126 nChanged 9 SP:Iteration 37Q (4784.987395 sec): 3 clusters Score: Raw -5179513.703247 + Penalty 3514.144943 = -5175999.558305 nChanged 7 SP:Iteration 38Q (4785.113946 sec): 3 clusters Score: Raw -5179514.250586 + Penalty 3514.144943 = -5176000.105643 nChanged 6 SP:Iteration 39Q (4785.231232 sec): 3 clusters Score: Raw -5179514.607369 + Penalty 3514.144943 = -5176000.462426 nChanged 3 SP:Iteration 40F (4785.362553 sec): 3 clusters Score: Raw -5179514.743264 + Penalty 3514.144943 = -5176000.598321 nChanged 1 SP:Iteration 41Q (4785.468943 sec): 3 clusters Score: Raw -5179514.766970 + Penalty 3514.144943 = -5176000.622027 nChanged 2 SP:Iteration 42Q (4785.590310 sec): 3 clusters Score: Raw -5179514.877894 + Penalty 3514.144943 = -5176000.732951 nChanged 2 SP:Iteration 43Q (4785.695535 sec): 3 clusters Score: Raw -5179514.978499 + Penalty 3514.144943 = -5176000.833556 nChanged 1 SP:Iteration 44Q (4785.811138 sec): 3 clusters Score: Raw -5179515.042408 + Penalty 3514.144943 = -5176000.897465 nChanged 0 SP:Iteration 45F (4785.930296 sec): 3 clusters Score: Raw -5179515.042408 + Penalty 3514.144943 = -5176000.897465 nChanged 0 Score: Raw -49983075.588095 + Penalty 74547.563731 = -49908528.024364 Splitting cluster 21 changes total score from -49859156.289338 to -49908528.024364 So it's getting split into cluster 35. Trying to split cluster 22 (29090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4796.782389 sec): 2 clusters Score: Raw -3033694.332813 + Penalty 1670.199335 = -3032024.133478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4796.874937 sec): 3 clusters Score: Raw -3015655.223711 + Penalty 3340.398669 = -3012314.825042 nChanged 13455 SP:Iteration 1F (4796.963606 sec): 3 clusters Score: Raw -3023417.945905 + Penalty 3340.398669 = -3020077.547236 nChanged 1823 SP:Iteration 2F (4797.059623 sec): 3 clusters Score: Raw -3024462.109002 + Penalty 3340.398669 = -3021121.710333 nChanged 2041 SP:Iteration 3F (4797.155149 sec): 3 clusters Score: Raw -3026029.511907 + Penalty 3340.398669 = -3022689.113237 nChanged 2294 SP:Iteration 4F (4797.240945 sec): 3 clusters Score: Raw -3028222.191557 + Penalty 3340.398669 = -3024881.792888 nChanged 2369 SP:Iteration 5F (4797.340744 sec): 3 clusters Score: Raw -3030678.475988 + Penalty 3340.398669 = -3027338.077318 nChanged 2151 SP:Iteration 6F (4797.431259 sec): 3 clusters Score: Raw -3032778.579127 + Penalty 3340.398669 = -3029438.180457 nChanged 1653 SP:Iteration 7F (4797.526719 sec): 3 clusters Score: Raw -3034087.258884 + Penalty 3340.398669 = -3030746.860215 nChanged 1153 SP:Iteration 8Q (4797.616388 sec): 3 clusters Score: Raw -3034779.619135 + Penalty 3340.398669 = -3031439.220465 nChanged 770 SP:Iteration 9Q (4797.707249 sec): 3 clusters Score: Raw -3035170.910784 + Penalty 3340.398669 = -3031830.512115 nChanged 524 SP:Iteration 10Q (4797.802973 sec): 3 clusters Score: Raw -3035389.161013 + Penalty 3340.398669 = -3032048.762344 nChanged 406 SP:Iteration 11Q (4797.887710 sec): 3 clusters Score: Raw -3035516.142545 + Penalty 3340.398669 = -3032175.743875 nChanged 297 SP:Iteration 12Q (4797.981611 sec): 3 clusters Score: Raw -3035585.251987 + Penalty 3340.398669 = -3032244.853318 nChanged 213 SP:Iteration 13Q (4798.079179 sec): 3 clusters Score: Raw -3035625.711757 + Penalty 3340.398669 = -3032285.313088 nChanged 156 SP:Iteration 14Q (4798.179960 sec): 3 clusters Score: Raw -3035648.453459 + Penalty 3340.398669 = -3032308.054790 nChanged 108 SP:Iteration 15Q (4798.267439 sec): 3 clusters Score: Raw -3035660.499924 + Penalty 3340.398669 = -3032320.101254 nChanged 85 SP:Iteration 16Q (4798.361563 sec): 3 clusters Score: Raw -3035670.244096 + Penalty 3340.398669 = -3032329.845427 nChanged 71 SP:Iteration 17Q (4798.452744 sec): 3 clusters Score: Raw -3035676.666112 + Penalty 3340.398669 = -3032336.267442 nChanged 59 SP:Iteration 18Q (4798.535228 sec): 3 clusters Score: Raw -3035681.498166 + Penalty 3340.398669 = -3032341.099496 nChanged 42 SP:Iteration 19Q (4798.637341 sec): 3 clusters Score: Raw -3035684.802959 + Penalty 3340.398669 = -3032344.404290 nChanged 33 SP:Iteration 20F (4798.724574 sec): 3 clusters Score: Raw -3035686.859575 + Penalty 3340.398669 = -3032346.460906 nChanged 28 SP:Iteration 21Q (4798.818704 sec): 3 clusters Score: Raw -3035688.459779 + Penalty 3340.398669 = -3032348.061110 nChanged 16 SP:Iteration 22Q (4798.906733 sec): 3 clusters Score: Raw -3035689.234805 + Penalty 3340.398669 = -3032348.836136 nChanged 14 SP:Iteration 23Q (4798.989470 sec): 3 clusters Score: Raw -3035689.948829 + Penalty 3340.398669 = -3032349.550159 nChanged 9 SP:Iteration 24Q (4799.090945 sec): 3 clusters Score: Raw -3035690.260034 + Penalty 3340.398669 = -3032349.861365 nChanged 8 SP:Iteration 25Q (4799.183612 sec): 3 clusters Score: Raw -3035690.518912 + Penalty 3340.398669 = -3032350.120242 nChanged 6 SP:Iteration 26Q (4799.271065 sec): 3 clusters Score: Raw -3035690.743951 + Penalty 3340.398669 = -3032350.345282 nChanged 10 SP:Iteration 27Q (4799.368155 sec): 3 clusters Score: Raw -3035691.107317 + Penalty 3340.398669 = -3032350.708647 nChanged 8 SP:Iteration 28Q (4799.460057 sec): 3 clusters Score: Raw -3035691.278554 + Penalty 3340.398669 = -3032350.879884 nChanged 3 SP:Iteration 29Q (4799.555771 sec): 3 clusters Score: Raw -3035691.355996 + Penalty 3340.398669 = -3032350.957327 nChanged 2 SP:Iteration 30Q (4799.647996 sec): 3 clusters Score: Raw -3035691.391749 + Penalty 3340.398669 = -3032350.993080 nChanged 0 SP:Iteration 31F (4799.732496 sec): 3 clusters Score: Raw -3035691.391749 + Penalty 3340.398669 = -3032350.993080 nChanged 0 Score: Raw -49985072.647032 + Penalty 76677.494123 = -49908395.152909 Splitting cluster 22 changes total score from -49859156.289338 to -49908395.152909 So it's getting split into cluster 36. Trying to split cluster 23 (2294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4810.652942 sec): 2 clusters Score: Raw -246023.435658 + Penalty 1257.433498 = -244766.002159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4810.702251 sec): 3 clusters Score: Raw -245004.369823 + Penalty 2514.866997 = -242489.502826 nChanged 818 SP:Iteration 1F (4810.752458 sec): 3 clusters Score: Raw -245558.799566 + Penalty 2514.866997 = -243043.932569 nChanged 217 SP:Iteration 2F (4810.792647 sec): 3 clusters Score: Raw -245761.811823 + Penalty 2514.866997 = -243246.944827 nChanged 151 SP:Iteration 3F (4810.846013 sec): 3 clusters Score: Raw -245897.488823 + Penalty 2514.866997 = -243382.621826 nChanged 106 SP:Iteration 4Q (4810.891764 sec): 3 clusters Score: Raw -245990.560077 + Penalty 2514.866997 = -243475.693081 nChanged 88 SP:Iteration 5Q (4810.930884 sec): 3 clusters Score: Raw -246054.993541 + Penalty 2514.866997 = -243540.126545 nChanged 63 SP:Iteration 6Q (4810.978775 sec): 3 clusters Score: Raw -246094.219166 + Penalty 2514.866997 = -243579.352169 nChanged 50 SP:Iteration 7Q (4811.033763 sec): 3 clusters Score: Raw -246124.194688 + Penalty 2514.866997 = -243609.327691 nChanged 30 SP:Iteration 8Q (4811.076015 sec): 3 clusters Score: Raw -246144.313112 + Penalty 2514.866997 = -243629.446115 nChanged 30 SP:Iteration 9Q (4811.129796 sec): 3 clusters Score: Raw -246169.275110 + Penalty 2514.866997 = -243654.408113 nChanged 34 SP:Iteration 10Q (4811.181416 sec): 3 clusters Score: Raw -246191.349545 + Penalty 2514.866997 = -243676.482548 nChanged 33 SP:Iteration 11Q (4811.238201 sec): 3 clusters Score: Raw -246213.152416 + Penalty 2514.866997 = -243698.285419 nChanged 29 SP:Iteration 12Q (4811.290355 sec): 3 clusters Score: Raw -246228.578416 + Penalty 2514.866997 = -243713.711419 nChanged 32 SP:Iteration 13Q (4811.333158 sec): 3 clusters Score: Raw -246250.634988 + Penalty 2514.866997 = -243735.767991 nChanged 38 SP:Iteration 14Q (4811.382700 sec): 3 clusters Score: Raw -246277.123653 + Penalty 2514.866997 = -243762.256656 nChanged 34 SP:Iteration 15Q (4811.441457 sec): 3 clusters Score: Raw -246299.423776 + Penalty 2514.866997 = -243784.556779 nChanged 30 SP:Iteration 16Q (4811.491353 sec): 3 clusters Score: Raw -246321.990864 + Penalty 2514.866997 = -243807.123867 nChanged 34 SP:Iteration 17Q (4811.537296 sec): 3 clusters Score: Raw -246344.224420 + Penalty 2514.866997 = -243829.357423 nChanged 27 SP:Iteration 18Q (4811.586966 sec): 3 clusters Score: Raw -246367.186043 + Penalty 2514.866997 = -243852.319046 nChanged 42 SP:Iteration 19Q (4811.643371 sec): 3 clusters Score: Raw -246393.015781 + Penalty 2514.866997 = -243878.148784 nChanged 28 SP:Iteration 20F (4811.684270 sec): 3 clusters Score: Raw -246411.539369 + Penalty 2514.866997 = -243896.672372 nChanged 22 SP:Iteration 21Q (4811.746232 sec): 3 clusters Score: Raw -246426.202095 + Penalty 2514.866997 = -243911.335098 nChanged 24 SP:Iteration 22Q (4811.785101 sec): 3 clusters Score: Raw -246443.081790 + Penalty 2514.866997 = -243928.214793 nChanged 26 SP:Iteration 23Q (4811.844839 sec): 3 clusters Score: Raw -246465.572655 + Penalty 2514.866997 = -243950.705659 nChanged 28 SP:Iteration 24Q (4811.885718 sec): 3 clusters Score: Raw -246485.886485 + Penalty 2514.866997 = -243971.019489 nChanged 18 SP:Iteration 25Q (4811.945522 sec): 3 clusters Score: Raw -246501.746187 + Penalty 2514.866997 = -243986.879190 nChanged 22 SP:Iteration 26Q (4811.995901 sec): 3 clusters Score: Raw -246523.981916 + Penalty 2514.866997 = -244009.114919 nChanged 26 SP:Iteration 27Q (4812.041434 sec): 3 clusters Score: Raw -246543.723337 + Penalty 2514.866997 = -244028.856340 nChanged 23 SP:Iteration 28Q (4812.098438 sec): 3 clusters Score: Raw -246562.155642 + Penalty 2514.866997 = -244047.288645 nChanged 24 SP:Iteration 29Q (4812.152245 sec): 3 clusters Score: Raw -246588.994596 + Penalty 2514.866997 = -244074.127600 nChanged 36 SP:Iteration 30Q (4812.193725 sec): 3 clusters Score: Raw -246638.188154 + Penalty 2514.866997 = -244123.321157 nChanged 51 SP:Iteration 31Q (4812.241310 sec): 3 clusters Score: Raw -246775.827241 + Penalty 2514.866997 = -244260.960245 nChanged 80 SP:Iteration 32Q (4812.296742 sec): 3 clusters Score: Raw -247218.596091 + Penalty 2514.866997 = -244703.729095 nChanged 72 SP:Iteration 33Q (4812.343376 sec): 3 clusters Score: Raw -247885.756617 + Penalty 2514.866997 = -245370.889620 nChanged 47 SP:Iteration 34Q (4812.395156 sec): 3 clusters Score: Raw -248054.584184 + Penalty 2514.866997 = -245539.717187 nChanged 43 SP:Iteration 35Q (4812.439466 sec): 3 clusters Score: Raw -248274.677765 + Penalty 2514.866997 = -245759.810769 nChanged 36 SP:Iteration 36Q (4812.483423 sec): 3 clusters Score: Raw -248584.950003 + Penalty 2514.866997 = -246070.083006 nChanged 12 SP:Iteration 37Q (4812.531169 sec): 3 clusters Score: Raw -248699.301785 + Penalty 2514.866997 = -246184.434788 nChanged 9 SP:Iteration 38Q (4812.570460 sec): 3 clusters Score: Raw -248763.087316 + Penalty 2514.866997 = -246248.220320 nChanged 0 SP:Iteration 39F (4812.623762 sec): 3 clusters Score: Raw -248763.087316 + Penalty 2514.866997 = -246248.220320 nChanged 0 Score: Raw -49987812.298691 + Penalty 78807.424516 = -49909004.874175 Splitting cluster 23 changes total score from -49859156.289338 to -49909004.874175 So it's getting split into cluster 37. Trying to split cluster 24 (107873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4824.586975 sec): 2 clusters Score: Raw -11548135.744540 + Penalty 1883.165357 = -11546252.579183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4824.818049 sec): 3 clusters Score: Raw -11477807.269199 + Penalty 3766.330714 = -11474040.938485 nChanged 51650 SP:Iteration 1F (4825.050513 sec): 3 clusters Score: Raw -11508377.735850 + Penalty 3766.330714 = -11504611.405136 nChanged 4707 SP:Iteration 2Q (4825.293435 sec): 3 clusters Score: Raw -11510383.391525 + Penalty 3766.330714 = -11506617.060812 nChanged 5598 SP:Iteration 3F (4825.515845 sec): 3 clusters Score: Raw -11513677.499794 + Penalty 3766.330714 = -11509911.169080 nChanged 6850 SP:Iteration 4F (4825.745055 sec): 3 clusters Score: Raw -11518641.622949 + Penalty 3766.330714 = -11514875.292235 nChanged 7889 SP:Iteration 5F (4825.971203 sec): 3 clusters Score: Raw -11524745.498015 + Penalty 3766.330714 = -11520979.167301 nChanged 7959 SP:Iteration 6F (4826.195213 sec): 3 clusters Score: Raw -11530707.809994 + Penalty 3766.330714 = -11526941.479281 nChanged 6974 SP:Iteration 7F (4826.415955 sec): 3 clusters Score: Raw -11535174.324202 + Penalty 3766.330714 = -11531407.993489 nChanged 5285 SP:Iteration 8Q (4826.648263 sec): 3 clusters Score: Raw -11537700.999888 + Penalty 3766.330714 = -11533934.669175 nChanged 3634 SP:Iteration 9Q (4826.886056 sec): 3 clusters Score: Raw -11538933.433557 + Penalty 3766.330714 = -11535167.102843 nChanged 2450 SP:Iteration 10Q (4827.109031 sec): 3 clusters Score: Raw -11539557.934438 + Penalty 3766.330714 = -11535791.603724 nChanged 1767 SP:Iteration 11Q (4827.350901 sec): 3 clusters Score: Raw -11539963.340190 + Penalty 3766.330714 = -11536197.009477 nChanged 1476 SP:Iteration 12Q (4827.579410 sec): 3 clusters Score: Raw -11540287.428901 + Penalty 3766.330714 = -11536521.098187 nChanged 1392 SP:Iteration 13Q (4827.813869 sec): 3 clusters Score: Raw -11540606.883524 + Penalty 3766.330714 = -11536840.552810 nChanged 1307 SP:Iteration 14Q (4828.054823 sec): 3 clusters Score: Raw -11540900.517903 + Penalty 3766.330714 = -11537134.187189 nChanged 1272 SP:Iteration 15Q (4828.283294 sec): 3 clusters Score: Raw -11541192.680331 + Penalty 3766.330714 = -11537426.349617 nChanged 1320 SP:Iteration 16Q (4828.502991 sec): 3 clusters Score: Raw -11541496.877621 + Penalty 3766.330714 = -11537730.546908 nChanged 1278 SP:Iteration 17Q (4828.732944 sec): 3 clusters Score: Raw -11541815.088215 + Penalty 3766.330714 = -11538048.757501 nChanged 1358 SP:Iteration 18Q (4828.947324 sec): 3 clusters Score: Raw -11542189.758341 + Penalty 3766.330714 = -11538423.427627 nChanged 1486 SP:Iteration 19Q (4829.173134 sec): 3 clusters Score: Raw -11542645.005054 + Penalty 3766.330714 = -11538878.674340 nChanged 1654 SP:Iteration 20F (4829.401052 sec): 3 clusters Score: Raw -11543208.555725 + Penalty 3766.330714 = -11539442.225011 nChanged 1794 SP:Iteration 21Q (4829.631067 sec): 3 clusters Score: Raw -11543897.140186 + Penalty 3766.330714 = -11540130.809472 nChanged 1857 SP:Iteration 22Q (4829.852017 sec): 3 clusters Score: Raw -11544721.911410 + Penalty 3766.330714 = -11540955.580697 nChanged 1994 SP:Iteration 23Q (4830.085888 sec): 3 clusters Score: Raw -11545715.973177 + Penalty 3766.330714 = -11541949.642463 nChanged 2151 SP:Iteration 24Q (4830.313239 sec): 3 clusters Score: Raw -11546894.280694 + Penalty 3766.330714 = -11543127.949980 nChanged 2292 SP:Iteration 25Q (4830.536883 sec): 3 clusters Score: Raw -11548266.589776 + Penalty 3766.330714 = -11544500.259062 nChanged 2295 SP:Iteration 26Q (4830.759002 sec): 3 clusters Score: Raw -11549659.640723 + Penalty 3766.330714 = -11545893.310009 nChanged 2181 SP:Iteration 27Q (4830.972953 sec): 3 clusters Score: Raw -11551018.596659 + Penalty 3766.330714 = -11547252.265945 nChanged 1942 SP:Iteration 28Q (4831.195027 sec): 3 clusters Score: Raw -11552137.153320 + Penalty 3766.330714 = -11548370.822607 nChanged 1677 SP:Iteration 29Q (4831.414111 sec): 3 clusters Score: Raw -11553009.371068 + Penalty 3766.330714 = -11549243.040354 nChanged 1430 SP:Iteration 30Q (4831.626896 sec): 3 clusters Score: Raw -11553642.256909 + Penalty 3766.330714 = -11549875.926196 nChanged 1123 SP:Iteration 31Q (4831.845130 sec): 3 clusters Score: Raw -11554020.860063 + Penalty 3766.330714 = -11550254.529349 nChanged 876 SP:Iteration 32Q (4832.051062 sec): 3 clusters Score: Raw -11554244.784751 + Penalty 3766.330714 = -11550478.454038 nChanged 697 SP:Iteration 33Q (4832.259162 sec): 3 clusters Score: Raw -11554388.067049 + Penalty 3766.330714 = -11550621.736335 nChanged 549 SP:Iteration 34Q (4832.461707 sec): 3 clusters Score: Raw -11554474.723186 + Penalty 3766.330714 = -11550708.392472 nChanged 454 SP:Iteration 35Q (4832.676087 sec): 3 clusters Score: Raw -11554537.492330 + Penalty 3766.330714 = -11550771.161616 nChanged 376 SP:Iteration 36Q (4832.880344 sec): 3 clusters Score: Raw -11554578.361852 + Penalty 3766.330714 = -11550812.031138 nChanged 333 SP:Iteration 37Q (4833.094059 sec): 3 clusters Score: Raw -11554609.267749 + Penalty 3766.330714 = -11550842.937035 nChanged 268 SP:Iteration 38Q (4833.311015 sec): 3 clusters Score: Raw -11554631.335065 + Penalty 3766.330714 = -11550865.004351 nChanged 248 SP:Iteration 39Q (4833.507864 sec): 3 clusters Score: Raw -11554647.586348 + Penalty 3766.330714 = -11550881.255635 nChanged 186 SP:Iteration 40F (4833.726653 sec): 3 clusters Score: Raw -11554663.341950 + Penalty 3766.330714 = -11550897.011236 nChanged 163 SP:Iteration 41Q (4833.946395 sec): 3 clusters Score: Raw -11554671.875600 + Penalty 3766.330714 = -11550905.544886 nChanged 142 SP:Iteration 42Q (4834.156236 sec): 3 clusters Score: Raw -11554678.548773 + Penalty 3766.330714 = -11550912.218060 nChanged 138 SP:Iteration 43Q (4834.364666 sec): 3 clusters Score: Raw -11554684.983831 + Penalty 3766.330714 = -11550918.653118 nChanged 117 SP:Iteration 44Q (4834.577497 sec): 3 clusters Score: Raw -11554689.771364 + Penalty 3766.330714 = -11550923.440651 nChanged 106 SP:Iteration 45Q (4834.785224 sec): 3 clusters Score: Raw -11554693.534180 + Penalty 3766.330714 = -11550927.203467 nChanged 97 SP:Iteration 46Q (4834.991065 sec): 3 clusters Score: Raw -11554696.737826 + Penalty 3766.330714 = -11550930.407112 nChanged 93 SP:Iteration 47Q (4835.212821 sec): 3 clusters Score: Raw -11554699.479932 + Penalty 3766.330714 = -11550933.149218 nChanged 69 SP:Iteration 48Q (4835.421549 sec): 3 clusters Score: Raw -11554701.665307 + Penalty 3766.330714 = -11550935.334593 nChanged 64 SP:Iteration 49Q (4835.631193 sec): 3 clusters Score: Raw -11554703.614703 + Penalty 3766.330714 = -11550937.283990 nChanged 59 SP:Iteration 50Q (4835.821849 sec): 3 clusters Score: Raw -11554705.201861 + Penalty 3766.330714 = -11550938.871147 nChanged 48 SP:Iteration 51Q (4836.026700 sec): 3 clusters Score: Raw -11554706.335874 + Penalty 3766.330714 = -11550940.005160 nChanged 44 SP:Iteration 52Q (4836.232226 sec): 3 clusters Score: Raw -11554707.430218 + Penalty 3766.330714 = -11550941.099504 nChanged 44 SP:Iteration 53Q (4836.450370 sec): 3 clusters Score: Raw -11554708.276757 + Penalty 3766.330714 = -11550941.946044 nChanged 31 SP:Iteration 54Q (4836.663952 sec): 3 clusters Score: Raw -11554708.840846 + Penalty 3766.330714 = -11550942.510132 nChanged 33 SP:Iteration 55Q (4836.876612 sec): 3 clusters Score: Raw -11554709.587509 + Penalty 3766.330714 = -11550943.256795 nChanged 32 SP:Iteration 56Q (4837.085032 sec): 3 clusters Score: Raw -11554710.308988 + Penalty 3766.330714 = -11550943.978275 nChanged 32 SP:Iteration 57Q (4837.284768 sec): 3 clusters Score: Raw -11554711.019593 + Penalty 3766.330714 = -11550944.688879 nChanged 34 SP:Iteration 58Q (4837.513926 sec): 3 clusters Score: Raw -11554711.668158 + Penalty 3766.330714 = -11550945.337444 nChanged 25 SP:Iteration 59Q (4837.730221 sec): 3 clusters Score: Raw -11554712.066625 + Penalty 3766.330714 = -11550945.735911 nChanged 20 SP:Iteration 60F (4837.947622 sec): 3 clusters Score: Raw -11554712.341966 + Penalty 3766.330714 = -11550946.011252 nChanged 12 SP:Iteration 61Q (4838.162272 sec): 3 clusters Score: Raw -11554712.558699 + Penalty 3766.330714 = -11550946.227985 nChanged 22 SP:Iteration 62Q (4838.362758 sec): 3 clusters Score: Raw -11554712.922995 + Penalty 3766.330714 = -11550946.592282 nChanged 19 SP:Iteration 63Q (4838.585774 sec): 3 clusters Score: Raw -11554713.186040 + Penalty 3766.330714 = -11550946.855327 nChanged 9 SP:Iteration 64Q (4838.799445 sec): 3 clusters Score: Raw -11554713.281186 + Penalty 3766.330714 = -11550946.950472 nChanged 13 SP:Iteration 65Q (4838.996158 sec): 3 clusters Score: Raw -11554713.433782 + Penalty 3766.330714 = -11550947.103069 nChanged 8 SP:Iteration 66Q (4839.206947 sec): 3 clusters Score: Raw -11554713.516955 + Penalty 3766.330714 = -11550947.186241 nChanged 1 SP:Iteration 67Q (4839.422606 sec): 3 clusters Score: Raw -11554713.520607 + Penalty 3766.330714 = -11550947.189894 nChanged 0 SP:Iteration 68F (4839.646657 sec): 3 clusters Score: Raw -11554713.520607 + Penalty 3766.330714 = -11550947.189894 nChanged 0 Score: Raw -49994390.074758 + Penalty 80937.354908 = -49913452.719850 Splitting cluster 24 changes total score from -49859156.289338 to -49913452.719850 So it's getting split into cluster 38. Trying to split cluster 25 (3487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4851.754763 sec): 2 clusters Score: Raw -364783.416785 + Penalty 1325.479520 = -363457.937265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4851.799709 sec): 3 clusters Score: Raw -363055.228271 + Penalty 2650.959040 = -360404.269231 nChanged 1342 SP:Iteration 1F (4851.853313 sec): 3 clusters Score: Raw -363811.443150 + Penalty 2650.959040 = -361160.484110 nChanged 292 SP:Iteration 2F (4851.907619 sec): 3 clusters Score: Raw -363985.609942 + Penalty 2650.959040 = -361334.650902 nChanged 189 SP:Iteration 3F (4851.949819 sec): 3 clusters Score: Raw -364100.558449 + Penalty 2650.959040 = -361449.599408 nChanged 143 SP:Iteration 4Q (4852.001807 sec): 3 clusters Score: Raw -364176.023980 + Penalty 2650.959040 = -361525.064940 nChanged 115 SP:Iteration 5Q (4852.055046 sec): 3 clusters Score: Raw -364239.663797 + Penalty 2650.959040 = -361588.704756 nChanged 89 SP:Iteration 6Q (4852.108013 sec): 3 clusters Score: Raw -364284.007060 + Penalty 2650.959040 = -361633.048020 nChanged 79 SP:Iteration 7Q (4852.150178 sec): 3 clusters Score: Raw -364314.508105 + Penalty 2650.959040 = -361663.549065 nChanged 56 SP:Iteration 8Q (4852.204647 sec): 3 clusters Score: Raw -364334.996541 + Penalty 2650.959040 = -361684.037501 nChanged 50 SP:Iteration 9Q (4852.252744 sec): 3 clusters Score: Raw -364356.451843 + Penalty 2650.959040 = -361705.492803 nChanged 55 SP:Iteration 10Q (4852.297518 sec): 3 clusters Score: Raw -364377.306006 + Penalty 2650.959040 = -361726.346966 nChanged 59 SP:Iteration 11Q (4852.350750 sec): 3 clusters Score: Raw -364398.765025 + Penalty 2650.959040 = -361747.805984 nChanged 52 SP:Iteration 12Q (4852.396157 sec): 3 clusters Score: Raw -364416.974103 + Penalty 2650.959040 = -361766.015063 nChanged 48 SP:Iteration 13Q (4852.457599 sec): 3 clusters Score: Raw -364432.858637 + Penalty 2650.959040 = -361781.899597 nChanged 33 SP:Iteration 14Q (4852.499426 sec): 3 clusters Score: Raw -364443.896243 + Penalty 2650.959040 = -361792.937202 nChanged 30 SP:Iteration 15Q (4852.555089 sec): 3 clusters Score: Raw -364454.822973 + Penalty 2650.959040 = -361803.863933 nChanged 24 SP:Iteration 16Q (4852.605562 sec): 3 clusters Score: Raw -364464.611903 + Penalty 2650.959040 = -361813.652863 nChanged 23 SP:Iteration 17Q (4852.655559 sec): 3 clusters Score: Raw -364473.856201 + Penalty 2650.959040 = -361822.897161 nChanged 26 SP:Iteration 18Q (4852.697530 sec): 3 clusters Score: Raw -364483.139290 + Penalty 2650.959040 = -361832.180250 nChanged 25 SP:Iteration 19Q (4852.754032 sec): 3 clusters Score: Raw -364490.709851 + Penalty 2650.959040 = -361839.750811 nChanged 28 SP:Iteration 20F (4852.808347 sec): 3 clusters Score: Raw -364498.603703 + Penalty 2650.959040 = -361847.644663 nChanged 17 SP:Iteration 21Q (4852.853282 sec): 3 clusters Score: Raw -364505.573488 + Penalty 2650.959040 = -361854.614448 nChanged 16 SP:Iteration 22Q (4852.913334 sec): 3 clusters Score: Raw -364511.868376 + Penalty 2650.959040 = -361860.909336 nChanged 18 SP:Iteration 23Q (4852.969188 sec): 3 clusters Score: Raw -364517.433702 + Penalty 2650.959040 = -361866.474662 nChanged 11 SP:Iteration 24Q (4853.018898 sec): 3 clusters Score: Raw -364519.601392 + Penalty 2650.959040 = -361868.642352 nChanged 8 SP:Iteration 25Q (4853.062819 sec): 3 clusters Score: Raw -364521.965380 + Penalty 2650.959040 = -361871.006339 nChanged 9 SP:Iteration 26Q (4853.117819 sec): 3 clusters Score: Raw -364524.670003 + Penalty 2650.959040 = -361873.710962 nChanged 13 SP:Iteration 27Q (4853.166960 sec): 3 clusters Score: Raw -364528.633655 + Penalty 2650.959040 = -361877.674615 nChanged 17 SP:Iteration 28Q (4853.204827 sec): 3 clusters Score: Raw -364532.820504 + Penalty 2650.959040 = -361881.861463 nChanged 7 SP:Iteration 29Q (4853.255514 sec): 3 clusters Score: Raw -364534.416314 + Penalty 2650.959040 = -361883.457274 nChanged 10 SP:Iteration 30Q (4853.312212 sec): 3 clusters Score: Raw -364537.498042 + Penalty 2650.959040 = -361886.539002 nChanged 12 SP:Iteration 31Q (4853.371532 sec): 3 clusters Score: Raw -364540.731207 + Penalty 2650.959040 = -361889.772167 nChanged 12 SP:Iteration 32Q (4853.420764 sec): 3 clusters Score: Raw -364546.236929 + Penalty 2650.959040 = -361895.277889 nChanged 19 SP:Iteration 33Q (4853.474225 sec): 3 clusters Score: Raw -364553.363024 + Penalty 2650.959040 = -361902.403984 nChanged 11 SP:Iteration 34Q (4853.524313 sec): 3 clusters Score: Raw -364556.941490 + Penalty 2650.959040 = -361905.982450 nChanged 9 SP:Iteration 35Q (4853.573444 sec): 3 clusters Score: Raw -364561.576777 + Penalty 2650.959040 = -361910.617737 nChanged 11 SP:Iteration 36Q (4853.625982 sec): 3 clusters Score: Raw -364564.064694 + Penalty 2650.959040 = -361913.105653 nChanged 13 SP:Iteration 37Q (4853.683115 sec): 3 clusters Score: Raw -364566.225897 + Penalty 2650.959040 = -361915.266857 nChanged 4 SP:Iteration 38Q (4853.724604 sec): 3 clusters Score: Raw -364567.069262 + Penalty 2650.959040 = -361916.110222 nChanged 3 SP:Iteration 39Q (4853.779552 sec): 3 clusters Score: Raw -364567.613408 + Penalty 2650.959040 = -361916.654368 nChanged 3 SP:Iteration 40F (4853.830783 sec): 3 clusters Score: Raw -364568.154173 + Penalty 2650.959040 = -361917.195132 nChanged 5 SP:Iteration 41Q (4853.884766 sec): 3 clusters Score: Raw -364569.724244 + Penalty 2650.959040 = -361918.765204 nChanged 3 SP:Iteration 42Q (4853.933384 sec): 3 clusters Score: Raw -364570.578408 + Penalty 2650.959040 = -361919.619368 nChanged 8 SP:Iteration 43Q (4853.983778 sec): 3 clusters Score: Raw -364572.795218 + Penalty 2650.959040 = -361921.836178 nChanged 9 SP:Iteration 44Q (4854.040529 sec): 3 clusters Score: Raw -364575.119438 + Penalty 2650.959040 = -361924.160398 nChanged 8 SP:Iteration 45Q (4854.081618 sec): 3 clusters Score: Raw -364576.664032 + Penalty 2650.959040 = -361925.704992 nChanged 6 SP:Iteration 46Q (4854.140631 sec): 3 clusters Score: Raw -364577.754471 + Penalty 2650.959040 = -361926.795431 nChanged 6 SP:Iteration 47Q (4854.194196 sec): 3 clusters Score: Raw -364579.442083 + Penalty 2650.959040 = -361928.483043 nChanged 5 SP:Iteration 48Q (4854.247536 sec): 3 clusters Score: Raw -364580.323991 + Penalty 2650.959040 = -361929.364950 nChanged 5 SP:Iteration 49Q (4854.299052 sec): 3 clusters Score: Raw -364581.589981 + Penalty 2650.959040 = -361930.630940 nChanged 4 SP:Iteration 50Q (4854.352282 sec): 3 clusters Score: Raw -364582.494872 + Penalty 2650.959040 = -361931.535831 nChanged 7 SP:Iteration 51Q (4854.392180 sec): 3 clusters Score: Raw -364585.159199 + Penalty 2650.959040 = -361934.200159 nChanged 7 SP:Iteration 52Q (4854.440725 sec): 3 clusters Score: Raw -364586.761791 + Penalty 2650.959040 = -361935.802751 nChanged 8 SP:Iteration 53Q (4854.495281 sec): 3 clusters Score: Raw -364588.551542 + Penalty 2650.959040 = -361937.592501 nChanged 6 SP:Iteration 54Q (4854.543127 sec): 3 clusters Score: Raw -364589.953340 + Penalty 2650.959040 = -361938.994299 nChanged 5 SP:Iteration 55Q (4854.589250 sec): 3 clusters Score: Raw -364592.580386 + Penalty 2650.959040 = -361941.621346 nChanged 7 SP:Iteration 56Q (4854.642285 sec): 3 clusters Score: Raw -364595.240166 + Penalty 2650.959040 = -361944.281125 nChanged 6 SP:Iteration 57Q (4854.695709 sec): 3 clusters Score: Raw -364596.491964 + Penalty 2650.959040 = -361945.532924 nChanged 6 SP:Iteration 58Q (4854.744189 sec): 3 clusters Score: Raw -364598.119412 + Penalty 2650.959040 = -361947.160372 nChanged 6 SP:Iteration 59Q (4854.794812 sec): 3 clusters Score: Raw -364599.784309 + Penalty 2650.959040 = -361948.825268 nChanged 5 SP:Iteration 60F (4854.839648 sec): 3 clusters Score: Raw -364600.887628 + Penalty 2650.959040 = -361949.928588 nChanged 1 SP:Iteration 61Q (4854.897231 sec): 3 clusters Score: Raw -364601.093560 + Penalty 2650.959040 = -361950.134520 nChanged 0 SP:Iteration 62F (4854.936201 sec): 3 clusters Score: Raw -364601.093560 + Penalty 2650.959040 = -361950.134520 nChanged 0 Trying to split cluster 26 (9605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4854.972861 sec): 2 clusters Score: Raw -964634.660706 + Penalty 1490.131350 = -963144.529357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4855.046619 sec): 3 clusters Score: Raw -959231.832727 + Penalty 2980.262699 = -956251.570027 nChanged 4163 SP:Iteration 1F (4855.110032 sec): 3 clusters Score: Raw -961488.051870 + Penalty 2980.262699 = -958507.789170 nChanged 623 SP:Iteration 2F (4855.173241 sec): 3 clusters Score: Raw -961799.483265 + Penalty 2980.262699 = -958819.220565 nChanged 546 SP:Iteration 3F (4855.229026 sec): 3 clusters Score: Raw -962079.162753 + Penalty 2980.262699 = -959098.900054 nChanged 471 SP:Iteration 4Q (4855.289350 sec): 3 clusters Score: Raw -962358.920962 + Penalty 2980.262699 = -959378.658262 nChanged 520 SP:Iteration 5F (4855.349556 sec): 3 clusters Score: Raw -962692.522858 + Penalty 2980.262699 = -959712.260158 nChanged 527 SP:Iteration 6F (4855.422938 sec): 3 clusters Score: Raw -963092.514295 + Penalty 2980.262699 = -960112.251595 nChanged 500 SP:Iteration 7F (4855.484522 sec): 3 clusters Score: Raw -963506.039634 + Penalty 2980.262699 = -960525.776935 nChanged 437 SP:Iteration 8Q (4855.537238 sec): 3 clusters Score: Raw -963905.906269 + Penalty 2980.262699 = -960925.643570 nChanged 418 SP:Iteration 9Q (4855.595420 sec): 3 clusters Score: Raw -964236.268834 + Penalty 2980.262699 = -961256.006134 nChanged 332 SP:Iteration 10Q (4855.656353 sec): 3 clusters Score: Raw -964476.065371 + Penalty 2980.262699 = -961495.802672 nChanged 276 SP:Iteration 11Q (4855.728254 sec): 3 clusters Score: Raw -964654.786318 + Penalty 2980.262699 = -961674.523619 nChanged 190 SP:Iteration 12Q (4855.778061 sec): 3 clusters Score: Raw -964741.540848 + Penalty 2980.262699 = -961761.278148 nChanged 135 SP:Iteration 13Q (4855.843176 sec): 3 clusters Score: Raw -964804.758932 + Penalty 2980.262699 = -961824.496232 nChanged 106 SP:Iteration 14Q (4855.901846 sec): 3 clusters Score: Raw -964849.716410 + Penalty 2980.262699 = -961869.453710 nChanged 101 SP:Iteration 15Q (4855.961673 sec): 3 clusters Score: Raw -964889.718629 + Penalty 2980.262699 = -961909.455929 nChanged 90 SP:Iteration 16Q (4856.018197 sec): 3 clusters Score: Raw -964924.468103 + Penalty 2980.262699 = -961944.205403 nChanged 80 SP:Iteration 17Q (4856.084977 sec): 3 clusters Score: Raw -964954.476146 + Penalty 2980.262699 = -961974.213447 nChanged 71 SP:Iteration 18Q (4856.140574 sec): 3 clusters Score: Raw -964975.819537 + Penalty 2980.262699 = -961995.556838 nChanged 56 SP:Iteration 19Q (4856.212419 sec): 3 clusters Score: Raw -964992.354053 + Penalty 2980.262699 = -962012.091354 nChanged 37 SP:Iteration 20F (4856.268035 sec): 3 clusters Score: Raw -965001.322731 + Penalty 2980.262699 = -962021.060032 nChanged 34 SP:Iteration 21Q (4856.336116 sec): 3 clusters Score: Raw -965011.115123 + Penalty 2980.262699 = -962030.852424 nChanged 47 SP:Iteration 22Q (4856.396275 sec): 3 clusters Score: Raw -965024.080772 + Penalty 2980.262699 = -962043.818072 nChanged 41 SP:Iteration 23Q (4856.451729 sec): 3 clusters Score: Raw -965034.876907 + Penalty 2980.262699 = -962054.614207 nChanged 34 SP:Iteration 24Q (4856.514670 sec): 3 clusters Score: Raw -965043.217080 + Penalty 2980.262699 = -962062.954381 nChanged 25 SP:Iteration 25Q (4856.568663 sec): 3 clusters Score: Raw -965048.230426 + Penalty 2980.262699 = -962067.967727 nChanged 20 SP:Iteration 26Q (4856.637873 sec): 3 clusters Score: Raw -965052.299886 + Penalty 2980.262699 = -962072.037186 nChanged 16 SP:Iteration 27Q (4856.694332 sec): 3 clusters Score: Raw -965055.151487 + Penalty 2980.262699 = -962074.888787 nChanged 15 SP:Iteration 28Q (4856.752063 sec): 3 clusters Score: Raw -965057.283648 + Penalty 2980.262699 = -962077.020949 nChanged 11 SP:Iteration 29Q (4856.814982 sec): 3 clusters Score: Raw -965059.453526 + Penalty 2980.262699 = -962079.190827 nChanged 11 SP:Iteration 30Q (4856.870839 sec): 3 clusters Score: Raw -965060.840635 + Penalty 2980.262699 = -962080.577936 nChanged 7 SP:Iteration 31Q (4856.935269 sec): 3 clusters Score: Raw -965062.143842 + Penalty 2980.262699 = -962081.881143 nChanged 6 SP:Iteration 32Q (4856.987707 sec): 3 clusters Score: Raw -965063.805439 + Penalty 2980.262699 = -962083.542739 nChanged 12 SP:Iteration 33Q (4857.045623 sec): 3 clusters Score: Raw -965065.824168 + Penalty 2980.262699 = -962085.561469 nChanged 6 SP:Iteration 34Q (4857.105529 sec): 3 clusters Score: Raw -965066.883514 + Penalty 2980.262699 = -962086.620814 nChanged 7 SP:Iteration 35Q (4857.173782 sec): 3 clusters Score: Raw -965068.005404 + Penalty 2980.262699 = -962087.742705 nChanged 10 SP:Iteration 36Q (4857.235455 sec): 3 clusters Score: Raw -965070.038551 + Penalty 2980.262699 = -962089.775852 nChanged 10 SP:Iteration 37Q (4857.285619 sec): 3 clusters Score: Raw -965071.761302 + Penalty 2980.262699 = -962091.498603 nChanged 6 SP:Iteration 38Q (4857.356479 sec): 3 clusters Score: Raw -965072.985170 + Penalty 2980.262699 = -962092.722471 nChanged 9 SP:Iteration 39Q (4857.418342 sec): 3 clusters Score: Raw -965074.357239 + Penalty 2980.262699 = -962094.094539 nChanged 4 SP:Iteration 40F (4857.468411 sec): 3 clusters Score: Raw -965074.782474 + Penalty 2980.262699 = -962094.519775 nChanged 0 Iteration 59Q (4865.587572 sec): 39 clusters Score: Raw -50005918.568323 + Penalty 80937.354908 = -49924981.213415 nChanged 11331 Iteration 60F (4877.303762 sec): 39 clusters Score: Raw -50015388.224076 + Penalty 80937.354908 = -49934450.869168 nChanged 9647 Iteration 61Q (4882.558842 sec): 39 clusters Score: Raw -50019667.202904 + Penalty 80937.354908 = -49938729.847996 nChanged 6137 Iteration 62Q (4887.746978 sec): 39 clusters Score: Raw -50022013.357461 + Penalty 80937.354908 = -49941076.002553 nChanged 4741 Iteration 63Q (4892.891382 sec): 39 clusters Score: Raw -50023613.348942 + Penalty 80937.354908 = -49942675.994034 nChanged 3929 Iteration 64Q (4897.958433 sec): 39 clusters Score: Raw -50024813.299717 + Penalty 80937.354908 = -49943875.944809 nChanged 3473 Iteration 65Q (4902.460681 sec): 39 clusters Score: Raw -50025714.456075 + Penalty 80937.354908 = -49944777.101167 nChanged 3034 Iteration 66Q (4906.832183 sec): 39 clusters Score: Raw -50026419.664629 + Penalty 80937.354908 = -49945482.309722 nChanged 2746 Iteration 67Q (4911.667999 sec): 39 clusters Score: Raw -50026977.525621 + Penalty 80937.354908 = -49946040.170713 nChanged 2352 Iteration 68Q (4916.007147 sec): 39 clusters Score: Raw -50027405.036381 + Penalty 80937.354908 = -49946467.681473 nChanged 2100 Iteration 69Q (4921.142599 sec): 39 clusters Score: Raw -50027749.546125 + Penalty 80937.354908 = -49946812.191217 nChanged 1937 Iteration 70Q (4926.257593 sec): 39 clusters Score: Raw -50028054.711939 + Penalty 80937.354908 = -49947117.357031 nChanged 1768 Iteration 71Q (4931.052395 sec): 39 clusters Score: Raw -50028311.393487 + Penalty 80937.354908 = -49947374.038580 nChanged 1668 Iteration 72Q (4935.961730 sec): 39 clusters Score: Raw -50028531.271839 + Penalty 80937.354908 = -49947593.916931 nChanged 1506 Iteration 73Q (4941.097288 sec): 39 clusters Score: Raw -50028721.623528 + Penalty 80937.354908 = -49947784.268621 nChanged 1375 Iteration 74Q (4946.105177 sec): 39 clusters Score: Raw -50028894.283222 + Penalty 80937.354908 = -49947956.928314 nChanged 1198 Iteration 75Q (4951.249936 sec): 39 clusters Score: Raw -50029023.569829 + Penalty 80937.354908 = -49948086.214921 nChanged 1157 Iteration 76Q (4955.892245 sec): 39 clusters Score: Raw -50029146.961542 + Penalty 80937.354908 = -49948209.606634 nChanged 1087 Iteration 77Q (4960.605136 sec): 39 clusters Score: Raw -50029259.282872 + Penalty 80937.354908 = -49948321.927964 nChanged 1028 Iteration 78Q (4965.508202 sec): 39 clusters Score: Raw -50029360.223069 + Penalty 80937.354908 = -49948422.868161 nChanged 1019 Iteration 79Q (4970.508508 sec): 39 clusters Score: Raw -50029462.916379 + Penalty 80937.354908 = -49948525.561471 nChanged 951 Iteration 80F (4982.178716 sec): 39 clusters Score: Raw -50029551.031693 + Penalty 80937.354908 = -49948613.676785 nChanged 938 Iteration 81Q (4987.403641 sec): 39 clusters Score: Raw -50029634.015512 + Penalty 80937.354908 = -49948696.660604 nChanged 916 Iteration 82Q (4992.474984 sec): 39 clusters Score: Raw -50029720.859437 + Penalty 80937.354908 = -49948783.504529 nChanged 922 Iteration 83Q (4997.452089 sec): 39 clusters Score: Raw -50029815.383626 + Penalty 80937.354908 = -49948878.028719 nChanged 904 Iteration 84Q (5002.427233 sec): 39 clusters Score: Raw -50029896.653892 + Penalty 80937.354908 = -49948959.298985 nChanged 896 Iteration 85Q (5007.567845 sec): 39 clusters Score: Raw -50029975.504860 + Penalty 80937.354908 = -49949038.149952 nChanged 811 Iteration 86Q (5012.689309 sec): 39 clusters Score: Raw -50030040.375176 + Penalty 80937.354908 = -49949103.020268 nChanged 776 Iteration 87Q (5017.899637 sec): 39 clusters Score: Raw -50030116.547060 + Penalty 80937.354908 = -49949179.192152 nChanged 753 Iteration 88Q (5022.834989 sec): 39 clusters Score: Raw -50030187.094558 + Penalty 80937.354908 = -49949249.739650 nChanged 707 Iteration 89Q (5027.814852 sec): 39 clusters Score: Raw -50030245.011226 + Penalty 80937.354908 = -49949307.656318 nChanged 682 Iteration 90Q (5032.570633 sec): 39 clusters Score: Raw -50030300.237563 + Penalty 80937.354908 = -49949362.882655 nChanged 679 Iteration 91Q (5037.310553 sec): 39 clusters Score: Raw -50030354.627289 + Penalty 80937.354908 = -49949417.272381 nChanged 691 Iteration 92Q (5042.180861 sec): 39 clusters Score: Raw -50030413.692307 + Penalty 80937.354908 = -49949476.337399 nChanged 706 Iteration 93Q (5046.853585 sec): 39 clusters Score: Raw -50030474.261817 + Penalty 80937.354908 = -49949536.906910 nChanged 712 Iteration 94Q (5051.973396 sec): 39 clusters Score: Raw -50030533.168432 + Penalty 80937.354908 = -49949595.813525 nChanged 681 Iteration 95Q (5057.068503 sec): 39 clusters Score: Raw -50030582.785169 + Penalty 80937.354908 = -49949645.430261 nChanged 661 Iteration 96Q (5062.009094 sec): 39 clusters Score: Raw -50030629.228625 + Penalty 80937.354908 = -49949691.873717 nChanged 616 Iteration 97Q (5066.573787 sec): 39 clusters Score: Raw -50030673.138905 + Penalty 80937.354908 = -49949735.783997 nChanged 581 Iteration 98Q (5071.237697 sec): 39 clusters Score: Raw -50030713.491714 + Penalty 80937.354908 = -49949776.136806 nChanged 572 Writing temp clu file Because OldScore, -49949735.783997, is greater than current (better) Score,-49949776.136806 Compute initial score before splitting: Score: Raw -50030713.491714 + Penalty 80937.354908 = -49949776.136806 Trying to split cluster 1 (1660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5071.428588 sec): 2 clusters Score: Raw -148687.067038 + Penalty 1204.868093 = -147482.198945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5071.476206 sec): 3 clusters Score: Raw -148084.886956 + Penalty 2409.736186 = -145675.150769 nChanged 602 SP:Iteration 1F (5071.514162 sec): 3 clusters Score: Raw -148622.315189 + Penalty 2409.736186 = -146212.579003 nChanged 171 SP:Iteration 2F (5071.564502 sec): 3 clusters Score: Raw -148789.140682 + Penalty 2409.736186 = -146379.404496 nChanged 115 SP:Iteration 3F (5071.608105 sec): 3 clusters Score: Raw -148958.468350 + Penalty 2409.736186 = -146548.732164 nChanged 142 SP:Iteration 4F (5071.659699 sec): 3 clusters Score: Raw -149175.263692 + Penalty 2409.736186 = -146765.527506 nChanged 135 SP:Iteration 5F (5071.707992 sec): 3 clusters Score: Raw -149533.113000 + Penalty 2409.736186 = -147123.376814 nChanged 119 SP:Iteration 6F (5071.758717 sec): 3 clusters Score: Raw -149964.992353 + Penalty 2409.736186 = -147555.256167 nChanged 86 SP:Iteration 7F (5071.800317 sec): 3 clusters Score: Raw -150202.116616 + Penalty 2409.736186 = -147792.380430 nChanged 58 SP:Iteration 8Q (5071.847717 sec): 3 clusters Score: Raw -150314.199959 + Penalty 2409.736186 = -147904.463772 nChanged 51 SP:Iteration 9Q (5071.891290 sec): 3 clusters Score: Raw -150394.850688 + Penalty 2409.736186 = -147985.114502 nChanged 28 SP:Iteration 10Q (5071.946199 sec): 3 clusters Score: Raw -150425.835574 + Penalty 2409.736186 = -148016.099388 nChanged 16 SP:Iteration 11Q (5071.985242 sec): 3 clusters Score: Raw -150443.881335 + Penalty 2409.736186 = -148034.145149 nChanged 12 SP:Iteration 12Q (5072.029800 sec): 3 clusters Score: Raw -150453.091405 + Penalty 2409.736186 = -148043.355219 nChanged 6 SP:Iteration 13Q (5072.067112 sec): 3 clusters Score: Raw -150460.514129 + Penalty 2409.736186 = -148050.777943 nChanged 4 SP:Iteration 14Q (5072.113007 sec): 3 clusters Score: Raw -150462.665865 + Penalty 2409.736186 = -148052.929679 nChanged 0 SP:Iteration 15F (5072.167822 sec): 3 clusters Score: Raw -150462.665865 + Penalty 2409.736186 = -148052.929679 nChanged 0 Score: Raw -50032515.816912 + Penalty 83067.285300 = -49949448.531612 Splitting cluster 1 changes total score from -49949776.136806 to -49949448.531612 So it's not getting split. Trying to split cluster 2 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5084.207990 sec): 2 clusters Score: Raw -30272.879755 + Penalty 966.555686 = -29306.324070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5084.250428 sec): 3 clusters Score: Raw -30461.956709 + Penalty 1933.111371 = -28528.845338 nChanged 111 SP:Iteration 1F (5084.295208 sec): 3 clusters Score: Raw -30753.429170 + Penalty 1933.111371 = -28820.317799 nChanged 27 SP:Iteration 2F (5084.339402 sec): 3 clusters Score: Raw -30836.199865 + Penalty 1933.111371 = -28903.088494 nChanged 21 SP:Iteration 3F (5084.379298 sec): 3 clusters Score: Raw -30888.049279 + Penalty 1933.111371 = -28954.937907 nChanged 11 SP:Iteration 4Q (5084.428599 sec): 3 clusters Score: Raw -30923.576906 + Penalty 1933.111371 = -28990.465535 nChanged 4 SP:Iteration 5Q (5084.465775 sec): 3 clusters Score: Raw -30933.852013 + Penalty 1933.111371 = -29000.740642 nChanged 1 SP:Iteration 6Q (5084.507597 sec): 3 clusters Score: Raw -30935.862809 + Penalty 1933.111371 = -29002.751437 nChanged 2 SP:Iteration 7Q (5084.559766 sec): 3 clusters Score: Raw -30940.973520 + Penalty 1933.111371 = -29007.862148 nChanged 2 SP:Iteration 8Q (5084.604089 sec): 3 clusters Score: Raw -30947.272590 + Penalty 1933.111371 = -29014.161218 nChanged 0 SP:Iteration 9F (5084.646583 sec): 3 clusters Score: Raw -30947.272590 + Penalty 1933.111371 = -29014.161218 nChanged 0 Trying to split cluster 3 (4219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5084.675231 sec): 2 clusters Score: Raw -404585.369912 + Penalty 1356.444929 = -403228.924983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5084.732952 sec): 3 clusters Score: Raw -402475.791161 + Penalty 2712.889859 = -399762.901302 nChanged 1693 SP:Iteration 1F (5084.783987 sec): 3 clusters Score: Raw -403463.072940 + Penalty 2712.889859 = -400750.183081 nChanged 301 SP:Iteration 2F (5084.835531 sec): 3 clusters Score: Raw -403656.344551 + Penalty 2712.889859 = -400943.454692 nChanged 251 SP:Iteration 3F (5084.879686 sec): 3 clusters Score: Raw -403798.950541 + Penalty 2712.889859 = -401086.060682 nChanged 197 SP:Iteration 4Q (5084.935293 sec): 3 clusters Score: Raw -403913.496657 + Penalty 2712.889859 = -401200.606798 nChanged 168 SP:Iteration 5Q (5084.982907 sec): 3 clusters Score: Raw -404016.631241 + Penalty 2712.889859 = -401303.741382 nChanged 158 SP:Iteration 6Q (5085.045818 sec): 3 clusters Score: Raw -404102.092031 + Penalty 2712.889859 = -401389.202173 nChanged 142 SP:Iteration 7Q (5085.092604 sec): 3 clusters Score: Raw -404188.674074 + Penalty 2712.889859 = -401475.784215 nChanged 135 SP:Iteration 8Q (5085.146928 sec): 3 clusters Score: Raw -404276.554975 + Penalty 2712.889859 = -401563.665116 nChanged 125 SP:Iteration 9Q (5085.198646 sec): 3 clusters Score: Raw -404351.491231 + Penalty 2712.889859 = -401638.601372 nChanged 119 SP:Iteration 10Q (5085.258531 sec): 3 clusters Score: Raw -404423.404153 + Penalty 2712.889859 = -401710.514294 nChanged 116 SP:Iteration 11Q (5085.309279 sec): 3 clusters Score: Raw -404490.801737 + Penalty 2712.889859 = -401777.911878 nChanged 91 SP:Iteration 12Q (5085.365339 sec): 3 clusters Score: Raw -404535.898573 + Penalty 2712.889859 = -401823.008714 nChanged 62 SP:Iteration 13Q (5085.419607 sec): 3 clusters Score: Raw -404567.527074 + Penalty 2712.889859 = -401854.637215 nChanged 59 SP:Iteration 14Q (5085.463311 sec): 3 clusters Score: Raw -404598.013428 + Penalty 2712.889859 = -401885.123569 nChanged 63 SP:Iteration 15Q (5085.524554 sec): 3 clusters Score: Raw -404632.715104 + Penalty 2712.889859 = -401919.825245 nChanged 52 SP:Iteration 16Q (5085.576871 sec): 3 clusters Score: Raw -404657.283128 + Penalty 2712.889859 = -401944.393270 nChanged 40 SP:Iteration 17Q (5085.617834 sec): 3 clusters Score: Raw -404672.424258 + Penalty 2712.889859 = -401959.534399 nChanged 27 SP:Iteration 18Q (5085.675432 sec): 3 clusters Score: Raw -404681.982703 + Penalty 2712.889859 = -401969.092844 nChanged 22 SP:Iteration 19Q (5085.725060 sec): 3 clusters Score: Raw -404688.372595 + Penalty 2712.889859 = -401975.482736 nChanged 16 SP:Iteration 20F (5085.778603 sec): 3 clusters Score: Raw -404693.536995 + Penalty 2712.889859 = -401980.647136 nChanged 16 SP:Iteration 21Q (5085.833247 sec): 3 clusters Score: Raw -404698.474190 + Penalty 2712.889859 = -401985.584331 nChanged 15 SP:Iteration 22Q (5085.891382 sec): 3 clusters Score: Raw -404702.912561 + Penalty 2712.889859 = -401990.022703 nChanged 13 SP:Iteration 23Q (5085.942295 sec): 3 clusters Score: Raw -404706.063354 + Penalty 2712.889859 = -401993.173495 nChanged 8 SP:Iteration 24Q (5085.982498 sec): 3 clusters Score: Raw -404708.985817 + Penalty 2712.889859 = -401996.095958 nChanged 7 SP:Iteration 25Q (5086.034620 sec): 3 clusters Score: Raw -404710.323308 + Penalty 2712.889859 = -401997.433449 nChanged 4 SP:Iteration 26Q (5086.086460 sec): 3 clusters Score: Raw -404711.155375 + Penalty 2712.889859 = -401998.265516 nChanged 2 SP:Iteration 27Q (5086.141453 sec): 3 clusters Score: Raw -404711.702941 + Penalty 2712.889859 = -401998.813082 nChanged 2 SP:Iteration 28Q (5086.189792 sec): 3 clusters Score: Raw -404711.922334 + Penalty 2712.889859 = -401999.032475 nChanged 2 SP:Iteration 29Q (5086.239387 sec): 3 clusters Score: Raw -404712.506008 + Penalty 2712.889859 = -401999.616150 nChanged 0 SP:Iteration 30F (5086.297276 sec): 3 clusters Score: Raw -404712.506008 + Penalty 2712.889859 = -401999.616150 nChanged 0 Trying to split cluster 4 (4435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5086.317679 sec): 2 clusters Score: Raw -457600.114687 + Penalty 1364.558470 = -456235.556217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5086.367336 sec): 3 clusters Score: Raw -455425.188059 + Penalty 2729.116941 = -452696.071118 nChanged 1717 SP:Iteration 1F (5086.428839 sec): 3 clusters Score: Raw -456426.797507 + Penalty 2729.116941 = -453697.680566 nChanged 341 SP:Iteration 2F (5086.485076 sec): 3 clusters Score: Raw -456643.609255 + Penalty 2729.116941 = -453914.492314 nChanged 242 SP:Iteration 3F (5086.534618 sec): 3 clusters Score: Raw -456782.340408 + Penalty 2729.116941 = -454053.223467 nChanged 212 SP:Iteration 4Q (5086.581099 sec): 3 clusters Score: Raw -456896.318869 + Penalty 2729.116941 = -454167.201928 nChanged 175 SP:Iteration 5Q (5086.637784 sec): 3 clusters Score: Raw -456993.515529 + Penalty 2729.116941 = -454264.398588 nChanged 168 SP:Iteration 6Q (5086.692842 sec): 3 clusters Score: Raw -457097.309107 + Penalty 2729.116941 = -454368.192167 nChanged 162 SP:Iteration 7Q (5086.746806 sec): 3 clusters Score: Raw -457194.320164 + Penalty 2729.116941 = -454465.203224 nChanged 143 SP:Iteration 8Q (5086.796681 sec): 3 clusters Score: Raw -457272.733213 + Penalty 2729.116941 = -454543.616272 nChanged 132 SP:Iteration 9Q (5086.852372 sec): 3 clusters Score: Raw -457344.348762 + Penalty 2729.116941 = -454615.231822 nChanged 102 SP:Iteration 10Q (5086.898366 sec): 3 clusters Score: Raw -457393.563407 + Penalty 2729.116941 = -454664.446467 nChanged 103 SP:Iteration 11Q (5086.946175 sec): 3 clusters Score: Raw -457442.563895 + Penalty 2729.116941 = -454713.446954 nChanged 81 SP:Iteration 12Q (5086.999462 sec): 3 clusters Score: Raw -457480.088515 + Penalty 2729.116941 = -454750.971574 nChanged 67 SP:Iteration 13Q (5087.053299 sec): 3 clusters Score: Raw -457521.722983 + Penalty 2729.116941 = -454792.606042 nChanged 69 SP:Iteration 14Q (5087.105577 sec): 3 clusters Score: Raw -457554.023845 + Penalty 2729.116941 = -454824.906904 nChanged 49 SP:Iteration 15Q (5087.152143 sec): 3 clusters Score: Raw -457572.370948 + Penalty 2729.116941 = -454843.254008 nChanged 39 SP:Iteration 16Q (5087.210727 sec): 3 clusters Score: Raw -457587.476827 + Penalty 2729.116941 = -454858.359887 nChanged 28 SP:Iteration 17Q (5087.261700 sec): 3 clusters Score: Raw -457599.090947 + Penalty 2729.116941 = -454869.974006 nChanged 24 SP:Iteration 18Q (5087.307622 sec): 3 clusters Score: Raw -457606.611511 + Penalty 2729.116941 = -454877.494570 nChanged 19 SP:Iteration 19Q (5087.366963 sec): 3 clusters Score: Raw -457613.152752 + Penalty 2729.116941 = -454884.035811 nChanged 17 SP:Iteration 20F (5087.429912 sec): 3 clusters Score: Raw -457617.574897 + Penalty 2729.116941 = -454888.457957 nChanged 16 SP:Iteration 21Q (5087.478322 sec): 3 clusters Score: Raw -457621.196277 + Penalty 2729.116941 = -454892.079336 nChanged 5 SP:Iteration 22Q (5087.529620 sec): 3 clusters Score: Raw -457622.075861 + Penalty 2729.116941 = -454892.958921 nChanged 6 SP:Iteration 23Q (5087.591201 sec): 3 clusters Score: Raw -457623.656652 + Penalty 2729.116941 = -454894.539711 nChanged 9 SP:Iteration 24Q (5087.635434 sec): 3 clusters Score: Raw -457625.997833 + Penalty 2729.116941 = -454896.880892 nChanged 8 SP:Iteration 25Q (5087.689841 sec): 3 clusters Score: Raw -457628.122439 + Penalty 2729.116941 = -454899.005498 nChanged 6 SP:Iteration 26Q (5087.737400 sec): 3 clusters Score: Raw -457630.236041 + Penalty 2729.116941 = -454901.119100 nChanged 12 SP:Iteration 27Q (5087.786662 sec): 3 clusters Score: Raw -457635.812036 + Penalty 2729.116941 = -454906.695095 nChanged 13 SP:Iteration 28Q (5087.830483 sec): 3 clusters Score: Raw -457641.295453 + Penalty 2729.116941 = -454912.178513 nChanged 17 SP:Iteration 29Q (5087.885332 sec): 3 clusters Score: Raw -457647.641303 + Penalty 2729.116941 = -454918.524362 nChanged 17 SP:Iteration 30Q (5087.936193 sec): 3 clusters Score: Raw -457654.465656 + Penalty 2729.116941 = -454925.348715 nChanged 16 SP:Iteration 31Q (5087.986533 sec): 3 clusters Score: Raw -457660.317081 + Penalty 2729.116941 = -454931.200140 nChanged 14 SP:Iteration 32Q (5088.043325 sec): 3 clusters Score: Raw -457665.990854 + Penalty 2729.116941 = -454936.873913 nChanged 14 SP:Iteration 33Q (5088.087736 sec): 3 clusters Score: Raw -457672.249874 + Penalty 2729.116941 = -454943.132933 nChanged 15 SP:Iteration 34Q (5088.139485 sec): 3 clusters Score: Raw -457677.478413 + Penalty 2729.116941 = -454948.361473 nChanged 13 SP:Iteration 35Q (5088.191363 sec): 3 clusters Score: Raw -457680.013498 + Penalty 2729.116941 = -454950.896557 nChanged 5 SP:Iteration 36Q (5088.237050 sec): 3 clusters Score: Raw -457681.430441 + Penalty 2729.116941 = -454952.313501 nChanged 3 SP:Iteration 37Q (5088.303032 sec): 3 clusters Score: Raw -457682.429569 + Penalty 2729.116941 = -454953.312629 nChanged 5 SP:Iteration 38Q (5088.344229 sec): 3 clusters Score: Raw -457684.063908 + Penalty 2729.116941 = -454954.946967 nChanged 5 SP:Iteration 39Q (5088.400456 sec): 3 clusters Score: Raw -457685.158516 + Penalty 2729.116941 = -454956.041576 nChanged 1 SP:Iteration 40F (5088.455930 sec): 3 clusters Score: Raw -457685.354375 + Penalty 2729.116941 = -454956.237434 nChanged 1 SP:Iteration 41Q (5088.516259 sec): 3 clusters Score: Raw -457685.577778 + Penalty 2729.116941 = -454956.460837 nChanged 2 SP:Iteration 42Q (5088.569204 sec): 3 clusters Score: Raw -457686.018314 + Penalty 2729.116941 = -454956.901373 nChanged 2 SP:Iteration 43Q (5088.622598 sec): 3 clusters Score: Raw -457686.917968 + Penalty 2729.116941 = -454957.801027 nChanged 2 SP:Iteration 44Q (5088.670383 sec): 3 clusters Score: Raw -457687.516012 + Penalty 2729.116941 = -454958.399071 nChanged 3 SP:Iteration 45Q (5088.726461 sec): 3 clusters Score: Raw -457688.689724 + Penalty 2729.116941 = -454959.572783 nChanged 5 SP:Iteration 46Q (5088.778985 sec): 3 clusters Score: Raw -457690.192883 + Penalty 2729.116941 = -454961.075942 nChanged 5 SP:Iteration 47Q (5088.834450 sec): 3 clusters Score: Raw -457691.654523 + Penalty 2729.116941 = -454962.537582 nChanged 3 SP:Iteration 48Q (5088.883353 sec): 3 clusters Score: Raw -457693.170311 + Penalty 2729.116941 = -454964.053370 nChanged 5 SP:Iteration 49Q (5088.934160 sec): 3 clusters Score: Raw -457694.486596 + Penalty 2729.116941 = -454965.369655 nChanged 7 SP:Iteration 50Q (5088.988430 sec): 3 clusters Score: Raw -457697.321149 + Penalty 2729.116941 = -454968.204209 nChanged 12 SP:Iteration 51Q (5089.043403 sec): 3 clusters Score: Raw -457703.761377 + Penalty 2729.116941 = -454974.644436 nChanged 21 SP:Iteration 52Q (5089.092968 sec): 3 clusters Score: Raw -457712.615448 + Penalty 2729.116941 = -454983.498507 nChanged 15 SP:Iteration 53Q (5089.151153 sec): 3 clusters Score: Raw -457720.479028 + Penalty 2729.116941 = -454991.362087 nChanged 16 SP:Iteration 54Q (5089.195632 sec): 3 clusters Score: Raw -457725.871248 + Penalty 2729.116941 = -454996.754307 nChanged 13 SP:Iteration 55Q (5089.261076 sec): 3 clusters Score: Raw -457729.414088 + Penalty 2729.116941 = -455000.297148 nChanged 8 SP:Iteration 56Q (5089.305406 sec): 3 clusters Score: Raw -457731.532615 + Penalty 2729.116941 = -455002.415675 nChanged 8 SP:Iteration 57Q (5089.368780 sec): 3 clusters Score: Raw -457734.414579 + Penalty 2729.116941 = -455005.297638 nChanged 7 SP:Iteration 58Q (5089.420165 sec): 3 clusters Score: Raw -457736.257561 + Penalty 2729.116941 = -455007.140621 nChanged 6 SP:Iteration 59Q (5089.475787 sec): 3 clusters Score: Raw -457737.740157 + Penalty 2729.116941 = -455008.623216 nChanged 5 SP:Iteration 60F (5089.518884 sec): 3 clusters Score: Raw -457739.757495 + Penalty 2729.116941 = -455010.640554 nChanged 11 SP:Iteration 61Q (5089.574925 sec): 3 clusters Score: Raw -457743.953984 + Penalty 2729.116941 = -455014.837043 nChanged 9 SP:Iteration 62Q (5089.630715 sec): 3 clusters Score: Raw -457746.256884 + Penalty 2729.116941 = -455017.139943 nChanged 7 SP:Iteration 63Q (5089.680870 sec): 3 clusters Score: Raw -457749.283653 + Penalty 2729.116941 = -455020.166712 nChanged 11 SP:Iteration 64Q (5089.731477 sec): 3 clusters Score: Raw -457753.093374 + Penalty 2729.116941 = -455023.976433 nChanged 10 SP:Iteration 65Q (5089.787733 sec): 3 clusters Score: Raw -457755.444910 + Penalty 2729.116941 = -455026.327969 nChanged 5 SP:Iteration 66Q (5089.831371 sec): 3 clusters Score: Raw -457756.778458 + Penalty 2729.116941 = -455027.661517 nChanged 4 SP:Iteration 67Q (5089.883676 sec): 3 clusters Score: Raw -457757.505147 + Penalty 2729.116941 = -455028.388207 nChanged 2 SP:Iteration 68Q (5089.933808 sec): 3 clusters Score: Raw -457758.411522 + Penalty 2729.116941 = -455029.294581 nChanged 4 SP:Iteration 69Q (5089.994910 sec): 3 clusters Score: Raw -457759.304388 + Penalty 2729.116941 = -455030.187447 nChanged 2 SP:Iteration 70Q (5090.035678 sec): 3 clusters Score: Raw -457759.730399 + Penalty 2729.116941 = -455030.613458 nChanged 2 SP:Iteration 71Q (5090.095371 sec): 3 clusters Score: Raw -457760.081093 + Penalty 2729.116941 = -455030.964153 nChanged 0 SP:Iteration 72F (5090.154989 sec): 3 clusters Score: Raw -457760.081093 + Penalty 2729.116941 = -455030.964153 nChanged 0 Trying to split cluster 5 (12163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5090.196665 sec): 2 clusters Score: Raw -1294793.396350 + Penalty 1528.499998 = -1293264.896352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5090.259701 sec): 3 clusters Score: Raw -1287806.796078 + Penalty 3056.999997 = -1284749.796081 nChanged 5309 SP:Iteration 1F (5090.321791 sec): 3 clusters Score: Raw -1290733.942783 + Penalty 3056.999997 = -1287676.942786 nChanged 668 SP:Iteration 2F (5090.387763 sec): 3 clusters Score: Raw -1291019.969340 + Penalty 3056.999997 = -1287962.969343 nChanged 580 SP:Iteration 3Q (5090.445846 sec): 3 clusters Score: Raw -1291266.989880 + Penalty 3056.999997 = -1288209.989883 nChanged 549 SP:Iteration 4Q (5090.513825 sec): 3 clusters Score: Raw -1291550.749358 + Penalty 3056.999997 = -1288493.749361 nChanged 577 SP:Iteration 5Q (5090.580083 sec): 3 clusters Score: Raw -1291859.050653 + Penalty 3056.999997 = -1288802.050656 nChanged 584 SP:Iteration 6Q (5090.646953 sec): 3 clusters Score: Raw -1292187.297190 + Penalty 3056.999997 = -1289130.297194 nChanged 613 SP:Iteration 7F (5090.715325 sec): 3 clusters Score: Raw -1292537.554584 + Penalty 3056.999997 = -1289480.554587 nChanged 607 SP:Iteration 8Q (5090.793899 sec): 3 clusters Score: Raw -1292891.782938 + Penalty 3056.999997 = -1289834.782942 nChanged 589 SP:Iteration 9Q (5090.855267 sec): 3 clusters Score: Raw -1293241.368480 + Penalty 3056.999997 = -1290184.368484 nChanged 516 SP:Iteration 10Q (5090.917607 sec): 3 clusters Score: Raw -1293524.286656 + Penalty 3056.999997 = -1290467.286659 nChanged 445 SP:Iteration 11Q (5090.993066 sec): 3 clusters Score: Raw -1293739.737254 + Penalty 3056.999997 = -1290682.737258 nChanged 364 SP:Iteration 12Q (5091.060433 sec): 3 clusters Score: Raw -1293916.068599 + Penalty 3056.999997 = -1290859.068603 nChanged 301 SP:Iteration 13Q (5091.131320 sec): 3 clusters Score: Raw -1294054.641705 + Penalty 3056.999997 = -1290997.641708 nChanged 283 SP:Iteration 14Q (5091.190072 sec): 3 clusters Score: Raw -1294171.511203 + Penalty 3056.999997 = -1291114.511207 nChanged 235 SP:Iteration 15Q (5091.261896 sec): 3 clusters Score: Raw -1294262.315155 + Penalty 3056.999997 = -1291205.315159 nChanged 207 SP:Iteration 16Q (5091.316944 sec): 3 clusters Score: Raw -1294332.632818 + Penalty 3056.999997 = -1291275.632821 nChanged 145 SP:Iteration 17Q (5091.388541 sec): 3 clusters Score: Raw -1294381.807127 + Penalty 3056.999997 = -1291324.807131 nChanged 140 SP:Iteration 18Q (5091.460436 sec): 3 clusters Score: Raw -1294418.617434 + Penalty 3056.999997 = -1291361.617437 nChanged 112 SP:Iteration 19Q (5091.522211 sec): 3 clusters Score: Raw -1294444.128426 + Penalty 3056.999997 = -1291387.128429 nChanged 99 SP:Iteration 20F (5091.586728 sec): 3 clusters Score: Raw -1294466.161357 + Penalty 3056.999997 = -1291409.161361 nChanged 73 SP:Iteration 21Q (5091.658387 sec): 3 clusters Score: Raw -1294478.425650 + Penalty 3056.999997 = -1291421.425653 nChanged 50 SP:Iteration 22Q (5091.720101 sec): 3 clusters Score: Raw -1294488.583135 + Penalty 3056.999997 = -1291431.583139 nChanged 52 SP:Iteration 23Q (5091.795571 sec): 3 clusters Score: Raw -1294497.828653 + Penalty 3056.999997 = -1291440.828656 nChanged 58 SP:Iteration 24Q (5091.857756 sec): 3 clusters Score: Raw -1294507.699545 + Penalty 3056.999997 = -1291450.699548 nChanged 49 SP:Iteration 25Q (5091.921107 sec): 3 clusters Score: Raw -1294516.975784 + Penalty 3056.999997 = -1291459.975787 nChanged 57 SP:Iteration 26Q (5091.992859 sec): 3 clusters Score: Raw -1294526.316514 + Penalty 3056.999997 = -1291469.316517 nChanged 47 SP:Iteration 27Q (5092.054065 sec): 3 clusters Score: Raw -1294533.220451 + Penalty 3056.999997 = -1291476.220454 nChanged 32 SP:Iteration 28Q (5092.122636 sec): 3 clusters Score: Raw -1294537.650522 + Penalty 3056.999997 = -1291480.650525 nChanged 37 SP:Iteration 29Q (5092.180096 sec): 3 clusters Score: Raw -1294543.090724 + Penalty 3056.999997 = -1291486.090727 nChanged 36 SP:Iteration 30Q (5092.241400 sec): 3 clusters Score: Raw -1294548.105921 + Penalty 3056.999997 = -1291491.105924 nChanged 24 SP:Iteration 31Q (5092.315220 sec): 3 clusters Score: Raw -1294550.797579 + Penalty 3056.999997 = -1291493.797582 nChanged 16 SP:Iteration 32Q (5092.371736 sec): 3 clusters Score: Raw -1294552.631341 + Penalty 3056.999997 = -1291495.631344 nChanged 7 SP:Iteration 33Q (5092.435711 sec): 3 clusters Score: Raw -1294553.336153 + Penalty 3056.999997 = -1291496.336157 nChanged 5 SP:Iteration 34Q (5092.502239 sec): 3 clusters Score: Raw -1294553.871710 + Penalty 3056.999997 = -1291496.871714 nChanged 7 SP:Iteration 35Q (5092.562640 sec): 3 clusters Score: Raw -1294554.416494 + Penalty 3056.999997 = -1291497.416497 nChanged 5 SP:Iteration 36Q (5092.628026 sec): 3 clusters Score: Raw -1294554.684476 + Penalty 3056.999997 = -1291497.684479 nChanged 6 SP:Iteration 37Q (5092.688098 sec): 3 clusters Score: Raw -1294554.981569 + Penalty 3056.999997 = -1291497.981573 nChanged 1 SP:Iteration 38Q (5092.749644 sec): 3 clusters Score: Raw -1294555.155960 + Penalty 3056.999997 = -1291498.155963 nChanged 2 SP:Iteration 39Q (5092.816838 sec): 3 clusters Score: Raw -1294555.337754 + Penalty 3056.999997 = -1291498.337758 nChanged 2 SP:Iteration 40F (5092.881003 sec): 3 clusters Score: Raw -1294555.558796 + Penalty 3056.999997 = -1291498.558799 nChanged 0 Trying to split cluster 6 (10968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5092.918908 sec): 2 clusters Score: Raw -1104836.492227 + Penalty 1511.694798 = -1103324.797429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5092.990057 sec): 3 clusters Score: Raw -1098542.086202 + Penalty 3023.389597 = -1095518.696605 nChanged 4810 SP:Iteration 1F (5093.052962 sec): 3 clusters Score: Raw -1101439.363226 + Penalty 3023.389597 = -1098415.973629 nChanged 780 SP:Iteration 2F (5093.117903 sec): 3 clusters Score: Raw -1101969.821434 + Penalty 3023.389597 = -1098946.431837 nChanged 745 SP:Iteration 3F (5093.180393 sec): 3 clusters Score: Raw -1102586.179886 + Penalty 3023.389597 = -1099562.790289 nChanged 722 SP:Iteration 4F (5093.240782 sec): 3 clusters Score: Raw -1103186.591785 + Penalty 3023.389597 = -1100163.202189 nChanged 680 SP:Iteration 5F (5093.307255 sec): 3 clusters Score: Raw -1103707.399946 + Penalty 3023.389597 = -1100684.010350 nChanged 591 SP:Iteration 6F (5093.370842 sec): 3 clusters Score: Raw -1104139.530402 + Penalty 3023.389597 = -1101116.140805 nChanged 521 SP:Iteration 7Q (5093.449038 sec): 3 clusters Score: Raw -1104457.996125 + Penalty 3023.389597 = -1101434.606528 nChanged 381 SP:Iteration 8Q (5093.512268 sec): 3 clusters Score: Raw -1104682.742177 + Penalty 3023.389597 = -1101659.352580 nChanged 271 SP:Iteration 9Q (5093.578846 sec): 3 clusters Score: Raw -1104828.252628 + Penalty 3023.389597 = -1101804.863031 nChanged 210 SP:Iteration 10Q (5093.631662 sec): 3 clusters Score: Raw -1104933.094839 + Penalty 3023.389597 = -1101909.705242 nChanged 161 SP:Iteration 11Q (5093.705176 sec): 3 clusters Score: Raw -1105009.738643 + Penalty 3023.389597 = -1101986.349046 nChanged 119 SP:Iteration 12Q (5093.770442 sec): 3 clusters Score: Raw -1105062.021445 + Penalty 3023.389597 = -1102038.631848 nChanged 100 SP:Iteration 13Q (5093.831877 sec): 3 clusters Score: Raw -1105108.788422 + Penalty 3023.389597 = -1102085.398825 nChanged 70 SP:Iteration 14Q (5093.889632 sec): 3 clusters Score: Raw -1105139.645753 + Penalty 3023.389597 = -1102116.256156 nChanged 66 SP:Iteration 15Q (5093.957299 sec): 3 clusters Score: Raw -1105167.652129 + Penalty 3023.389597 = -1102144.262532 nChanged 47 SP:Iteration 16Q (5094.018409 sec): 3 clusters Score: Raw -1105188.050327 + Penalty 3023.389597 = -1102164.660730 nChanged 32 SP:Iteration 17Q (5094.087108 sec): 3 clusters Score: Raw -1105202.824138 + Penalty 3023.389597 = -1102179.434541 nChanged 32 SP:Iteration 18Q (5094.147592 sec): 3 clusters Score: Raw -1105220.765673 + Penalty 3023.389597 = -1102197.376076 nChanged 36 SP:Iteration 19Q (5094.211242 sec): 3 clusters Score: Raw -1105238.584366 + Penalty 3023.389597 = -1102215.194769 nChanged 28 SP:Iteration 20F (5094.263465 sec): 3 clusters Score: Raw -1105258.431642 + Penalty 3023.389597 = -1102235.042045 nChanged 30 SP:Iteration 21Q (5094.322655 sec): 3 clusters Score: Raw -1105277.721951 + Penalty 3023.389597 = -1102254.332354 nChanged 30 SP:Iteration 22Q (5094.380304 sec): 3 clusters Score: Raw -1105296.508058 + Penalty 3023.389597 = -1102273.118462 nChanged 18 SP:Iteration 23Q (5094.444478 sec): 3 clusters Score: Raw -1105307.592684 + Penalty 3023.389597 = -1102284.203088 nChanged 16 SP:Iteration 24Q (5094.505535 sec): 3 clusters Score: Raw -1105318.955268 + Penalty 3023.389597 = -1102295.565671 nChanged 14 SP:Iteration 25Q (5094.568789 sec): 3 clusters Score: Raw -1105326.264949 + Penalty 3023.389597 = -1102302.875352 nChanged 11 SP:Iteration 26Q (5094.623949 sec): 3 clusters Score: Raw -1105332.010880 + Penalty 3023.389597 = -1102308.621283 nChanged 11 SP:Iteration 27Q (5094.685831 sec): 3 clusters Score: Raw -1105337.011646 + Penalty 3023.389597 = -1102313.622049 nChanged 12 SP:Iteration 28Q (5094.761062 sec): 3 clusters Score: Raw -1105343.246117 + Penalty 3023.389597 = -1102319.856520 nChanged 9 SP:Iteration 29Q (5094.820306 sec): 3 clusters Score: Raw -1105346.852804 + Penalty 3023.389597 = -1102323.463207 nChanged 8 SP:Iteration 30Q (5094.890426 sec): 3 clusters Score: Raw -1105353.021230 + Penalty 3023.389597 = -1102329.631633 nChanged 10 SP:Iteration 31Q (5094.942899 sec): 3 clusters Score: Raw -1105361.475312 + Penalty 3023.389597 = -1102338.085716 nChanged 10 SP:Iteration 32Q (5095.009307 sec): 3 clusters Score: Raw -1105367.800785 + Penalty 3023.389597 = -1102344.411188 nChanged 9 SP:Iteration 33Q (5095.079968 sec): 3 clusters Score: Raw -1105375.957433 + Penalty 3023.389597 = -1102352.567836 nChanged 11 SP:Iteration 34Q (5095.132847 sec): 3 clusters Score: Raw -1105382.274404 + Penalty 3023.389597 = -1102358.884807 nChanged 12 SP:Iteration 35Q (5095.193603 sec): 3 clusters Score: Raw -1105390.164665 + Penalty 3023.389597 = -1102366.775068 nChanged 13 SP:Iteration 36Q (5095.257397 sec): 3 clusters Score: Raw -1105397.438446 + Penalty 3023.389597 = -1102374.048849 nChanged 11 SP:Iteration 37Q (5095.317449 sec): 3 clusters Score: Raw -1105404.640549 + Penalty 3023.389597 = -1102381.250952 nChanged 12 SP:Iteration 38Q (5095.372106 sec): 3 clusters Score: Raw -1105414.670753 + Penalty 3023.389597 = -1102391.281156 nChanged 10 SP:Iteration 39Q (5095.433370 sec): 3 clusters Score: Raw -1105422.999194 + Penalty 3023.389597 = -1102399.609597 nChanged 7 SP:Iteration 40F (5095.501627 sec): 3 clusters Score: Raw -1105428.074912 + Penalty 3023.389597 = -1102404.685315 nChanged 4 SP:Iteration 41Q (5095.565881 sec): 3 clusters Score: Raw -1105429.562179 + Penalty 3023.389597 = -1102406.172582 nChanged 2 SP:Iteration 42Q (5095.625828 sec): 3 clusters Score: Raw -1105431.166089 + Penalty 3023.389597 = -1102407.776492 nChanged 3 SP:Iteration 43Q (5095.684959 sec): 3 clusters Score: Raw -1105432.170227 + Penalty 3023.389597 = -1102408.780630 nChanged 2 SP:Iteration 44Q (5095.747265 sec): 3 clusters Score: Raw -1105432.480612 + Penalty 3023.389597 = -1102409.091015 nChanged 1 SP:Iteration 45Q (5095.810009 sec): 3 clusters Score: Raw -1105432.574616 + Penalty 3023.389597 = -1102409.185019 nChanged 0 SP:Iteration 46F (5095.876529 sec): 3 clusters Score: Raw -1105432.574616 + Penalty 3023.389597 = -1102409.185019 nChanged 0 Trying to split cluster 7 (7277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5095.909511 sec): 2 clusters Score: Raw -739893.775645 + Penalty 1445.027020 = -738448.748625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5095.968972 sec): 3 clusters Score: Raw -735901.537890 + Penalty 2890.054040 = -733011.483850 nChanged 3075 SP:Iteration 1F (5096.035537 sec): 3 clusters Score: Raw -737575.902629 + Penalty 2890.054040 = -734685.848589 nChanged 445 SP:Iteration 2F (5096.087766 sec): 3 clusters Score: Raw -737776.597325 + Penalty 2890.054040 = -734886.543285 nChanged 356 SP:Iteration 3Q (5096.150323 sec): 3 clusters Score: Raw -737936.392516 + Penalty 2890.054040 = -735046.338476 nChanged 323 SP:Iteration 4Q (5096.207417 sec): 3 clusters Score: Raw -738091.821329 + Penalty 2890.054040 = -735201.767289 nChanged 310 SP:Iteration 5Q (5096.260139 sec): 3 clusters Score: Raw -738248.469284 + Penalty 2890.054040 = -735358.415244 nChanged 292 SP:Iteration 6Q (5096.318252 sec): 3 clusters Score: Raw -738423.384977 + Penalty 2890.054040 = -735533.330937 nChanged 285 SP:Iteration 7Q (5096.371740 sec): 3 clusters Score: Raw -738615.353240 + Penalty 2890.054040 = -735725.299200 nChanged 281 SP:Iteration 8Q (5096.431411 sec): 3 clusters Score: Raw -738813.092291 + Penalty 2890.054040 = -735923.038251 nChanged 286 SP:Iteration 9Q (5096.477317 sec): 3 clusters Score: Raw -739021.189753 + Penalty 2890.054040 = -736131.135713 nChanged 258 SP:Iteration 10Q (5096.529181 sec): 3 clusters Score: Raw -739200.641978 + Penalty 2890.054040 = -736310.587939 nChanged 237 SP:Iteration 11Q (5096.588620 sec): 3 clusters Score: Raw -739401.699048 + Penalty 2890.054040 = -736511.645008 nChanged 209 SP:Iteration 12Q (5096.650819 sec): 3 clusters Score: Raw -739572.865838 + Penalty 2890.054040 = -736682.811798 nChanged 170 SP:Iteration 13Q (5096.706936 sec): 3 clusters Score: Raw -739708.937704 + Penalty 2890.054040 = -736818.883664 nChanged 148 SP:Iteration 14Q (5096.764618 sec): 3 clusters Score: Raw -739805.499617 + Penalty 2890.054040 = -736915.445577 nChanged 102 SP:Iteration 15Q (5096.819006 sec): 3 clusters Score: Raw -739871.043785 + Penalty 2890.054040 = -736980.989746 nChanged 85 SP:Iteration 16Q (5096.880564 sec): 3 clusters Score: Raw -739927.115938 + Penalty 2890.054040 = -737037.061898 nChanged 84 SP:Iteration 17Q (5096.935857 sec): 3 clusters Score: Raw -739980.547853 + Penalty 2890.054040 = -737090.493814 nChanged 62 SP:Iteration 18Q (5097.006950 sec): 3 clusters Score: Raw -740011.999790 + Penalty 2890.054040 = -737121.945750 nChanged 44 SP:Iteration 19Q (5097.059773 sec): 3 clusters Score: Raw -740033.495608 + Penalty 2890.054040 = -737143.441568 nChanged 37 SP:Iteration 20F (5097.108916 sec): 3 clusters Score: Raw -740051.285153 + Penalty 2890.054040 = -737161.231113 nChanged 22 SP:Iteration 21Q (5097.161143 sec): 3 clusters Score: Raw -740059.688716 + Penalty 2890.054040 = -737169.634676 nChanged 20 SP:Iteration 22Q (5097.226357 sec): 3 clusters Score: Raw -740070.853874 + Penalty 2890.054040 = -737180.799834 nChanged 14 SP:Iteration 23Q (5097.271437 sec): 3 clusters Score: Raw -740076.982013 + Penalty 2890.054040 = -737186.927974 nChanged 23 SP:Iteration 24Q (5097.335580 sec): 3 clusters Score: Raw -740088.006681 + Penalty 2890.054040 = -737197.952641 nChanged 17 SP:Iteration 25Q (5097.392440 sec): 3 clusters Score: Raw -740095.375705 + Penalty 2890.054040 = -737205.321666 nChanged 14 SP:Iteration 26Q (5097.455409 sec): 3 clusters Score: Raw -740102.141868 + Penalty 2890.054040 = -737212.087829 nChanged 15 SP:Iteration 27Q (5097.496090 sec): 3 clusters Score: Raw -740108.522249 + Penalty 2890.054040 = -737218.468209 nChanged 9 SP:Iteration 28Q (5097.556506 sec): 3 clusters Score: Raw -740112.687491 + Penalty 2890.054040 = -737222.633452 nChanged 7 SP:Iteration 29Q (5097.601933 sec): 3 clusters Score: Raw -740115.067435 + Penalty 2890.054040 = -737225.013395 nChanged 9 SP:Iteration 30Q (5097.668487 sec): 3 clusters Score: Raw -740117.408390 + Penalty 2890.054040 = -737227.354350 nChanged 3 SP:Iteration 31Q (5097.727098 sec): 3 clusters Score: Raw -740118.669153 + Penalty 2890.054040 = -737228.615113 nChanged 2 SP:Iteration 32Q (5097.779763 sec): 3 clusters Score: Raw -740119.161828 + Penalty 2890.054040 = -737229.107788 nChanged 2 SP:Iteration 33Q (5097.834945 sec): 3 clusters Score: Raw -740119.640750 + Penalty 2890.054040 = -737229.586710 nChanged 0 SP:Iteration 34F (5097.893357 sec): 3 clusters Score: Raw -740119.640750 + Penalty 2890.054040 = -737229.586710 nChanged 0 Trying to split cluster 8 (9791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5097.919417 sec): 2 clusters Score: Raw -999163.578987 + Penalty 1493.248067 = -997670.330920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5097.990485 sec): 3 clusters Score: Raw -993615.915793 + Penalty 2986.496134 = -990629.419659 nChanged 4263 SP:Iteration 1F (5098.058200 sec): 3 clusters Score: Raw -995904.800954 + Penalty 2986.496134 = -992918.304820 nChanged 650 SP:Iteration 2F (5098.111373 sec): 3 clusters Score: Raw -996200.535492 + Penalty 2986.496134 = -993214.039357 nChanged 543 SP:Iteration 3F (5098.171337 sec): 3 clusters Score: Raw -996442.014655 + Penalty 2986.496134 = -993455.518521 nChanged 466 SP:Iteration 4Q (5098.241490 sec): 3 clusters Score: Raw -996680.551068 + Penalty 2986.496134 = -993694.054933 nChanged 451 SP:Iteration 5Q (5098.304053 sec): 3 clusters Score: Raw -996947.019018 + Penalty 2986.496134 = -993960.522884 nChanged 465 SP:Iteration 6Q (5098.364337 sec): 3 clusters Score: Raw -997267.310959 + Penalty 2986.496134 = -994280.814825 nChanged 476 SP:Iteration 7Q (5098.430433 sec): 3 clusters Score: Raw -997605.094732 + Penalty 2986.496134 = -994618.598597 nChanged 453 SP:Iteration 8Q (5098.496079 sec): 3 clusters Score: Raw -997967.464899 + Penalty 2986.496134 = -994980.968765 nChanged 411 SP:Iteration 9Q (5098.561031 sec): 3 clusters Score: Raw -998334.017000 + Penalty 2986.496134 = -995347.520866 nChanged 379 SP:Iteration 10Q (5098.621689 sec): 3 clusters Score: Raw -998706.978871 + Penalty 2986.496134 = -995720.482736 nChanged 293 SP:Iteration 11Q (5098.682540 sec): 3 clusters Score: Raw -999008.546368 + Penalty 2986.496134 = -996022.050233 nChanged 238 SP:Iteration 12Q (5098.746611 sec): 3 clusters Score: Raw -999223.725954 + Penalty 2986.496134 = -996237.229820 nChanged 183 SP:Iteration 13Q (5098.799678 sec): 3 clusters Score: Raw -999367.991015 + Penalty 2986.496134 = -996381.494880 nChanged 135 SP:Iteration 14Q (5098.868317 sec): 3 clusters Score: Raw -999465.748625 + Penalty 2986.496134 = -996479.252490 nChanged 112 SP:Iteration 15Q (5098.932537 sec): 3 clusters Score: Raw -999545.346041 + Penalty 2986.496134 = -996558.849907 nChanged 97 SP:Iteration 16Q (5098.992876 sec): 3 clusters Score: Raw -999624.223069 + Penalty 2986.496134 = -996637.726935 nChanged 90 SP:Iteration 17Q (5099.053437 sec): 3 clusters Score: Raw -999691.793778 + Penalty 2986.496134 = -996705.297643 nChanged 74 SP:Iteration 18Q (5099.115451 sec): 3 clusters Score: Raw -999743.347484 + Penalty 2986.496134 = -996756.851350 nChanged 56 SP:Iteration 19Q (5099.173917 sec): 3 clusters Score: Raw -999766.943056 + Penalty 2986.496134 = -996780.446922 nChanged 44 SP:Iteration 20F (5099.227274 sec): 3 clusters Score: Raw -999793.420391 + Penalty 2986.496134 = -996806.924257 nChanged 38 SP:Iteration 21Q (5099.290940 sec): 3 clusters Score: Raw -999811.726840 + Penalty 2986.496134 = -996825.230706 nChanged 26 SP:Iteration 22Q (5099.343335 sec): 3 clusters Score: Raw -999823.696542 + Penalty 2986.496134 = -996837.200407 nChanged 19 SP:Iteration 23Q (5099.403751 sec): 3 clusters Score: Raw -999832.212943 + Penalty 2986.496134 = -996845.716809 nChanged 19 SP:Iteration 24Q (5099.460710 sec): 3 clusters Score: Raw -999838.820069 + Penalty 2986.496134 = -996852.323935 nChanged 11 SP:Iteration 25Q (5099.516506 sec): 3 clusters Score: Raw -999841.958011 + Penalty 2986.496134 = -996855.461876 nChanged 6 SP:Iteration 26Q (5099.573806 sec): 3 clusters Score: Raw -999844.541833 + Penalty 2986.496134 = -996858.045699 nChanged 7 SP:Iteration 27Q (5099.634696 sec): 3 clusters Score: Raw -999847.993828 + Penalty 2986.496134 = -996861.497694 nChanged 11 SP:Iteration 28Q (5099.698809 sec): 3 clusters Score: Raw -999851.877362 + Penalty 2986.496134 = -996865.381228 nChanged 9 SP:Iteration 29Q (5099.764437 sec): 3 clusters Score: Raw -999854.626976 + Penalty 2986.496134 = -996868.130842 nChanged 6 SP:Iteration 30Q (5099.823494 sec): 3 clusters Score: Raw -999856.748698 + Penalty 2986.496134 = -996870.252563 nChanged 3 SP:Iteration 31Q (5099.879051 sec): 3 clusters Score: Raw -999857.528850 + Penalty 2986.496134 = -996871.032716 nChanged 0 SP:Iteration 32F (5099.941443 sec): 3 clusters Score: Raw -999857.528850 + Penalty 2986.496134 = -996871.032716 nChanged 0 Trying to split cluster 9 (18965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5099.992778 sec): 2 clusters Score: Raw -1860327.502559 + Penalty 1600.681949 = -1858726.820610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5100.064097 sec): 3 clusters Score: Raw -1848883.808311 + Penalty 3201.363898 = -1845682.444413 nChanged 8521 SP:Iteration 1F (5100.147867 sec): 3 clusters Score: Raw -1853460.303029 + Penalty 3201.363898 = -1850258.939132 nChanged 912 SP:Iteration 2Q (5100.222750 sec): 3 clusters Score: Raw -1853789.908121 + Penalty 3201.363898 = -1850588.544223 nChanged 888 SP:Iteration 3Q (5100.318698 sec): 3 clusters Score: Raw -1854134.901389 + Penalty 3201.363898 = -1850933.537491 nChanged 916 SP:Iteration 4Q (5100.401999 sec): 3 clusters Score: Raw -1854501.608391 + Penalty 3201.363898 = -1851300.244493 nChanged 945 SP:Iteration 5Q (5100.475469 sec): 3 clusters Score: Raw -1854946.067621 + Penalty 3201.363898 = -1851744.703723 nChanged 1048 SP:Iteration 6F (5100.553637 sec): 3 clusters Score: Raw -1855548.401605 + Penalty 3201.363898 = -1852347.037708 nChanged 1198 SP:Iteration 7F (5100.618572 sec): 3 clusters Score: Raw -1856323.512256 + Penalty 3201.363898 = -1853122.148359 nChanged 1280 SP:Iteration 8F (5100.695453 sec): 3 clusters Score: Raw -1857319.394764 + Penalty 3201.363898 = -1854118.030867 nChanged 1284 SP:Iteration 9F (5100.782532 sec): 3 clusters Score: Raw -1858377.535395 + Penalty 3201.363898 = -1855176.171497 nChanged 998 SP:Iteration 10F (5100.844578 sec): 3 clusters Score: Raw -1859238.806687 + Penalty 3201.363898 = -1856037.442789 nChanged 648 SP:Iteration 11Q (5100.928603 sec): 3 clusters Score: Raw -1859786.920800 + Penalty 3201.363898 = -1856585.556903 nChanged 375 SP:Iteration 12Q (5101.003168 sec): 3 clusters Score: Raw -1860094.120749 + Penalty 3201.363898 = -1856892.756851 nChanged 184 SP:Iteration 13Q (5101.068405 sec): 3 clusters Score: Raw -1860247.809763 + Penalty 3201.363898 = -1857046.445865 nChanged 104 SP:Iteration 14Q (5101.143521 sec): 3 clusters Score: Raw -1860335.049691 + Penalty 3201.363898 = -1857133.685794 nChanged 59 SP:Iteration 15Q (5101.227117 sec): 3 clusters Score: Raw -1860398.892376 + Penalty 3201.363898 = -1857197.528478 nChanged 36 SP:Iteration 16Q (5101.303950 sec): 3 clusters Score: Raw -1860438.639478 + Penalty 3201.363898 = -1857237.275581 nChanged 27 SP:Iteration 17Q (5101.366554 sec): 3 clusters Score: Raw -1860471.644820 + Penalty 3201.363898 = -1857270.280922 nChanged 21 SP:Iteration 18Q (5101.444367 sec): 3 clusters Score: Raw -1860495.873534 + Penalty 3201.363898 = -1857294.509636 nChanged 16 SP:Iteration 19Q (5101.510990 sec): 3 clusters Score: Raw -1860512.948502 + Penalty 3201.363898 = -1857311.584605 nChanged 11 SP:Iteration 20F (5101.587429 sec): 3 clusters Score: Raw -1860522.496271 + Penalty 3201.363898 = -1857321.132374 nChanged 4 SP:Iteration 21Q (5101.669211 sec): 3 clusters Score: Raw -1860525.806961 + Penalty 3201.363898 = -1857324.443063 nChanged 2 SP:Iteration 22Q (5101.738198 sec): 3 clusters Score: Raw -1860527.040066 + Penalty 3201.363898 = -1857325.676169 nChanged 2 SP:Iteration 23Q (5101.812165 sec): 3 clusters Score: Raw -1860529.789420 + Penalty 3201.363898 = -1857328.425522 nChanged 0 SP:Iteration 24F (5101.889474 sec): 3 clusters Score: Raw -1860529.789420 + Penalty 3201.363898 = -1857328.425522 nChanged 0 Trying to split cluster 10 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5101.915992 sec): 2 clusters Score: Raw -16686.916107 + Penalty 892.622485 = -15794.293623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5101.951156 sec): 3 clusters Score: Raw -16824.919617 + Penalty 1785.244969 = -15039.674647 nChanged 48 SP:Iteration 1F (5102.009692 sec): 3 clusters Score: Raw -17046.721735 + Penalty 1785.244969 = -15261.476766 nChanged 13 SP:Iteration 2F (5102.052108 sec): 3 clusters Score: Raw -17104.943396 + Penalty 1785.244969 = -15319.698426 nChanged 4 SP:Iteration 3Q (5102.095965 sec): 3 clusters Score: Raw -17157.962820 + Penalty 1785.244969 = -15372.717851 nChanged 4 SP:Iteration 4Q (5102.144154 sec): 3 clusters Score: Raw -17195.655867 + Penalty 1785.244969 = -15410.410898 nChanged 6 SP:Iteration 5Q (5102.187251 sec): 3 clusters Score: Raw -17217.426435 + Penalty 1785.244969 = -15432.181466 nChanged 3 SP:Iteration 6Q (5102.224889 sec): 3 clusters Score: Raw -17224.682493 + Penalty 1785.244969 = -15439.437524 nChanged 1 SP:Iteration 7Q (5102.277748 sec): 3 clusters Score: Raw -17225.699359 + Penalty 1785.244969 = -15440.454390 nChanged 0 SP:Iteration 8F (5102.320098 sec): 3 clusters Score: Raw -17225.699359 + Penalty 1785.244969 = -15440.454390 nChanged 0 Trying to split cluster 11 (4481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5102.349924 sec): 2 clusters Score: Raw -434523.625879 + Penalty 1366.235246 = -433157.390633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5102.403980 sec): 3 clusters Score: Raw -432258.035198 + Penalty 2732.470492 = -429525.564706 nChanged 1762 SP:Iteration 1F (5102.469260 sec): 3 clusters Score: Raw -433283.889482 + Penalty 2732.470492 = -430551.418990 nChanged 366 SP:Iteration 2F (5102.521600 sec): 3 clusters Score: Raw -433507.234257 + Penalty 2732.470492 = -430774.763765 nChanged 257 SP:Iteration 3F (5102.561322 sec): 3 clusters Score: Raw -433652.899493 + Penalty 2732.470492 = -430920.429001 nChanged 193 SP:Iteration 4Q (5102.627776 sec): 3 clusters Score: Raw -433749.495603 + Penalty 2732.470492 = -431017.025110 nChanged 167 SP:Iteration 5Q (5102.670449 sec): 3 clusters Score: Raw -433836.702242 + Penalty 2732.470492 = -431104.231750 nChanged 139 SP:Iteration 6Q (5102.724554 sec): 3 clusters Score: Raw -433907.083329 + Penalty 2732.470492 = -431174.612836 nChanged 137 SP:Iteration 7Q (5102.781387 sec): 3 clusters Score: Raw -433981.400900 + Penalty 2732.470492 = -431248.930408 nChanged 121 SP:Iteration 8Q (5102.841993 sec): 3 clusters Score: Raw -434043.184350 + Penalty 2732.470492 = -431310.713858 nChanged 104 SP:Iteration 9Q (5102.897790 sec): 3 clusters Score: Raw -434085.751910 + Penalty 2732.470492 = -431353.281418 nChanged 83 SP:Iteration 10Q (5102.941219 sec): 3 clusters Score: Raw -434120.057296 + Penalty 2732.470492 = -431387.586804 nChanged 66 SP:Iteration 11Q (5103.001238 sec): 3 clusters Score: Raw -434145.370298 + Penalty 2732.470492 = -431412.899805 nChanged 64 SP:Iteration 12Q (5103.057277 sec): 3 clusters Score: Raw -434164.097689 + Penalty 2732.470492 = -431431.627197 nChanged 45 SP:Iteration 13Q (5103.099689 sec): 3 clusters Score: Raw -434178.268401 + Penalty 2732.470492 = -431445.797909 nChanged 44 SP:Iteration 14Q (5103.153178 sec): 3 clusters Score: Raw -434191.427284 + Penalty 2732.470492 = -431458.956792 nChanged 38 SP:Iteration 15Q (5103.215624 sec): 3 clusters Score: Raw -434204.486580 + Penalty 2732.470492 = -431472.016087 nChanged 42 SP:Iteration 16Q (5103.268759 sec): 3 clusters Score: Raw -434219.257583 + Penalty 2732.470492 = -431486.787090 nChanged 30 SP:Iteration 17Q (5103.309944 sec): 3 clusters Score: Raw -434227.964646 + Penalty 2732.470492 = -431495.494154 nChanged 19 SP:Iteration 18Q (5103.360919 sec): 3 clusters Score: Raw -434232.023602 + Penalty 2732.470492 = -431499.553110 nChanged 19 SP:Iteration 19Q (5103.420736 sec): 3 clusters Score: Raw -434237.629441 + Penalty 2732.470492 = -431505.158949 nChanged 24 SP:Iteration 20F (5103.471034 sec): 3 clusters Score: Raw -434243.888102 + Penalty 2732.470492 = -431511.417609 nChanged 20 SP:Iteration 21Q (5103.514157 sec): 3 clusters Score: Raw -434248.333000 + Penalty 2732.470492 = -431515.862508 nChanged 19 SP:Iteration 22Q (5103.565417 sec): 3 clusters Score: Raw -434253.819838 + Penalty 2732.470492 = -431521.349346 nChanged 20 SP:Iteration 23Q (5103.620155 sec): 3 clusters Score: Raw -434260.868587 + Penalty 2732.470492 = -431528.398095 nChanged 20 SP:Iteration 24Q (5103.665128 sec): 3 clusters Score: Raw -434265.528711 + Penalty 2732.470492 = -431533.058219 nChanged 12 SP:Iteration 25Q (5103.720093 sec): 3 clusters Score: Raw -434269.068219 + Penalty 2732.470492 = -431536.597727 nChanged 12 SP:Iteration 26Q (5103.768118 sec): 3 clusters Score: Raw -434272.396341 + Penalty 2732.470492 = -431539.925848 nChanged 8 SP:Iteration 27Q (5103.823379 sec): 3 clusters Score: Raw -434274.216460 + Penalty 2732.470492 = -431541.745968 nChanged 5 SP:Iteration 28Q (5103.876675 sec): 3 clusters Score: Raw -434275.422667 + Penalty 2732.470492 = -431542.952175 nChanged 7 SP:Iteration 29Q (5103.919662 sec): 3 clusters Score: Raw -434276.792825 + Penalty 2732.470492 = -431544.322333 nChanged 3 SP:Iteration 30Q (5103.981342 sec): 3 clusters Score: Raw -434277.172183 + Penalty 2732.470492 = -431544.701691 nChanged 3 SP:Iteration 31Q (5104.038557 sec): 3 clusters Score: Raw -434277.666765 + Penalty 2732.470492 = -431545.196273 nChanged 2 SP:Iteration 32Q (5104.093696 sec): 3 clusters Score: Raw -434277.880752 + Penalty 2732.470492 = -431545.410259 nChanged 1 SP:Iteration 33Q (5104.137357 sec): 3 clusters Score: Raw -434277.986641 + Penalty 2732.470492 = -431545.516149 nChanged 1 SP:Iteration 34Q (5104.193813 sec): 3 clusters Score: Raw -434278.353033 + Penalty 2732.470492 = -431545.882541 nChanged 1 SP:Iteration 35Q (5104.250308 sec): 3 clusters Score: Raw -434278.964844 + Penalty 2732.470492 = -431546.494352 nChanged 1 SP:Iteration 36Q (5104.302174 sec): 3 clusters Score: Raw -434279.194804 + Penalty 2732.470492 = -431546.724311 nChanged 3 SP:Iteration 37Q (5104.356612 sec): 3 clusters Score: Raw -434279.957635 + Penalty 2732.470492 = -431547.487143 nChanged 5 SP:Iteration 38Q (5104.412357 sec): 3 clusters Score: Raw -434281.851076 + Penalty 2732.470492 = -431549.380583 nChanged 11 SP:Iteration 39Q (5104.463370 sec): 3 clusters Score: Raw -434284.074091 + Penalty 2732.470492 = -431551.603599 nChanged 5 SP:Iteration 40F (5104.507113 sec): 3 clusters Score: Raw -434284.678982 + Penalty 2732.470492 = -431552.208489 nChanged 3 SP:Iteration 41Q (5104.561730 sec): 3 clusters Score: Raw -434285.105741 + Penalty 2732.470492 = -431552.635249 nChanged 1 SP:Iteration 42Q (5104.622739 sec): 3 clusters Score: Raw -434285.235811 + Penalty 2732.470492 = -431552.765319 nChanged 1 SP:Iteration 43Q (5104.674457 sec): 3 clusters Score: Raw -434285.414484 + Penalty 2732.470492 = -431552.943991 nChanged 0 SP:Iteration 44F (5104.734812 sec): 3 clusters Score: Raw -434285.414484 + Penalty 2732.470492 = -431552.943991 nChanged 0 Trying to split cluster 12 (34577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5104.802301 sec): 2 clusters Score: Raw -3634296.966413 + Penalty 1698.278400 = -3632598.688013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5104.906041 sec): 3 clusters Score: Raw -3612750.040311 + Penalty 3396.556800 = -3609353.483511 nChanged 16030 SP:Iteration 1F (5105.010359 sec): 3 clusters Score: Raw -3621867.380381 + Penalty 3396.556800 = -3618470.823581 nChanged 1675 SP:Iteration 2Q (5105.119125 sec): 3 clusters Score: Raw -3622477.518949 + Penalty 3396.556800 = -3619080.962149 nChanged 1700 SP:Iteration 3Q (5105.230589 sec): 3 clusters Score: Raw -3623152.811806 + Penalty 3396.556800 = -3619756.255006 nChanged 1778 SP:Iteration 4F (5105.344836 sec): 3 clusters Score: Raw -3623934.302597 + Penalty 3396.556800 = -3620537.745797 nChanged 1804 SP:Iteration 5F (5105.437908 sec): 3 clusters Score: Raw -3624806.265343 + Penalty 3396.556800 = -3621409.708543 nChanged 1866 SP:Iteration 6F (5105.539840 sec): 3 clusters Score: Raw -3625760.446822 + Penalty 3396.556800 = -3622363.890022 nChanged 1780 SP:Iteration 7F (5105.648185 sec): 3 clusters Score: Raw -3626730.008824 + Penalty 3396.556800 = -3623333.452024 nChanged 1690 SP:Iteration 8Q (5105.759604 sec): 3 clusters Score: Raw -3627666.175455 + Penalty 3396.556800 = -3624269.618655 nChanged 1526 SP:Iteration 9Q (5105.856114 sec): 3 clusters Score: Raw -3628555.953968 + Penalty 3396.556800 = -3625159.397168 nChanged 1375 SP:Iteration 10Q (5105.974014 sec): 3 clusters Score: Raw -3629425.248614 + Penalty 3396.556800 = -3626028.691814 nChanged 1199 SP:Iteration 11Q (5106.070732 sec): 3 clusters Score: Raw -3630295.753681 + Penalty 3396.556800 = -3626899.196881 nChanged 1100 SP:Iteration 12Q (5106.180425 sec): 3 clusters Score: Raw -3631092.537818 + Penalty 3396.556800 = -3627695.981018 nChanged 908 SP:Iteration 13Q (5106.287024 sec): 3 clusters Score: Raw -3631670.402393 + Penalty 3396.556800 = -3628273.845593 nChanged 722 SP:Iteration 14Q (5106.388867 sec): 3 clusters Score: Raw -3632056.666572 + Penalty 3396.556800 = -3628660.109772 nChanged 563 SP:Iteration 15Q (5106.482074 sec): 3 clusters Score: Raw -3632318.361304 + Penalty 3396.556800 = -3628921.804504 nChanged 465 SP:Iteration 16Q (5106.574140 sec): 3 clusters Score: Raw -3632516.719987 + Penalty 3396.556800 = -3629120.163187 nChanged 425 SP:Iteration 17Q (5106.686083 sec): 3 clusters Score: Raw -3632697.368115 + Penalty 3396.556800 = -3629300.811315 nChanged 401 SP:Iteration 18Q (5106.785584 sec): 3 clusters Score: Raw -3632857.159676 + Penalty 3396.556800 = -3629460.602875 nChanged 376 SP:Iteration 19Q (5106.878482 sec): 3 clusters Score: Raw -3632993.091669 + Penalty 3396.556800 = -3629596.534869 nChanged 335 SP:Iteration 20F (5106.982699 sec): 3 clusters Score: Raw -3633124.913238 + Penalty 3396.556800 = -3629728.356438 nChanged 312 SP:Iteration 21Q (5107.071290 sec): 3 clusters Score: Raw -3633243.562398 + Penalty 3396.556800 = -3629847.005598 nChanged 303 SP:Iteration 22Q (5107.165629 sec): 3 clusters Score: Raw -3633370.082988 + Penalty 3396.556800 = -3629973.526188 nChanged 306 SP:Iteration 23Q (5107.258188 sec): 3 clusters Score: Raw -3633505.484576 + Penalty 3396.556800 = -3630108.927776 nChanged 298 SP:Iteration 24Q (5107.344850 sec): 3 clusters Score: Raw -3633637.898727 + Penalty 3396.556800 = -3630241.341927 nChanged 294 SP:Iteration 25Q (5107.448976 sec): 3 clusters Score: Raw -3633770.533306 + Penalty 3396.556800 = -3630373.976506 nChanged 249 SP:Iteration 26Q (5107.547018 sec): 3 clusters Score: Raw -3633872.699495 + Penalty 3396.556800 = -3630476.142695 nChanged 219 SP:Iteration 27Q (5107.636081 sec): 3 clusters Score: Raw -3633962.224357 + Penalty 3396.556800 = -3630565.667557 nChanged 204 SP:Iteration 28Q (5107.734317 sec): 3 clusters Score: Raw -3634049.130525 + Penalty 3396.556800 = -3630652.573725 nChanged 176 SP:Iteration 29Q (5107.822198 sec): 3 clusters Score: Raw -3634120.256919 + Penalty 3396.556800 = -3630723.700119 nChanged 163 SP:Iteration 30Q (5107.902549 sec): 3 clusters Score: Raw -3634181.459610 + Penalty 3396.556800 = -3630784.902810 nChanged 126 SP:Iteration 31Q (5108.003042 sec): 3 clusters Score: Raw -3634230.948993 + Penalty 3396.556800 = -3630834.392193 nChanged 121 SP:Iteration 32Q (5108.089314 sec): 3 clusters Score: Raw -3634285.424194 + Penalty 3396.556800 = -3630888.867393 nChanged 133 SP:Iteration 33Q (5108.187974 sec): 3 clusters Score: Raw -3634344.448264 + Penalty 3396.556800 = -3630947.891464 nChanged 112 SP:Iteration 34Q (5108.282937 sec): 3 clusters Score: Raw -3634391.535621 + Penalty 3396.556800 = -3630994.978821 nChanged 86 SP:Iteration 35Q (5108.376832 sec): 3 clusters Score: Raw -3634427.595789 + Penalty 3396.556800 = -3631031.038989 nChanged 67 SP:Iteration 36Q (5108.468122 sec): 3 clusters Score: Raw -3634455.946472 + Penalty 3396.556800 = -3631059.389672 nChanged 59 SP:Iteration 37Q (5108.562215 sec): 3 clusters Score: Raw -3634480.411926 + Penalty 3396.556800 = -3631083.855126 nChanged 58 SP:Iteration 38Q (5108.657703 sec): 3 clusters Score: Raw -3634505.765816 + Penalty 3396.556800 = -3631109.209016 nChanged 56 SP:Iteration 39Q (5108.749982 sec): 3 clusters Score: Raw -3634526.977682 + Penalty 3396.556800 = -3631130.420882 nChanged 33 SP:Iteration 40F (5108.853564 sec): 3 clusters Score: Raw -3634540.109757 + Penalty 3396.556800 = -3631143.552957 nChanged 28 SP:Iteration 41Q (5108.947433 sec): 3 clusters Score: Raw -3634549.628131 + Penalty 3396.556800 = -3631153.071331 nChanged 27 SP:Iteration 42Q (5109.048583 sec): 3 clusters Score: Raw -3634559.909769 + Penalty 3396.556800 = -3631163.352969 nChanged 28 SP:Iteration 43Q (5109.137029 sec): 3 clusters Score: Raw -3634570.012557 + Penalty 3396.556800 = -3631173.455757 nChanged 19 SP:Iteration 44Q (5109.236680 sec): 3 clusters Score: Raw -3634576.622276 + Penalty 3396.556800 = -3631180.065476 nChanged 20 SP:Iteration 45Q (5109.325403 sec): 3 clusters Score: Raw -3634586.267778 + Penalty 3396.556800 = -3631189.710978 nChanged 24 SP:Iteration 46Q (5109.415067 sec): 3 clusters Score: Raw -3634596.431102 + Penalty 3396.556800 = -3631199.874302 nChanged 21 SP:Iteration 47Q (5109.518874 sec): 3 clusters Score: Raw -3634601.784196 + Penalty 3396.556800 = -3631205.227396 nChanged 10 SP:Iteration 48Q (5109.607999 sec): 3 clusters Score: Raw -3634605.359517 + Penalty 3396.556800 = -3631208.802717 nChanged 9 SP:Iteration 49Q (5109.700047 sec): 3 clusters Score: Raw -3634608.893298 + Penalty 3396.556800 = -3631212.336498 nChanged 13 SP:Iteration 50Q (5109.788255 sec): 3 clusters Score: Raw -3634615.247374 + Penalty 3396.556800 = -3631218.690574 nChanged 16 SP:Iteration 51Q (5109.872958 sec): 3 clusters Score: Raw -3634620.578477 + Penalty 3396.556800 = -3631224.021677 nChanged 11 SP:Iteration 52Q (5109.958773 sec): 3 clusters Score: Raw -3634623.981453 + Penalty 3396.556800 = -3631227.424653 nChanged 11 SP:Iteration 53Q (5110.041425 sec): 3 clusters Score: Raw -3634628.655913 + Penalty 3396.556800 = -3631232.099113 nChanged 8 SP:Iteration 54Q (5110.133597 sec): 3 clusters Score: Raw -3634631.577509 + Penalty 3396.556800 = -3631235.020709 nChanged 7 SP:Iteration 55Q (5110.217657 sec): 3 clusters Score: Raw -3634634.236119 + Penalty 3396.556800 = -3631237.679319 nChanged 11 SP:Iteration 56Q (5110.306790 sec): 3 clusters Score: Raw -3634639.704149 + Penalty 3396.556800 = -3631243.147348 nChanged 11 SP:Iteration 57Q (5110.401161 sec): 3 clusters Score: Raw -3634646.762488 + Penalty 3396.556800 = -3631250.205688 nChanged 13 SP:Iteration 58Q (5110.497600 sec): 3 clusters Score: Raw -3634652.520386 + Penalty 3396.556800 = -3631255.963586 nChanged 9 SP:Iteration 59Q (5110.573850 sec): 3 clusters Score: Raw -3634656.367247 + Penalty 3396.556800 = -3631259.810447 nChanged 5 SP:Iteration 60F (5110.679264 sec): 3 clusters Score: Raw -3634657.913995 + Penalty 3396.556800 = -3631261.357195 nChanged 3 SP:Iteration 61Q (5110.779730 sec): 3 clusters Score: Raw -3634659.131787 + Penalty 3396.556800 = -3631262.574987 nChanged 4 SP:Iteration 62Q (5110.871480 sec): 3 clusters Score: Raw -3634660.009680 + Penalty 3396.556800 = -3631263.452880 nChanged 3 SP:Iteration 63Q (5110.963461 sec): 3 clusters Score: Raw -3634661.131132 + Penalty 3396.556800 = -3631264.574332 nChanged 7 SP:Iteration 64Q (5111.046390 sec): 3 clusters Score: Raw -3634664.785592 + Penalty 3396.556800 = -3631268.228792 nChanged 9 SP:Iteration 65Q (5111.139766 sec): 3 clusters Score: Raw -3634667.720306 + Penalty 3396.556800 = -3631271.163506 nChanged 4 SP:Iteration 66Q (5111.235606 sec): 3 clusters Score: Raw -3634668.788393 + Penalty 3396.556800 = -3631272.231593 nChanged 2 SP:Iteration 67Q (5111.326025 sec): 3 clusters Score: Raw -3634669.481585 + Penalty 3396.556800 = -3631272.924785 nChanged 2 SP:Iteration 68Q (5111.418498 sec): 3 clusters Score: Raw -3634670.217309 + Penalty 3396.556800 = -3631273.660509 nChanged 2 SP:Iteration 69Q (5111.508473 sec): 3 clusters Score: Raw -3634671.128542 + Penalty 3396.556800 = -3631274.571742 nChanged 0 SP:Iteration 70F (5111.612581 sec): 3 clusters Score: Raw -3634671.128542 + Penalty 3396.556800 = -3631274.571742 nChanged 0 Trying to split cluster 13 (23778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5111.668999 sec): 2 clusters Score: Raw -2566737.378839 + Penalty 1637.433860 = -2565099.944979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5111.752881 sec): 3 clusters Score: Raw -2552351.685822 + Penalty 3274.867720 = -2549076.818102 nChanged 10699 SP:Iteration 1F (5111.842160 sec): 3 clusters Score: Raw -2558481.966226 + Penalty 3274.867720 = -2555207.098506 nChanged 1236 SP:Iteration 2F (5111.924793 sec): 3 clusters Score: Raw -2559044.297720 + Penalty 3274.867720 = -2555769.430000 nChanged 1242 SP:Iteration 3F (5112.007014 sec): 3 clusters Score: Raw -2559660.630715 + Penalty 3274.867720 = -2556385.762994 nChanged 1313 SP:Iteration 4F (5112.089814 sec): 3 clusters Score: Raw -2560429.148154 + Penalty 3274.867720 = -2557154.280434 nChanged 1478 SP:Iteration 5F (5112.172966 sec): 3 clusters Score: Raw -2561483.713335 + Penalty 3274.867720 = -2558208.845615 nChanged 1666 SP:Iteration 6F (5112.260627 sec): 3 clusters Score: Raw -2562841.966358 + Penalty 3274.867720 = -2559567.098638 nChanged 1616 SP:Iteration 7F (5112.344960 sec): 3 clusters Score: Raw -2564303.389063 + Penalty 3274.867720 = -2561028.521342 nChanged 1413 SP:Iteration 8F (5112.425973 sec): 3 clusters Score: Raw -2565643.053745 + Penalty 3274.867720 = -2562368.186025 nChanged 1064 SP:Iteration 9Q (5112.516694 sec): 3 clusters Score: Raw -2566535.630254 + Penalty 3274.867720 = -2563260.762534 nChanged 708 SP:Iteration 10Q (5112.605378 sec): 3 clusters Score: Raw -2566975.879018 + Penalty 3274.867720 = -2563701.011298 nChanged 449 SP:Iteration 11Q (5112.689197 sec): 3 clusters Score: Raw -2567214.890793 + Penalty 3274.867720 = -2563940.023073 nChanged 350 SP:Iteration 12Q (5112.769991 sec): 3 clusters Score: Raw -2567382.498508 + Penalty 3274.867720 = -2564107.630788 nChanged 255 SP:Iteration 13Q (5112.851497 sec): 3 clusters Score: Raw -2567471.511296 + Penalty 3274.867720 = -2564196.643575 nChanged 185 SP:Iteration 14Q (5112.934667 sec): 3 clusters Score: Raw -2567516.421713 + Penalty 3274.867720 = -2564241.553992 nChanged 141 SP:Iteration 15Q (5113.012377 sec): 3 clusters Score: Raw -2567546.161567 + Penalty 3274.867720 = -2564271.293846 nChanged 112 SP:Iteration 16Q (5113.084352 sec): 3 clusters Score: Raw -2567568.222222 + Penalty 3274.867720 = -2564293.354502 nChanged 89 SP:Iteration 17Q (5113.173632 sec): 3 clusters Score: Raw -2567584.155341 + Penalty 3274.867720 = -2564309.287620 nChanged 61 SP:Iteration 18Q (5113.260325 sec): 3 clusters Score: Raw -2567594.531523 + Penalty 3274.867720 = -2564319.663802 nChanged 57 SP:Iteration 19Q (5113.344430 sec): 3 clusters Score: Raw -2567604.926013 + Penalty 3274.867720 = -2564330.058293 nChanged 53 SP:Iteration 20F (5113.428998 sec): 3 clusters Score: Raw -2567614.088595 + Penalty 3274.867720 = -2564339.220875 nChanged 52 SP:Iteration 21Q (5113.513251 sec): 3 clusters Score: Raw -2567623.123134 + Penalty 3274.867720 = -2564348.255414 nChanged 57 SP:Iteration 22Q (5113.585977 sec): 3 clusters Score: Raw -2567633.431823 + Penalty 3274.867720 = -2564358.564103 nChanged 62 SP:Iteration 23Q (5113.665096 sec): 3 clusters Score: Raw -2567641.692224 + Penalty 3274.867720 = -2564366.824504 nChanged 49 SP:Iteration 24Q (5113.742841 sec): 3 clusters Score: Raw -2567648.825994 + Penalty 3274.867720 = -2564373.958274 nChanged 45 SP:Iteration 25Q (5113.823703 sec): 3 clusters Score: Raw -2567655.424805 + Penalty 3274.867720 = -2564380.557085 nChanged 45 SP:Iteration 26Q (5113.906245 sec): 3 clusters Score: Raw -2567661.520763 + Penalty 3274.867720 = -2564386.653043 nChanged 45 SP:Iteration 27Q (5113.990211 sec): 3 clusters Score: Raw -2567667.478629 + Penalty 3274.867720 = -2564392.610909 nChanged 40 SP:Iteration 28Q (5114.080169 sec): 3 clusters Score: Raw -2567672.612330 + Penalty 3274.867720 = -2564397.744610 nChanged 34 SP:Iteration 29Q (5114.160781 sec): 3 clusters Score: Raw -2567675.787549 + Penalty 3274.867720 = -2564400.919829 nChanged 26 SP:Iteration 30Q (5114.239729 sec): 3 clusters Score: Raw -2567678.834338 + Penalty 3274.867720 = -2564403.966617 nChanged 31 SP:Iteration 31Q (5114.317037 sec): 3 clusters Score: Raw -2567682.336451 + Penalty 3274.867720 = -2564407.468731 nChanged 25 SP:Iteration 32Q (5114.400449 sec): 3 clusters Score: Raw -2567684.792553 + Penalty 3274.867720 = -2564409.924833 nChanged 25 SP:Iteration 33Q (5114.478309 sec): 3 clusters Score: Raw -2567687.125127 + Penalty 3274.867720 = -2564412.257407 nChanged 19 SP:Iteration 34Q (5114.549318 sec): 3 clusters Score: Raw -2567688.751791 + Penalty 3274.867720 = -2564413.884070 nChanged 19 SP:Iteration 35Q (5114.635238 sec): 3 clusters Score: Raw -2567690.624788 + Penalty 3274.867720 = -2564415.757068 nChanged 21 SP:Iteration 36Q (5114.712694 sec): 3 clusters Score: Raw -2567692.587823 + Penalty 3274.867720 = -2564417.720103 nChanged 18 SP:Iteration 37Q (5114.789903 sec): 3 clusters Score: Raw -2567694.344741 + Penalty 3274.867720 = -2564419.477021 nChanged 17 SP:Iteration 38Q (5114.869594 sec): 3 clusters Score: Raw -2567696.011177 + Penalty 3274.867720 = -2564421.143457 nChanged 16 SP:Iteration 39Q (5114.958832 sec): 3 clusters Score: Raw -2567697.616133 + Penalty 3274.867720 = -2564422.748413 nChanged 16 SP:Iteration 40F (5115.034519 sec): 3 clusters Score: Raw -2567698.784266 + Penalty 3274.867720 = -2564423.916546 nChanged 10 SP:Iteration 41Q (5115.124383 sec): 3 clusters Score: Raw -2567699.361659 + Penalty 3274.867720 = -2564424.493939 nChanged 10 SP:Iteration 42Q (5115.203644 sec): 3 clusters Score: Raw -2567700.523895 + Penalty 3274.867720 = -2564425.656175 nChanged 19 SP:Iteration 43Q (5115.284541 sec): 3 clusters Score: Raw -2567703.118270 + Penalty 3274.867720 = -2564428.250550 nChanged 16 SP:Iteration 44Q (5115.365267 sec): 3 clusters Score: Raw -2567705.057616 + Penalty 3274.867720 = -2564430.189896 nChanged 20 SP:Iteration 45Q (5115.447061 sec): 3 clusters Score: Raw -2567706.563291 + Penalty 3274.867720 = -2564431.695571 nChanged 15 SP:Iteration 46Q (5115.525933 sec): 3 clusters Score: Raw -2567707.695379 + Penalty 3274.867720 = -2564432.827659 nChanged 11 SP:Iteration 47Q (5115.611739 sec): 3 clusters Score: Raw -2567708.936766 + Penalty 3274.867720 = -2564434.069046 nChanged 14 SP:Iteration 48Q (5115.693534 sec): 3 clusters Score: Raw -2567710.562539 + Penalty 3274.867720 = -2564435.694818 nChanged 11 SP:Iteration 49Q (5115.775638 sec): 3 clusters Score: Raw -2567711.440989 + Penalty 3274.867720 = -2564436.573269 nChanged 8 SP:Iteration 50Q (5115.852505 sec): 3 clusters Score: Raw -2567712.128097 + Penalty 3274.867720 = -2564437.260377 nChanged 9 SP:Iteration 51Q (5115.938692 sec): 3 clusters Score: Raw -2567712.657395 + Penalty 3274.867720 = -2564437.789675 nChanged 8 SP:Iteration 52Q (5116.019225 sec): 3 clusters Score: Raw -2567713.111439 + Penalty 3274.867720 = -2564438.243719 nChanged 7 SP:Iteration 53Q (5116.089423 sec): 3 clusters Score: Raw -2567713.541597 + Penalty 3274.867720 = -2564438.673876 nChanged 8 SP:Iteration 54Q (5116.178078 sec): 3 clusters Score: Raw -2567714.188731 + Penalty 3274.867720 = -2564439.321011 nChanged 9 SP:Iteration 55Q (5116.244002 sec): 3 clusters Score: Raw -2567714.790544 + Penalty 3274.867720 = -2564439.922824 nChanged 7 SP:Iteration 56Q (5116.333002 sec): 3 clusters Score: Raw -2567715.260514 + Penalty 3274.867720 = -2564440.392794 nChanged 6 SP:Iteration 57Q (5116.410147 sec): 3 clusters Score: Raw -2567715.662730 + Penalty 3274.867720 = -2564440.795010 nChanged 4 SP:Iteration 58Q (5116.491865 sec): 3 clusters Score: Raw -2567716.052799 + Penalty 3274.867720 = -2564441.185079 nChanged 2 SP:Iteration 59Q (5116.570815 sec): 3 clusters Score: Raw -2567716.221333 + Penalty 3274.867720 = -2564441.353612 nChanged 4 SP:Iteration 60F (5116.649959 sec): 3 clusters Score: Raw -2567716.319639 + Penalty 3274.867720 = -2564441.451919 nChanged 0 Trying to split cluster 14 (3950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5116.687142 sec): 2 clusters Score: Raw -379672.567171 + Penalty 1345.739014 = -378326.828157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5116.740760 sec): 3 clusters Score: Raw -377692.112754 + Penalty 2691.478029 = -375000.634725 nChanged 1545 SP:Iteration 1F (5116.784256 sec): 3 clusters Score: Raw -378688.186284 + Penalty 2691.478029 = -375996.708256 nChanged 376 SP:Iteration 2F (5116.838915 sec): 3 clusters Score: Raw -379069.564358 + Penalty 2691.478029 = -376378.086329 nChanged 355 SP:Iteration 3F (5116.896951 sec): 3 clusters Score: Raw -379403.424546 + Penalty 2691.478029 = -376711.946517 nChanged 317 SP:Iteration 4F (5116.939706 sec): 3 clusters Score: Raw -379683.639648 + Penalty 2691.478029 = -376992.161619 nChanged 240 SP:Iteration 5F (5117.002481 sec): 3 clusters Score: Raw -379869.377545 + Penalty 2691.478029 = -377177.899516 nChanged 169 SP:Iteration 6Q (5117.057427 sec): 3 clusters Score: Raw -379997.549159 + Penalty 2691.478029 = -377306.071130 nChanged 139 SP:Iteration 7Q (5117.099625 sec): 3 clusters Score: Raw -380104.929762 + Penalty 2691.478029 = -377413.451733 nChanged 104 SP:Iteration 8Q (5117.153529 sec): 3 clusters Score: Raw -380183.556070 + Penalty 2691.478029 = -377492.078041 nChanged 85 SP:Iteration 9Q (5117.218189 sec): 3 clusters Score: Raw -380242.272486 + Penalty 2691.478029 = -377550.794458 nChanged 66 SP:Iteration 10Q (5117.258106 sec): 3 clusters Score: Raw -380279.562778 + Penalty 2691.478029 = -377588.084749 nChanged 47 SP:Iteration 11Q (5117.310033 sec): 3 clusters Score: Raw -380308.745878 + Penalty 2691.478029 = -377617.267849 nChanged 33 SP:Iteration 12Q (5117.365008 sec): 3 clusters Score: Raw -380326.608868 + Penalty 2691.478029 = -377635.130839 nChanged 21 SP:Iteration 13Q (5117.423704 sec): 3 clusters Score: Raw -380337.225236 + Penalty 2691.478029 = -377645.747207 nChanged 17 SP:Iteration 14Q (5117.464914 sec): 3 clusters Score: Raw -380344.320991 + Penalty 2691.478029 = -377652.842962 nChanged 20 SP:Iteration 15Q (5117.530321 sec): 3 clusters Score: Raw -380353.444192 + Penalty 2691.478029 = -377661.966163 nChanged 15 SP:Iteration 16Q (5117.576956 sec): 3 clusters Score: Raw -380358.860339 + Penalty 2691.478029 = -377667.382310 nChanged 10 SP:Iteration 17Q (5117.635348 sec): 3 clusters Score: Raw -380362.769916 + Penalty 2691.478029 = -377671.291887 nChanged 16 SP:Iteration 18Q (5117.679972 sec): 3 clusters Score: Raw -380368.876897 + Penalty 2691.478029 = -377677.398868 nChanged 14 SP:Iteration 19Q (5117.720439 sec): 3 clusters Score: Raw -380375.056275 + Penalty 2691.478029 = -377683.578246 nChanged 9 SP:Iteration 20F (5117.767510 sec): 3 clusters Score: Raw -380379.441287 + Penalty 2691.478029 = -377687.963258 nChanged 9 SP:Iteration 21Q (5117.824791 sec): 3 clusters Score: Raw -380383.008685 + Penalty 2691.478029 = -377691.530656 nChanged 6 SP:Iteration 22Q (5117.870198 sec): 3 clusters Score: Raw -380385.715474 + Penalty 2691.478029 = -377694.237445 nChanged 4 SP:Iteration 23Q (5117.923279 sec): 3 clusters Score: Raw -380387.058125 + Penalty 2691.478029 = -377695.580096 nChanged 8 SP:Iteration 24Q (5117.973635 sec): 3 clusters Score: Raw -380391.625448 + Penalty 2691.478029 = -377700.147419 nChanged 7 SP:Iteration 25Q (5118.019205 sec): 3 clusters Score: Raw -380393.888071 + Penalty 2691.478029 = -377702.410042 nChanged 6 SP:Iteration 26Q (5118.083271 sec): 3 clusters Score: Raw -380396.224513 + Penalty 2691.478029 = -377704.746484 nChanged 5 SP:Iteration 27Q (5118.134699 sec): 3 clusters Score: Raw -380398.803485 + Penalty 2691.478029 = -377707.325456 nChanged 7 SP:Iteration 28Q (5118.189442 sec): 3 clusters Score: Raw -380403.013855 + Penalty 2691.478029 = -377711.535826 nChanged 6 SP:Iteration 29Q (5118.242420 sec): 3 clusters Score: Raw -380405.888781 + Penalty 2691.478029 = -377714.410752 nChanged 8 SP:Iteration 30Q (5118.297591 sec): 3 clusters Score: Raw -380409.153785 + Penalty 2691.478029 = -377717.675756 nChanged 3 SP:Iteration 31Q (5118.355801 sec): 3 clusters Score: Raw -380409.807084 + Penalty 2691.478029 = -377718.329055 nChanged 1 SP:Iteration 32Q (5118.402641 sec): 3 clusters Score: Raw -380410.174942 + Penalty 2691.478029 = -377718.696913 nChanged 1 SP:Iteration 33Q (5118.453293 sec): 3 clusters Score: Raw -380410.347104 + Penalty 2691.478029 = -377718.869075 nChanged 1 SP:Iteration 34Q (5118.519686 sec): 3 clusters Score: Raw -380410.926520 + Penalty 2691.478029 = -377719.448491 nChanged 0 SP:Iteration 35F (5118.563299 sec): 3 clusters Score: Raw -380410.926520 + Penalty 2691.478029 = -377719.448491 nChanged 0 Trying to split cluster 15 (1931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5118.596106 sec): 2 clusters Score: Raw -171371.424298 + Penalty 1229.441408 = -170141.982890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5118.637250 sec): 3 clusters Score: Raw -170577.768717 + Penalty 2458.882817 = -168118.885900 nChanged 700 SP:Iteration 1F (5118.697675 sec): 3 clusters Score: Raw -171172.281468 + Penalty 2458.882817 = -168713.398651 nChanged 177 SP:Iteration 2F (5118.746410 sec): 3 clusters Score: Raw -171382.588768 + Penalty 2458.882817 = -168923.705951 nChanged 127 SP:Iteration 3F (5118.791185 sec): 3 clusters Score: Raw -171548.363695 + Penalty 2458.882817 = -169089.480878 nChanged 114 SP:Iteration 4F (5118.832516 sec): 3 clusters Score: Raw -171729.968212 + Penalty 2458.882817 = -169271.085396 nChanged 97 SP:Iteration 5F (5118.881937 sec): 3 clusters Score: Raw -171876.256118 + Penalty 2458.882817 = -169417.373301 nChanged 83 SP:Iteration 6Q (5118.932352 sec): 3 clusters Score: Raw -171969.474489 + Penalty 2458.882817 = -169510.591673 nChanged 52 SP:Iteration 7Q (5118.972531 sec): 3 clusters Score: Raw -172023.636094 + Penalty 2458.882817 = -169564.753277 nChanged 31 SP:Iteration 8Q (5119.018986 sec): 3 clusters Score: Raw -172057.940132 + Penalty 2458.882817 = -169599.057315 nChanged 33 SP:Iteration 9Q (5119.070972 sec): 3 clusters Score: Raw -172081.371231 + Penalty 2458.882817 = -169622.488415 nChanged 22 SP:Iteration 10Q (5119.112552 sec): 3 clusters Score: Raw -172098.986639 + Penalty 2458.882817 = -169640.103822 nChanged 23 SP:Iteration 11Q (5119.161606 sec): 3 clusters Score: Raw -172118.851267 + Penalty 2458.882817 = -169659.968450 nChanged 19 SP:Iteration 12Q (5119.207485 sec): 3 clusters Score: Raw -172136.187327 + Penalty 2458.882817 = -169677.304510 nChanged 17 SP:Iteration 13Q (5119.251245 sec): 3 clusters Score: Raw -172148.682311 + Penalty 2458.882817 = -169689.799494 nChanged 18 SP:Iteration 14Q (5119.297300 sec): 3 clusters Score: Raw -172162.719763 + Penalty 2458.882817 = -169703.836946 nChanged 14 SP:Iteration 15Q (5119.328766 sec): 3 clusters Score: Raw -172176.060393 + Penalty 2458.882817 = -169717.177576 nChanged 14 SP:Iteration 16Q (5119.383617 sec): 3 clusters Score: Raw -172185.462688 + Penalty 2458.882817 = -169726.579872 nChanged 11 SP:Iteration 17Q (5119.439352 sec): 3 clusters Score: Raw -172192.564133 + Penalty 2458.882817 = -169733.681316 nChanged 6 SP:Iteration 18Q (5119.488004 sec): 3 clusters Score: Raw -172195.038676 + Penalty 2458.882817 = -169736.155859 nChanged 6 SP:Iteration 19Q (5119.534083 sec): 3 clusters Score: Raw -172197.856242 + Penalty 2458.882817 = -169738.973425 nChanged 3 SP:Iteration 20F (5119.587604 sec): 3 clusters Score: Raw -172199.056800 + Penalty 2458.882817 = -169740.173983 nChanged 1 SP:Iteration 21Q (5119.639704 sec): 3 clusters Score: Raw -172199.270741 + Penalty 2458.882817 = -169740.387924 nChanged 0 SP:Iteration 22F (5119.690147 sec): 3 clusters Score: Raw -172199.270741 + Penalty 2458.882817 = -169740.387924 nChanged 0 Trying to split cluster 16 (1430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5119.713069 sec): 2 clusters Score: Raw -162898.980556 + Penalty 1180.632330 = -161718.348226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5119.765565 sec): 3 clusters Score: Raw -162361.839920 + Penalty 2361.264660 = -160000.575260 nChanged 462 SP:Iteration 1F (5119.811336 sec): 3 clusters Score: Raw -162694.058395 + Penalty 2361.264660 = -160332.793735 nChanged 123 SP:Iteration 2F (5119.858235 sec): 3 clusters Score: Raw -162805.613727 + Penalty 2361.264660 = -160444.349066 nChanged 58 SP:Iteration 3Q (5119.899954 sec): 3 clusters Score: Raw -162853.525262 + Penalty 2361.264660 = -160492.260602 nChanged 55 SP:Iteration 4Q (5119.941021 sec): 3 clusters Score: Raw -162904.017307 + Penalty 2361.264660 = -160542.752647 nChanged 39 SP:Iteration 5Q (5119.992557 sec): 3 clusters Score: Raw -162935.966537 + Penalty 2361.264660 = -160574.701877 nChanged 26 SP:Iteration 6Q (5120.031207 sec): 3 clusters Score: Raw -162957.402957 + Penalty 2361.264660 = -160596.138297 nChanged 23 SP:Iteration 7Q (5120.076785 sec): 3 clusters Score: Raw -162976.113393 + Penalty 2361.264660 = -160614.848733 nChanged 20 SP:Iteration 8Q (5120.132379 sec): 3 clusters Score: Raw -162990.766714 + Penalty 2361.264660 = -160629.502054 nChanged 20 SP:Iteration 9Q (5120.173786 sec): 3 clusters Score: Raw -163005.987524 + Penalty 2361.264660 = -160644.722864 nChanged 14 SP:Iteration 10Q (5120.227577 sec): 3 clusters Score: Raw -163016.331531 + Penalty 2361.264660 = -160655.066871 nChanged 10 SP:Iteration 11Q (5120.271699 sec): 3 clusters Score: Raw -163026.647805 + Penalty 2361.264660 = -160665.383145 nChanged 11 SP:Iteration 12Q (5120.311799 sec): 3 clusters Score: Raw -163034.042780 + Penalty 2361.264660 = -160672.778120 nChanged 14 SP:Iteration 13Q (5120.345340 sec): 3 clusters Score: Raw -163043.031895 + Penalty 2361.264660 = -160681.767235 nChanged 12 SP:Iteration 14Q (5120.401424 sec): 3 clusters Score: Raw -163052.869470 + Penalty 2361.264660 = -160691.604810 nChanged 17 SP:Iteration 15Q (5120.442659 sec): 3 clusters Score: Raw -163065.198787 + Penalty 2361.264660 = -160703.934127 nChanged 14 SP:Iteration 16Q (5120.488500 sec): 3 clusters Score: Raw -163078.353304 + Penalty 2361.264660 = -160717.088643 nChanged 6 SP:Iteration 17Q (5120.546749 sec): 3 clusters Score: Raw -163083.802095 + Penalty 2361.264660 = -160722.537435 nChanged 6 SP:Iteration 18Q (5120.598011 sec): 3 clusters Score: Raw -163088.061041 + Penalty 2361.264660 = -160726.796381 nChanged 7 SP:Iteration 19Q (5120.637261 sec): 3 clusters Score: Raw -163094.955951 + Penalty 2361.264660 = -160733.691291 nChanged 8 SP:Iteration 20F (5120.686844 sec): 3 clusters Score: Raw -163099.660215 + Penalty 2361.264660 = -160738.395555 nChanged 5 SP:Iteration 21Q (5120.733629 sec): 3 clusters Score: Raw -163103.807647 + Penalty 2361.264660 = -160742.542987 nChanged 2 SP:Iteration 22Q (5120.780566 sec): 3 clusters Score: Raw -163104.630057 + Penalty 2361.264660 = -160743.365397 nChanged 2 SP:Iteration 23Q (5120.830551 sec): 3 clusters Score: Raw -163106.639911 + Penalty 2361.264660 = -160745.375251 nChanged 2 SP:Iteration 24Q (5120.878160 sec): 3 clusters Score: Raw -163107.521467 + Penalty 2361.264660 = -160746.256807 nChanged 0 SP:Iteration 25F (5120.920028 sec): 3 clusters Score: Raw -163107.521467 + Penalty 2361.264660 = -160746.256807 nChanged 0 Trying to split cluster 17 (1074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5120.946661 sec): 2 clusters Score: Raw -107432.977005 + Penalty 1134.111107 = -106298.865898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5120.998107 sec): 3 clusters Score: Raw -107055.164622 + Penalty 2268.222214 = -104786.942408 nChanged 344 SP:Iteration 1F (5121.052322 sec): 3 clusters Score: Raw -107334.114786 + Penalty 2268.222214 = -105065.892572 nChanged 84 SP:Iteration 2F (5121.097766 sec): 3 clusters Score: Raw -107407.846759 + Penalty 2268.222214 = -105139.624545 nChanged 52 SP:Iteration 3Q (5121.133153 sec): 3 clusters Score: Raw -107460.429085 + Penalty 2268.222214 = -105192.206870 nChanged 42 SP:Iteration 4Q (5121.183032 sec): 3 clusters Score: Raw -107498.130418 + Penalty 2268.222214 = -105229.908204 nChanged 22 SP:Iteration 5Q (5121.228796 sec): 3 clusters Score: Raw -107519.106374 + Penalty 2268.222214 = -105250.884160 nChanged 14 SP:Iteration 6Q (5121.273445 sec): 3 clusters Score: Raw -107532.934816 + Penalty 2268.222214 = -105264.712601 nChanged 12 SP:Iteration 7Q (5121.313536 sec): 3 clusters Score: Raw -107540.004262 + Penalty 2268.222214 = -105271.782047 nChanged 9 SP:Iteration 8Q (5121.369419 sec): 3 clusters Score: Raw -107550.242280 + Penalty 2268.222214 = -105282.020066 nChanged 11 SP:Iteration 9Q (5121.419413 sec): 3 clusters Score: Raw -107563.198286 + Penalty 2268.222214 = -105294.976072 nChanged 9 SP:Iteration 10Q (5121.459090 sec): 3 clusters Score: Raw -107571.793998 + Penalty 2268.222214 = -105303.571784 nChanged 5 SP:Iteration 11Q (5121.512860 sec): 3 clusters Score: Raw -107574.727914 + Penalty 2268.222214 = -105306.505699 nChanged 4 SP:Iteration 12Q (5121.556993 sec): 3 clusters Score: Raw -107578.215747 + Penalty 2268.222214 = -105309.993532 nChanged 9 SP:Iteration 13Q (5121.593123 sec): 3 clusters Score: Raw -107583.490974 + Penalty 2268.222214 = -105315.268760 nChanged 5 SP:Iteration 14Q (5121.645399 sec): 3 clusters Score: Raw -107586.658990 + Penalty 2268.222214 = -105318.436776 nChanged 5 SP:Iteration 15Q (5121.696312 sec): 3 clusters Score: Raw -107591.923597 + Penalty 2268.222214 = -105323.701382 nChanged 10 SP:Iteration 16Q (5121.740018 sec): 3 clusters Score: Raw -107598.384125 + Penalty 2268.222214 = -105330.161911 nChanged 4 SP:Iteration 17Q (5121.793804 sec): 3 clusters Score: Raw -107602.952196 + Penalty 2268.222214 = -105334.729982 nChanged 5 SP:Iteration 18Q (5121.845655 sec): 3 clusters Score: Raw -107607.804743 + Penalty 2268.222214 = -105339.582529 nChanged 7 SP:Iteration 19Q (5121.888973 sec): 3 clusters Score: Raw -107611.459175 + Penalty 2268.222214 = -105343.236961 nChanged 3 SP:Iteration 20F (5121.936957 sec): 3 clusters Score: Raw -107616.224461 + Penalty 2268.222214 = -105348.002247 nChanged 5 SP:Iteration 21Q (5121.981432 sec): 3 clusters Score: Raw -107618.392002 + Penalty 2268.222214 = -105350.169788 nChanged 4 SP:Iteration 22Q (5122.024597 sec): 3 clusters Score: Raw -107621.784433 + Penalty 2268.222214 = -105353.562219 nChanged 2 SP:Iteration 23Q (5122.062788 sec): 3 clusters Score: Raw -107623.652271 + Penalty 2268.222214 = -105355.430057 nChanged 4 SP:Iteration 24Q (5122.118078 sec): 3 clusters Score: Raw -107625.404902 + Penalty 2268.222214 = -105357.182687 nChanged 0 SP:Iteration 25F (5122.151093 sec): 3 clusters Score: Raw -107625.404902 + Penalty 2268.222214 = -105357.182687 nChanged 0 Trying to split cluster 18 (59644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5122.252536 sec): 2 clusters Score: Raw -6209946.183311 + Penalty 1786.874186 = -6208159.309125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5122.402842 sec): 3 clusters Score: Raw -6171977.993372 + Penalty 3573.748372 = -6168404.245000 nChanged 28202 SP:Iteration 1F (5122.543121 sec): 3 clusters Score: Raw -6188296.067857 + Penalty 3573.748372 = -6184722.319485 nChanged 2748 SP:Iteration 2Q (5122.693846 sec): 3 clusters Score: Raw -6189444.812045 + Penalty 3573.748372 = -6185871.063673 nChanged 3344 SP:Iteration 3F (5122.839862 sec): 3 clusters Score: Raw -6191309.604564 + Penalty 3573.748372 = -6187735.856192 nChanged 4044 SP:Iteration 4F (5122.991100 sec): 3 clusters Score: Raw -6194211.948344 + Penalty 3573.748372 = -6190638.199973 nChanged 4398 SP:Iteration 5F (5123.141204 sec): 3 clusters Score: Raw -6197756.056127 + Penalty 3573.748372 = -6194182.307755 nChanged 4040 SP:Iteration 6F (5123.281797 sec): 3 clusters Score: Raw -6201015.900522 + Penalty 3573.748372 = -6197442.152151 nChanged 3335 SP:Iteration 7F (5123.425384 sec): 3 clusters Score: Raw -6203472.946820 + Penalty 3573.748372 = -6199899.198448 nChanged 2570 SP:Iteration 8Q (5123.572780 sec): 3 clusters Score: Raw -6205239.627327 + Penalty 3573.748372 = -6201665.878955 nChanged 1904 SP:Iteration 9Q (5123.722237 sec): 3 clusters Score: Raw -6206396.045337 + Penalty 3573.748372 = -6202822.296965 nChanged 1438 SP:Iteration 10Q (5123.863011 sec): 3 clusters Score: Raw -6207183.512425 + Penalty 3573.748372 = -6203609.764054 nChanged 1115 SP:Iteration 11Q (5123.989134 sec): 3 clusters Score: Raw -6207747.301317 + Penalty 3573.748372 = -6204173.552945 nChanged 989 SP:Iteration 12Q (5124.127379 sec): 3 clusters Score: Raw -6208274.700014 + Penalty 3573.748372 = -6204700.951643 nChanged 864 SP:Iteration 13Q (5124.262766 sec): 3 clusters Score: Raw -6208715.347831 + Penalty 3573.748372 = -6205141.599460 nChanged 737 SP:Iteration 14Q (5124.389085 sec): 3 clusters Score: Raw -6209088.986823 + Penalty 3573.748372 = -6205515.238451 nChanged 612 SP:Iteration 15Q (5124.506125 sec): 3 clusters Score: Raw -6209399.381409 + Penalty 3573.748372 = -6205825.633038 nChanged 487 SP:Iteration 16Q (5124.644389 sec): 3 clusters Score: Raw -6209649.894671 + Penalty 3573.748372 = -6206076.146299 nChanged 397 SP:Iteration 17Q (5124.790981 sec): 3 clusters Score: Raw -6209852.518180 + Penalty 3573.748372 = -6206278.769809 nChanged 334 SP:Iteration 18Q (5124.918629 sec): 3 clusters Score: Raw -6210021.031267 + Penalty 3573.748372 = -6206447.282895 nChanged 278 SP:Iteration 19Q (5125.045755 sec): 3 clusters Score: Raw -6210180.658084 + Penalty 3573.748372 = -6206606.909712 nChanged 237 SP:Iteration 20F (5125.190853 sec): 3 clusters Score: Raw -6210329.187978 + Penalty 3573.748372 = -6206755.439607 nChanged 204 SP:Iteration 21Q (5125.311318 sec): 3 clusters Score: Raw -6210456.602664 + Penalty 3573.748372 = -6206882.854292 nChanged 182 SP:Iteration 22Q (5125.439945 sec): 3 clusters Score: Raw -6210556.701761 + Penalty 3573.748372 = -6206982.953389 nChanged 144 SP:Iteration 23Q (5125.557222 sec): 3 clusters Score: Raw -6210620.720382 + Penalty 3573.748372 = -6207046.972011 nChanged 114 SP:Iteration 24Q (5125.687513 sec): 3 clusters Score: Raw -6210659.496930 + Penalty 3573.748372 = -6207085.748559 nChanged 95 SP:Iteration 25Q (5125.814094 sec): 3 clusters Score: Raw -6210686.331206 + Penalty 3573.748372 = -6207112.582834 nChanged 72 SP:Iteration 26Q (5125.941295 sec): 3 clusters Score: Raw -6210707.367242 + Penalty 3573.748372 = -6207133.618871 nChanged 59 SP:Iteration 27Q (5126.070432 sec): 3 clusters Score: Raw -6210724.130752 + Penalty 3573.748372 = -6207150.382381 nChanged 49 SP:Iteration 28Q (5126.183508 sec): 3 clusters Score: Raw -6210736.889063 + Penalty 3573.748372 = -6207163.140691 nChanged 40 SP:Iteration 29Q (5126.315686 sec): 3 clusters Score: Raw -6210745.433362 + Penalty 3573.748372 = -6207171.684991 nChanged 40 SP:Iteration 30Q (5126.441523 sec): 3 clusters Score: Raw -6210758.002996 + Penalty 3573.748372 = -6207184.254625 nChanged 50 SP:Iteration 31Q (5126.572866 sec): 3 clusters Score: Raw -6210770.225737 + Penalty 3573.748372 = -6207196.477365 nChanged 38 SP:Iteration 32Q (5126.695749 sec): 3 clusters Score: Raw -6210779.955848 + Penalty 3573.748372 = -6207206.207476 nChanged 44 SP:Iteration 33Q (5126.816667 sec): 3 clusters Score: Raw -6210790.316426 + Penalty 3573.748372 = -6207216.568054 nChanged 32 SP:Iteration 34Q (5126.955324 sec): 3 clusters Score: Raw -6210796.439371 + Penalty 3573.748372 = -6207222.690999 nChanged 34 SP:Iteration 35Q (5127.080394 sec): 3 clusters Score: Raw -6210804.244675 + Penalty 3573.748372 = -6207230.496303 nChanged 29 SP:Iteration 36Q (5127.211043 sec): 3 clusters Score: Raw -6210810.924066 + Penalty 3573.748372 = -6207237.175694 nChanged 31 SP:Iteration 37Q (5127.337779 sec): 3 clusters Score: Raw -6210817.987784 + Penalty 3573.748372 = -6207244.239412 nChanged 33 SP:Iteration 38Q (5127.460675 sec): 3 clusters Score: Raw -6210824.496324 + Penalty 3573.748372 = -6207250.747953 nChanged 30 SP:Iteration 39Q (5127.585712 sec): 3 clusters Score: Raw -6210830.383311 + Penalty 3573.748372 = -6207256.634939 nChanged 33 SP:Iteration 40F (5127.719572 sec): 3 clusters Score: Raw -6210836.756588 + Penalty 3573.748372 = -6207263.008216 nChanged 33 SP:Iteration 41Q (5127.847121 sec): 3 clusters Score: Raw -6210845.073590 + Penalty 3573.748372 = -6207271.325218 nChanged 35 SP:Iteration 42Q (5127.970961 sec): 3 clusters Score: Raw -6210853.785554 + Penalty 3573.748372 = -6207280.037183 nChanged 37 SP:Iteration 43Q (5128.102750 sec): 3 clusters Score: Raw -6210863.703568 + Penalty 3573.748372 = -6207289.955197 nChanged 39 SP:Iteration 44Q (5128.232790 sec): 3 clusters Score: Raw -6210872.397206 + Penalty 3573.748372 = -6207298.648834 nChanged 40 SP:Iteration 45Q (5128.357499 sec): 3 clusters Score: Raw -6210883.170933 + Penalty 3573.748372 = -6207309.422562 nChanged 53 SP:Iteration 46Q (5128.484229 sec): 3 clusters Score: Raw -6210897.076484 + Penalty 3573.748372 = -6207323.328112 nChanged 64 SP:Iteration 47Q (5128.606172 sec): 3 clusters Score: Raw -6210912.169435 + Penalty 3573.748372 = -6207338.421063 nChanged 45 SP:Iteration 48Q (5128.728993 sec): 3 clusters Score: Raw -6210923.079633 + Penalty 3573.748372 = -6207349.331261 nChanged 51 SP:Iteration 49Q (5128.853255 sec): 3 clusters Score: Raw -6210932.936935 + Penalty 3573.748372 = -6207359.188563 nChanged 41 SP:Iteration 50Q (5128.974933 sec): 3 clusters Score: Raw -6210940.437460 + Penalty 3573.748372 = -6207366.689088 nChanged 36 SP:Iteration 51Q (5129.087674 sec): 3 clusters Score: Raw -6210947.329050 + Penalty 3573.748372 = -6207373.580679 nChanged 43 SP:Iteration 52Q (5129.219226 sec): 3 clusters Score: Raw -6210956.074747 + Penalty 3573.748372 = -6207382.326375 nChanged 46 SP:Iteration 53Q (5129.350726 sec): 3 clusters Score: Raw -6210967.870998 + Penalty 3573.748372 = -6207394.122626 nChanged 50 SP:Iteration 54Q (5129.486938 sec): 3 clusters Score: Raw -6210980.859076 + Penalty 3573.748372 = -6207407.110704 nChanged 68 SP:Iteration 55Q (5129.611851 sec): 3 clusters Score: Raw -6210999.058731 + Penalty 3573.748372 = -6207425.310359 nChanged 70 SP:Iteration 56Q (5129.737682 sec): 3 clusters Score: Raw -6211016.133939 + Penalty 3573.748372 = -6207442.385568 nChanged 73 SP:Iteration 57Q (5129.862837 sec): 3 clusters Score: Raw -6211034.198685 + Penalty 3573.748372 = -6207460.450314 nChanged 81 SP:Iteration 58Q (5129.973964 sec): 3 clusters Score: Raw -6211054.695633 + Penalty 3573.748372 = -6207480.947262 nChanged 76 SP:Iteration 59Q (5130.096997 sec): 3 clusters Score: Raw -6211073.328756 + Penalty 3573.748372 = -6207499.580385 nChanged 73 SP:Iteration 60F (5130.236722 sec): 3 clusters Score: Raw -6211092.858670 + Penalty 3573.748372 = -6207519.110298 nChanged 75 SP:Iteration 61Q (5130.354503 sec): 3 clusters Score: Raw -6211112.169192 + Penalty 3573.748372 = -6207538.420821 nChanged 76 SP:Iteration 62Q (5130.491449 sec): 3 clusters Score: Raw -6211128.325355 + Penalty 3573.748372 = -6207554.576983 nChanged 55 SP:Iteration 63Q (5130.622961 sec): 3 clusters Score: Raw -6211140.004797 + Penalty 3573.748372 = -6207566.256426 nChanged 64 SP:Iteration 64Q (5130.746604 sec): 3 clusters Score: Raw -6211155.237318 + Penalty 3573.748372 = -6207581.488946 nChanged 71 SP:Iteration 65Q (5130.876816 sec): 3 clusters Score: Raw -6211168.254680 + Penalty 3573.748372 = -6207594.506309 nChanged 68 SP:Iteration 66Q (5130.995481 sec): 3 clusters Score: Raw -6211177.372022 + Penalty 3573.748372 = -6207603.623650 nChanged 45 SP:Iteration 67Q (5131.123780 sec): 3 clusters Score: Raw -6211184.081602 + Penalty 3573.748372 = -6207610.333231 nChanged 48 SP:Iteration 68Q (5131.262134 sec): 3 clusters Score: Raw -6211192.283747 + Penalty 3573.748372 = -6207618.535375 nChanged 52 SP:Iteration 69Q (5131.386611 sec): 3 clusters Score: Raw -6211200.873369 + Penalty 3573.748372 = -6207627.124998 nChanged 42 SP:Iteration 70Q (5131.529865 sec): 3 clusters Score: Raw -6211207.134372 + Penalty 3573.748372 = -6207633.386000 nChanged 43 SP:Iteration 71Q (5131.647665 sec): 3 clusters Score: Raw -6211214.081885 + Penalty 3573.748372 = -6207640.333513 nChanged 50 SP:Iteration 72Q (5131.772380 sec): 3 clusters Score: Raw -6211222.938569 + Penalty 3573.748372 = -6207649.190197 nChanged 52 SP:Iteration 73Q (5131.897158 sec): 3 clusters Score: Raw -6211231.334442 + Penalty 3573.748372 = -6207657.586070 nChanged 46 SP:Iteration 74Q (5132.028682 sec): 3 clusters Score: Raw -6211238.542319 + Penalty 3573.748372 = -6207664.793947 nChanged 58 SP:Iteration 75Q (5132.151282 sec): 3 clusters Score: Raw -6211248.993274 + Penalty 3573.748372 = -6207675.244902 nChanged 51 SP:Iteration 76Q (5132.276248 sec): 3 clusters Score: Raw -6211256.250600 + Penalty 3573.748372 = -6207682.502228 nChanged 56 SP:Iteration 77Q (5132.414805 sec): 3 clusters Score: Raw -6211262.666259 + Penalty 3573.748372 = -6207688.917888 nChanged 30 SP:Iteration 78Q (5132.543319 sec): 3 clusters Score: Raw -6211266.417648 + Penalty 3573.748372 = -6207692.669276 nChanged 31 SP:Iteration 79Q (5132.669837 sec): 3 clusters Score: Raw -6211271.466242 + Penalty 3573.748372 = -6207697.717871 nChanged 44 SP:Iteration 80F (5132.804159 sec): 3 clusters Score: Raw -6211278.200361 + Penalty 3573.748372 = -6207704.451990 nChanged 47 SP:Iteration 81Q (5132.945345 sec): 3 clusters Score: Raw -6211284.587786 + Penalty 3573.748372 = -6207710.839414 nChanged 37 SP:Iteration 82Q (5133.070282 sec): 3 clusters Score: Raw -6211290.122410 + Penalty 3573.748372 = -6207716.374038 nChanged 52 SP:Iteration 83Q (5133.196069 sec): 3 clusters Score: Raw -6211298.774578 + Penalty 3573.748372 = -6207725.026206 nChanged 52 SP:Iteration 84Q (5133.328764 sec): 3 clusters Score: Raw -6211305.342657 + Penalty 3573.748372 = -6207731.594286 nChanged 50 SP:Iteration 85Q (5133.454559 sec): 3 clusters Score: Raw -6211311.383769 + Penalty 3573.748372 = -6207737.635398 nChanged 36 SP:Iteration 86Q (5133.580145 sec): 3 clusters Score: Raw -6211315.767420 + Penalty 3573.748372 = -6207742.019048 nChanged 42 SP:Iteration 87Q (5133.706998 sec): 3 clusters Score: Raw -6211321.156965 + Penalty 3573.748372 = -6207747.408593 nChanged 40 SP:Iteration 88Q (5133.836301 sec): 3 clusters Score: Raw -6211326.789762 + Penalty 3573.748372 = -6207753.041390 nChanged 44 SP:Iteration 89Q (5133.958567 sec): 3 clusters Score: Raw -6211332.804045 + Penalty 3573.748372 = -6207759.055673 nChanged 42 SP:Iteration 90Q (5134.093814 sec): 3 clusters Score: Raw -6211339.554486 + Penalty 3573.748372 = -6207765.806114 nChanged 51 SP:Iteration 91Q (5134.206634 sec): 3 clusters Score: Raw -6211345.725255 + Penalty 3573.748372 = -6207771.976883 nChanged 36 SP:Iteration 92Q (5134.342601 sec): 3 clusters Score: Raw -6211349.372246 + Penalty 3573.748372 = -6207775.623875 nChanged 30 SP:Iteration 93Q (5134.473835 sec): 3 clusters Score: Raw -6211352.557763 + Penalty 3573.748372 = -6207778.809392 nChanged 35 SP:Iteration 94Q (5134.596004 sec): 3 clusters Score: Raw -6211356.510237 + Penalty 3573.748372 = -6207782.761865 nChanged 33 SP:Iteration 95Q (5134.722951 sec): 3 clusters Score: Raw -6211360.442507 + Penalty 3573.748372 = -6207786.694135 nChanged 45 SP:Iteration 96Q (5134.855263 sec): 3 clusters Score: Raw -6211365.270549 + Penalty 3573.748372 = -6207791.522178 nChanged 42 SP:Iteration 97Q (5134.987642 sec): 3 clusters Score: Raw -6211370.729502 + Penalty 3573.748372 = -6207796.981130 nChanged 44 SP:Iteration 98Q (5135.103096 sec): 3 clusters Score: Raw -6211377.055825 + Penalty 3573.748372 = -6207803.307453 nChanged 43 SP:Iteration 99Q (5135.229902 sec): 3 clusters Score: Raw -6211382.037044 + Penalty 3573.748372 = -6207808.288673 nChanged 46 SP:Iteration 100F (5135.365726 sec): 3 clusters Score: Raw -6211386.847426 + Penalty 3573.748372 = -6207813.099054 nChanged 46 SP:Iteration 101Q (5135.493165 sec): 3 clusters Score: Raw -6211390.617108 + Penalty 3573.748372 = -6207816.868736 nChanged 42 SP:Iteration 102Q (5135.616013 sec): 3 clusters Score: Raw -6211395.031340 + Penalty 3573.748372 = -6207821.282969 nChanged 42 SP:Iteration 103Q (5135.756890 sec): 3 clusters Score: Raw -6211399.896187 + Penalty 3573.748372 = -6207826.147816 nChanged 45 SP:Iteration 104Q (5135.879286 sec): 3 clusters Score: Raw -6211405.034804 + Penalty 3573.748372 = -6207831.286432 nChanged 49 SP:Iteration 105Q (5136.001534 sec): 3 clusters Score: Raw -6211410.336506 + Penalty 3573.748372 = -6207836.588134 nChanged 39 SP:Iteration 106Q (5136.122984 sec): 3 clusters Score: Raw -6211414.566528 + Penalty 3573.748372 = -6207840.818156 nChanged 46 SP:Iteration 107Q (5136.243415 sec): 3 clusters Score: Raw -6211418.596710 + Penalty 3573.748372 = -6207844.848338 nChanged 32 SP:Iteration 108Q (5136.375791 sec): 3 clusters Score: Raw -6211421.234803 + Penalty 3573.748372 = -6207847.486432 nChanged 26 SP:Iteration 109Q (5136.494453 sec): 3 clusters Score: Raw -6211424.647479 + Penalty 3573.748372 = -6207850.899107 nChanged 30 SP:Iteration 110Q (5136.626727 sec): 3 clusters Score: Raw -6211427.426447 + Penalty 3573.748372 = -6207853.678075 nChanged 32 SP:Iteration 111Q (5136.758926 sec): 3 clusters Score: Raw -6211429.876645 + Penalty 3573.748372 = -6207856.128274 nChanged 28 SP:Iteration 112Q (5136.882419 sec): 3 clusters Score: Raw -6211432.301393 + Penalty 3573.748372 = -6207858.553022 nChanged 21 SP:Iteration 113Q (5137.011623 sec): 3 clusters Score: Raw -6211433.719944 + Penalty 3573.748372 = -6207859.971572 nChanged 20 SP:Iteration 114Q (5137.132281 sec): 3 clusters Score: Raw -6211434.941021 + Penalty 3573.748372 = -6207861.192649 nChanged 16 SP:Iteration 115Q (5137.275087 sec): 3 clusters Score: Raw -6211436.180612 + Penalty 3573.748372 = -6207862.432241 nChanged 21 SP:Iteration 116Q (5137.403373 sec): 3 clusters Score: Raw -6211437.506930 + Penalty 3573.748372 = -6207863.758558 nChanged 15 SP:Iteration 117Q (5137.535495 sec): 3 clusters Score: Raw -6211438.483361 + Penalty 3573.748372 = -6207864.734989 nChanged 11 SP:Iteration 118Q (5137.653259 sec): 3 clusters Score: Raw -6211439.235805 + Penalty 3573.748372 = -6207865.487433 nChanged 12 SP:Iteration 119Q (5137.787858 sec): 3 clusters Score: Raw -6211440.342385 + Penalty 3573.748372 = -6207866.594014 nChanged 10 SP:Iteration 120F (5137.924932 sec): 3 clusters Score: Raw -6211441.194089 + Penalty 3573.748372 = -6207867.445718 nChanged 11 SP:Iteration 121Q (5138.051851 sec): 3 clusters Score: Raw -6211441.936960 + Penalty 3573.748372 = -6207868.188588 nChanged 10 SP:Iteration 122Q (5138.182136 sec): 3 clusters Score: Raw -6211442.573901 + Penalty 3573.748372 = -6207868.825529 nChanged 7 SP:Iteration 123Q (5138.311816 sec): 3 clusters Score: Raw -6211442.994969 + Penalty 3573.748372 = -6207869.246597 nChanged 7 SP:Iteration 124Q (5138.433979 sec): 3 clusters Score: Raw -6211443.342852 + Penalty 3573.748372 = -6207869.594480 nChanged 4 SP:Iteration 125Q (5138.558507 sec): 3 clusters Score: Raw -6211443.611211 + Penalty 3573.748372 = -6207869.862840 nChanged 0 SP:Iteration 126F (5138.695753 sec): 3 clusters Score: Raw -6211443.611211 + Penalty 3573.748372 = -6207869.862840 nChanged 0 Trying to split cluster 19 (3814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5138.734666 sec): 2 clusters Score: Raw -402873.372117 + Penalty 1340.045490 = -401533.326626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5138.778427 sec): 3 clusters Score: Raw -401005.560092 + Penalty 2680.090981 = -398325.469112 nChanged 1509 SP:Iteration 1F (5138.835940 sec): 3 clusters Score: Raw -401882.387571 + Penalty 2680.090981 = -399202.296591 nChanged 292 SP:Iteration 2F (5138.884864 sec): 3 clusters Score: Raw -402056.363543 + Penalty 2680.090981 = -399376.272563 nChanged 190 SP:Iteration 3Q (5138.945395 sec): 3 clusters Score: Raw -402185.429148 + Penalty 2680.090981 = -399505.338168 nChanged 188 SP:Iteration 4Q (5138.997656 sec): 3 clusters Score: Raw -402334.402285 + Penalty 2680.090981 = -399654.311304 nChanged 190 SP:Iteration 5Q (5139.047987 sec): 3 clusters Score: Raw -402472.457852 + Penalty 2680.090981 = -399792.366871 nChanged 189 SP:Iteration 6Q (5139.093550 sec): 3 clusters Score: Raw -402635.560228 + Penalty 2680.090981 = -399955.469248 nChanged 177 SP:Iteration 7Q (5139.144545 sec): 3 clusters Score: Raw -402785.858623 + Penalty 2680.090981 = -400105.767642 nChanged 166 SP:Iteration 8Q (5139.196109 sec): 3 clusters Score: Raw -402931.598705 + Penalty 2680.090981 = -400251.507724 nChanged 140 SP:Iteration 9Q (5139.248455 sec): 3 clusters Score: Raw -403049.498679 + Penalty 2680.090981 = -400369.407699 nChanged 111 SP:Iteration 10Q (5139.307647 sec): 3 clusters Score: Raw -403136.871021 + Penalty 2680.090981 = -400456.780041 nChanged 84 SP:Iteration 11Q (5139.367608 sec): 3 clusters Score: Raw -403220.491760 + Penalty 2680.090981 = -400540.400780 nChanged 74 SP:Iteration 12Q (5139.415842 sec): 3 clusters Score: Raw -403291.340332 + Penalty 2680.090981 = -400611.249351 nChanged 52 SP:Iteration 13Q (5139.466014 sec): 3 clusters Score: Raw -403331.403422 + Penalty 2680.090981 = -400651.312441 nChanged 40 SP:Iteration 14Q (5139.515980 sec): 3 clusters Score: Raw -403356.847547 + Penalty 2680.090981 = -400676.756567 nChanged 21 SP:Iteration 15Q (5139.573465 sec): 3 clusters Score: Raw -403369.324812 + Penalty 2680.090981 = -400689.233832 nChanged 22 SP:Iteration 16Q (5139.618530 sec): 3 clusters Score: Raw -403386.181024 + Penalty 2680.090981 = -400706.090044 nChanged 18 SP:Iteration 17Q (5139.673578 sec): 3 clusters Score: Raw -403397.056110 + Penalty 2680.090981 = -400716.965129 nChanged 10 SP:Iteration 18Q (5139.723542 sec): 3 clusters Score: Raw -403402.919471 + Penalty 2680.090981 = -400722.828490 nChanged 8 SP:Iteration 19Q (5139.763372 sec): 3 clusters Score: Raw -403406.093148 + Penalty 2680.090981 = -400726.002168 nChanged 4 SP:Iteration 20F (5139.809534 sec): 3 clusters Score: Raw -403409.151411 + Penalty 2680.090981 = -400729.060431 nChanged 7 SP:Iteration 21Q (5139.866641 sec): 3 clusters Score: Raw -403413.650974 + Penalty 2680.090981 = -400733.559993 nChanged 5 SP:Iteration 22Q (5139.914902 sec): 3 clusters Score: Raw -403416.958733 + Penalty 2680.090981 = -400736.867753 nChanged 3 SP:Iteration 23Q (5139.963207 sec): 3 clusters Score: Raw -403418.197968 + Penalty 2680.090981 = -400738.106988 nChanged 2 SP:Iteration 24Q (5140.008139 sec): 3 clusters Score: Raw -403419.400099 + Penalty 2680.090981 = -400739.309119 nChanged 4 SP:Iteration 25Q (5140.063100 sec): 3 clusters Score: Raw -403420.867900 + Penalty 2680.090981 = -400740.776920 nChanged 5 SP:Iteration 26Q (5140.119613 sec): 3 clusters Score: Raw -403423.790859 + Penalty 2680.090981 = -400743.699878 nChanged 3 SP:Iteration 27Q (5140.168267 sec): 3 clusters Score: Raw -403426.229421 + Penalty 2680.090981 = -400746.138440 nChanged 4 SP:Iteration 28Q (5140.216912 sec): 3 clusters Score: Raw -403427.871773 + Penalty 2680.090981 = -400747.780793 nChanged 6 SP:Iteration 29Q (5140.274779 sec): 3 clusters Score: Raw -403433.162834 + Penalty 2680.090981 = -400753.071854 nChanged 9 SP:Iteration 30Q (5140.325271 sec): 3 clusters Score: Raw -403441.812617 + Penalty 2680.090981 = -400761.721636 nChanged 8 SP:Iteration 31Q (5140.377106 sec): 3 clusters Score: Raw -403450.422509 + Penalty 2680.090981 = -400770.331528 nChanged 9 SP:Iteration 32Q (5140.425663 sec): 3 clusters Score: Raw -403456.031988 + Penalty 2680.090981 = -400775.941008 nChanged 4 SP:Iteration 33Q (5140.479720 sec): 3 clusters Score: Raw -403458.071769 + Penalty 2680.090981 = -400777.980789 nChanged 2 SP:Iteration 34Q (5140.523641 sec): 3 clusters Score: Raw -403458.829244 + Penalty 2680.090981 = -400778.738263 nChanged 1 SP:Iteration 35Q (5140.578671 sec): 3 clusters Score: Raw -403459.158133 + Penalty 2680.090981 = -400779.067152 nChanged 0 SP:Iteration 36F (5140.627327 sec): 3 clusters Score: Raw -403459.158133 + Penalty 2680.090981 = -400779.067152 nChanged 0 Trying to split cluster 20 (8004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5140.670865 sec): 2 clusters Score: Raw -822963.235169 + Penalty 1460.500713 = -821502.734456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5140.715142 sec): 3 clusters Score: Raw -818574.773298 + Penalty 2921.001426 = -815653.771872 nChanged 3412 SP:Iteration 1F (5140.772405 sec): 3 clusters Score: Raw -820779.174775 + Penalty 2921.001426 = -817858.173349 nChanged 712 SP:Iteration 2F (5140.840782 sec): 3 clusters Score: Raw -821469.480222 + Penalty 2921.001426 = -818548.478796 nChanged 713 SP:Iteration 3F (5140.897857 sec): 3 clusters Score: Raw -822188.176845 + Penalty 2921.001426 = -819267.175419 nChanged 658 SP:Iteration 4F (5140.958891 sec): 3 clusters Score: Raw -822828.099233 + Penalty 2921.001426 = -819907.097807 nChanged 572 SP:Iteration 5F (5141.017878 sec): 3 clusters Score: Raw -823334.946098 + Penalty 2921.001426 = -820413.944672 nChanged 440 SP:Iteration 6F (5141.065774 sec): 3 clusters Score: Raw -823681.686708 + Penalty 2921.001426 = -820760.685282 nChanged 319 SP:Iteration 7Q (5141.136096 sec): 3 clusters Score: Raw -823894.737973 + Penalty 2921.001426 = -820973.736547 nChanged 210 SP:Iteration 8Q (5141.184176 sec): 3 clusters Score: Raw -824010.698835 + Penalty 2921.001426 = -821089.697409 nChanged 139 SP:Iteration 9Q (5141.248338 sec): 3 clusters Score: Raw -824077.722874 + Penalty 2921.001426 = -821156.721448 nChanged 86 SP:Iteration 10Q (5141.301369 sec): 3 clusters Score: Raw -824116.520264 + Penalty 2921.001426 = -821195.518838 nChanged 70 SP:Iteration 11Q (5141.364953 sec): 3 clusters Score: Raw -824148.515912 + Penalty 2921.001426 = -821227.514486 nChanged 67 SP:Iteration 12Q (5141.419250 sec): 3 clusters Score: Raw -824178.221080 + Penalty 2921.001426 = -821257.219654 nChanged 43 SP:Iteration 13Q (5141.473020 sec): 3 clusters Score: Raw -824192.085925 + Penalty 2921.001426 = -821271.084499 nChanged 38 SP:Iteration 14Q (5141.530947 sec): 3 clusters Score: Raw -824206.508127 + Penalty 2921.001426 = -821285.506701 nChanged 39 SP:Iteration 15Q (5141.596905 sec): 3 clusters Score: Raw -824221.357096 + Penalty 2921.001426 = -821300.355670 nChanged 28 SP:Iteration 16Q (5141.656238 sec): 3 clusters Score: Raw -824231.913200 + Penalty 2921.001426 = -821310.911773 nChanged 24 SP:Iteration 17Q (5141.703503 sec): 3 clusters Score: Raw -824241.230555 + Penalty 2921.001426 = -821320.229129 nChanged 17 SP:Iteration 18Q (5141.762994 sec): 3 clusters Score: Raw -824246.512677 + Penalty 2921.001426 = -821325.511251 nChanged 5 SP:Iteration 19Q (5141.819207 sec): 3 clusters Score: Raw -824247.618503 + Penalty 2921.001426 = -821326.617077 nChanged 3 SP:Iteration 20F (5141.886565 sec): 3 clusters Score: Raw -824248.290657 + Penalty 2921.001426 = -821327.289231 nChanged 2 SP:Iteration 21Q (5141.947950 sec): 3 clusters Score: Raw -824249.111955 + Penalty 2921.001426 = -821328.110529 nChanged 3 SP:Iteration 22Q (5142.005419 sec): 3 clusters Score: Raw -824249.874091 + Penalty 2921.001426 = -821328.872665 nChanged 4 SP:Iteration 23Q (5142.055247 sec): 3 clusters Score: Raw -824250.757788 + Penalty 2921.001426 = -821329.756362 nChanged 1 SP:Iteration 24Q (5142.120950 sec): 3 clusters Score: Raw -824250.961568 + Penalty 2921.001426 = -821329.960142 nChanged 0 SP:Iteration 25F (5142.173763 sec): 3 clusters Score: Raw -824250.961568 + Penalty 2921.001426 = -821329.960142 nChanged 0 Trying to split cluster 21 (5044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5142.210706 sec): 2 clusters Score: Raw -539891.656686 + Penalty 1385.467638 = -538506.189048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5142.268049 sec): 3 clusters Score: Raw -537256.569167 + Penalty 2770.935277 = -534485.633891 nChanged 2043 SP:Iteration 1F (5142.312446 sec): 3 clusters Score: Raw -538371.345421 + Penalty 2770.935277 = -535600.410144 nChanged 370 SP:Iteration 2F (5142.369258 sec): 3 clusters Score: Raw -538549.629362 + Penalty 2770.935277 = -535778.694085 nChanged 256 SP:Iteration 3F (5142.417834 sec): 3 clusters Score: Raw -538678.284161 + Penalty 2770.935277 = -535907.348885 nChanged 212 SP:Iteration 4Q (5142.472547 sec): 3 clusters Score: Raw -538795.899450 + Penalty 2770.935277 = -536024.964174 nChanged 199 SP:Iteration 5Q (5142.522680 sec): 3 clusters Score: Raw -538894.723641 + Penalty 2770.935277 = -536123.788364 nChanged 176 SP:Iteration 6Q (5142.581789 sec): 3 clusters Score: Raw -538981.514486 + Penalty 2770.935277 = -536210.579210 nChanged 166 SP:Iteration 7Q (5142.634958 sec): 3 clusters Score: Raw -539078.365300 + Penalty 2770.935277 = -536307.430024 nChanged 178 SP:Iteration 8Q (5142.689809 sec): 3 clusters Score: Raw -539176.069828 + Penalty 2770.935277 = -536405.134551 nChanged 162 SP:Iteration 9Q (5142.741691 sec): 3 clusters Score: Raw -539268.903337 + Penalty 2770.935277 = -536497.968060 nChanged 159 SP:Iteration 10Q (5142.804979 sec): 3 clusters Score: Raw -539361.768381 + Penalty 2770.935277 = -536590.833104 nChanged 161 SP:Iteration 11Q (5142.852073 sec): 3 clusters Score: Raw -539475.056235 + Penalty 2770.935277 = -536704.120958 nChanged 167 SP:Iteration 12Q (5142.912381 sec): 3 clusters Score: Raw -539582.852720 + Penalty 2770.935277 = -536811.917443 nChanged 139 SP:Iteration 13Q (5142.976398 sec): 3 clusters Score: Raw -539676.365394 + Penalty 2770.935277 = -536905.430117 nChanged 96 SP:Iteration 14Q (5143.020105 sec): 3 clusters Score: Raw -539741.975145 + Penalty 2770.935277 = -536971.039869 nChanged 86 SP:Iteration 15Q (5143.080937 sec): 3 clusters Score: Raw -539801.115972 + Penalty 2770.935277 = -537030.180696 nChanged 69 SP:Iteration 16Q (5143.136831 sec): 3 clusters Score: Raw -539841.761718 + Penalty 2770.935277 = -537070.826442 nChanged 54 SP:Iteration 17Q (5143.186562 sec): 3 clusters Score: Raw -539879.946641 + Penalty 2770.935277 = -537109.011364 nChanged 50 SP:Iteration 18Q (5143.244900 sec): 3 clusters Score: Raw -539914.315271 + Penalty 2770.935277 = -537143.379994 nChanged 53 SP:Iteration 19Q (5143.291247 sec): 3 clusters Score: Raw -539943.674042 + Penalty 2770.935277 = -537172.738765 nChanged 35 SP:Iteration 20F (5143.341656 sec): 3 clusters Score: Raw -539967.443965 + Penalty 2770.935277 = -537196.508689 nChanged 29 SP:Iteration 21Q (5143.402551 sec): 3 clusters Score: Raw -539984.992883 + Penalty 2770.935277 = -537214.057607 nChanged 21 SP:Iteration 22Q (5143.462073 sec): 3 clusters Score: Raw -539999.675079 + Penalty 2770.935277 = -537228.739803 nChanged 19 SP:Iteration 23Q (5143.506830 sec): 3 clusters Score: Raw -540011.230626 + Penalty 2770.935277 = -537240.295349 nChanged 19 SP:Iteration 24Q (5143.563804 sec): 3 clusters Score: Raw -540023.569934 + Penalty 2770.935277 = -537252.634658 nChanged 21 SP:Iteration 25Q (5143.608906 sec): 3 clusters Score: Raw -540035.641040 + Penalty 2770.935277 = -537264.705764 nChanged 19 SP:Iteration 26Q (5143.675371 sec): 3 clusters Score: Raw -540045.344534 + Penalty 2770.935277 = -537274.409257 nChanged 12 SP:Iteration 27Q (5143.722047 sec): 3 clusters Score: Raw -540051.874828 + Penalty 2770.935277 = -537280.939552 nChanged 7 SP:Iteration 28Q (5143.768649 sec): 3 clusters Score: Raw -540057.726476 + Penalty 2770.935277 = -537286.791200 nChanged 10 SP:Iteration 29Q (5143.830202 sec): 3 clusters Score: Raw -540063.405033 + Penalty 2770.935277 = -537292.469757 nChanged 8 SP:Iteration 30Q (5143.865849 sec): 3 clusters Score: Raw -540065.694219 + Penalty 2770.935277 = -537294.758943 nChanged 2 SP:Iteration 31Q (5143.927276 sec): 3 clusters Score: Raw -540067.183956 + Penalty 2770.935277 = -537296.248680 nChanged 3 SP:Iteration 32Q (5143.968456 sec): 3 clusters Score: Raw -540069.444320 + Penalty 2770.935277 = -537298.509044 nChanged 4 SP:Iteration 33Q (5144.018412 sec): 3 clusters Score: Raw -540071.925763 + Penalty 2770.935277 = -537300.990487 nChanged 3 SP:Iteration 34Q (5144.078390 sec): 3 clusters Score: Raw -540073.301759 + Penalty 2770.935277 = -537302.366483 nChanged 3 SP:Iteration 35Q (5144.136800 sec): 3 clusters Score: Raw -540075.066469 + Penalty 2770.935277 = -537304.131193 nChanged 2 SP:Iteration 36Q (5144.188180 sec): 3 clusters Score: Raw -540076.694848 + Penalty 2770.935277 = -537305.759572 nChanged 5 SP:Iteration 37Q (5144.226730 sec): 3 clusters Score: Raw -540079.279138 + Penalty 2770.935277 = -537308.343861 nChanged 4 SP:Iteration 38Q (5144.275588 sec): 3 clusters Score: Raw -540081.259369 + Penalty 2770.935277 = -537310.324092 nChanged 3 SP:Iteration 39Q (5144.327165 sec): 3 clusters Score: Raw -540083.027036 + Penalty 2770.935277 = -537312.091759 nChanged 5 SP:Iteration 40F (5144.378396 sec): 3 clusters Score: Raw -540085.645281 + Penalty 2770.935277 = -537314.710004 nChanged 4 SP:Iteration 41Q (5144.436262 sec): 3 clusters Score: Raw -540088.289747 + Penalty 2770.935277 = -537317.354470 nChanged 5 SP:Iteration 42Q (5144.492825 sec): 3 clusters Score: Raw -540091.593549 + Penalty 2770.935277 = -537320.658272 nChanged 6 SP:Iteration 43Q (5144.544884 sec): 3 clusters Score: Raw -540095.524737 + Penalty 2770.935277 = -537324.589461 nChanged 1 SP:Iteration 44Q (5144.585713 sec): 3 clusters Score: Raw -540095.587864 + Penalty 2770.935277 = -537324.652587 nChanged 1 SP:Iteration 45Q (5144.645138 sec): 3 clusters Score: Raw -540096.022940 + Penalty 2770.935277 = -537325.087664 nChanged 1 SP:Iteration 46Q (5144.693698 sec): 3 clusters Score: Raw -540096.240743 + Penalty 2770.935277 = -537325.305466 nChanged 0 SP:Iteration 47F (5144.760776 sec): 3 clusters Score: Raw -540096.240743 + Penalty 2770.935277 = -537325.305466 nChanged 0 Trying to split cluster 22 (9511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5144.783417 sec): 2 clusters Score: Raw -1005139.293077 + Penalty 1488.533199 = -1003650.759877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5144.849820 sec): 3 clusters Score: Raw -999732.852469 + Penalty 2977.066398 = -996755.786071 nChanged 4070 SP:Iteration 1F (5144.905365 sec): 3 clusters Score: Raw -1001849.621918 + Penalty 2977.066398 = -998872.555520 nChanged 614 SP:Iteration 2F (5144.962635 sec): 3 clusters Score: Raw -1002135.222230 + Penalty 2977.066398 = -999158.155832 nChanged 539 SP:Iteration 3F (5145.020097 sec): 3 clusters Score: Raw -1002383.117685 + Penalty 2977.066398 = -999406.051287 nChanged 446 SP:Iteration 4Q (5145.088093 sec): 3 clusters Score: Raw -1002584.177666 + Penalty 2977.066398 = -999607.111268 nChanged 436 SP:Iteration 5Q (5145.148090 sec): 3 clusters Score: Raw -1002799.976500 + Penalty 2977.066398 = -999822.910101 nChanged 424 SP:Iteration 6Q (5145.207654 sec): 3 clusters Score: Raw -1003036.656123 + Penalty 2977.066398 = -1000059.589725 nChanged 442 SP:Iteration 7Q (5145.271227 sec): 3 clusters Score: Raw -1003318.233398 + Penalty 2977.066398 = -1000341.167000 nChanged 441 SP:Iteration 8Q (5145.314882 sec): 3 clusters Score: Raw -1003615.870800 + Penalty 2977.066398 = -1000638.804402 nChanged 459 SP:Iteration 9Q (5145.376831 sec): 3 clusters Score: Raw -1003940.301835 + Penalty 2977.066398 = -1000963.235437 nChanged 408 SP:Iteration 10Q (5145.441743 sec): 3 clusters Score: Raw -1004258.848382 + Penalty 2977.066398 = -1001281.781984 nChanged 351 SP:Iteration 11Q (5145.501793 sec): 3 clusters Score: Raw -1004537.662712 + Penalty 2977.066398 = -1001560.596314 nChanged 295 SP:Iteration 12Q (5145.568110 sec): 3 clusters Score: Raw -1004781.574816 + Penalty 2977.066398 = -1001804.508418 nChanged 206 SP:Iteration 13Q (5145.618449 sec): 3 clusters Score: Raw -1004929.956556 + Penalty 2977.066398 = -1001952.890158 nChanged 134 SP:Iteration 14Q (5145.682125 sec): 3 clusters Score: Raw -1005023.827120 + Penalty 2977.066398 = -1002046.760722 nChanged 107 SP:Iteration 15Q (5145.735524 sec): 3 clusters Score: Raw -1005099.709997 + Penalty 2977.066398 = -1002122.643598 nChanged 79 SP:Iteration 16Q (5145.793354 sec): 3 clusters Score: Raw -1005160.201473 + Penalty 2977.066398 = -1002183.135075 nChanged 64 SP:Iteration 17Q (5145.848304 sec): 3 clusters Score: Raw -1005203.639747 + Penalty 2977.066398 = -1002226.573349 nChanged 49 SP:Iteration 18Q (5145.908417 sec): 3 clusters Score: Raw -1005236.744683 + Penalty 2977.066398 = -1002259.678285 nChanged 37 SP:Iteration 19Q (5145.973857 sec): 3 clusters Score: Raw -1005255.005163 + Penalty 2977.066398 = -1002277.938765 nChanged 30 SP:Iteration 20F (5146.029170 sec): 3 clusters Score: Raw -1005268.828818 + Penalty 2977.066398 = -1002291.762420 nChanged 18 SP:Iteration 21Q (5146.088777 sec): 3 clusters Score: Raw -1005279.295896 + Penalty 2977.066398 = -1002302.229497 nChanged 18 SP:Iteration 22Q (5146.149532 sec): 3 clusters Score: Raw -1005289.690852 + Penalty 2977.066398 = -1002312.624454 nChanged 14 SP:Iteration 23Q (5146.215148 sec): 3 clusters Score: Raw -1005299.958695 + Penalty 2977.066398 = -1002322.892297 nChanged 24 SP:Iteration 24Q (5146.264320 sec): 3 clusters Score: Raw -1005321.105818 + Penalty 2977.066398 = -1002344.039420 nChanged 21 SP:Iteration 25Q (5146.315585 sec): 3 clusters Score: Raw -1005340.180050 + Penalty 2977.066398 = -1002363.113651 nChanged 26 SP:Iteration 26Q (5146.380922 sec): 3 clusters Score: Raw -1005366.207682 + Penalty 2977.066398 = -1002389.141283 nChanged 24 SP:Iteration 27Q (5146.443493 sec): 3 clusters Score: Raw -1005393.158641 + Penalty 2977.066398 = -1002416.092242 nChanged 20 SP:Iteration 28Q (5146.494349 sec): 3 clusters Score: Raw -1005416.176325 + Penalty 2977.066398 = -1002439.109926 nChanged 28 SP:Iteration 29Q (5146.553952 sec): 3 clusters Score: Raw -1005435.475079 + Penalty 2977.066398 = -1002458.408681 nChanged 20 SP:Iteration 30Q (5146.610813 sec): 3 clusters Score: Raw -1005448.213103 + Penalty 2977.066398 = -1002471.146704 nChanged 17 SP:Iteration 31Q (5146.673180 sec): 3 clusters Score: Raw -1005458.876857 + Penalty 2977.066398 = -1002481.810458 nChanged 12 SP:Iteration 32Q (5146.719354 sec): 3 clusters Score: Raw -1005467.458202 + Penalty 2977.066398 = -1002490.391803 nChanged 11 SP:Iteration 33Q (5146.784798 sec): 3 clusters Score: Raw -1005474.221636 + Penalty 2977.066398 = -1002497.155237 nChanged 12 SP:Iteration 34Q (5146.846477 sec): 3 clusters Score: Raw -1005481.015093 + Penalty 2977.066398 = -1002503.948694 nChanged 8 SP:Iteration 35Q (5146.898098 sec): 3 clusters Score: Raw -1005484.948151 + Penalty 2977.066398 = -1002507.881753 nChanged 4 SP:Iteration 36Q (5146.961329 sec): 3 clusters Score: Raw -1005486.739416 + Penalty 2977.066398 = -1002509.673018 nChanged 5 SP:Iteration 37Q (5147.021722 sec): 3 clusters Score: Raw -1005489.731589 + Penalty 2977.066398 = -1002512.665191 nChanged 3 SP:Iteration 38Q (5147.067650 sec): 3 clusters Score: Raw -1005491.249476 + Penalty 2977.066398 = -1002514.183078 nChanged 5 SP:Iteration 39Q (5147.122801 sec): 3 clusters Score: Raw -1005494.012305 + Penalty 2977.066398 = -1002516.945906 nChanged 5 SP:Iteration 40F (5147.180101 sec): 3 clusters Score: Raw -1005496.042373 + Penalty 2977.066398 = -1002518.975975 nChanged 1 SP:Iteration 41Q (5147.245651 sec): 3 clusters Score: Raw -1005496.735634 + Penalty 2977.066398 = -1002519.669235 nChanged 2 SP:Iteration 42Q (5147.309379 sec): 3 clusters Score: Raw -1005498.212392 + Penalty 2977.066398 = -1002521.145993 nChanged 1 SP:Iteration 43Q (5147.373665 sec): 3 clusters Score: Raw -1005498.499644 + Penalty 2977.066398 = -1002521.433245 nChanged 0 SP:Iteration 44F (5147.429428 sec): 3 clusters Score: Raw -1005498.499644 + Penalty 2977.066398 = -1002521.433245 nChanged 0 Trying to split cluster 23 (1220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5147.457342 sec): 2 clusters Score: Raw -131513.734675 + Penalty 1154.823497 = -130358.911178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5147.494019 sec): 3 clusters Score: Raw -131082.454545 + Penalty 2309.646995 = -128772.807550 nChanged 386 SP:Iteration 1F (5147.539379 sec): 3 clusters Score: Raw -131400.820175 + Penalty 2309.646995 = -129091.173180 nChanged 106 SP:Iteration 2F (5147.592473 sec): 3 clusters Score: Raw -131484.337419 + Penalty 2309.646995 = -129174.690424 nChanged 38 SP:Iteration 3Q (5147.627438 sec): 3 clusters Score: Raw -131519.938142 + Penalty 2309.646995 = -129210.291147 nChanged 25 SP:Iteration 4Q (5147.685202 sec): 3 clusters Score: Raw -131545.685844 + Penalty 2309.646995 = -129236.038849 nChanged 22 SP:Iteration 5Q (5147.722557 sec): 3 clusters Score: Raw -131573.691117 + Penalty 2309.646995 = -129264.044122 nChanged 33 SP:Iteration 6Q (5147.772243 sec): 3 clusters Score: Raw -131608.981285 + Penalty 2309.646995 = -129299.334291 nChanged 22 SP:Iteration 7Q (5147.823890 sec): 3 clusters Score: Raw -131630.723432 + Penalty 2309.646995 = -129321.076437 nChanged 19 SP:Iteration 8Q (5147.869622 sec): 3 clusters Score: Raw -131644.770919 + Penalty 2309.646995 = -129335.123924 nChanged 15 SP:Iteration 9Q (5147.930285 sec): 3 clusters Score: Raw -131659.871885 + Penalty 2309.646995 = -129350.224890 nChanged 14 SP:Iteration 10Q (5147.967677 sec): 3 clusters Score: Raw -131672.857543 + Penalty 2309.646995 = -129363.210548 nChanged 15 SP:Iteration 11Q (5148.018020 sec): 3 clusters Score: Raw -131683.234300 + Penalty 2309.646995 = -129373.587306 nChanged 9 SP:Iteration 12Q (5148.055631 sec): 3 clusters Score: Raw -131688.603905 + Penalty 2309.646995 = -129378.956910 nChanged 3 SP:Iteration 13Q (5148.104201 sec): 3 clusters Score: Raw -131691.512045 + Penalty 2309.646995 = -129381.865050 nChanged 6 SP:Iteration 14Q (5148.153432 sec): 3 clusters Score: Raw -131696.219794 + Penalty 2309.646995 = -129386.572800 nChanged 3 SP:Iteration 15Q (5148.198467 sec): 3 clusters Score: Raw -131699.216750 + Penalty 2309.646995 = -129389.569755 nChanged 3 SP:Iteration 16Q (5148.232858 sec): 3 clusters Score: Raw -131700.806452 + Penalty 2309.646995 = -129391.159457 nChanged 5 SP:Iteration 17Q (5148.288233 sec): 3 clusters Score: Raw -131703.688583 + Penalty 2309.646995 = -129394.041588 nChanged 5 SP:Iteration 18Q (5148.335293 sec): 3 clusters Score: Raw -131705.653288 + Penalty 2309.646995 = -129396.006294 nChanged 1 SP:Iteration 19Q (5148.372230 sec): 3 clusters Score: Raw -131706.097396 + Penalty 2309.646995 = -129396.450401 nChanged 2 SP:Iteration 20F (5148.422118 sec): 3 clusters Score: Raw -131706.438988 + Penalty 2309.646995 = -129396.791993 nChanged 1 SP:Iteration 21Q (5148.471110 sec): 3 clusters Score: Raw -131706.797568 + Penalty 2309.646995 = -129397.150573 nChanged 4 SP:Iteration 22Q (5148.523435 sec): 3 clusters Score: Raw -131711.474472 + Penalty 2309.646995 = -129401.827477 nChanged 8 SP:Iteration 23Q (5148.561567 sec): 3 clusters Score: Raw -131717.114753 + Penalty 2309.646995 = -129407.467758 nChanged 6 SP:Iteration 24Q (5148.608560 sec): 3 clusters Score: Raw -131720.965040 + Penalty 2309.646995 = -129411.318045 nChanged 4 SP:Iteration 25Q (5148.664973 sec): 3 clusters Score: Raw -131722.782929 + Penalty 2309.646995 = -129413.135934 nChanged 3 SP:Iteration 26Q (5148.715900 sec): 3 clusters Score: Raw -131726.061171 + Penalty 2309.646995 = -129416.414176 nChanged 7 SP:Iteration 27Q (5148.756306 sec): 3 clusters Score: Raw -131732.330507 + Penalty 2309.646995 = -129422.683513 nChanged 3 SP:Iteration 28Q (5148.796630 sec): 3 clusters Score: Raw -131736.972304 + Penalty 2309.646995 = -129427.325309 nChanged 3 SP:Iteration 29Q (5148.844047 sec): 3 clusters Score: Raw -131740.481739 + Penalty 2309.646995 = -129430.834744 nChanged 2 SP:Iteration 30Q (5148.890586 sec): 3 clusters Score: Raw -131742.374772 + Penalty 2309.646995 = -129432.727777 nChanged 5 SP:Iteration 31Q (5148.943674 sec): 3 clusters Score: Raw -131746.732055 + Penalty 2309.646995 = -129437.085060 nChanged 8 SP:Iteration 32Q (5148.977577 sec): 3 clusters Score: Raw -131754.130958 + Penalty 2309.646995 = -129444.483963 nChanged 3 SP:Iteration 33Q (5149.024562 sec): 3 clusters Score: Raw -131756.054403 + Penalty 2309.646995 = -129446.407408 nChanged 2 SP:Iteration 34Q (5149.079572 sec): 3 clusters Score: Raw -131756.952465 + Penalty 2309.646995 = -129447.305470 nChanged 1 SP:Iteration 35Q (5149.124397 sec): 3 clusters Score: Raw -131757.031192 + Penalty 2309.646995 = -129447.384197 nChanged 0 SP:Iteration 36F (5149.160541 sec): 3 clusters Score: Raw -131757.031192 + Penalty 2309.646995 = -129447.384197 nChanged 0 Trying to split cluster 24 (29205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5149.237077 sec): 2 clusters Score: Raw -3167378.011420 + Penalty 1670.840471 = -3165707.170949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5149.336857 sec): 3 clusters Score: Raw -3149268.123617 + Penalty 3341.680942 = -3145926.442675 nChanged 13411 SP:Iteration 1F (5149.434028 sec): 3 clusters Score: Raw -3156965.153814 + Penalty 3341.680942 = -3153623.472872 nChanged 1546 SP:Iteration 2F (5149.531679 sec): 3 clusters Score: Raw -3157578.428783 + Penalty 3341.680942 = -3154236.747840 nChanged 1599 SP:Iteration 3F (5149.624362 sec): 3 clusters Score: Raw -3158288.489042 + Penalty 3341.680942 = -3154946.808100 nChanged 1660 SP:Iteration 4F (5149.708036 sec): 3 clusters Score: Raw -3159154.322979 + Penalty 3341.680942 = -3155812.642037 nChanged 1862 SP:Iteration 5F (5149.810244 sec): 3 clusters Score: Raw -3160354.584085 + Penalty 3341.680942 = -3157012.903143 nChanged 1977 SP:Iteration 6F (5149.914173 sec): 3 clusters Score: Raw -3161807.659525 + Penalty 3341.680942 = -3158465.978583 nChanged 1853 SP:Iteration 7F (5150.006974 sec): 3 clusters Score: Raw -3163252.025959 + Penalty 3341.680942 = -3159910.345017 nChanged 1577 SP:Iteration 8F (5150.105512 sec): 3 clusters Score: Raw -3164471.059333 + Penalty 3341.680942 = -3161129.378391 nChanged 1245 SP:Iteration 9Q (5150.201107 sec): 3 clusters Score: Raw -3165430.268726 + Penalty 3341.680942 = -3162088.587784 nChanged 933 SP:Iteration 10Q (5150.295270 sec): 3 clusters Score: Raw -3166131.127028 + Penalty 3341.680942 = -3162789.446085 nChanged 685 SP:Iteration 11Q (5150.387507 sec): 3 clusters Score: Raw -3166601.700376 + Penalty 3341.680942 = -3163260.019434 nChanged 476 SP:Iteration 12Q (5150.474997 sec): 3 clusters Score: Raw -3166907.114234 + Penalty 3341.680942 = -3163565.433292 nChanged 347 SP:Iteration 13Q (5150.565494 sec): 3 clusters Score: Raw -3167116.580525 + Penalty 3341.680942 = -3163774.899583 nChanged 273 SP:Iteration 14Q (5150.656876 sec): 3 clusters Score: Raw -3167282.627007 + Penalty 3341.680942 = -3163940.946065 nChanged 189 SP:Iteration 15Q (5150.729013 sec): 3 clusters Score: Raw -3167391.980849 + Penalty 3341.680942 = -3164050.299906 nChanged 142 SP:Iteration 16Q (5150.813517 sec): 3 clusters Score: Raw -3167474.413111 + Penalty 3341.680942 = -3164132.732169 nChanged 108 SP:Iteration 17Q (5150.904821 sec): 3 clusters Score: Raw -3167536.416209 + Penalty 3341.680942 = -3164194.735267 nChanged 82 SP:Iteration 18Q (5150.983227 sec): 3 clusters Score: Raw -3167577.489474 + Penalty 3341.680942 = -3164235.808532 nChanged 63 SP:Iteration 19Q (5151.075984 sec): 3 clusters Score: Raw -3167612.005861 + Penalty 3341.680942 = -3164270.324919 nChanged 58 SP:Iteration 20F (5151.164744 sec): 3 clusters Score: Raw -3167647.237256 + Penalty 3341.680942 = -3164305.556314 nChanged 44 SP:Iteration 21Q (5151.236258 sec): 3 clusters Score: Raw -3167671.011769 + Penalty 3341.680942 = -3164329.330827 nChanged 31 SP:Iteration 22Q (5151.323846 sec): 3 clusters Score: Raw -3167685.863858 + Penalty 3341.680942 = -3164344.182916 nChanged 19 SP:Iteration 23Q (5151.410368 sec): 3 clusters Score: Raw -3167694.748113 + Penalty 3341.680942 = -3164353.067171 nChanged 13 SP:Iteration 24Q (5151.506296 sec): 3 clusters Score: Raw -3167700.273421 + Penalty 3341.680942 = -3164358.592479 nChanged 10 SP:Iteration 25Q (5151.574481 sec): 3 clusters Score: Raw -3167705.097140 + Penalty 3341.680942 = -3164363.416198 nChanged 8 SP:Iteration 26Q (5151.663673 sec): 3 clusters Score: Raw -3167708.219469 + Penalty 3341.680942 = -3164366.538527 nChanged 8 SP:Iteration 27Q (5151.755989 sec): 3 clusters Score: Raw -3167710.869604 + Penalty 3341.680942 = -3164369.188662 nChanged 7 SP:Iteration 28Q (5151.843724 sec): 3 clusters Score: Raw -3167713.204512 + Penalty 3341.680942 = -3164371.523570 nChanged 5 SP:Iteration 29Q (5151.928871 sec): 3 clusters Score: Raw -3167715.172849 + Penalty 3341.680942 = -3164373.491907 nChanged 8 SP:Iteration 30Q (5152.016474 sec): 3 clusters Score: Raw -3167720.216337 + Penalty 3341.680942 = -3164378.535395 nChanged 8 SP:Iteration 31Q (5152.099127 sec): 3 clusters Score: Raw -3167724.129186 + Penalty 3341.680942 = -3164382.448244 nChanged 10 SP:Iteration 32Q (5152.187136 sec): 3 clusters Score: Raw -3167728.056886 + Penalty 3341.680942 = -3164386.375944 nChanged 6 SP:Iteration 33Q (5152.261916 sec): 3 clusters Score: Raw -3167730.431783 + Penalty 3341.680942 = -3164388.750841 nChanged 6 SP:Iteration 34Q (5152.350349 sec): 3 clusters Score: Raw -3167732.967404 + Penalty 3341.680942 = -3164391.286462 nChanged 4 SP:Iteration 35Q (5152.432640 sec): 3 clusters Score: Raw -3167733.830169 + Penalty 3341.680942 = -3164392.149227 nChanged 4 SP:Iteration 36Q (5152.514360 sec): 3 clusters Score: Raw -3167735.191013 + Penalty 3341.680942 = -3164393.510071 nChanged 4 SP:Iteration 37Q (5152.601523 sec): 3 clusters Score: Raw -3167736.574374 + Penalty 3341.680942 = -3164394.893432 nChanged 2 SP:Iteration 38Q (5152.677680 sec): 3 clusters Score: Raw -3167737.570556 + Penalty 3341.680942 = -3164395.889614 nChanged 2 SP:Iteration 39Q (5152.766855 sec): 3 clusters Score: Raw -3167738.336554 + Penalty 3341.680942 = -3164396.655612 nChanged 2 SP:Iteration 40F (5152.862769 sec): 3 clusters Score: Raw -3167739.587437 + Penalty 3341.680942 = -3164397.906495 nChanged 2 SP:Iteration 41Q (5152.958606 sec): 3 clusters Score: Raw -3167741.315625 + Penalty 3341.680942 = -3164399.634683 nChanged 3 SP:Iteration 42Q (5153.046839 sec): 3 clusters Score: Raw -3167743.083625 + Penalty 3341.680942 = -3164401.402683 nChanged 2 SP:Iteration 43Q (5153.135206 sec): 3 clusters Score: Raw -3167744.437994 + Penalty 3341.680942 = -3164402.757052 nChanged 2 SP:Iteration 44Q (5153.214939 sec): 3 clusters Score: Raw -3167745.419492 + Penalty 3341.680942 = -3164403.738550 nChanged 1 SP:Iteration 45Q (5153.298280 sec): 3 clusters Score: Raw -3167745.895723 + Penalty 3341.680942 = -3164404.214781 nChanged 3 SP:Iteration 46Q (5153.382931 sec): 3 clusters Score: Raw -3167747.372340 + Penalty 3341.680942 = -3164405.691397 nChanged 3 SP:Iteration 47Q (5153.471849 sec): 3 clusters Score: Raw -3167748.930605 + Penalty 3341.680942 = -3164407.249663 nChanged 2 SP:Iteration 48Q (5153.546256 sec): 3 clusters Score: Raw -3167750.004437 + Penalty 3341.680942 = -3164408.323494 nChanged 2 SP:Iteration 49Q (5153.637099 sec): 3 clusters Score: Raw -3167750.931588 + Penalty 3341.680942 = -3164409.250646 nChanged 2 SP:Iteration 50Q (5153.717628 sec): 3 clusters Score: Raw -3167751.652990 + Penalty 3341.680942 = -3164409.972048 nChanged 1 SP:Iteration 51Q (5153.805403 sec): 3 clusters Score: Raw -3167752.075501 + Penalty 3341.680942 = -3164410.394559 nChanged 1 SP:Iteration 52Q (5153.884996 sec): 3 clusters Score: Raw -3167752.344281 + Penalty 3341.680942 = -3164410.663339 nChanged 2 SP:Iteration 53Q (5153.962660 sec): 3 clusters Score: Raw -3167752.963418 + Penalty 3341.680942 = -3164411.282476 nChanged 1 SP:Iteration 54Q (5154.046475 sec): 3 clusters Score: Raw -3167753.365922 + Penalty 3341.680942 = -3164411.684980 nChanged 1 SP:Iteration 55Q (5154.119976 sec): 3 clusters Score: Raw -3167753.621964 + Penalty 3341.680942 = -3164411.941022 nChanged 0 SP:Iteration 56F (5154.227009 sec): 3 clusters Score: Raw -3167753.621964 + Penalty 3341.680942 = -3164411.941022 nChanged 0 Trying to split cluster 25 (3246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5154.253992 sec): 2 clusters Score: Raw -339876.652915 + Penalty 1313.841547 = -338562.811368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5154.308891 sec): 3 clusters Score: Raw -338284.968029 + Penalty 2627.683093 = -335657.284936 nChanged 1225 SP:Iteration 1F (5154.350479 sec): 3 clusters Score: Raw -339000.948650 + Penalty 2627.683093 = -336373.265557 nChanged 269 SP:Iteration 2F (5154.413980 sec): 3 clusters Score: Raw -339177.859433 + Penalty 2627.683093 = -336550.176340 nChanged 173 SP:Iteration 3F (5154.468537 sec): 3 clusters Score: Raw -339287.695060 + Penalty 2627.683093 = -336660.011967 nChanged 148 SP:Iteration 4Q (5154.511231 sec): 3 clusters Score: Raw -339377.294054 + Penalty 2627.683093 = -336749.610961 nChanged 130 SP:Iteration 5Q (5154.571124 sec): 3 clusters Score: Raw -339461.132845 + Penalty 2627.683093 = -336833.449751 nChanged 112 SP:Iteration 6Q (5154.610893 sec): 3 clusters Score: Raw -339532.372210 + Penalty 2627.683093 = -336904.689117 nChanged 96 SP:Iteration 7Q (5154.666263 sec): 3 clusters Score: Raw -339594.123822 + Penalty 2627.683093 = -336966.440728 nChanged 86 SP:Iteration 8Q (5154.708263 sec): 3 clusters Score: Raw -339640.953401 + Penalty 2627.683093 = -337013.270308 nChanged 64 SP:Iteration 9Q (5154.765146 sec): 3 clusters Score: Raw -339675.161844 + Penalty 2627.683093 = -337047.478751 nChanged 60 SP:Iteration 10Q (5154.809323 sec): 3 clusters Score: Raw -339712.364075 + Penalty 2627.683093 = -337084.680982 nChanged 71 SP:Iteration 11Q (5154.858779 sec): 3 clusters Score: Raw -339751.292872 + Penalty 2627.683093 = -337123.609779 nChanged 63 SP:Iteration 12Q (5154.908579 sec): 3 clusters Score: Raw -339785.818794 + Penalty 2627.683093 = -337158.135701 nChanged 52 SP:Iteration 13Q (5154.959348 sec): 3 clusters Score: Raw -339819.268162 + Penalty 2627.683093 = -337191.585069 nChanged 50 SP:Iteration 14Q (5155.014083 sec): 3 clusters Score: Raw -339857.432789 + Penalty 2627.683093 = -337229.749696 nChanged 51 SP:Iteration 15Q (5155.070101 sec): 3 clusters Score: Raw -339893.168862 + Penalty 2627.683093 = -337265.485769 nChanged 40 SP:Iteration 16Q (5155.127493 sec): 3 clusters Score: Raw -339920.645232 + Penalty 2627.683093 = -337292.962139 nChanged 26 SP:Iteration 17Q (5155.180529 sec): 3 clusters Score: Raw -339941.922061 + Penalty 2627.683093 = -337314.238967 nChanged 28 SP:Iteration 18Q (5155.229691 sec): 3 clusters Score: Raw -339963.502936 + Penalty 2627.683093 = -337335.819843 nChanged 22 SP:Iteration 19Q (5155.265065 sec): 3 clusters Score: Raw -339980.466127 + Penalty 2627.683093 = -337352.783034 nChanged 22 SP:Iteration 20F (5155.320332 sec): 3 clusters Score: Raw -339996.137074 + Penalty 2627.683093 = -337368.453981 nChanged 12 SP:Iteration 21Q (5155.370133 sec): 3 clusters Score: Raw -340005.818039 + Penalty 2627.683093 = -337378.134946 nChanged 13 SP:Iteration 22Q (5155.416800 sec): 3 clusters Score: Raw -340014.489265 + Penalty 2627.683093 = -337386.806172 nChanged 12 SP:Iteration 23Q (5155.452662 sec): 3 clusters Score: Raw -340021.510253 + Penalty 2627.683093 = -337393.827160 nChanged 8 SP:Iteration 24Q (5155.502496 sec): 3 clusters Score: Raw -340026.407845 + Penalty 2627.683093 = -337398.724752 nChanged 9 SP:Iteration 25Q (5155.558231 sec): 3 clusters Score: Raw -340033.849311 + Penalty 2627.683093 = -337406.166218 nChanged 7 SP:Iteration 26Q (5155.606412 sec): 3 clusters Score: Raw -340037.602553 + Penalty 2627.683093 = -337409.919460 nChanged 4 SP:Iteration 27Q (5155.649532 sec): 3 clusters Score: Raw -340039.963363 + Penalty 2627.683093 = -337412.280270 nChanged 4 SP:Iteration 28Q (5155.703315 sec): 3 clusters Score: Raw -340045.419107 + Penalty 2627.683093 = -337417.736014 nChanged 2 SP:Iteration 29Q (5155.758486 sec): 3 clusters Score: Raw -340046.630211 + Penalty 2627.683093 = -337418.947118 nChanged 1 SP:Iteration 30Q (5155.806368 sec): 3 clusters Score: Raw -340047.190931 + Penalty 2627.683093 = -337419.507838 nChanged 1 SP:Iteration 31Q (5155.852228 sec): 3 clusters Score: Raw -340047.433729 + Penalty 2627.683093 = -337419.750636 nChanged 0 SP:Iteration 32F (5155.904003 sec): 3 clusters Score: Raw -340047.433729 + Penalty 2627.683093 = -337419.750636 nChanged 0 Trying to split cluster 26 (11727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5155.947287 sec): 2 clusters Score: Raw -1181005.654729 + Penalty 1522.567988 = -1179483.086741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5156.012590 sec): 3 clusters Score: Raw -1174272.908236 + Penalty 3045.135975 = -1171227.772261 nChanged 5122 SP:Iteration 1F (5156.074641 sec): 3 clusters Score: Raw -1176991.450811 + Penalty 3045.135975 = -1173946.314836 nChanged 690 SP:Iteration 2F (5156.140824 sec): 3 clusters Score: Raw -1177271.539375 + Penalty 3045.135975 = -1174226.403400 nChanged 586 SP:Iteration 3Q (5156.195953 sec): 3 clusters Score: Raw -1177509.129352 + Penalty 3045.135975 = -1174463.993376 nChanged 545 SP:Iteration 4Q (5156.268597 sec): 3 clusters Score: Raw -1177767.993449 + Penalty 3045.135975 = -1174722.857474 nChanged 617 SP:Iteration 5F (5156.337531 sec): 3 clusters Score: Raw -1178115.478870 + Penalty 3045.135975 = -1175070.342894 nChanged 629 SP:Iteration 6F (5156.400828 sec): 3 clusters Score: Raw -1178495.263998 + Penalty 3045.135975 = -1175450.128023 nChanged 614 SP:Iteration 7F (5156.459586 sec): 3 clusters Score: Raw -1178875.799650 + Penalty 3045.135975 = -1175830.663675 nChanged 524 SP:Iteration 8Q (5156.533936 sec): 3 clusters Score: Raw -1179226.160650 + Penalty 3045.135975 = -1176181.024675 nChanged 505 SP:Iteration 9Q (5156.591541 sec): 3 clusters Score: Raw -1179548.680619 + Penalty 3045.135975 = -1176503.544644 nChanged 438 SP:Iteration 10Q (5156.662794 sec): 3 clusters Score: Raw -1179814.200947 + Penalty 3045.135975 = -1176769.064971 nChanged 360 SP:Iteration 11Q (5156.724443 sec): 3 clusters Score: Raw -1180039.540624 + Penalty 3045.135975 = -1176994.404649 nChanged 335 SP:Iteration 12Q (5156.788717 sec): 3 clusters Score: Raw -1180261.962227 + Penalty 3045.135975 = -1177216.826252 nChanged 302 SP:Iteration 13Q (5156.861572 sec): 3 clusters Score: Raw -1180454.236269 + Penalty 3045.135975 = -1177409.100294 nChanged 237 SP:Iteration 14Q (5156.930096 sec): 3 clusters Score: Raw -1180602.294522 + Penalty 3045.135975 = -1177557.158546 nChanged 180 SP:Iteration 15Q (5156.994283 sec): 3 clusters Score: Raw -1180702.386437 + Penalty 3045.135975 = -1177657.250462 nChanged 147 SP:Iteration 16Q (5157.053358 sec): 3 clusters Score: Raw -1180787.366888 + Penalty 3045.135975 = -1177742.230912 nChanged 140 SP:Iteration 17Q (5157.105838 sec): 3 clusters Score: Raw -1180871.896784 + Penalty 3045.135975 = -1177826.760809 nChanged 123 SP:Iteration 18Q (5157.164043 sec): 3 clusters Score: Raw -1180959.646166 + Penalty 3045.135975 = -1177914.510191 nChanged 120 SP:Iteration 19Q (5157.224989 sec): 3 clusters Score: Raw -1181040.340141 + Penalty 3045.135975 = -1177995.204166 nChanged 117 SP:Iteration 20F (5157.290068 sec): 3 clusters Score: Raw -1181120.332692 + Penalty 3045.135975 = -1178075.196717 nChanged 105 SP:Iteration 21Q (5157.354712 sec): 3 clusters Score: Raw -1181187.701583 + Penalty 3045.135975 = -1178142.565608 nChanged 77 SP:Iteration 22Q (5157.424284 sec): 3 clusters Score: Raw -1181228.946046 + Penalty 3045.135975 = -1178183.810071 nChanged 68 SP:Iteration 23Q (5157.482646 sec): 3 clusters Score: Raw -1181258.673568 + Penalty 3045.135975 = -1178213.537592 nChanged 51 SP:Iteration 24Q (5157.550888 sec): 3 clusters Score: Raw -1181280.686566 + Penalty 3045.135975 = -1178235.550590 nChanged 47 SP:Iteration 25Q (5157.601115 sec): 3 clusters Score: Raw -1181299.920186 + Penalty 3045.135975 = -1178254.784211 nChanged 44 SP:Iteration 26Q (5157.672804 sec): 3 clusters Score: Raw -1181318.167685 + Penalty 3045.135975 = -1178273.031710 nChanged 39 SP:Iteration 27Q (5157.725390 sec): 3 clusters Score: Raw -1181334.973390 + Penalty 3045.135975 = -1178289.837415 nChanged 43 SP:Iteration 28Q (5157.779838 sec): 3 clusters Score: Raw -1181348.861859 + Penalty 3045.135975 = -1178303.725884 nChanged 29 SP:Iteration 29Q (5157.854345 sec): 3 clusters Score: Raw -1181358.566631 + Penalty 3045.135975 = -1178313.430655 nChanged 35 SP:Iteration 30Q (5157.902217 sec): 3 clusters Score: Raw -1181369.214865 + Penalty 3045.135975 = -1178324.078890 nChanged 24 SP:Iteration 31Q (5157.965094 sec): 3 clusters Score: Raw -1181377.874403 + Penalty 3045.135975 = -1178332.738428 nChanged 16 SP:Iteration 32Q (5158.027743 sec): 3 clusters Score: Raw -1181383.022529 + Penalty 3045.135975 = -1178337.886553 nChanged 14 SP:Iteration 33Q (5158.100589 sec): 3 clusters Score: Raw -1181386.847492 + Penalty 3045.135975 = -1178341.711517 nChanged 6 SP:Iteration 34Q (5158.163396 sec): 3 clusters Score: Raw -1181388.044483 + Penalty 3045.135975 = -1178342.908508 nChanged 6 SP:Iteration 35Q (5158.221581 sec): 3 clusters Score: Raw -1181389.780839 + Penalty 3045.135975 = -1178344.644863 nChanged 7 SP:Iteration 36Q (5158.275425 sec): 3 clusters Score: Raw -1181391.250198 + Penalty 3045.135975 = -1178346.114223 nChanged 5 SP:Iteration 37Q (5158.338674 sec): 3 clusters Score: Raw -1181392.104517 + Penalty 3045.135975 = -1178346.968542 nChanged 3 SP:Iteration 38Q (5158.402361 sec): 3 clusters Score: Raw -1181393.839988 + Penalty 3045.135975 = -1178348.704012 nChanged 6 SP:Iteration 39Q (5158.462576 sec): 3 clusters Score: Raw -1181395.626405 + Penalty 3045.135975 = -1178350.490430 nChanged 5 SP:Iteration 40F (5158.519311 sec): 3 clusters Score: Raw -1181396.765255 + Penalty 3045.135975 = -1178351.629280 nChanged 6 SP:Iteration 41Q (5158.583707 sec): 3 clusters Score: Raw -1181398.512018 + Penalty 3045.135975 = -1178353.376043 nChanged 5 SP:Iteration 42Q (5158.649144 sec): 3 clusters Score: Raw -1181399.403735 + Penalty 3045.135975 = -1178354.267760 nChanged 3 SP:Iteration 43Q (5158.700137 sec): 3 clusters Score: Raw -1181399.921525 + Penalty 3045.135975 = -1178354.785549 nChanged 4 SP:Iteration 44Q (5158.767027 sec): 3 clusters Score: Raw -1181400.507530 + Penalty 3045.135975 = -1178355.371555 nChanged 1 SP:Iteration 45Q (5158.830299 sec): 3 clusters Score: Raw -1181400.582217 + Penalty 3045.135975 = -1178355.446242 nChanged 0 SP:Iteration 46F (5158.898222 sec): 3 clusters Score: Raw -1181400.582217 + Penalty 3045.135975 = -1178355.446242 nChanged 0 Trying to split cluster 27 (7529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5158.932938 sec): 2 clusters Score: Raw -771412.734618 + Penalty 1450.559095 = -769962.175522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5158.984445 sec): 3 clusters Score: Raw -767269.561282 + Penalty 2901.118191 = -764368.443092 nChanged 3215 SP:Iteration 1F (5159.045194 sec): 3 clusters Score: Raw -768986.798980 + Penalty 2901.118191 = -766085.680789 nChanged 476 SP:Iteration 2F (5159.105810 sec): 3 clusters Score: Raw -769211.406675 + Penalty 2901.118191 = -766310.288484 nChanged 404 SP:Iteration 3F (5159.174529 sec): 3 clusters Score: Raw -769389.463546 + Penalty 2901.118191 = -766488.345355 nChanged 342 SP:Iteration 4Q (5159.232874 sec): 3 clusters Score: Raw -769556.087031 + Penalty 2901.118191 = -766654.968840 nChanged 345 SP:Iteration 5Q (5159.287129 sec): 3 clusters Score: Raw -769747.178031 + Penalty 2901.118191 = -766846.059840 nChanged 368 SP:Iteration 6Q (5159.346807 sec): 3 clusters Score: Raw -769955.147861 + Penalty 2901.118191 = -767054.029671 nChanged 358 SP:Iteration 7Q (5159.418206 sec): 3 clusters Score: Raw -770164.924998 + Penalty 2901.118191 = -767263.806808 nChanged 370 SP:Iteration 8Q (5159.479109 sec): 3 clusters Score: Raw -770380.322769 + Penalty 2901.118191 = -767479.204578 nChanged 301 SP:Iteration 9Q (5159.529085 sec): 3 clusters Score: Raw -770545.974842 + Penalty 2901.118191 = -767644.856651 nChanged 248 SP:Iteration 10Q (5159.596604 sec): 3 clusters Score: Raw -770667.040680 + Penalty 2901.118191 = -767765.922490 nChanged 217 SP:Iteration 11Q (5159.665241 sec): 3 clusters Score: Raw -770766.403089 + Penalty 2901.118191 = -767865.284898 nChanged 175 SP:Iteration 12Q (5159.719836 sec): 3 clusters Score: Raw -770856.511451 + Penalty 2901.118191 = -767955.393260 nChanged 158 SP:Iteration 13Q (5159.766488 sec): 3 clusters Score: Raw -770929.313446 + Penalty 2901.118191 = -768028.195256 nChanged 136 SP:Iteration 14Q (5159.833829 sec): 3 clusters Score: Raw -770984.800536 + Penalty 2901.118191 = -768083.682346 nChanged 102 SP:Iteration 15Q (5159.882768 sec): 3 clusters Score: Raw -771024.648536 + Penalty 2901.118191 = -768123.530345 nChanged 83 SP:Iteration 16Q (5159.943365 sec): 3 clusters Score: Raw -771056.702538 + Penalty 2901.118191 = -768155.584347 nChanged 78 SP:Iteration 17Q (5159.995831 sec): 3 clusters Score: Raw -771091.075607 + Penalty 2901.118191 = -768189.957417 nChanged 83 SP:Iteration 18Q (5160.050285 sec): 3 clusters Score: Raw -771129.725350 + Penalty 2901.118191 = -768228.607159 nChanged 87 SP:Iteration 19Q (5160.119765 sec): 3 clusters Score: Raw -771165.957584 + Penalty 2901.118191 = -768264.839394 nChanged 87 SP:Iteration 20F (5160.165704 sec): 3 clusters Score: Raw -771203.403509 + Penalty 2901.118191 = -768302.285318 nChanged 85 SP:Iteration 21Q (5160.225600 sec): 3 clusters Score: Raw -771246.602879 + Penalty 2901.118191 = -768345.484688 nChanged 78 SP:Iteration 22Q (5160.283353 sec): 3 clusters Score: Raw -771283.264490 + Penalty 2901.118191 = -768382.146299 nChanged 71 SP:Iteration 23Q (5160.335140 sec): 3 clusters Score: Raw -771311.133400 + Penalty 2901.118191 = -768410.015209 nChanged 57 SP:Iteration 24Q (5160.399161 sec): 3 clusters Score: Raw -771336.293235 + Penalty 2901.118191 = -768435.175045 nChanged 64 SP:Iteration 25Q (5160.446341 sec): 3 clusters Score: Raw -771362.676889 + Penalty 2901.118191 = -768461.558698 nChanged 55 SP:Iteration 26Q (5160.510290 sec): 3 clusters Score: Raw -771381.097425 + Penalty 2901.118191 = -768479.979234 nChanged 34 SP:Iteration 27Q (5160.558436 sec): 3 clusters Score: Raw -771389.295013 + Penalty 2901.118191 = -768488.176822 nChanged 24 SP:Iteration 28Q (5160.617305 sec): 3 clusters Score: Raw -771396.007225 + Penalty 2901.118191 = -768494.889034 nChanged 21 SP:Iteration 29Q (5160.682014 sec): 3 clusters Score: Raw -771401.210761 + Penalty 2901.118191 = -768500.092570 nChanged 18 SP:Iteration 30Q (5160.733320 sec): 3 clusters Score: Raw -771405.413939 + Penalty 2901.118191 = -768504.295749 nChanged 21 SP:Iteration 31Q (5160.791923 sec): 3 clusters Score: Raw -771409.981305 + Penalty 2901.118191 = -768508.863115 nChanged 21 SP:Iteration 32Q (5160.845666 sec): 3 clusters Score: Raw -771415.190242 + Penalty 2901.118191 = -768514.072052 nChanged 27 SP:Iteration 33Q (5160.909352 sec): 3 clusters Score: Raw -771422.704802 + Penalty 2901.118191 = -768521.586612 nChanged 28 SP:Iteration 34Q (5160.966740 sec): 3 clusters Score: Raw -771430.497677 + Penalty 2901.118191 = -768529.379486 nChanged 24 SP:Iteration 35Q (5161.024628 sec): 3 clusters Score: Raw -771436.430945 + Penalty 2901.118191 = -768535.312754 nChanged 20 SP:Iteration 36Q (5161.073927 sec): 3 clusters Score: Raw -771441.834789 + Penalty 2901.118191 = -768540.716599 nChanged 21 SP:Iteration 37Q (5161.127571 sec): 3 clusters Score: Raw -771446.719713 + Penalty 2901.118191 = -768545.601522 nChanged 18 SP:Iteration 38Q (5161.196831 sec): 3 clusters Score: Raw -771450.779774 + Penalty 2901.118191 = -768549.661583 nChanged 18 SP:Iteration 39Q (5161.253467 sec): 3 clusters Score: Raw -771455.359071 + Penalty 2901.118191 = -768554.240881 nChanged 13 SP:Iteration 40F (5161.304011 sec): 3 clusters Score: Raw -771458.289043 + Penalty 2901.118191 = -768557.170852 nChanged 10 SP:Iteration 41Q (5161.362859 sec): 3 clusters Score: Raw -771460.658273 + Penalty 2901.118191 = -768559.540082 nChanged 11 SP:Iteration 42Q (5161.421529 sec): 3 clusters Score: Raw -771462.702194 + Penalty 2901.118191 = -768561.584003 nChanged 9 SP:Iteration 43Q (5161.483086 sec): 3 clusters Score: Raw -771464.443690 + Penalty 2901.118191 = -768563.325499 nChanged 12 SP:Iteration 44Q (5161.541461 sec): 3 clusters Score: Raw -771467.318164 + Penalty 2901.118191 = -768566.199973 nChanged 13 SP:Iteration 45Q (5161.586458 sec): 3 clusters Score: Raw -771470.610575 + Penalty 2901.118191 = -768569.492384 nChanged 8 SP:Iteration 46Q (5161.652838 sec): 3 clusters Score: Raw -771472.294668 + Penalty 2901.118191 = -768571.176477 nChanged 6 SP:Iteration 47Q (5161.703476 sec): 3 clusters Score: Raw -771474.228831 + Penalty 2901.118191 = -768573.110641 nChanged 4 SP:Iteration 48Q (5161.758182 sec): 3 clusters Score: Raw -771475.305190 + Penalty 2901.118191 = -768574.186999 nChanged 6 SP:Iteration 49Q (5161.805135 sec): 3 clusters Score: Raw -771476.594171 + Penalty 2901.118191 = -768575.475980 nChanged 7 SP:Iteration 50Q (5161.856270 sec): 3 clusters Score: Raw -771478.445939 + Penalty 2901.118191 = -768577.327749 nChanged 4 SP:Iteration 51Q (5161.912961 sec): 3 clusters Score: Raw -771479.456265 + Penalty 2901.118191 = -768578.338074 nChanged 1 SP:Iteration 52Q (5161.966671 sec): 3 clusters Score: Raw -771479.781109 + Penalty 2901.118191 = -768578.662918 nChanged 1 SP:Iteration 53Q (5162.028387 sec): 3 clusters Score: Raw -771479.932430 + Penalty 2901.118191 = -768578.814239 nChanged 0 SP:Iteration 54F (5162.084668 sec): 3 clusters Score: Raw -771479.932430 + Penalty 2901.118191 = -768578.814239 nChanged 0 Trying to split cluster 28 (3057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5162.115484 sec): 2 clusters Score: Raw -303358.379226 + Penalty 1304.093265 = -302054.285961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5162.157774 sec): 3 clusters Score: Raw -301931.027297 + Penalty 2608.186530 = -299322.840767 nChanged 1126 SP:Iteration 1F (5162.209720 sec): 3 clusters Score: Raw -302551.710506 + Penalty 2608.186530 = -299943.523976 nChanged 244 SP:Iteration 2F (5162.251266 sec): 3 clusters Score: Raw -302682.159686 + Penalty 2608.186530 = -300073.973156 nChanged 169 SP:Iteration 3F (5162.299865 sec): 3 clusters Score: Raw -302783.310692 + Penalty 2608.186530 = -300175.124162 nChanged 124 SP:Iteration 4Q (5162.347673 sec): 3 clusters Score: Raw -302852.115408 + Penalty 2608.186530 = -300243.928879 nChanged 109 SP:Iteration 5Q (5162.400237 sec): 3 clusters Score: Raw -302909.523620 + Penalty 2608.186530 = -300301.337090 nChanged 81 SP:Iteration 6Q (5162.441026 sec): 3 clusters Score: Raw -302957.640993 + Penalty 2608.186530 = -300349.454463 nChanged 92 SP:Iteration 7Q (5162.494770 sec): 3 clusters Score: Raw -303025.350907 + Penalty 2608.186530 = -300417.164377 nChanged 102 SP:Iteration 8Q (5162.534685 sec): 3 clusters Score: Raw -303119.782946 + Penalty 2608.186530 = -300511.596416 nChanged 118 SP:Iteration 9Q (5162.582259 sec): 3 clusters Score: Raw -303297.410513 + Penalty 2608.186530 = -300689.223983 nChanged 168 SP:Iteration 10F (5162.630204 sec): 3 clusters Score: Raw -303745.157288 + Penalty 2608.186530 = -301136.970758 nChanged 194 SP:Iteration 11F (5162.677849 sec): 3 clusters Score: Raw -304689.855439 + Penalty 2608.186530 = -302081.668909 nChanged 224 SP:Iteration 12F (5162.738605 sec): 3 clusters Score: Raw -305096.835361 + Penalty 2608.186530 = -302488.648832 nChanged 187 SP:Iteration 13F (5162.781490 sec): 3 clusters Score: Raw -305350.700387 + Penalty 2608.186530 = -302742.513858 nChanged 89 SP:Iteration 14Q (5162.836437 sec): 3 clusters Score: Raw -305437.834837 + Penalty 2608.186530 = -302829.648307 nChanged 33 SP:Iteration 15Q (5162.892643 sec): 3 clusters Score: Raw -305459.655561 + Penalty 2608.186530 = -302851.469032 nChanged 17 SP:Iteration 16Q (5162.943453 sec): 3 clusters Score: Raw -305471.655196 + Penalty 2608.186530 = -302863.468667 nChanged 10 SP:Iteration 17Q (5162.993075 sec): 3 clusters Score: Raw -305478.322027 + Penalty 2608.186530 = -302870.135498 nChanged 5 SP:Iteration 18Q (5163.034909 sec): 3 clusters Score: Raw -305482.505610 + Penalty 2608.186530 = -302874.319081 nChanged 6 SP:Iteration 19Q (5163.085398 sec): 3 clusters Score: Raw -305485.395006 + Penalty 2608.186530 = -302877.208477 nChanged 2 SP:Iteration 20F (5163.150209 sec): 3 clusters Score: Raw -305487.025578 + Penalty 2608.186530 = -302878.839048 nChanged 1 SP:Iteration 21Q (5163.200891 sec): 3 clusters Score: Raw -305487.283348 + Penalty 2608.186530 = -302879.096818 nChanged 1 SP:Iteration 22Q (5163.251555 sec): 3 clusters Score: Raw -305487.694404 + Penalty 2608.186530 = -302879.507874 nChanged 0 SP:Iteration 23F (5163.310249 sec): 3 clusters Score: Raw -305487.694404 + Penalty 2608.186530 = -302879.507874 nChanged 0 Score: Raw -50032869.533262 + Penalty 83067.285300 = -49949802.247962 Splitting cluster 28 changes total score from -49949776.136806 to -49949802.247962 So it's getting split into cluster 39. Trying to split cluster 29 (24822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5175.361294 sec): 2 clusters Score: Raw -2605943.380003 + Penalty 1644.416416 = -2604298.963587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5175.448131 sec): 3 clusters Score: Raw -2590755.748341 + Penalty 3288.832832 = -2587466.915509 nChanged 11335 SP:Iteration 1F (5175.530626 sec): 3 clusters Score: Raw -2597210.482589 + Penalty 3288.832832 = -2593921.649758 nChanged 1413 SP:Iteration 2F (5175.610338 sec): 3 clusters Score: Raw -2597903.297388 + Penalty 3288.832832 = -2594614.464556 nChanged 1566 SP:Iteration 3F (5175.694310 sec): 3 clusters Score: Raw -2598847.865847 + Penalty 3288.832832 = -2595559.033015 nChanged 1740 SP:Iteration 4F (5175.784622 sec): 3 clusters Score: Raw -2600146.409656 + Penalty 3288.832832 = -2596857.576824 nChanged 1942 SP:Iteration 5F (5175.866425 sec): 3 clusters Score: Raw -2601698.183202 + Penalty 3288.832832 = -2598409.350371 nChanged 1817 SP:Iteration 6F (5175.939338 sec): 3 clusters Score: Raw -2603172.583540 + Penalty 3288.832832 = -2599883.750708 nChanged 1610 SP:Iteration 7F (5176.022538 sec): 3 clusters Score: Raw -2604263.375097 + Penalty 3288.832832 = -2600974.542265 nChanged 1217 SP:Iteration 8Q (5176.111863 sec): 3 clusters Score: Raw -2604926.579518 + Penalty 3288.832832 = -2601637.746686 nChanged 975 SP:Iteration 9Q (5176.197849 sec): 3 clusters Score: Raw -2605393.609711 + Penalty 3288.832832 = -2602104.776879 nChanged 818 SP:Iteration 10Q (5176.284938 sec): 3 clusters Score: Raw -2605751.204216 + Penalty 3288.832832 = -2602462.371385 nChanged 692 SP:Iteration 11Q (5176.384316 sec): 3 clusters Score: Raw -2606059.779396 + Penalty 3288.832832 = -2602770.946565 nChanged 642 SP:Iteration 12Q (5176.469557 sec): 3 clusters Score: Raw -2606339.009811 + Penalty 3288.832832 = -2603050.176979 nChanged 628 SP:Iteration 13Q (5176.562177 sec): 3 clusters Score: Raw -2606631.832841 + Penalty 3288.832832 = -2603343.000009 nChanged 618 SP:Iteration 14Q (5176.653639 sec): 3 clusters Score: Raw -2606952.363356 + Penalty 3288.832832 = -2603663.530524 nChanged 566 SP:Iteration 15Q (5176.746231 sec): 3 clusters Score: Raw -2607260.451280 + Penalty 3288.832832 = -2603971.618449 nChanged 556 SP:Iteration 16Q (5176.828290 sec): 3 clusters Score: Raw -2607631.953759 + Penalty 3288.832832 = -2604343.120928 nChanged 503 SP:Iteration 17Q (5176.922242 sec): 3 clusters Score: Raw -2607996.041359 + Penalty 3288.832832 = -2604707.208528 nChanged 415 SP:Iteration 18Q (5177.021120 sec): 3 clusters Score: Raw -2608248.833994 + Penalty 3288.832832 = -2604960.001162 nChanged 301 SP:Iteration 19Q (5177.112120 sec): 3 clusters Score: Raw -2608365.423283 + Penalty 3288.832832 = -2605076.590451 nChanged 206 SP:Iteration 20F (5177.201264 sec): 3 clusters Score: Raw -2608430.675975 + Penalty 3288.832832 = -2605141.843143 nChanged 168 SP:Iteration 21Q (5177.289301 sec): 3 clusters Score: Raw -2608475.897598 + Penalty 3288.832832 = -2605187.064766 nChanged 150 SP:Iteration 22Q (5177.385804 sec): 3 clusters Score: Raw -2608507.587418 + Penalty 3288.832832 = -2605218.754586 nChanged 117 SP:Iteration 23Q (5177.477975 sec): 3 clusters Score: Raw -2608529.989160 + Penalty 3288.832832 = -2605241.156329 nChanged 99 SP:Iteration 24Q (5177.562992 sec): 3 clusters Score: Raw -2608544.841151 + Penalty 3288.832832 = -2605256.008320 nChanged 93 SP:Iteration 25Q (5177.664851 sec): 3 clusters Score: Raw -2608558.086147 + Penalty 3288.832832 = -2605269.253316 nChanged 82 SP:Iteration 26Q (5177.753569 sec): 3 clusters Score: Raw -2608569.741788 + Penalty 3288.832832 = -2605280.908956 nChanged 83 SP:Iteration 27Q (5177.854538 sec): 3 clusters Score: Raw -2608582.715518 + Penalty 3288.832832 = -2605293.882687 nChanged 73 SP:Iteration 28Q (5177.936501 sec): 3 clusters Score: Raw -2608592.943478 + Penalty 3288.832832 = -2605304.110647 nChanged 68 SP:Iteration 29Q (5178.025916 sec): 3 clusters Score: Raw -2608602.602977 + Penalty 3288.832832 = -2605313.770145 nChanged 77 SP:Iteration 30Q (5178.125676 sec): 3 clusters Score: Raw -2608612.471317 + Penalty 3288.832832 = -2605323.638485 nChanged 74 SP:Iteration 31Q (5178.215773 sec): 3 clusters Score: Raw -2608621.710892 + Penalty 3288.832832 = -2605332.878060 nChanged 70 SP:Iteration 32Q (5178.304106 sec): 3 clusters Score: Raw -2608630.273666 + Penalty 3288.832832 = -2605341.440834 nChanged 61 SP:Iteration 33Q (5178.374077 sec): 3 clusters Score: Raw -2608637.682569 + Penalty 3288.832832 = -2605348.849737 nChanged 50 SP:Iteration 34Q (5178.469318 sec): 3 clusters Score: Raw -2608642.934362 + Penalty 3288.832832 = -2605354.101531 nChanged 49 SP:Iteration 35Q (5178.559727 sec): 3 clusters Score: Raw -2608648.305585 + Penalty 3288.832832 = -2605359.472754 nChanged 47 SP:Iteration 36Q (5178.649793 sec): 3 clusters Score: Raw -2608653.659589 + Penalty 3288.832832 = -2605364.826758 nChanged 40 SP:Iteration 37Q (5178.737068 sec): 3 clusters Score: Raw -2608657.803596 + Penalty 3288.832832 = -2605368.970764 nChanged 38 SP:Iteration 38Q (5178.819415 sec): 3 clusters Score: Raw -2608660.844938 + Penalty 3288.832832 = -2605372.012107 nChanged 33 SP:Iteration 39Q (5178.918314 sec): 3 clusters Score: Raw -2608663.566670 + Penalty 3288.832832 = -2605374.733838 nChanged 28 SP:Iteration 40F (5178.997708 sec): 3 clusters Score: Raw -2608666.150762 + Penalty 3288.832832 = -2605377.317931 nChanged 23 SP:Iteration 41Q (5179.091282 sec): 3 clusters Score: Raw -2608668.001731 + Penalty 3288.832832 = -2605379.168900 nChanged 25 SP:Iteration 42Q (5179.176307 sec): 3 clusters Score: Raw -2608669.552595 + Penalty 3288.832832 = -2605380.719763 nChanged 21 SP:Iteration 43Q (5179.256063 sec): 3 clusters Score: Raw -2608671.812667 + Penalty 3288.832832 = -2605382.979836 nChanged 20 SP:Iteration 44Q (5179.352058 sec): 3 clusters Score: Raw -2608673.400222 + Penalty 3288.832832 = -2605384.567390 nChanged 13 SP:Iteration 45Q (5179.443728 sec): 3 clusters Score: Raw -2608674.268801 + Penalty 3288.832832 = -2605385.435969 nChanged 10 SP:Iteration 46Q (5179.536878 sec): 3 clusters Score: Raw -2608674.793069 + Penalty 3288.832832 = -2605385.960237 nChanged 5 SP:Iteration 47Q (5179.628576 sec): 3 clusters Score: Raw -2608675.184846 + Penalty 3288.832832 = -2605386.352014 nChanged 7 SP:Iteration 48Q (5179.719580 sec): 3 clusters Score: Raw -2608675.875709 + Penalty 3288.832832 = -2605387.042877 nChanged 13 SP:Iteration 49Q (5179.810262 sec): 3 clusters Score: Raw -2608676.965290 + Penalty 3288.832832 = -2605388.132458 nChanged 10 SP:Iteration 50Q (5179.900093 sec): 3 clusters Score: Raw -2608677.483190 + Penalty 3288.832832 = -2605388.650358 nChanged 9 SP:Iteration 51Q (5179.985016 sec): 3 clusters Score: Raw -2608678.081031 + Penalty 3288.832832 = -2605389.248199 nChanged 5 SP:Iteration 52Q (5180.076132 sec): 3 clusters Score: Raw -2608678.372017 + Penalty 3288.832832 = -2605389.539185 nChanged 7 SP:Iteration 53Q (5180.164951 sec): 3 clusters Score: Raw -2608678.691809 + Penalty 3288.832832 = -2605389.858977 nChanged 4 SP:Iteration 54Q (5180.253291 sec): 3 clusters Score: Raw -2608678.917660 + Penalty 3288.832832 = -2605390.084828 nChanged 7 SP:Iteration 55Q (5180.341642 sec): 3 clusters Score: Raw -2608679.220059 + Penalty 3288.832832 = -2605390.387228 nChanged 4 SP:Iteration 56Q (5180.429758 sec): 3 clusters Score: Raw -2608679.458110 + Penalty 3288.832832 = -2605390.625278 nChanged 5 SP:Iteration 57Q (5180.503185 sec): 3 clusters Score: Raw -2608679.793140 + Penalty 3288.832832 = -2605390.960308 nChanged 9 SP:Iteration 58Q (5180.589524 sec): 3 clusters Score: Raw -2608680.420506 + Penalty 3288.832832 = -2605391.587674 nChanged 6 SP:Iteration 59Q (5180.691074 sec): 3 clusters Score: Raw -2608680.732029 + Penalty 3288.832832 = -2605391.899198 nChanged 6 SP:Iteration 60F (5180.779183 sec): 3 clusters Score: Raw -2608681.063966 + Penalty 3288.832832 = -2605392.231135 nChanged 2 SP:Iteration 61Q (5180.862254 sec): 3 clusters Score: Raw -2608681.124701 + Penalty 3288.832832 = -2605392.291870 nChanged 2 SP:Iteration 62Q (5180.955234 sec): 3 clusters Score: Raw -2608681.194047 + Penalty 3288.832832 = -2605392.361216 nChanged 1 SP:Iteration 63Q (5181.045991 sec): 3 clusters Score: Raw -2608681.232757 + Penalty 3288.832832 = -2605392.399925 nChanged 1 SP:Iteration 64Q (5181.137520 sec): 3 clusters Score: Raw -2608681.373030 + Penalty 3288.832832 = -2605392.540199 nChanged 2 SP:Iteration 65Q (5181.223369 sec): 3 clusters Score: Raw -2608681.507851 + Penalty 3288.832832 = -2605392.675020 nChanged 4 SP:Iteration 66Q (5181.311493 sec): 3 clusters Score: Raw -2608681.827999 + Penalty 3288.832832 = -2605392.995168 nChanged 6 SP:Iteration 67Q (5181.399400 sec): 3 clusters Score: Raw -2608682.227596 + Penalty 3288.832832 = -2605393.394765 nChanged 4 SP:Iteration 68Q (5181.493419 sec): 3 clusters Score: Raw -2608682.424050 + Penalty 3288.832832 = -2605393.591218 nChanged 3 SP:Iteration 69Q (5181.581600 sec): 3 clusters Score: Raw -2608682.607808 + Penalty 3288.832832 = -2605393.774976 nChanged 4 SP:Iteration 70Q (5181.664957 sec): 3 clusters Score: Raw -2608682.864114 + Penalty 3288.832832 = -2605394.031283 nChanged 7 SP:Iteration 71Q (5181.749475 sec): 3 clusters Score: Raw -2608683.298817 + Penalty 3288.832832 = -2605394.465986 nChanged 6 SP:Iteration 72Q (5181.839739 sec): 3 clusters Score: Raw -2608683.588226 + Penalty 3288.832832 = -2605394.755395 nChanged 4 SP:Iteration 73Q (5181.924408 sec): 3 clusters Score: Raw -2608683.825404 + Penalty 3288.832832 = -2605394.992572 nChanged 6 SP:Iteration 74Q (5182.008364 sec): 3 clusters Score: Raw -2608684.037354 + Penalty 3288.832832 = -2605395.204523 nChanged 6 SP:Iteration 75Q (5182.105435 sec): 3 clusters Score: Raw -2608684.278781 + Penalty 3288.832832 = -2605395.445949 nChanged 4 SP:Iteration 76Q (5182.198706 sec): 3 clusters Score: Raw -2608684.450665 + Penalty 3288.832832 = -2605395.617833 nChanged 3 SP:Iteration 77Q (5182.289641 sec): 3 clusters Score: Raw -2608684.578980 + Penalty 3288.832832 = -2605395.746148 nChanged 1 SP:Iteration 78Q (5182.373896 sec): 3 clusters Score: Raw -2608684.630642 + Penalty 3288.832832 = -2605395.797810 nChanged 0 SP:Iteration 79F (5182.461059 sec): 3 clusters Score: Raw -2608684.630642 + Penalty 3288.832832 = -2605395.797810 nChanged 0 Score: Raw -50035610.783901 + Penalty 85197.215692 = -49950413.568208 Splitting cluster 29 changes total score from -49949776.136806 to -49950413.568208 So it's getting split into cluster 40. Trying to split cluster 30 (26415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5195.308167 sec): 2 clusters Score: Raw -2855373.285448 + Penalty 1654.524188 = -2853718.761260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5195.399709 sec): 3 clusters Score: Raw -2839204.922893 + Penalty 3309.048376 = -2835895.874518 nChanged 12112 SP:Iteration 1F (5195.488911 sec): 3 clusters Score: Raw -2846028.410974 + Penalty 3309.048376 = -2842719.362598 nChanged 1474 SP:Iteration 2F (5195.573096 sec): 3 clusters Score: Raw -2846691.000429 + Penalty 3309.048376 = -2843381.952054 nChanged 1609 SP:Iteration 3F (5195.661493 sec): 3 clusters Score: Raw -2847536.403770 + Penalty 3309.048376 = -2844227.355395 nChanged 1692 SP:Iteration 4F (5195.752062 sec): 3 clusters Score: Raw -2848455.387692 + Penalty 3309.048376 = -2845146.339317 nChanged 1589 SP:Iteration 5F (5195.838862 sec): 3 clusters Score: Raw -2849362.745907 + Penalty 3309.048376 = -2846053.697531 nChanged 1529 SP:Iteration 6F (5195.937029 sec): 3 clusters Score: Raw -2850217.182526 + Penalty 3309.048376 = -2846908.134151 nChanged 1318 SP:Iteration 7Q (5196.030447 sec): 3 clusters Score: Raw -2850980.847020 + Penalty 3309.048376 = -2847671.798644 nChanged 1182 SP:Iteration 8Q (5196.121562 sec): 3 clusters Score: Raw -2851701.192210 + Penalty 3309.048376 = -2848392.143834 nChanged 1032 SP:Iteration 9Q (5196.212537 sec): 3 clusters Score: Raw -2852337.159242 + Penalty 3309.048376 = -2849028.110866 nChanged 911 SP:Iteration 10Q (5196.306960 sec): 3 clusters Score: Raw -2852927.678891 + Penalty 3309.048376 = -2849618.630516 nChanged 807 SP:Iteration 11Q (5196.399607 sec): 3 clusters Score: Raw -2853517.632796 + Penalty 3309.048376 = -2850208.584420 nChanged 681 SP:Iteration 12Q (5196.489956 sec): 3 clusters Score: Raw -2854008.329923 + Penalty 3309.048376 = -2850699.281547 nChanged 560 SP:Iteration 13Q (5196.571335 sec): 3 clusters Score: Raw -2854390.779007 + Penalty 3309.048376 = -2851081.730631 nChanged 440 SP:Iteration 14Q (5196.663593 sec): 3 clusters Score: Raw -2854649.019512 + Penalty 3309.048376 = -2851339.971136 nChanged 342 SP:Iteration 15Q (5196.750144 sec): 3 clusters Score: Raw -2854825.767359 + Penalty 3309.048376 = -2851516.718983 nChanged 291 SP:Iteration 16Q (5196.830862 sec): 3 clusters Score: Raw -2854953.617980 + Penalty 3309.048376 = -2851644.569604 nChanged 214 SP:Iteration 17Q (5196.905525 sec): 3 clusters Score: Raw -2855047.627454 + Penalty 3309.048376 = -2851738.579078 nChanged 179 SP:Iteration 18Q (5196.996585 sec): 3 clusters Score: Raw -2855118.872195 + Penalty 3309.048376 = -2851809.823819 nChanged 178 SP:Iteration 19Q (5197.076168 sec): 3 clusters Score: Raw -2855186.503132 + Penalty 3309.048376 = -2851877.454756 nChanged 151 SP:Iteration 20F (5197.169783 sec): 3 clusters Score: Raw -2855241.818147 + Penalty 3309.048376 = -2851932.769771 nChanged 133 SP:Iteration 21Q (5197.255398 sec): 3 clusters Score: Raw -2855294.827802 + Penalty 3309.048376 = -2851985.779426 nChanged 128 SP:Iteration 22Q (5197.339105 sec): 3 clusters Score: Raw -2855350.457893 + Penalty 3309.048376 = -2852041.409517 nChanged 128 SP:Iteration 23Q (5197.431056 sec): 3 clusters Score: Raw -2855400.430085 + Penalty 3309.048376 = -2852091.381710 nChanged 107 SP:Iteration 24Q (5197.521451 sec): 3 clusters Score: Raw -2855439.241508 + Penalty 3309.048376 = -2852130.193133 nChanged 95 SP:Iteration 25Q (5197.605750 sec): 3 clusters Score: Raw -2855469.949070 + Penalty 3309.048376 = -2852160.900694 nChanged 82 SP:Iteration 26Q (5197.690920 sec): 3 clusters Score: Raw -2855495.024597 + Penalty 3309.048376 = -2852185.976221 nChanged 72 SP:Iteration 27Q (5197.774934 sec): 3 clusters Score: Raw -2855524.385662 + Penalty 3309.048376 = -2852215.337286 nChanged 84 SP:Iteration 28Q (5197.851580 sec): 3 clusters Score: Raw -2855562.854576 + Penalty 3309.048376 = -2852253.806200 nChanged 72 SP:Iteration 29Q (5197.937993 sec): 3 clusters Score: Raw -2855594.904505 + Penalty 3309.048376 = -2852285.856129 nChanged 63 SP:Iteration 30Q (5198.013506 sec): 3 clusters Score: Raw -2855621.373775 + Penalty 3309.048376 = -2852312.325399 nChanged 51 SP:Iteration 31Q (5198.095676 sec): 3 clusters Score: Raw -2855639.387343 + Penalty 3309.048376 = -2852330.338968 nChanged 45 SP:Iteration 32Q (5198.181922 sec): 3 clusters Score: Raw -2855654.379530 + Penalty 3309.048376 = -2852345.331154 nChanged 39 SP:Iteration 33Q (5198.262369 sec): 3 clusters Score: Raw -2855669.843366 + Penalty 3309.048376 = -2852360.794991 nChanged 42 SP:Iteration 34Q (5198.333114 sec): 3 clusters Score: Raw -2855685.529908 + Penalty 3309.048376 = -2852376.481532 nChanged 45 SP:Iteration 35Q (5198.422744 sec): 3 clusters Score: Raw -2855701.591235 + Penalty 3309.048376 = -2852392.542859 nChanged 37 SP:Iteration 36Q (5198.488941 sec): 3 clusters Score: Raw -2855716.837774 + Penalty 3309.048376 = -2852407.789398 nChanged 44 SP:Iteration 37Q (5198.581148 sec): 3 clusters Score: Raw -2855736.495480 + Penalty 3309.048376 = -2852427.447105 nChanged 46 SP:Iteration 38Q (5198.654262 sec): 3 clusters Score: Raw -2855755.589777 + Penalty 3309.048376 = -2852446.541401 nChanged 31 SP:Iteration 39Q (5198.741587 sec): 3 clusters Score: Raw -2855766.183520 + Penalty 3309.048376 = -2852457.135144 nChanged 30 SP:Iteration 40F (5198.832143 sec): 3 clusters Score: Raw -2855776.083733 + Penalty 3309.048376 = -2852467.035357 nChanged 23 SP:Iteration 41Q (5198.910703 sec): 3 clusters Score: Raw -2855784.045412 + Penalty 3309.048376 = -2852474.997036 nChanged 16 SP:Iteration 42Q (5198.996907 sec): 3 clusters Score: Raw -2855789.568178 + Penalty 3309.048376 = -2852480.519802 nChanged 21 SP:Iteration 43Q (5199.070405 sec): 3 clusters Score: Raw -2855795.276040 + Penalty 3309.048376 = -2852486.227664 nChanged 18 SP:Iteration 44Q (5199.155513 sec): 3 clusters Score: Raw -2855801.957582 + Penalty 3309.048376 = -2852492.909206 nChanged 18 SP:Iteration 45Q (5199.231121 sec): 3 clusters Score: Raw -2855809.438982 + Penalty 3309.048376 = -2852500.390607 nChanged 21 SP:Iteration 46Q (5199.311622 sec): 3 clusters Score: Raw -2855819.212158 + Penalty 3309.048376 = -2852510.163783 nChanged 31 SP:Iteration 47Q (5199.398901 sec): 3 clusters Score: Raw -2855831.828854 + Penalty 3309.048376 = -2852522.780479 nChanged 18 SP:Iteration 48Q (5199.467987 sec): 3 clusters Score: Raw -2855838.768511 + Penalty 3309.048376 = -2852529.720135 nChanged 13 SP:Iteration 49Q (5199.557158 sec): 3 clusters Score: Raw -2855843.180950 + Penalty 3309.048376 = -2852534.132575 nChanged 10 SP:Iteration 50Q (5199.636316 sec): 3 clusters Score: Raw -2855846.877351 + Penalty 3309.048376 = -2852537.828975 nChanged 7 SP:Iteration 51Q (5199.702522 sec): 3 clusters Score: Raw -2855849.800533 + Penalty 3309.048376 = -2852540.752157 nChanged 8 SP:Iteration 52Q (5199.796410 sec): 3 clusters Score: Raw -2855851.928235 + Penalty 3309.048376 = -2852542.879860 nChanged 5 SP:Iteration 53Q (5199.878212 sec): 3 clusters Score: Raw -2855852.861103 + Penalty 3309.048376 = -2852543.812727 nChanged 5 SP:Iteration 54Q (5199.955752 sec): 3 clusters Score: Raw -2855854.340879 + Penalty 3309.048376 = -2852545.292503 nChanged 6 SP:Iteration 55Q (5200.029360 sec): 3 clusters Score: Raw -2855855.610640 + Penalty 3309.048376 = -2852546.562264 nChanged 3 SP:Iteration 56Q (5200.113498 sec): 3 clusters Score: Raw -2855856.181715 + Penalty 3309.048376 = -2852547.133339 nChanged 5 SP:Iteration 57Q (5200.193719 sec): 3 clusters Score: Raw -2855858.437811 + Penalty 3309.048376 = -2852549.389435 nChanged 8 SP:Iteration 58Q (5200.267637 sec): 3 clusters Score: Raw -2855861.771465 + Penalty 3309.048376 = -2852552.723089 nChanged 5 SP:Iteration 59Q (5200.358111 sec): 3 clusters Score: Raw -2855863.051604 + Penalty 3309.048376 = -2852554.003228 nChanged 4 SP:Iteration 60F (5200.446988 sec): 3 clusters Score: Raw -2855864.412236 + Penalty 3309.048376 = -2852555.363860 nChanged 3 SP:Iteration 61Q (5200.516244 sec): 3 clusters Score: Raw -2855865.130075 + Penalty 3309.048376 = -2852556.081699 nChanged 2 SP:Iteration 62Q (5200.604828 sec): 3 clusters Score: Raw -2855865.485299 + Penalty 3309.048376 = -2852556.436924 nChanged 1 SP:Iteration 63Q (5200.681868 sec): 3 clusters Score: Raw -2855865.988280 + Penalty 3309.048376 = -2852556.939905 nChanged 1 SP:Iteration 64Q (5200.765661 sec): 3 clusters Score: Raw -2855866.149805 + Penalty 3309.048376 = -2852557.101430 nChanged 0 SP:Iteration 65F (5200.842987 sec): 3 clusters Score: Raw -2855866.149805 + Penalty 3309.048376 = -2852557.101430 nChanged 0 Trying to split cluster 31 (3021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5200.882443 sec): 2 clusters Score: Raw -305268.990641 + Penalty 1302.168267 = -303966.822374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5200.922624 sec): 3 clusters Score: Raw -303840.504024 + Penalty 2604.336534 = -301236.167490 nChanged 1152 SP:Iteration 1F (5200.983773 sec): 3 clusters Score: Raw -304604.678709 + Penalty 2604.336534 = -302000.342175 nChanged 233 SP:Iteration 2F (5201.037868 sec): 3 clusters Score: Raw -304803.185128 + Penalty 2604.336534 = -302198.848594 nChanged 182 SP:Iteration 3F (5201.080170 sec): 3 clusters Score: Raw -304983.646344 + Penalty 2604.336534 = -302379.309810 nChanged 171 SP:Iteration 4F (5201.135058 sec): 3 clusters Score: Raw -305140.451360 + Penalty 2604.336534 = -302536.114826 nChanged 173 SP:Iteration 5F (5201.192015 sec): 3 clusters Score: Raw -305276.317662 + Penalty 2604.336534 = -302671.981128 nChanged 137 SP:Iteration 6Q (5201.246663 sec): 3 clusters Score: Raw -305379.038125 + Penalty 2604.336534 = -302774.701591 nChanged 132 SP:Iteration 7Q (5201.285707 sec): 3 clusters Score: Raw -305473.506266 + Penalty 2604.336534 = -302869.169732 nChanged 99 SP:Iteration 8Q (5201.347464 sec): 3 clusters Score: Raw -305538.774746 + Penalty 2604.336534 = -302934.438212 nChanged 69 SP:Iteration 9Q (5201.396468 sec): 3 clusters Score: Raw -305583.758742 + Penalty 2604.336534 = -302979.422208 nChanged 60 SP:Iteration 10Q (5201.447339 sec): 3 clusters Score: Raw -305631.991124 + Penalty 2604.336534 = -303027.654590 nChanged 59 SP:Iteration 11Q (5201.492144 sec): 3 clusters Score: Raw -305682.412142 + Penalty 2604.336534 = -303078.075608 nChanged 56 SP:Iteration 12Q (5201.546915 sec): 3 clusters Score: Raw -305728.350930 + Penalty 2604.336534 = -303124.014396 nChanged 46 SP:Iteration 13Q (5201.588347 sec): 3 clusters Score: Raw -305756.120310 + Penalty 2604.336534 = -303151.783776 nChanged 22 SP:Iteration 14Q (5201.643707 sec): 3 clusters Score: Raw -305767.777577 + Penalty 2604.336534 = -303163.441043 nChanged 20 SP:Iteration 15Q (5201.699197 sec): 3 clusters Score: Raw -305779.185975 + Penalty 2604.336534 = -303174.849441 nChanged 23 SP:Iteration 16Q (5201.746345 sec): 3 clusters Score: Raw -305792.410148 + Penalty 2604.336534 = -303188.073614 nChanged 21 SP:Iteration 17Q (5201.801222 sec): 3 clusters Score: Raw -305803.856863 + Penalty 2604.336534 = -303199.520329 nChanged 16 SP:Iteration 18Q (5201.854830 sec): 3 clusters Score: Raw -305812.729365 + Penalty 2604.336534 = -303208.392831 nChanged 16 SP:Iteration 19Q (5201.904762 sec): 3 clusters Score: Raw -305818.886059 + Penalty 2604.336534 = -303214.549525 nChanged 9 SP:Iteration 20F (5201.955349 sec): 3 clusters Score: Raw -305822.982707 + Penalty 2604.336534 = -303218.646173 nChanged 5 SP:Iteration 21Q (5202.012513 sec): 3 clusters Score: Raw -305825.380278 + Penalty 2604.336534 = -303221.043744 nChanged 3 SP:Iteration 22Q (5202.055787 sec): 3 clusters Score: Raw -305826.414855 + Penalty 2604.336534 = -303222.078321 nChanged 4 SP:Iteration 23Q (5202.109822 sec): 3 clusters Score: Raw -305829.114492 + Penalty 2604.336534 = -303224.777958 nChanged 5 SP:Iteration 24Q (5202.154240 sec): 3 clusters Score: Raw -305831.608452 + Penalty 2604.336534 = -303227.271918 nChanged 1 SP:Iteration 25Q (5202.203417 sec): 3 clusters Score: Raw -305832.152906 + Penalty 2604.336534 = -303227.816372 nChanged 2 SP:Iteration 26Q (5202.253635 sec): 3 clusters Score: Raw -305832.599210 + Penalty 2604.336534 = -303228.262676 nChanged 0 SP:Iteration 27F (5202.303469 sec): 3 clusters Score: Raw -305832.599210 + Penalty 2604.336534 = -303228.262676 nChanged 0 Trying to split cluster 32 (3147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5202.337541 sec): 2 clusters Score: Raw -301666.252612 + Penalty 1308.808296 = -300357.444316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5202.390115 sec): 3 clusters Score: Raw -300125.170050 + Penalty 2617.616592 = -297507.553458 nChanged 1194 SP:Iteration 1F (5202.426521 sec): 3 clusters Score: Raw -300853.492373 + Penalty 2617.616592 = -298235.875781 nChanged 238 SP:Iteration 2F (5202.490150 sec): 3 clusters Score: Raw -300990.422468 + Penalty 2617.616592 = -298372.805877 nChanged 152 SP:Iteration 3Q (5202.539719 sec): 3 clusters Score: Raw -301070.439267 + Penalty 2617.616592 = -298452.822676 nChanged 137 SP:Iteration 4Q (5202.584278 sec): 3 clusters Score: Raw -301143.738587 + Penalty 2617.616592 = -298526.121996 nChanged 107 SP:Iteration 5Q (5202.649660 sec): 3 clusters Score: Raw -301209.563500 + Penalty 2617.616592 = -298591.946909 nChanged 89 SP:Iteration 6Q (5202.692800 sec): 3 clusters Score: Raw -301250.207658 + Penalty 2617.616592 = -298632.591066 nChanged 62 SP:Iteration 7Q (5202.750820 sec): 3 clusters Score: Raw -301281.007283 + Penalty 2617.616592 = -298663.390691 nChanged 54 SP:Iteration 8Q (5202.797282 sec): 3 clusters Score: Raw -301306.863999 + Penalty 2617.616592 = -298689.247407 nChanged 63 SP:Iteration 9Q (5202.851843 sec): 3 clusters Score: Raw -301339.886059 + Penalty 2617.616592 = -298722.269467 nChanged 60 SP:Iteration 10Q (5202.897829 sec): 3 clusters Score: Raw -301370.716094 + Penalty 2617.616592 = -298753.099502 nChanged 58 SP:Iteration 11Q (5202.952495 sec): 3 clusters Score: Raw -301409.677341 + Penalty 2617.616592 = -298792.060750 nChanged 65 SP:Iteration 12Q (5203.004667 sec): 3 clusters Score: Raw -301442.148269 + Penalty 2617.616592 = -298824.531678 nChanged 66 SP:Iteration 13Q (5203.047008 sec): 3 clusters Score: Raw -301469.633738 + Penalty 2617.616592 = -298852.017146 nChanged 63 SP:Iteration 14Q (5203.108869 sec): 3 clusters Score: Raw -301501.727322 + Penalty 2617.616592 = -298884.110731 nChanged 58 SP:Iteration 15Q (5203.158165 sec): 3 clusters Score: Raw -301531.830233 + Penalty 2617.616592 = -298914.213641 nChanged 61 SP:Iteration 16Q (5203.207023 sec): 3 clusters Score: Raw -301568.331581 + Penalty 2617.616592 = -298950.714990 nChanged 73 SP:Iteration 17Q (5203.260805 sec): 3 clusters Score: Raw -301618.012908 + Penalty 2617.616592 = -299000.396317 nChanged 84 SP:Iteration 18Q (5203.309000 sec): 3 clusters Score: Raw -301673.526496 + Penalty 2617.616592 = -299055.909904 nChanged 66 SP:Iteration 19Q (5203.361615 sec): 3 clusters Score: Raw -301724.887678 + Penalty 2617.616592 = -299107.271086 nChanged 62 SP:Iteration 20F (5203.413450 sec): 3 clusters Score: Raw -301774.278609 + Penalty 2617.616592 = -299156.662017 nChanged 52 SP:Iteration 21Q (5203.453268 sec): 3 clusters Score: Raw -301819.930890 + Penalty 2617.616592 = -299202.314299 nChanged 40 SP:Iteration 22Q (5203.508915 sec): 3 clusters Score: Raw -301848.387558 + Penalty 2617.616592 = -299230.770966 nChanged 33 SP:Iteration 23Q (5203.558031 sec): 3 clusters Score: Raw -301871.788750 + Penalty 2617.616592 = -299254.172158 nChanged 31 SP:Iteration 24Q (5203.606131 sec): 3 clusters Score: Raw -301901.531317 + Penalty 2617.616592 = -299283.914726 nChanged 30 SP:Iteration 25Q (5203.659299 sec): 3 clusters Score: Raw -301937.784453 + Penalty 2617.616592 = -299320.167861 nChanged 38 SP:Iteration 26Q (5203.703592 sec): 3 clusters Score: Raw -301970.339335 + Penalty 2617.616592 = -299352.722744 nChanged 30 SP:Iteration 27Q (5203.761020 sec): 3 clusters Score: Raw -301998.634824 + Penalty 2617.616592 = -299381.018233 nChanged 26 SP:Iteration 28Q (5203.800161 sec): 3 clusters Score: Raw -302026.533859 + Penalty 2617.616592 = -299408.917268 nChanged 23 SP:Iteration 29Q (5203.855165 sec): 3 clusters Score: Raw -302045.139926 + Penalty 2617.616592 = -299427.523334 nChanged 15 SP:Iteration 30Q (5203.908225 sec): 3 clusters Score: Raw -302058.718404 + Penalty 2617.616592 = -299441.101812 nChanged 11 SP:Iteration 31Q (5203.949734 sec): 3 clusters Score: Raw -302065.334064 + Penalty 2617.616592 = -299447.717472 nChanged 6 SP:Iteration 32Q (5204.002241 sec): 3 clusters Score: Raw -302070.119421 + Penalty 2617.616592 = -299452.502830 nChanged 9 SP:Iteration 33Q (5204.039275 sec): 3 clusters Score: Raw -302078.551321 + Penalty 2617.616592 = -299460.934729 nChanged 10 SP:Iteration 34Q (5204.091448 sec): 3 clusters Score: Raw -302082.836908 + Penalty 2617.616592 = -299465.220316 nChanged 3 SP:Iteration 35Q (5204.139277 sec): 3 clusters Score: Raw -302083.743155 + Penalty 2617.616592 = -299466.126563 nChanged 2 SP:Iteration 36Q (5204.188775 sec): 3 clusters Score: Raw -302084.626060 + Penalty 2617.616592 = -299467.009469 nChanged 4 SP:Iteration 37Q (5204.238930 sec): 3 clusters Score: Raw -302086.155249 + Penalty 2617.616592 = -299468.538658 nChanged 1 SP:Iteration 38Q (5204.285685 sec): 3 clusters Score: Raw -302086.248196 + Penalty 2617.616592 = -299468.631605 nChanged 0 SP:Iteration 39F (5204.333901 sec): 3 clusters Score: Raw -302086.248196 + Penalty 2617.616592 = -299468.631605 nChanged 0 Trying to split cluster 33 (6386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5204.371853 sec): 2 clusters Score: Raw -673821.892875 + Penalty 1423.802798 = -672398.090077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5204.419827 sec): 3 clusters Score: Raw -670346.547166 + Penalty 2847.605596 = -667498.941570 nChanged 2708 SP:Iteration 1F (5204.483701 sec): 3 clusters Score: Raw -671977.000787 + Penalty 2847.605596 = -669129.395191 nChanged 568 SP:Iteration 2F (5204.542904 sec): 3 clusters Score: Raw -672418.306217 + Penalty 2847.605596 = -669570.700621 nChanged 497 SP:Iteration 3F (5204.592413 sec): 3 clusters Score: Raw -672831.831039 + Penalty 2847.605596 = -669984.225443 nChanged 458 SP:Iteration 4F (5204.657659 sec): 3 clusters Score: Raw -673190.522486 + Penalty 2847.605596 = -670342.916889 nChanged 362 SP:Iteration 5F (5204.708768 sec): 3 clusters Score: Raw -673444.860125 + Penalty 2847.605596 = -670597.254529 nChanged 275 SP:Iteration 6Q (5204.768384 sec): 3 clusters Score: Raw -673647.999530 + Penalty 2847.605596 = -670800.393934 nChanged 234 SP:Iteration 7Q (5204.825864 sec): 3 clusters Score: Raw -673816.529522 + Penalty 2847.605596 = -670968.923926 nChanged 167 SP:Iteration 8Q (5204.867712 sec): 3 clusters Score: Raw -673911.294453 + Penalty 2847.605596 = -671063.688857 nChanged 141 SP:Iteration 9Q (5204.927279 sec): 3 clusters Score: Raw -673989.058105 + Penalty 2847.605596 = -671141.452509 nChanged 131 SP:Iteration 10Q (5204.986193 sec): 3 clusters Score: Raw -674059.326392 + Penalty 2847.605596 = -671211.720796 nChanged 123 SP:Iteration 11Q (5205.042833 sec): 3 clusters Score: Raw -674128.734007 + Penalty 2847.605596 = -671281.128410 nChanged 105 SP:Iteration 12Q (5205.095665 sec): 3 clusters Score: Raw -674184.441874 + Penalty 2847.605596 = -671336.836278 nChanged 86 SP:Iteration 13Q (5205.152260 sec): 3 clusters Score: Raw -674225.628116 + Penalty 2847.605596 = -671378.022520 nChanged 72 SP:Iteration 14Q (5205.211939 sec): 3 clusters Score: Raw -674257.353926 + Penalty 2847.605596 = -671409.748329 nChanged 58 SP:Iteration 15Q (5205.263750 sec): 3 clusters Score: Raw -674280.159655 + Penalty 2847.605596 = -671432.554059 nChanged 42 SP:Iteration 16Q (5205.321889 sec): 3 clusters Score: Raw -674292.876626 + Penalty 2847.605596 = -671445.271030 nChanged 33 SP:Iteration 17Q (5205.368822 sec): 3 clusters Score: Raw -674302.836094 + Penalty 2847.605596 = -671455.230498 nChanged 28 SP:Iteration 18Q (5205.426491 sec): 3 clusters Score: Raw -674310.088787 + Penalty 2847.605596 = -671462.483190 nChanged 27 SP:Iteration 19Q (5205.483790 sec): 3 clusters Score: Raw -674315.310576 + Penalty 2847.605596 = -671467.704980 nChanged 24 SP:Iteration 20F (5205.550143 sec): 3 clusters Score: Raw -674321.292252 + Penalty 2847.605596 = -671473.686655 nChanged 19 SP:Iteration 21Q (5205.595735 sec): 3 clusters Score: Raw -674327.127005 + Penalty 2847.605596 = -671479.521409 nChanged 15 SP:Iteration 22Q (5205.655519 sec): 3 clusters Score: Raw -674330.919337 + Penalty 2847.605596 = -671483.313740 nChanged 14 SP:Iteration 23Q (5205.708331 sec): 3 clusters Score: Raw -674334.602625 + Penalty 2847.605596 = -671486.997029 nChanged 14 SP:Iteration 24Q (5205.767870 sec): 3 clusters Score: Raw -674339.096311 + Penalty 2847.605596 = -671491.490715 nChanged 18 SP:Iteration 25Q (5205.815549 sec): 3 clusters Score: Raw -674343.266907 + Penalty 2847.605596 = -671495.661311 nChanged 13 SP:Iteration 26Q (5205.868645 sec): 3 clusters Score: Raw -674345.642298 + Penalty 2847.605596 = -671498.036702 nChanged 7 SP:Iteration 27Q (5205.924930 sec): 3 clusters Score: Raw -674346.581446 + Penalty 2847.605596 = -671498.975850 nChanged 6 SP:Iteration 28Q (5205.980940 sec): 3 clusters Score: Raw -674347.610079 + Penalty 2847.605596 = -671500.004483 nChanged 7 SP:Iteration 29Q (5206.033749 sec): 3 clusters Score: Raw -674348.628973 + Penalty 2847.605596 = -671501.023376 nChanged 6 SP:Iteration 30Q (5206.102232 sec): 3 clusters Score: Raw -674349.712127 + Penalty 2847.605596 = -671502.106531 nChanged 8 SP:Iteration 31Q (5206.161269 sec): 3 clusters Score: Raw -674351.161613 + Penalty 2847.605596 = -671503.556016 nChanged 10 SP:Iteration 32Q (5206.207157 sec): 3 clusters Score: Raw -674352.810008 + Penalty 2847.605596 = -671505.204411 nChanged 6 SP:Iteration 33Q (5206.265440 sec): 3 clusters Score: Raw -674353.775108 + Penalty 2847.605596 = -671506.169512 nChanged 8 SP:Iteration 34Q (5206.322388 sec): 3 clusters Score: Raw -674355.005647 + Penalty 2847.605596 = -671507.400050 nChanged 6 SP:Iteration 35Q (5206.378630 sec): 3 clusters Score: Raw -674356.045095 + Penalty 2847.605596 = -671508.439499 nChanged 3 SP:Iteration 36Q (5206.429742 sec): 3 clusters Score: Raw -674356.478719 + Penalty 2847.605596 = -671508.873122 nChanged 3 SP:Iteration 37Q (5206.489081 sec): 3 clusters Score: Raw -674357.214932 + Penalty 2847.605596 = -671509.609335 nChanged 3 SP:Iteration 38Q (5206.546192 sec): 3 clusters Score: Raw -674357.778718 + Penalty 2847.605596 = -671510.173122 nChanged 4 SP:Iteration 39Q (5206.590274 sec): 3 clusters Score: Raw -674358.273961 + Penalty 2847.605596 = -671510.668365 nChanged 3 SP:Iteration 40F (5206.650220 sec): 3 clusters Score: Raw -674358.547319 + Penalty 2847.605596 = -671510.941723 nChanged 1 SP:Iteration 41Q (5206.704264 sec): 3 clusters Score: Raw -674358.581536 + Penalty 2847.605596 = -671510.975939 nChanged 0 SP:Iteration 42F (5206.758981 sec): 3 clusters Score: Raw -674358.581536 + Penalty 2847.605596 = -671510.975939 nChanged 0 Trying to split cluster 34 (12172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5206.795091 sec): 2 clusters Score: Raw -1242276.984133 + Penalty 1528.620196 = -1240748.363938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5206.865369 sec): 3 clusters Score: Raw -1235348.929059 + Penalty 3057.240391 = -1232291.688668 nChanged 5286 SP:Iteration 1F (5206.943789 sec): 3 clusters Score: Raw -1238508.374771 + Penalty 3057.240391 = -1235451.134380 nChanged 1053 SP:Iteration 2F (5207.011178 sec): 3 clusters Score: Raw -1239294.421273 + Penalty 3057.240391 = -1236237.180882 nChanged 964 SP:Iteration 3F (5207.066049 sec): 3 clusters Score: Raw -1240082.836794 + Penalty 3057.240391 = -1237025.596403 nChanged 902 SP:Iteration 4F (5207.138418 sec): 3 clusters Score: Raw -1240895.985477 + Penalty 3057.240391 = -1237838.745086 nChanged 756 SP:Iteration 5F (5207.206157 sec): 3 clusters Score: Raw -1241563.017173 + Penalty 3057.240391 = -1238505.776782 nChanged 526 SP:Iteration 6Q (5207.271805 sec): 3 clusters Score: Raw -1241909.232945 + Penalty 3057.240391 = -1238851.992554 nChanged 331 SP:Iteration 7Q (5207.330226 sec): 3 clusters Score: Raw -1242079.826174 + Penalty 3057.240391 = -1239022.585783 nChanged 226 SP:Iteration 8Q (5207.407970 sec): 3 clusters Score: Raw -1242175.591448 + Penalty 3057.240391 = -1239118.351057 nChanged 165 SP:Iteration 9Q (5207.474745 sec): 3 clusters Score: Raw -1242236.622139 + Penalty 3057.240391 = -1239179.381748 nChanged 135 SP:Iteration 10Q (5207.536049 sec): 3 clusters Score: Raw -1242282.628679 + Penalty 3057.240391 = -1239225.388288 nChanged 106 SP:Iteration 11Q (5207.603774 sec): 3 clusters Score: Raw -1242317.513208 + Penalty 3057.240391 = -1239260.272817 nChanged 100 SP:Iteration 12Q (5207.675336 sec): 3 clusters Score: Raw -1242349.903253 + Penalty 3057.240391 = -1239292.662862 nChanged 74 SP:Iteration 13Q (5207.745312 sec): 3 clusters Score: Raw -1242370.925794 + Penalty 3057.240391 = -1239313.685403 nChanged 66 SP:Iteration 14Q (5207.803543 sec): 3 clusters Score: Raw -1242386.918422 + Penalty 3057.240391 = -1239329.678031 nChanged 60 SP:Iteration 15Q (5207.873765 sec): 3 clusters Score: Raw -1242399.550622 + Penalty 3057.240391 = -1239342.310231 nChanged 49 SP:Iteration 16Q (5207.939697 sec): 3 clusters Score: Raw -1242410.113217 + Penalty 3057.240391 = -1239352.872826 nChanged 48 SP:Iteration 17Q (5207.991785 sec): 3 clusters Score: Raw -1242421.535668 + Penalty 3057.240391 = -1239364.295277 nChanged 45 SP:Iteration 18Q (5208.053455 sec): 3 clusters Score: Raw -1242430.346399 + Penalty 3057.240391 = -1239373.106008 nChanged 28 SP:Iteration 19Q (5208.125227 sec): 3 clusters Score: Raw -1242436.075584 + Penalty 3057.240391 = -1239378.835193 nChanged 29 SP:Iteration 20F (5208.183021 sec): 3 clusters Score: Raw -1242441.495632 + Penalty 3057.240391 = -1239384.255241 nChanged 29 SP:Iteration 21Q (5208.259577 sec): 3 clusters Score: Raw -1242447.677599 + Penalty 3057.240391 = -1239390.437208 nChanged 31 SP:Iteration 22Q (5208.313105 sec): 3 clusters Score: Raw -1242452.291480 + Penalty 3057.240391 = -1239395.051089 nChanged 22 SP:Iteration 23Q (5208.388586 sec): 3 clusters Score: Raw -1242456.619092 + Penalty 3057.240391 = -1239399.378701 nChanged 21 SP:Iteration 24Q (5208.439367 sec): 3 clusters Score: Raw -1242462.817991 + Penalty 3057.240391 = -1239405.577600 nChanged 23 SP:Iteration 25Q (5208.508746 sec): 3 clusters Score: Raw -1242468.702451 + Penalty 3057.240391 = -1239411.462060 nChanged 28 SP:Iteration 26Q (5208.578828 sec): 3 clusters Score: Raw -1242475.767322 + Penalty 3057.240391 = -1239418.526931 nChanged 23 SP:Iteration 27Q (5208.641784 sec): 3 clusters Score: Raw -1242482.474343 + Penalty 3057.240391 = -1239425.233952 nChanged 23 SP:Iteration 28Q (5208.699533 sec): 3 clusters Score: Raw -1242487.578940 + Penalty 3057.240391 = -1239430.338549 nChanged 15 SP:Iteration 29Q (5208.778957 sec): 3 clusters Score: Raw -1242490.938263 + Penalty 3057.240391 = -1239433.697872 nChanged 16 SP:Iteration 30Q (5208.834224 sec): 3 clusters Score: Raw -1242494.605796 + Penalty 3057.240391 = -1239437.365405 nChanged 23 SP:Iteration 31Q (5208.905963 sec): 3 clusters Score: Raw -1242498.795854 + Penalty 3057.240391 = -1239441.555463 nChanged 16 SP:Iteration 32Q (5208.970367 sec): 3 clusters Score: Raw -1242501.471922 + Penalty 3057.240391 = -1239444.231531 nChanged 15 SP:Iteration 33Q (5209.036618 sec): 3 clusters Score: Raw -1242503.850126 + Penalty 3057.240391 = -1239446.609735 nChanged 14 SP:Iteration 34Q (5209.090589 sec): 3 clusters Score: Raw -1242507.342889 + Penalty 3057.240391 = -1239450.102498 nChanged 14 SP:Iteration 35Q (5209.166453 sec): 3 clusters Score: Raw -1242509.896654 + Penalty 3057.240391 = -1239452.656263 nChanged 13 SP:Iteration 36Q (5209.230054 sec): 3 clusters Score: Raw -1242511.080720 + Penalty 3057.240391 = -1239453.840329 nChanged 6 SP:Iteration 37Q (5209.299259 sec): 3 clusters Score: Raw -1242511.995269 + Penalty 3057.240391 = -1239454.754878 nChanged 9 SP:Iteration 38Q (5209.360966 sec): 3 clusters Score: Raw -1242513.472462 + Penalty 3057.240391 = -1239456.232070 nChanged 8 SP:Iteration 39Q (5209.427582 sec): 3 clusters Score: Raw -1242514.730909 + Penalty 3057.240391 = -1239457.490518 nChanged 6 SP:Iteration 40F (5209.493491 sec): 3 clusters Score: Raw -1242516.290179 + Penalty 3057.240391 = -1239459.049788 nChanged 6 SP:Iteration 41Q (5209.552858 sec): 3 clusters Score: Raw -1242517.522660 + Penalty 3057.240391 = -1239460.282269 nChanged 10 SP:Iteration 42Q (5209.617265 sec): 3 clusters Score: Raw -1242520.682555 + Penalty 3057.240391 = -1239463.442164 nChanged 16 SP:Iteration 43Q (5209.683322 sec): 3 clusters Score: Raw -1242524.669168 + Penalty 3057.240391 = -1239467.428777 nChanged 16 SP:Iteration 44Q (5209.747353 sec): 3 clusters Score: Raw -1242527.730903 + Penalty 3057.240391 = -1239470.490512 nChanged 18 SP:Iteration 45Q (5209.821683 sec): 3 clusters Score: Raw -1242531.073856 + Penalty 3057.240391 = -1239473.833465 nChanged 11 SP:Iteration 46Q (5209.873409 sec): 3 clusters Score: Raw -1242532.934744 + Penalty 3057.240391 = -1239475.694353 nChanged 7 SP:Iteration 47Q (5209.948742 sec): 3 clusters Score: Raw -1242534.143497 + Penalty 3057.240391 = -1239476.903106 nChanged 8 SP:Iteration 48Q (5210.001882 sec): 3 clusters Score: Raw -1242536.200558 + Penalty 3057.240391 = -1239478.960167 nChanged 8 SP:Iteration 49Q (5210.060410 sec): 3 clusters Score: Raw -1242537.404790 + Penalty 3057.240391 = -1239480.164399 nChanged 8 SP:Iteration 50Q (5210.128907 sec): 3 clusters Score: Raw -1242538.373288 + Penalty 3057.240391 = -1239481.132897 nChanged 3 SP:Iteration 51Q (5210.196911 sec): 3 clusters Score: Raw -1242538.828964 + Penalty 3057.240391 = -1239481.588573 nChanged 4 SP:Iteration 52Q (5210.254816 sec): 3 clusters Score: Raw -1242539.093472 + Penalty 3057.240391 = -1239481.853081 nChanged 5 SP:Iteration 53Q (5210.316004 sec): 3 clusters Score: Raw -1242540.157665 + Penalty 3057.240391 = -1239482.917274 nChanged 8 SP:Iteration 54Q (5210.382265 sec): 3 clusters Score: Raw -1242541.195610 + Penalty 3057.240391 = -1239483.955219 nChanged 3 SP:Iteration 55Q (5210.451653 sec): 3 clusters Score: Raw -1242541.674390 + Penalty 3057.240391 = -1239484.433999 nChanged 2 SP:Iteration 56Q (5210.508337 sec): 3 clusters Score: Raw -1242542.072980 + Penalty 3057.240391 = -1239484.832589 nChanged 3 SP:Iteration 57Q (5210.575677 sec): 3 clusters Score: Raw -1242542.606748 + Penalty 3057.240391 = -1239485.366357 nChanged 2 SP:Iteration 58Q (5210.642258 sec): 3 clusters Score: Raw -1242543.082836 + Penalty 3057.240391 = -1239485.842445 nChanged 3 SP:Iteration 59Q (5210.705774 sec): 3 clusters Score: Raw -1242543.559335 + Penalty 3057.240391 = -1239486.318944 nChanged 2 SP:Iteration 60F (5210.775740 sec): 3 clusters Score: Raw -1242544.124327 + Penalty 3057.240391 = -1239486.883936 nChanged 5 SP:Iteration 61Q (5210.834269 sec): 3 clusters Score: Raw -1242545.144402 + Penalty 3057.240391 = -1239487.904011 nChanged 3 SP:Iteration 62Q (5210.901163 sec): 3 clusters Score: Raw -1242545.803859 + Penalty 3057.240391 = -1239488.563468 nChanged 3 SP:Iteration 63Q (5210.969963 sec): 3 clusters Score: Raw -1242546.083717 + Penalty 3057.240391 = -1239488.843326 nChanged 1 SP:Iteration 64Q (5211.023749 sec): 3 clusters Score: Raw -1242546.222433 + Penalty 3057.240391 = -1239488.982041 nChanged 0 SP:Iteration 65F (5211.088888 sec): 3 clusters Score: Raw -1242546.222433 + Penalty 3057.240391 = -1239488.982041 nChanged 0 Trying to split cluster 35 (43864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5211.174140 sec): 2 clusters Score: Raw -4580829.795840 + Penalty 1736.937998 = -4579092.857842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5211.295644 sec): 3 clusters Score: Raw -4553388.311394 + Penalty 3473.875996 = -4549914.435399 nChanged 20460 SP:Iteration 1F (5211.413752 sec): 3 clusters Score: Raw -4565295.835207 + Penalty 3473.875996 = -4561821.959212 nChanged 2180 SP:Iteration 2Q (5211.543284 sec): 3 clusters Score: Raw -4566323.400358 + Penalty 3473.875996 = -4562849.524362 nChanged 2406 SP:Iteration 3F (5211.663320 sec): 3 clusters Score: Raw -4567647.468302 + Penalty 3473.875996 = -4564173.592306 nChanged 2519 SP:Iteration 4F (5211.770180 sec): 3 clusters Score: Raw -4569145.781687 + Penalty 3473.875996 = -4565671.905691 nChanged 2641 SP:Iteration 5F (5211.891126 sec): 3 clusters Score: Raw -4570734.690977 + Penalty 3473.875996 = -4567260.814981 nChanged 2544 SP:Iteration 6F (5212.005244 sec): 3 clusters Score: Raw -4572177.961701 + Penalty 3473.875996 = -4568704.085706 nChanged 2343 SP:Iteration 7F (5212.127305 sec): 3 clusters Score: Raw -4573352.434545 + Penalty 3473.875996 = -4569878.558550 nChanged 2013 SP:Iteration 8Q (5212.240627 sec): 3 clusters Score: Raw -4574281.197309 + Penalty 3473.875996 = -4570807.321314 nChanged 1631 SP:Iteration 9Q (5212.360657 sec): 3 clusters Score: Raw -4574943.752776 + Penalty 3473.875996 = -4571469.876780 nChanged 1324 SP:Iteration 10Q (5212.487244 sec): 3 clusters Score: Raw -4575415.568543 + Penalty 3473.875996 = -4571941.692547 nChanged 1068 SP:Iteration 11Q (5212.607131 sec): 3 clusters Score: Raw -4575770.554843 + Penalty 3473.875996 = -4572296.678847 nChanged 921 SP:Iteration 12Q (5212.722653 sec): 3 clusters Score: Raw -4576049.502059 + Penalty 3473.875996 = -4572575.626063 nChanged 833 SP:Iteration 13Q (5212.839997 sec): 3 clusters Score: Raw -4576306.599667 + Penalty 3473.875996 = -4572832.723671 nChanged 776 SP:Iteration 14Q (5212.966915 sec): 3 clusters Score: Raw -4576598.651150 + Penalty 3473.875996 = -4573124.775155 nChanged 805 SP:Iteration 15Q (5213.082034 sec): 3 clusters Score: Raw -4576932.416815 + Penalty 3473.875996 = -4573458.540820 nChanged 803 SP:Iteration 16Q (5213.194049 sec): 3 clusters Score: Raw -4577314.625728 + Penalty 3473.875996 = -4573840.749733 nChanged 835 SP:Iteration 17Q (5213.304750 sec): 3 clusters Score: Raw -4577789.961781 + Penalty 3473.875996 = -4574316.085785 nChanged 922 SP:Iteration 18Q (5213.430982 sec): 3 clusters Score: Raw -4578379.730572 + Penalty 3473.875996 = -4574905.854577 nChanged 979 SP:Iteration 19Q (5213.547778 sec): 3 clusters Score: Raw -4579087.991468 + Penalty 3473.875996 = -4575614.115473 nChanged 956 SP:Iteration 20F (5213.661004 sec): 3 clusters Score: Raw -4579776.341114 + Penalty 3473.875996 = -4576302.465118 nChanged 868 SP:Iteration 21Q (5213.774410 sec): 3 clusters Score: Raw -4580288.201680 + Penalty 3473.875996 = -4576814.325684 nChanged 776 SP:Iteration 22Q (5213.888072 sec): 3 clusters Score: Raw -4580671.506160 + Penalty 3473.875996 = -4577197.630165 nChanged 691 SP:Iteration 23Q (5214.000439 sec): 3 clusters Score: Raw -4580975.560514 + Penalty 3473.875996 = -4577501.684518 nChanged 621 SP:Iteration 24Q (5214.109622 sec): 3 clusters Score: Raw -4581209.451864 + Penalty 3473.875996 = -4577735.575868 nChanged 553 SP:Iteration 25Q (5214.223824 sec): 3 clusters Score: Raw -4581407.730476 + Penalty 3473.875996 = -4577933.854480 nChanged 500 SP:Iteration 26Q (5214.331470 sec): 3 clusters Score: Raw -4581568.312388 + Penalty 3473.875996 = -4578094.436392 nChanged 421 SP:Iteration 27Q (5214.451679 sec): 3 clusters Score: Raw -4581694.748726 + Penalty 3473.875996 = -4578220.872731 nChanged 392 SP:Iteration 28Q (5214.554006 sec): 3 clusters Score: Raw -4581817.086057 + Penalty 3473.875996 = -4578343.210061 nChanged 398 SP:Iteration 29Q (5214.675045 sec): 3 clusters Score: Raw -4581959.359722 + Penalty 3473.875996 = -4578485.483727 nChanged 388 SP:Iteration 30Q (5214.789803 sec): 3 clusters Score: Raw -4582103.143103 + Penalty 3473.875996 = -4578629.267107 nChanged 383 SP:Iteration 31Q (5214.887066 sec): 3 clusters Score: Raw -4582244.843888 + Penalty 3473.875996 = -4578770.967893 nChanged 360 SP:Iteration 32Q (5215.007076 sec): 3 clusters Score: Raw -4582378.537384 + Penalty 3473.875996 = -4578904.661389 nChanged 353 SP:Iteration 33Q (5215.118280 sec): 3 clusters Score: Raw -4582497.920301 + Penalty 3473.875996 = -4579024.044306 nChanged 298 SP:Iteration 34Q (5215.229410 sec): 3 clusters Score: Raw -4582589.236028 + Penalty 3473.875996 = -4579115.360033 nChanged 261 SP:Iteration 35Q (5215.335501 sec): 3 clusters Score: Raw -4582661.366923 + Penalty 3473.875996 = -4579187.490928 nChanged 236 SP:Iteration 36Q (5215.448487 sec): 3 clusters Score: Raw -4582722.950415 + Penalty 3473.875996 = -4579249.074419 nChanged 242 SP:Iteration 37Q (5215.566561 sec): 3 clusters Score: Raw -4582775.884078 + Penalty 3473.875996 = -4579302.008082 nChanged 192 SP:Iteration 38Q (5215.666848 sec): 3 clusters Score: Raw -4582812.154679 + Penalty 3473.875996 = -4579338.278684 nChanged 158 SP:Iteration 39Q (5215.780853 sec): 3 clusters Score: Raw -4582844.318092 + Penalty 3473.875996 = -4579370.442096 nChanged 143 SP:Iteration 40F (5215.899788 sec): 3 clusters Score: Raw -4582869.446345 + Penalty 3473.875996 = -4579395.570350 nChanged 124 SP:Iteration 41Q (5216.006917 sec): 3 clusters Score: Raw -4582886.140860 + Penalty 3473.875996 = -4579412.264864 nChanged 105 SP:Iteration 42Q (5216.120304 sec): 3 clusters Score: Raw -4582898.914374 + Penalty 3473.875996 = -4579425.038378 nChanged 101 SP:Iteration 43Q (5216.226237 sec): 3 clusters Score: Raw -4582910.619184 + Penalty 3473.875996 = -4579436.743188 nChanged 86 SP:Iteration 44Q (5216.328922 sec): 3 clusters Score: Raw -4582920.540875 + Penalty 3473.875996 = -4579446.664879 nChanged 63 SP:Iteration 45Q (5216.442611 sec): 3 clusters Score: Raw -4582925.885682 + Penalty 3473.875996 = -4579452.009687 nChanged 60 SP:Iteration 46Q (5216.557710 sec): 3 clusters Score: Raw -4582930.548954 + Penalty 3473.875996 = -4579456.672959 nChanged 46 SP:Iteration 47Q (5216.661498 sec): 3 clusters Score: Raw -4582933.541976 + Penalty 3473.875996 = -4579459.665980 nChanged 32 SP:Iteration 48Q (5216.778356 sec): 3 clusters Score: Raw -4582935.479380 + Penalty 3473.875996 = -4579461.603385 nChanged 26 SP:Iteration 49Q (5216.885300 sec): 3 clusters Score: Raw -4582937.285002 + Penalty 3473.875996 = -4579463.409007 nChanged 24 SP:Iteration 50Q (5216.997376 sec): 3 clusters Score: Raw -4582939.305885 + Penalty 3473.875996 = -4579465.429889 nChanged 36 SP:Iteration 51Q (5217.108699 sec): 3 clusters Score: Raw -4582942.256398 + Penalty 3473.875996 = -4579468.380403 nChanged 23 SP:Iteration 52Q (5217.217096 sec): 3 clusters Score: Raw -4582943.826277 + Penalty 3473.875996 = -4579469.950282 nChanged 22 SP:Iteration 53Q (5217.318031 sec): 3 clusters Score: Raw -4582945.088586 + Penalty 3473.875996 = -4579471.212590 nChanged 12 SP:Iteration 54Q (5217.439281 sec): 3 clusters Score: Raw -4582946.171083 + Penalty 3473.875996 = -4579472.295088 nChanged 19 SP:Iteration 55Q (5217.547174 sec): 3 clusters Score: Raw -4582947.516471 + Penalty 3473.875996 = -4579473.640476 nChanged 17 SP:Iteration 56Q (5217.657249 sec): 3 clusters Score: Raw -4582948.537501 + Penalty 3473.875996 = -4579474.661505 nChanged 9 SP:Iteration 57Q (5217.761401 sec): 3 clusters Score: Raw -4582949.150658 + Penalty 3473.875996 = -4579475.274663 nChanged 11 SP:Iteration 58Q (5217.875121 sec): 3 clusters Score: Raw -4582949.791457 + Penalty 3473.875996 = -4579475.915461 nChanged 12 SP:Iteration 59Q (5217.984155 sec): 3 clusters Score: Raw -4582950.448764 + Penalty 3473.875996 = -4579476.572768 nChanged 7 SP:Iteration 60F (5218.085400 sec): 3 clusters Score: Raw -4582950.865392 + Penalty 3473.875996 = -4579476.989397 nChanged 9 SP:Iteration 61Q (5218.192277 sec): 3 clusters Score: Raw -4582951.544798 + Penalty 3473.875996 = -4579477.668802 nChanged 13 SP:Iteration 62Q (5218.305852 sec): 3 clusters Score: Raw -4582952.504057 + Penalty 3473.875996 = -4579478.628061 nChanged 11 SP:Iteration 63Q (5218.416049 sec): 3 clusters Score: Raw -4582953.229244 + Penalty 3473.875996 = -4579479.353248 nChanged 12 SP:Iteration 64Q (5218.520013 sec): 3 clusters Score: Raw -4582953.814682 + Penalty 3473.875996 = -4579479.938687 nChanged 7 SP:Iteration 65Q (5218.632768 sec): 3 clusters Score: Raw -4582954.197266 + Penalty 3473.875996 = -4579480.321270 nChanged 10 SP:Iteration 66Q (5218.744060 sec): 3 clusters Score: Raw -4582954.674247 + Penalty 3473.875996 = -4579480.798251 nChanged 5 SP:Iteration 67Q (5218.849425 sec): 3 clusters Score: Raw -4582954.863499 + Penalty 3473.875996 = -4579480.987504 nChanged 5 SP:Iteration 68Q (5218.953810 sec): 3 clusters Score: Raw -4582955.036045 + Penalty 3473.875996 = -4579481.160050 nChanged 8 SP:Iteration 69Q (5219.070524 sec): 3 clusters Score: Raw -4582955.449128 + Penalty 3473.875996 = -4579481.573132 nChanged 8 SP:Iteration 70Q (5219.178268 sec): 3 clusters Score: Raw -4582955.718297 + Penalty 3473.875996 = -4579481.842302 nChanged 3 SP:Iteration 71Q (5219.294792 sec): 3 clusters Score: Raw -4582955.965338 + Penalty 3473.875996 = -4579482.089342 nChanged 5 SP:Iteration 72Q (5219.397696 sec): 3 clusters Score: Raw -4582956.143804 + Penalty 3473.875996 = -4579482.267809 nChanged 5 SP:Iteration 73Q (5219.509022 sec): 3 clusters Score: Raw -4582956.363303 + Penalty 3473.875996 = -4579482.487307 nChanged 7 SP:Iteration 74Q (5219.613637 sec): 3 clusters Score: Raw -4582956.647802 + Penalty 3473.875996 = -4579482.771806 nChanged 7 SP:Iteration 75Q (5219.712565 sec): 3 clusters Score: Raw -4582956.889676 + Penalty 3473.875996 = -4579483.013681 nChanged 2 SP:Iteration 76Q (5219.817660 sec): 3 clusters Score: Raw -4582956.959908 + Penalty 3473.875996 = -4579483.083913 nChanged 2 SP:Iteration 77Q (5219.921025 sec): 3 clusters Score: Raw -4582957.007362 + Penalty 3473.875996 = -4579483.131367 nChanged 2 SP:Iteration 78Q (5220.031002 sec): 3 clusters Score: Raw -4582957.135140 + Penalty 3473.875996 = -4579483.259144 nChanged 3 SP:Iteration 79Q (5220.138430 sec): 3 clusters Score: Raw -4582957.251440 + Penalty 3473.875996 = -4579483.375444 nChanged 4 SP:Iteration 80F (5220.250554 sec): 3 clusters Score: Raw -4582957.483058 + Penalty 3473.875996 = -4579483.607062 nChanged 6 SP:Iteration 81Q (5220.357229 sec): 3 clusters Score: Raw -4582957.802377 + Penalty 3473.875996 = -4579483.926381 nChanged 6 SP:Iteration 82Q (5220.464276 sec): 3 clusters Score: Raw -4582958.093713 + Penalty 3473.875996 = -4579484.217717 nChanged 5 SP:Iteration 83Q (5220.572912 sec): 3 clusters Score: Raw -4582958.332522 + Penalty 3473.875996 = -4579484.456527 nChanged 3 SP:Iteration 84Q (5220.672713 sec): 3 clusters Score: Raw -4582958.527569 + Penalty 3473.875996 = -4579484.651573 nChanged 5 SP:Iteration 85Q (5220.783936 sec): 3 clusters Score: Raw -4582958.890620 + Penalty 3473.875996 = -4579485.014625 nChanged 5 SP:Iteration 86Q (5220.894742 sec): 3 clusters Score: Raw -4582959.110097 + Penalty 3473.875996 = -4579485.234101 nChanged 4 SP:Iteration 87Q (5220.998042 sec): 3 clusters Score: Raw -4582959.410498 + Penalty 3473.875996 = -4579485.534503 nChanged 6 SP:Iteration 88Q (5221.115360 sec): 3 clusters Score: Raw -4582959.815932 + Penalty 3473.875996 = -4579485.939937 nChanged 3 SP:Iteration 89Q (5221.226835 sec): 3 clusters Score: Raw -4582959.970825 + Penalty 3473.875996 = -4579486.094829 nChanged 5 SP:Iteration 90Q (5221.316374 sec): 3 clusters Score: Raw -4582960.291332 + Penalty 3473.875996 = -4579486.415337 nChanged 6 SP:Iteration 91Q (5221.433770 sec): 3 clusters Score: Raw -4582960.584489 + Penalty 3473.875996 = -4579486.708494 nChanged 4 SP:Iteration 92Q (5221.541322 sec): 3 clusters Score: Raw -4582960.754827 + Penalty 3473.875996 = -4579486.878831 nChanged 3 SP:Iteration 93Q (5221.646674 sec): 3 clusters Score: Raw -4582960.845828 + Penalty 3473.875996 = -4579486.969833 nChanged 2 SP:Iteration 94Q (5221.758651 sec): 3 clusters Score: Raw -4582960.973067 + Penalty 3473.875996 = -4579487.097071 nChanged 2 SP:Iteration 95Q (5221.861571 sec): 3 clusters Score: Raw -4582961.088891 + Penalty 3473.875996 = -4579487.212896 nChanged 1 SP:Iteration 96Q (5221.959151 sec): 3 clusters Score: Raw -4582961.142743 + Penalty 3473.875996 = -4579487.266747 nChanged 2 SP:Iteration 97Q (5222.064965 sec): 3 clusters Score: Raw -4582961.190041 + Penalty 3473.875996 = -4579487.314045 nChanged 1 SP:Iteration 98Q (5222.170236 sec): 3 clusters Score: Raw -4582961.224271 + Penalty 3473.875996 = -4579487.348276 nChanged 2 SP:Iteration 99Q (5222.273732 sec): 3 clusters Score: Raw -4582961.289478 + Penalty 3473.875996 = -4579487.413483 nChanged 2 SP:Iteration 100F (5222.390398 sec): 3 clusters Score: Raw -4582961.346857 + Penalty 3473.875996 = -4579487.470862 nChanged 2 SP:Iteration 101Q (5222.510249 sec): 3 clusters Score: Raw -4582961.375346 + Penalty 3473.875996 = -4579487.499350 nChanged 0 SP:Iteration 102F (5222.625684 sec): 3 clusters Score: Raw -4582961.375346 + Penalty 3473.875996 = -4579487.499350 nChanged 0 Score: Raw -50037742.363407 + Penalty 87327.146085 = -49950415.217322 Splitting cluster 35 changes total score from -49949776.136806 to -49950415.217322 So it's getting split into cluster 41. Trying to split cluster 36 (18261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5235.292534 sec): 2 clusters Score: Raw -1918367.682453 + Penalty 1594.534974 = -1916773.147479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5235.363963 sec): 3 clusters Score: Raw -1907432.787780 + Penalty 3189.069948 = -1904243.717832 nChanged 8204 SP:Iteration 1F (5235.444779 sec): 3 clusters Score: Raw -1911914.044168 + Penalty 3189.069948 = -1908724.974219 nChanged 1021 SP:Iteration 2F (5235.519845 sec): 3 clusters Score: Raw -1912325.066608 + Penalty 3189.069948 = -1909135.996660 nChanged 924 SP:Iteration 3F (5235.594532 sec): 3 clusters Score: Raw -1912696.344199 + Penalty 3189.069948 = -1909507.274251 nChanged 819 SP:Iteration 4Q (5235.668678 sec): 3 clusters Score: Raw -1913047.233572 + Penalty 3189.069948 = -1909858.163624 nChanged 888 SP:Iteration 5Q (5235.752402 sec): 3 clusters Score: Raw -1913461.653355 + Penalty 3189.069948 = -1910272.583407 nChanged 923 SP:Iteration 6F (5235.823909 sec): 3 clusters Score: Raw -1913985.385123 + Penalty 3189.069948 = -1910796.315174 nChanged 1016 SP:Iteration 7F (5235.899809 sec): 3 clusters Score: Raw -1914650.341683 + Penalty 3189.069948 = -1911461.271735 nChanged 1049 SP:Iteration 8F (5235.986819 sec): 3 clusters Score: Raw -1915413.300648 + Penalty 3189.069948 = -1912224.230700 nChanged 1017 SP:Iteration 9F (5236.067616 sec): 3 clusters Score: Raw -1916186.569829 + Penalty 3189.069948 = -1912997.499881 nChanged 945 SP:Iteration 10F (5236.139157 sec): 3 clusters Score: Raw -1916894.748068 + Penalty 3189.069948 = -1913705.678120 nChanged 788 SP:Iteration 11Q (5236.215449 sec): 3 clusters Score: Raw -1917378.262935 + Penalty 3189.069948 = -1914189.192987 nChanged 588 SP:Iteration 12Q (5236.304583 sec): 3 clusters Score: Raw -1917696.133515 + Penalty 3189.069948 = -1914507.063567 nChanged 464 SP:Iteration 13Q (5236.372005 sec): 3 clusters Score: Raw -1917927.304793 + Penalty 3189.069948 = -1914738.234845 nChanged 396 SP:Iteration 14Q (5236.449603 sec): 3 clusters Score: Raw -1918111.771444 + Penalty 3189.069948 = -1914922.701496 nChanged 360 SP:Iteration 15Q (5236.525401 sec): 3 clusters Score: Raw -1918265.288603 + Penalty 3189.069948 = -1915076.218655 nChanged 288 SP:Iteration 16Q (5236.599650 sec): 3 clusters Score: Raw -1918371.281565 + Penalty 3189.069948 = -1915182.211617 nChanged 255 SP:Iteration 17Q (5236.679146 sec): 3 clusters Score: Raw -1918469.283204 + Penalty 3189.069948 = -1915280.213256 nChanged 236 SP:Iteration 18Q (5236.759374 sec): 3 clusters Score: Raw -1918542.337299 + Penalty 3189.069948 = -1915353.267351 nChanged 212 SP:Iteration 19Q (5236.833017 sec): 3 clusters Score: Raw -1918610.293631 + Penalty 3189.069948 = -1915421.223683 nChanged 203 SP:Iteration 20F (5236.901614 sec): 3 clusters Score: Raw -1918666.863957 + Penalty 3189.069948 = -1915477.794009 nChanged 170 SP:Iteration 21Q (5236.978811 sec): 3 clusters Score: Raw -1918711.254254 + Penalty 3189.069948 = -1915522.184306 nChanged 166 SP:Iteration 22Q (5237.046757 sec): 3 clusters Score: Raw -1918752.933086 + Penalty 3189.069948 = -1915563.863138 nChanged 144 SP:Iteration 23Q (5237.121838 sec): 3 clusters Score: Raw -1918790.390388 + Penalty 3189.069948 = -1915601.320440 nChanged 157 SP:Iteration 24Q (5237.202232 sec): 3 clusters Score: Raw -1918831.688887 + Penalty 3189.069948 = -1915642.618939 nChanged 161 SP:Iteration 25Q (5237.279180 sec): 3 clusters Score: Raw -1918871.103669 + Penalty 3189.069948 = -1915682.033721 nChanged 149 SP:Iteration 26Q (5237.351557 sec): 3 clusters Score: Raw -1918911.234424 + Penalty 3189.069948 = -1915722.164476 nChanged 159 SP:Iteration 27Q (5237.430589 sec): 3 clusters Score: Raw -1918953.479117 + Penalty 3189.069948 = -1915764.409169 nChanged 160 SP:Iteration 28Q (5237.494770 sec): 3 clusters Score: Raw -1919000.764528 + Penalty 3189.069948 = -1915811.694580 nChanged 197 SP:Iteration 29Q (5237.575611 sec): 3 clusters Score: Raw -1919065.582915 + Penalty 3189.069948 = -1915876.512967 nChanged 176 SP:Iteration 30Q (5237.648546 sec): 3 clusters Score: Raw -1919122.623612 + Penalty 3189.069948 = -1915933.553664 nChanged 187 SP:Iteration 31Q (5237.725475 sec): 3 clusters Score: Raw -1919189.605024 + Penalty 3189.069948 = -1916000.535076 nChanged 186 SP:Iteration 32Q (5237.789231 sec): 3 clusters Score: Raw -1919246.592287 + Penalty 3189.069948 = -1916057.522339 nChanged 196 SP:Iteration 33Q (5237.878063 sec): 3 clusters Score: Raw -1919314.072682 + Penalty 3189.069948 = -1916125.002734 nChanged 207 SP:Iteration 34Q (5237.952688 sec): 3 clusters Score: Raw -1919398.052602 + Penalty 3189.069948 = -1916208.982654 nChanged 238 SP:Iteration 35Q (5238.030856 sec): 3 clusters Score: Raw -1919495.509437 + Penalty 3189.069948 = -1916306.439489 nChanged 212 SP:Iteration 36Q (5238.100461 sec): 3 clusters Score: Raw -1919578.785621 + Penalty 3189.069948 = -1916389.715673 nChanged 208 SP:Iteration 37Q (5238.175406 sec): 3 clusters Score: Raw -1919652.825857 + Penalty 3189.069948 = -1916463.755909 nChanged 187 SP:Iteration 38Q (5238.239441 sec): 3 clusters Score: Raw -1919725.933562 + Penalty 3189.069948 = -1916536.863614 nChanged 183 SP:Iteration 39Q (5238.316996 sec): 3 clusters Score: Raw -1919797.310318 + Penalty 3189.069948 = -1916608.240370 nChanged 161 SP:Iteration 40F (5238.384791 sec): 3 clusters Score: Raw -1919852.916207 + Penalty 3189.069948 = -1916663.846259 nChanged 160 SP:Iteration 41Q (5238.467518 sec): 3 clusters Score: Raw -1919905.439240 + Penalty 3189.069948 = -1916716.369292 nChanged 128 SP:Iteration 42Q (5238.544288 sec): 3 clusters Score: Raw -1919943.096239 + Penalty 3189.069948 = -1916754.026291 nChanged 109 SP:Iteration 43Q (5238.616733 sec): 3 clusters Score: Raw -1919970.677268 + Penalty 3189.069948 = -1916781.607320 nChanged 89 SP:Iteration 44Q (5238.693814 sec): 3 clusters Score: Raw -1919988.777949 + Penalty 3189.069948 = -1916799.708001 nChanged 84 SP:Iteration 45Q (5238.761223 sec): 3 clusters Score: Raw -1920004.560634 + Penalty 3189.069948 = -1916815.490686 nChanged 74 SP:Iteration 46Q (5238.839188 sec): 3 clusters Score: Raw -1920019.386218 + Penalty 3189.069948 = -1916830.316270 nChanged 72 SP:Iteration 47Q (5238.908305 sec): 3 clusters Score: Raw -1920033.098626 + Penalty 3189.069948 = -1916844.028678 nChanged 63 SP:Iteration 48Q (5238.979816 sec): 3 clusters Score: Raw -1920043.479882 + Penalty 3189.069948 = -1916854.409934 nChanged 51 SP:Iteration 49Q (5239.047165 sec): 3 clusters Score: Raw -1920050.577238 + Penalty 3189.069948 = -1916861.507290 nChanged 36 SP:Iteration 50Q (5239.121821 sec): 3 clusters Score: Raw -1920054.844197 + Penalty 3189.069948 = -1916865.774249 nChanged 34 SP:Iteration 51Q (5239.192498 sec): 3 clusters Score: Raw -1920058.572587 + Penalty 3189.069948 = -1916869.502639 nChanged 35 SP:Iteration 52Q (5239.266241 sec): 3 clusters Score: Raw -1920062.115403 + Penalty 3189.069948 = -1916873.045455 nChanged 25 SP:Iteration 53Q (5239.343878 sec): 3 clusters Score: Raw -1920064.892357 + Penalty 3189.069948 = -1916875.822409 nChanged 17 SP:Iteration 54Q (5239.416735 sec): 3 clusters Score: Raw -1920066.477219 + Penalty 3189.069948 = -1916877.407271 nChanged 17 SP:Iteration 55Q (5239.481665 sec): 3 clusters Score: Raw -1920068.429693 + Penalty 3189.069948 = -1916879.359745 nChanged 18 SP:Iteration 56Q (5239.549780 sec): 3 clusters Score: Raw -1920070.289042 + Penalty 3189.069948 = -1916881.219094 nChanged 21 SP:Iteration 57Q (5239.624952 sec): 3 clusters Score: Raw -1920072.432399 + Penalty 3189.069948 = -1916883.362451 nChanged 16 SP:Iteration 58Q (5239.713807 sec): 3 clusters Score: Raw -1920074.173027 + Penalty 3189.069948 = -1916885.103079 nChanged 23 SP:Iteration 59Q (5239.790386 sec): 3 clusters Score: Raw -1920076.748407 + Penalty 3189.069948 = -1916887.678459 nChanged 21 SP:Iteration 60F (5239.855182 sec): 3 clusters Score: Raw -1920078.383694 + Penalty 3189.069948 = -1916889.313746 nChanged 15 SP:Iteration 61Q (5239.920680 sec): 3 clusters Score: Raw -1920079.682350 + Penalty 3189.069948 = -1916890.612402 nChanged 11 SP:Iteration 62Q (5240.003730 sec): 3 clusters Score: Raw -1920080.635271 + Penalty 3189.069948 = -1916891.565323 nChanged 9 SP:Iteration 63Q (5240.081040 sec): 3 clusters Score: Raw -1920081.153843 + Penalty 3189.069948 = -1916892.083895 nChanged 6 SP:Iteration 64Q (5240.156598 sec): 3 clusters Score: Raw -1920081.697874 + Penalty 3189.069948 = -1916892.627926 nChanged 8 SP:Iteration 65Q (5240.225926 sec): 3 clusters Score: Raw -1920082.287450 + Penalty 3189.069948 = -1916893.217502 nChanged 4 SP:Iteration 66Q (5240.305348 sec): 3 clusters Score: Raw -1920082.572148 + Penalty 3189.069948 = -1916893.502200 nChanged 1 SP:Iteration 67Q (5240.381069 sec): 3 clusters Score: Raw -1920082.676974 + Penalty 3189.069948 = -1916893.607026 nChanged 1 SP:Iteration 68Q (5240.452215 sec): 3 clusters Score: Raw -1920082.741276 + Penalty 3189.069948 = -1916893.671328 nChanged 4 SP:Iteration 69Q (5240.528769 sec): 3 clusters Score: Raw -1920083.124514 + Penalty 3189.069948 = -1916894.054566 nChanged 6 SP:Iteration 70Q (5240.599940 sec): 3 clusters Score: Raw -1920083.659435 + Penalty 3189.069948 = -1916894.589487 nChanged 7 SP:Iteration 71Q (5240.671959 sec): 3 clusters Score: Raw -1920084.253186 + Penalty 3189.069948 = -1916895.183238 nChanged 8 SP:Iteration 72Q (5240.741699 sec): 3 clusters Score: Raw -1920084.776183 + Penalty 3189.069948 = -1916895.706235 nChanged 7 SP:Iteration 73Q (5240.814186 sec): 3 clusters Score: Raw -1920085.195039 + Penalty 3189.069948 = -1916896.125091 nChanged 3 SP:Iteration 74Q (5240.881825 sec): 3 clusters Score: Raw -1920085.498837 + Penalty 3189.069948 = -1916896.428889 nChanged 6 SP:Iteration 75Q (5240.956445 sec): 3 clusters Score: Raw -1920085.885869 + Penalty 3189.069948 = -1916896.815921 nChanged 5 SP:Iteration 76Q (5241.031394 sec): 3 clusters Score: Raw -1920086.297444 + Penalty 3189.069948 = -1916897.227496 nChanged 6 SP:Iteration 77Q (5241.105822 sec): 3 clusters Score: Raw -1920086.718368 + Penalty 3189.069948 = -1916897.648420 nChanged 7 SP:Iteration 78Q (5241.183119 sec): 3 clusters Score: Raw -1920087.128918 + Penalty 3189.069948 = -1916898.058970 nChanged 4 SP:Iteration 79Q (5241.256394 sec): 3 clusters Score: Raw -1920087.362615 + Penalty 3189.069948 = -1916898.292667 nChanged 5 SP:Iteration 80F (5241.323233 sec): 3 clusters Score: Raw -1920087.826429 + Penalty 3189.069948 = -1916898.756481 nChanged 7 SP:Iteration 81Q (5241.399416 sec): 3 clusters Score: Raw -1920088.318012 + Penalty 3189.069948 = -1916899.248064 nChanged 7 SP:Iteration 82Q (5241.474867 sec): 3 clusters Score: Raw -1920088.731204 + Penalty 3189.069948 = -1916899.661255 nChanged 6 SP:Iteration 83Q (5241.555314 sec): 3 clusters Score: Raw -1920089.233568 + Penalty 3189.069948 = -1916900.163619 nChanged 8 SP:Iteration 84Q (5241.630243 sec): 3 clusters Score: Raw -1920089.627088 + Penalty 3189.069948 = -1916900.557140 nChanged 5 SP:Iteration 85Q (5241.696979 sec): 3 clusters Score: Raw -1920090.017918 + Penalty 3189.069948 = -1916900.947970 nChanged 3 SP:Iteration 86Q (5241.779971 sec): 3 clusters Score: Raw -1920090.308763 + Penalty 3189.069948 = -1916901.238815 nChanged 8 SP:Iteration 87Q (5241.858807 sec): 3 clusters Score: Raw -1920090.778999 + Penalty 3189.069948 = -1916901.709051 nChanged 3 SP:Iteration 88Q (5241.932888 sec): 3 clusters Score: Raw -1920090.957488 + Penalty 3189.069948 = -1916901.887540 nChanged 1 SP:Iteration 89Q (5241.995986 sec): 3 clusters Score: Raw -1920091.038985 + Penalty 3189.069948 = -1916901.969037 nChanged 1 SP:Iteration 90Q (5242.075597 sec): 3 clusters Score: Raw -1920091.192977 + Penalty 3189.069948 = -1916902.123029 nChanged 4 SP:Iteration 91Q (5242.143737 sec): 3 clusters Score: Raw -1920091.648005 + Penalty 3189.069948 = -1916902.578057 nChanged 4 SP:Iteration 92Q (5242.223088 sec): 3 clusters Score: Raw -1920091.829158 + Penalty 3189.069948 = -1916902.759210 nChanged 1 SP:Iteration 93Q (5242.295280 sec): 3 clusters Score: Raw -1920091.953401 + Penalty 3189.069948 = -1916902.883453 nChanged 3 SP:Iteration 94Q (5242.372142 sec): 3 clusters Score: Raw -1920092.170292 + Penalty 3189.069948 = -1916903.100344 nChanged 3 SP:Iteration 95Q (5242.447080 sec): 3 clusters Score: Raw -1920092.364585 + Penalty 3189.069948 = -1916903.294636 nChanged 4 SP:Iteration 96Q (5242.521816 sec): 3 clusters Score: Raw -1920092.773332 + Penalty 3189.069948 = -1916903.703384 nChanged 5 SP:Iteration 97Q (5242.600921 sec): 3 clusters Score: Raw -1920093.186604 + Penalty 3189.069948 = -1916904.116656 nChanged 6 SP:Iteration 98Q (5242.674721 sec): 3 clusters Score: Raw -1920093.456422 + Penalty 3189.069948 = -1916904.386474 nChanged 4 SP:Iteration 99Q (5242.742327 sec): 3 clusters Score: Raw -1920093.723989 + Penalty 3189.069948 = -1916904.654041 nChanged 1 SP:Iteration 100F (5242.824555 sec): 3 clusters Score: Raw -1920093.747896 + Penalty 3189.069948 = -1916904.677948 nChanged 0 Score: Raw -50039468.428849 + Penalty 89457.076477 = -49950011.352372 Splitting cluster 36 changes total score from -49949776.136806 to -49950011.352372 So it's getting split into cluster 42. Trying to split cluster 37 (1609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5256.313370 sec): 2 clusters Score: Raw -175608.121860 + Penalty 1199.797324 = -174408.324536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5256.348705 sec): 3 clusters Score: Raw -174961.878948 + Penalty 2399.594648 = -172562.284300 nChanged 538 SP:Iteration 1F (5256.397016 sec): 3 clusters Score: Raw -175344.100633 + Penalty 2399.594648 = -172944.505985 nChanged 131 SP:Iteration 2F (5256.435903 sec): 3 clusters Score: Raw -175451.286160 + Penalty 2399.594648 = -173051.691512 nChanged 79 SP:Iteration 3Q (5256.491261 sec): 3 clusters Score: Raw -175516.686548 + Penalty 2399.594648 = -173117.091900 nChanged 55 SP:Iteration 4Q (5256.536124 sec): 3 clusters Score: Raw -175554.740066 + Penalty 2399.594648 = -173155.145418 nChanged 44 SP:Iteration 5Q (5256.579781 sec): 3 clusters Score: Raw -175580.143942 + Penalty 2399.594648 = -173180.549294 nChanged 27 SP:Iteration 6Q (5256.639219 sec): 3 clusters Score: Raw -175599.014918 + Penalty 2399.594648 = -173199.420270 nChanged 18 SP:Iteration 7Q (5256.684324 sec): 3 clusters Score: Raw -175609.942558 + Penalty 2399.594648 = -173210.347910 nChanged 19 SP:Iteration 8Q (5256.733296 sec): 3 clusters Score: Raw -175623.242565 + Penalty 2399.594648 = -173223.647918 nChanged 13 SP:Iteration 9Q (5256.790863 sec): 3 clusters Score: Raw -175631.021124 + Penalty 2399.594648 = -173231.426476 nChanged 14 SP:Iteration 10Q (5256.839508 sec): 3 clusters Score: Raw -175636.920882 + Penalty 2399.594648 = -173237.326234 nChanged 12 SP:Iteration 11Q (5256.884230 sec): 3 clusters Score: Raw -175643.217985 + Penalty 2399.594648 = -173243.623337 nChanged 12 SP:Iteration 12Q (5256.925094 sec): 3 clusters Score: Raw -175649.090784 + Penalty 2399.594648 = -173249.496136 nChanged 14 SP:Iteration 13Q (5256.981811 sec): 3 clusters Score: Raw -175656.340849 + Penalty 2399.594648 = -173256.746201 nChanged 12 SP:Iteration 14Q (5257.026727 sec): 3 clusters Score: Raw -175661.846281 + Penalty 2399.594648 = -173262.251633 nChanged 7 SP:Iteration 15Q (5257.064347 sec): 3 clusters Score: Raw -175664.932330 + Penalty 2399.594648 = -173265.337682 nChanged 5 SP:Iteration 16Q (5257.109405 sec): 3 clusters Score: Raw -175666.952739 + Penalty 2399.594648 = -173267.358092 nChanged 2 SP:Iteration 17Q (5257.156620 sec): 3 clusters Score: Raw -175668.111063 + Penalty 2399.594648 = -173268.516415 nChanged 3 SP:Iteration 18Q (5257.212631 sec): 3 clusters Score: Raw -175669.078935 + Penalty 2399.594648 = -173269.484287 nChanged 1 SP:Iteration 19Q (5257.253381 sec): 3 clusters Score: Raw -175669.196944 + Penalty 2399.594648 = -173269.602296 nChanged 0 SP:Iteration 20F (5257.303146 sec): 3 clusters Score: Raw -175669.196944 + Penalty 2399.594648 = -173269.602296 nChanged 0 Trying to split cluster 38 (69437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5257.431351 sec): 2 clusters Score: Raw -7487132.510705 + Penalty 1811.578461 = -7485320.932244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5257.594578 sec): 3 clusters Score: Raw -7442517.218376 + Penalty 3623.156922 = -7438894.061454 nChanged 32929 SP:Iteration 1F (5257.745233 sec): 3 clusters Score: Raw -7462768.279334 + Penalty 3623.156922 = -7459145.122411 nChanged 3810 SP:Iteration 2F (5257.911598 sec): 3 clusters Score: Raw -7465042.554047 + Penalty 3623.156922 = -7461419.397125 nChanged 4682 SP:Iteration 3F (5258.087910 sec): 3 clusters Score: Raw -7468906.063507 + Penalty 3623.156922 = -7465282.906585 nChanged 5422 SP:Iteration 4F (5258.252622 sec): 3 clusters Score: Raw -7474530.587780 + Penalty 3623.156922 = -7470907.430858 nChanged 5601 SP:Iteration 5F (5258.426074 sec): 3 clusters Score: Raw -7481146.009896 + Penalty 3623.156922 = -7477522.852974 nChanged 5141 SP:Iteration 6F (5258.585593 sec): 3 clusters Score: Raw -7486891.185524 + Penalty 3623.156922 = -7483268.028602 nChanged 3915 SP:Iteration 7F (5258.757043 sec): 3 clusters Score: Raw -7490563.847906 + Penalty 3623.156922 = -7486940.690984 nChanged 2647 SP:Iteration 8Q (5258.917412 sec): 3 clusters Score: Raw -7492281.287287 + Penalty 3623.156922 = -7488658.130364 nChanged 1600 SP:Iteration 9Q (5259.077481 sec): 3 clusters Score: Raw -7493025.945359 + Penalty 3623.156922 = -7489402.788437 nChanged 1169 SP:Iteration 10Q (5259.242271 sec): 3 clusters Score: Raw -7493487.913559 + Penalty 3623.156922 = -7489864.756636 nChanged 895 SP:Iteration 11Q (5259.403325 sec): 3 clusters Score: Raw -7493787.609065 + Penalty 3623.156922 = -7490164.452142 nChanged 731 SP:Iteration 12Q (5259.553229 sec): 3 clusters Score: Raw -7493984.842742 + Penalty 3623.156922 = -7490361.685819 nChanged 551 SP:Iteration 13Q (5259.720216 sec): 3 clusters Score: Raw -7494098.349806 + Penalty 3623.156922 = -7490475.192884 nChanged 425 SP:Iteration 14Q (5259.868909 sec): 3 clusters Score: Raw -7494167.803604 + Penalty 3623.156922 = -7490544.646681 nChanged 331 SP:Iteration 15Q (5260.030905 sec): 3 clusters Score: Raw -7494213.713262 + Penalty 3623.156922 = -7490590.556340 nChanged 264 SP:Iteration 16Q (5260.196319 sec): 3 clusters Score: Raw -7494245.909075 + Penalty 3623.156922 = -7490622.752153 nChanged 233 SP:Iteration 17Q (5260.351665 sec): 3 clusters Score: Raw -7494267.101122 + Penalty 3623.156922 = -7490643.944200 nChanged 162 SP:Iteration 18Q (5260.509667 sec): 3 clusters Score: Raw -7494278.085860 + Penalty 3623.156922 = -7490654.928938 nChanged 127 SP:Iteration 19Q (5260.663361 sec): 3 clusters Score: Raw -7494285.768957 + Penalty 3623.156922 = -7490662.612034 nChanged 113 SP:Iteration 20F (5260.836535 sec): 3 clusters Score: Raw -7494292.766768 + Penalty 3623.156922 = -7490669.609846 nChanged 94 SP:Iteration 21Q (5260.992345 sec): 3 clusters Score: Raw -7494297.412305 + Penalty 3623.156922 = -7490674.255382 nChanged 93 SP:Iteration 22Q (5261.152786 sec): 3 clusters Score: Raw -7494301.790629 + Penalty 3623.156922 = -7490678.633707 nChanged 83 SP:Iteration 23Q (5261.314658 sec): 3 clusters Score: Raw -7494305.379020 + Penalty 3623.156922 = -7490682.222098 nChanged 74 SP:Iteration 24Q (5261.484914 sec): 3 clusters Score: Raw -7494308.217859 + Penalty 3623.156922 = -7490685.060937 nChanged 58 SP:Iteration 25Q (5261.634953 sec): 3 clusters Score: Raw -7494310.166578 + Penalty 3623.156922 = -7490687.009656 nChanged 49 SP:Iteration 26Q (5261.796677 sec): 3 clusters Score: Raw -7494311.768381 + Penalty 3623.156922 = -7490688.611459 nChanged 43 SP:Iteration 27Q (5261.959419 sec): 3 clusters Score: Raw -7494313.166430 + Penalty 3623.156922 = -7490690.009508 nChanged 38 SP:Iteration 28Q (5262.123130 sec): 3 clusters Score: Raw -7494314.316270 + Penalty 3623.156922 = -7490691.159348 nChanged 34 SP:Iteration 29Q (5262.276501 sec): 3 clusters Score: Raw -7494315.251654 + Penalty 3623.156922 = -7490692.094732 nChanged 35 SP:Iteration 30Q (5262.445111 sec): 3 clusters Score: Raw -7494316.502515 + Penalty 3623.156922 = -7490693.345593 nChanged 40 SP:Iteration 31Q (5262.595176 sec): 3 clusters Score: Raw -7494317.879136 + Penalty 3623.156922 = -7490694.722213 nChanged 49 SP:Iteration 32Q (5262.760324 sec): 3 clusters Score: Raw -7494319.613106 + Penalty 3623.156922 = -7490696.456183 nChanged 40 SP:Iteration 33Q (5262.914622 sec): 3 clusters Score: Raw -7494320.995631 + Penalty 3623.156922 = -7490697.838709 nChanged 45 SP:Iteration 34Q (5263.067610 sec): 3 clusters Score: Raw -7494322.655190 + Penalty 3623.156922 = -7490699.498267 nChanged 54 SP:Iteration 35Q (5263.230600 sec): 3 clusters Score: Raw -7494325.495675 + Penalty 3623.156922 = -7490702.338753 nChanged 63 SP:Iteration 36Q (5263.387987 sec): 3 clusters Score: Raw -7494329.643916 + Penalty 3623.156922 = -7490706.486994 nChanged 72 SP:Iteration 37Q (5263.542442 sec): 3 clusters Score: Raw -7494333.911826 + Penalty 3623.156922 = -7490710.754904 nChanged 74 SP:Iteration 38Q (5263.704127 sec): 3 clusters Score: Raw -7494338.077299 + Penalty 3623.156922 = -7490714.920376 nChanged 70 SP:Iteration 39Q (5263.857569 sec): 3 clusters Score: Raw -7494342.311772 + Penalty 3623.156922 = -7490719.154850 nChanged 68 SP:Iteration 40F (5264.016685 sec): 3 clusters Score: Raw -7494347.131845 + Penalty 3623.156922 = -7490723.974923 nChanged 75 SP:Iteration 41Q (5264.177657 sec): 3 clusters Score: Raw -7494351.729385 + Penalty 3623.156922 = -7490728.572463 nChanged 75 SP:Iteration 42Q (5264.323393 sec): 3 clusters Score: Raw -7494355.722718 + Penalty 3623.156922 = -7490732.565795 nChanged 78 SP:Iteration 43Q (5264.481157 sec): 3 clusters Score: Raw -7494361.047979 + Penalty 3623.156922 = -7490737.891057 nChanged 92 SP:Iteration 44Q (5264.641381 sec): 3 clusters Score: Raw -7494368.232517 + Penalty 3623.156922 = -7490745.075594 nChanged 107 SP:Iteration 45Q (5264.800771 sec): 3 clusters Score: Raw -7494377.665239 + Penalty 3623.156922 = -7490754.508317 nChanged 127 SP:Iteration 46Q (5264.953753 sec): 3 clusters Score: Raw -7494389.372604 + Penalty 3623.156922 = -7490766.215681 nChanged 131 SP:Iteration 47Q (5265.125236 sec): 3 clusters Score: Raw -7494402.173469 + Penalty 3623.156922 = -7490779.016546 nChanged 134 SP:Iteration 48Q (5265.287765 sec): 3 clusters Score: Raw -7494416.267760 + Penalty 3623.156922 = -7490793.110838 nChanged 167 SP:Iteration 49Q (5265.447768 sec): 3 clusters Score: Raw -7494434.778686 + Penalty 3623.156922 = -7490811.621763 nChanged 172 SP:Iteration 50Q (5265.606948 sec): 3 clusters Score: Raw -7494453.872204 + Penalty 3623.156922 = -7490830.715281 nChanged 175 SP:Iteration 51Q (5265.761522 sec): 3 clusters Score: Raw -7494474.351957 + Penalty 3623.156922 = -7490851.195034 nChanged 175 SP:Iteration 52Q (5265.918421 sec): 3 clusters Score: Raw -7494495.625957 + Penalty 3623.156922 = -7490872.469035 nChanged 205 SP:Iteration 53Q (5266.087494 sec): 3 clusters Score: Raw -7494518.664353 + Penalty 3623.156922 = -7490895.507430 nChanged 193 SP:Iteration 54Q (5266.241339 sec): 3 clusters Score: Raw -7494540.796342 + Penalty 3623.156922 = -7490917.639420 nChanged 198 SP:Iteration 55Q (5266.395775 sec): 3 clusters Score: Raw -7494565.702569 + Penalty 3623.156922 = -7490942.545647 nChanged 216 SP:Iteration 56Q (5266.543128 sec): 3 clusters Score: Raw -7494594.897064 + Penalty 3623.156922 = -7490971.740142 nChanged 234 SP:Iteration 57Q (5266.698950 sec): 3 clusters Score: Raw -7494629.530918 + Penalty 3623.156922 = -7491006.373996 nChanged 243 SP:Iteration 58Q (5266.855004 sec): 3 clusters Score: Raw -7494666.028606 + Penalty 3623.156922 = -7491042.871684 nChanged 259 SP:Iteration 59Q (5267.008433 sec): 3 clusters Score: Raw -7494708.867713 + Penalty 3623.156922 = -7491085.710790 nChanged 302 SP:Iteration 60F (5267.180384 sec): 3 clusters Score: Raw -7494769.371698 + Penalty 3623.156922 = -7491146.214776 nChanged 329 SP:Iteration 61Q (5267.346791 sec): 3 clusters Score: Raw -7494843.285917 + Penalty 3623.156922 = -7491220.128995 nChanged 409 SP:Iteration 62Q (5267.502609 sec): 3 clusters Score: Raw -7494952.052305 + Penalty 3623.156922 = -7491328.895383 nChanged 457 SP:Iteration 63Q (5267.662933 sec): 3 clusters Score: Raw -7495080.586648 + Penalty 3623.156922 = -7491457.429726 nChanged 520 SP:Iteration 64Q (5267.819484 sec): 3 clusters Score: Raw -7495226.170159 + Penalty 3623.156922 = -7491603.013237 nChanged 544 SP:Iteration 65Q (5267.972831 sec): 3 clusters Score: Raw -7495391.930823 + Penalty 3623.156922 = -7491768.773900 nChanged 521 SP:Iteration 66Q (5268.133809 sec): 3 clusters Score: Raw -7495546.236286 + Penalty 3623.156922 = -7491923.079364 nChanged 529 SP:Iteration 67Q (5268.285992 sec): 3 clusters Score: Raw -7495702.123349 + Penalty 3623.156922 = -7492078.966426 nChanged 538 SP:Iteration 68Q (5268.436550 sec): 3 clusters Score: Raw -7495853.903785 + Penalty 3623.156922 = -7492230.746863 nChanged 522 SP:Iteration 69Q (5268.582372 sec): 3 clusters Score: Raw -7495984.186217 + Penalty 3623.156922 = -7492361.029294 nChanged 456 SP:Iteration 70Q (5268.741199 sec): 3 clusters Score: Raw -7496083.153094 + Penalty 3623.156922 = -7492459.996171 nChanged 404 SP:Iteration 71Q (5268.898362 sec): 3 clusters Score: Raw -7496156.048425 + Penalty 3623.156922 = -7492532.891502 nChanged 332 SP:Iteration 72Q (5269.047343 sec): 3 clusters Score: Raw -7496203.608374 + Penalty 3623.156922 = -7492580.451452 nChanged 276 SP:Iteration 73Q (5269.205986 sec): 3 clusters Score: Raw -7496238.826904 + Penalty 3623.156922 = -7492615.669982 nChanged 239 SP:Iteration 74Q (5269.355470 sec): 3 clusters Score: Raw -7496265.161036 + Penalty 3623.156922 = -7492642.004114 nChanged 208 SP:Iteration 75Q (5269.495355 sec): 3 clusters Score: Raw -7496285.612951 + Penalty 3623.156922 = -7492662.456029 nChanged 161 SP:Iteration 76Q (5269.644618 sec): 3 clusters Score: Raw -7496298.930576 + Penalty 3623.156922 = -7492675.773654 nChanged 135 SP:Iteration 77Q (5269.806908 sec): 3 clusters Score: Raw -7496307.447156 + Penalty 3623.156922 = -7492684.290233 nChanged 113 SP:Iteration 78Q (5269.964980 sec): 3 clusters Score: Raw -7496314.672415 + Penalty 3623.156922 = -7492691.515493 nChanged 105 SP:Iteration 79Q (5270.119549 sec): 3 clusters Score: Raw -7496321.093028 + Penalty 3623.156922 = -7492697.936105 nChanged 79 SP:Iteration 80F (5270.273285 sec): 3 clusters Score: Raw -7496324.819035 + Penalty 3623.156922 = -7492701.662113 nChanged 66 SP:Iteration 81Q (5270.436952 sec): 3 clusters Score: Raw -7496327.575361 + Penalty 3623.156922 = -7492704.418438 nChanged 53 SP:Iteration 82Q (5270.592006 sec): 3 clusters Score: Raw -7496329.593712 + Penalty 3623.156922 = -7492706.436790 nChanged 39 SP:Iteration 83Q (5270.744757 sec): 3 clusters Score: Raw -7496331.201267 + Penalty 3623.156922 = -7492708.044344 nChanged 43 SP:Iteration 84Q (5270.909715 sec): 3 clusters Score: Raw -7496332.899378 + Penalty 3623.156922 = -7492709.742455 nChanged 47 SP:Iteration 85Q (5271.061746 sec): 3 clusters Score: Raw -7496334.354607 + Penalty 3623.156922 = -7492711.197684 nChanged 37 SP:Iteration 86Q (5271.201896 sec): 3 clusters Score: Raw -7496335.481825 + Penalty 3623.156922 = -7492712.324902 nChanged 24 SP:Iteration 87Q (5271.362439 sec): 3 clusters Score: Raw -7496336.020637 + Penalty 3623.156922 = -7492712.863715 nChanged 16 SP:Iteration 88Q (5271.515824 sec): 3 clusters Score: Raw -7496336.421467 + Penalty 3623.156922 = -7492713.264545 nChanged 18 SP:Iteration 89Q (5271.671866 sec): 3 clusters Score: Raw -7496336.810940 + Penalty 3623.156922 = -7492713.654018 nChanged 11 SP:Iteration 90Q (5271.846630 sec): 3 clusters Score: Raw -7496336.992395 + Penalty 3623.156922 = -7492713.835473 nChanged 7 SP:Iteration 91Q (5272.007438 sec): 3 clusters Score: Raw -7496337.075162 + Penalty 3623.156922 = -7492713.918240 nChanged 1 SP:Iteration 92Q (5272.171035 sec): 3 clusters Score: Raw -7496337.088709 + Penalty 3623.156922 = -7492713.931787 nChanged 0 SP:Iteration 93F (5272.332141 sec): 3 clusters Score: Raw -7496337.088709 + Penalty 3623.156922 = -7492713.931787 nChanged 0 Score: Raw -50048673.006854 + Penalty 91587.006869 = -49957085.999985 Splitting cluster 38 changes total score from -49949776.136806 to -49957085.999985 So it's getting split into cluster 43. Iteration 99Q (5292.423528 sec): 44 clusters Score: Raw -50052520.606298 + Penalty 91587.006869 = -49960933.599428 nChanged 6986 Iteration 100F (5305.846827 sec): 44 clusters Score: Raw -50054866.235050 + Penalty 91587.006869 = -49963279.228180 nChanged 5197 Iteration 101Q (5311.112797 sec): 44 clusters Score: Raw -50055705.151074 + Penalty 91587.006869 = -49964118.144205 nChanged 2986 Iteration 102Q (5316.274442 sec): 44 clusters Score: Raw -50056128.381274 + Penalty 91587.006869 = -49964541.374404 nChanged 2185 Iteration 103Q (5321.608351 sec): 44 clusters Score: Raw -50056415.796042 + Penalty 91587.006869 = -49964828.789172 nChanged 1882 Iteration 104Q (5326.820491 sec): 44 clusters Score: Raw -50056660.799175 + Penalty 91587.006869 = -49965073.792306 nChanged 1704 Iteration 105Q (5332.307481 sec): 44 clusters Score: Raw -50056866.499985 + Penalty 91587.006869 = -49965279.493116 nChanged 1550 Iteration 106Q (5337.372544 sec): 44 clusters Score: Raw -50057042.707116 + Penalty 91587.006869 = -49965455.700247 nChanged 1361 Iteration 107Q (5342.907656 sec): 44 clusters Score: Raw -50057196.629307 + Penalty 91587.006869 = -49965609.622438 nChanged 1222 Iteration 108Q (5347.926491 sec): 44 clusters Score: Raw -50057335.300746 + Penalty 91587.006869 = -49965748.293877 nChanged 1174 Iteration 109Q (5352.887633 sec): 44 clusters Score: Raw -50057474.629975 + Penalty 91587.006869 = -49965887.623106 nChanged 1187 Iteration 110Q (5358.040961 sec): 44 clusters Score: Raw -50057608.341397 + Penalty 91587.006869 = -49966021.334528 nChanged 1116 Iteration 111Q (5363.413521 sec): 44 clusters Score: Raw -50057732.484874 + Penalty 91587.006869 = -49966145.478004 nChanged 1102 Iteration 112Q (5368.208377 sec): 44 clusters Score: Raw -50057849.615613 + Penalty 91587.006869 = -49966262.608743 nChanged 1036 Iteration 113Q (5372.922515 sec): 44 clusters Score: Raw -50057951.962548 + Penalty 91587.006869 = -49966364.955679 nChanged 993 Iteration 114Q (5378.262114 sec): 44 clusters Score: Raw -50058049.112675 + Penalty 91587.006869 = -49966462.105805 nChanged 921 Iteration 115Q (5383.629345 sec): 44 clusters Score: Raw -50058133.740484 + Penalty 91587.006869 = -49966546.733615 nChanged 828 Iteration 116Q (5388.448682 sec): 44 clusters Score: Raw -50058210.564616 + Penalty 91587.006869 = -49966623.557746 nChanged 835 Iteration 117Q (5393.642658 sec): 44 clusters Score: Raw -50058286.251186 + Penalty 91587.006869 = -49966699.244316 nChanged 813 Iteration 118Q (5398.459319 sec): 44 clusters Score: Raw -50058362.558247 + Penalty 91587.006869 = -49966775.551377 nChanged 779 Iteration 119Q (5403.661379 sec): 44 clusters Score: Raw -50058434.594814 + Penalty 91587.006869 = -49966847.587945 nChanged 793 Iteration 120F (5416.454050 sec): 44 clusters Score: Raw -50058660.981809 + Penalty 91587.006869 = -49967073.974939 nChanged 911 Iteration 121Q (5421.040988 sec): 44 clusters Score: Raw -50058965.610318 + Penalty 91587.006869 = -49967378.603448 nChanged 952 Iteration 122Q (5425.916580 sec): 44 clusters Score: Raw -50059257.765498 + Penalty 91587.006869 = -49967670.758629 nChanged 979 Iteration 123Q (5431.350674 sec): 44 clusters Score: Raw -50059515.273670 + Penalty 91587.006869 = -49967928.266800 nChanged 952 Iteration 124Q (5436.375289 sec): 44 clusters Score: Raw -50059725.257506 + Penalty 91587.006869 = -49968138.250637 nChanged 890 Iteration 125Q (5441.509446 sec): 44 clusters Score: Raw -50059951.677810 + Penalty 91587.006869 = -49968364.670940 nChanged 861 Iteration 126Q (5446.510884 sec): 44 clusters Score: Raw -50060248.630383 + Penalty 91587.006869 = -49968661.623514 nChanged 901 Iteration 127Q (5451.796767 sec): 44 clusters Score: Raw -50060474.874960 + Penalty 91587.006869 = -49968887.868091 nChanged 927 Iteration 128Q (5456.116336 sec): 44 clusters Score: Raw -50060616.546421 + Penalty 91587.006869 = -49969029.539552 nChanged 896 Iteration 129Q (5461.111009 sec): 44 clusters Score: Raw -50060725.870659 + Penalty 91587.006869 = -49969138.863789 nChanged 828 Iteration 130Q (5465.931376 sec): 44 clusters Score: Raw -50060807.094616 + Penalty 91587.006869 = -49969220.087747 nChanged 768 Iteration 131Q (5470.928853 sec): 44 clusters Score: Raw -50060875.146392 + Penalty 91587.006869 = -49969288.139522 nChanged 736 Iteration 132Q (5475.409463 sec): 44 clusters Score: Raw -50060939.173184 + Penalty 91587.006869 = -49969352.166315 nChanged 726 Iteration 133Q (5480.724419 sec): 44 clusters Score: Raw -50061000.685241 + Penalty 91587.006869 = -49969413.678372 nChanged 695 Iteration 134Q (5485.953949 sec): 44 clusters Score: Raw -50061057.149948 + Penalty 91587.006869 = -49969470.143079 nChanged 679 Iteration 135Q (5490.352391 sec): 44 clusters Score: Raw -50061108.811179 + Penalty 91587.006869 = -49969521.804310 nChanged 626 Iteration 136Q (5494.708017 sec): 44 clusters Score: Raw -50061153.206438 + Penalty 91587.006869 = -49969566.199569 nChanged 605 Iteration 137Q (5499.964522 sec): 44 clusters Score: Raw -50061191.643820 + Penalty 91587.006869 = -49969604.636951 nChanged 561 Iteration 138Q (5504.971690 sec): 44 clusters Score: Raw -50061226.800927 + Penalty 91587.006869 = -49969639.794057 nChanged 572 Writing temp clu file Because OldScore, -49969604.636951, is greater than current (better) Score,-49969639.794057 Compute initial score before splitting: Score: Raw -50061226.800927 + Penalty 91587.006869 = -49969639.794057 Trying to split cluster 1 (990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5505.115997 sec): 2 clusters Score: Raw -86557.079932 + Penalty 1120.877053 = -85436.202879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5505.161399 sec): 3 clusters Score: Raw -86331.889654 + Penalty 2241.754107 = -84090.135548 nChanged 290 SP:Iteration 1F (5505.199427 sec): 3 clusters Score: Raw -86678.838460 + Penalty 2241.754107 = -84437.084353 nChanged 98 SP:Iteration 2F (5505.246323 sec): 3 clusters Score: Raw -86828.735049 + Penalty 2241.754107 = -84586.980942 nChanged 79 SP:Iteration 3F (5505.298573 sec): 3 clusters Score: Raw -86960.923100 + Penalty 2241.754107 = -84719.168993 nChanged 55 SP:Iteration 4F (5505.348734 sec): 3 clusters Score: Raw -87065.745033 + Penalty 2241.754107 = -84823.990927 nChanged 63 SP:Iteration 5F (5505.398232 sec): 3 clusters Score: Raw -87199.957610 + Penalty 2241.754107 = -84958.203503 nChanged 44 SP:Iteration 6Q (5505.448127 sec): 3 clusters Score: Raw -87357.317846 + Penalty 2241.754107 = -85115.563740 nChanged 42 SP:Iteration 7Q (5505.500114 sec): 3 clusters Score: Raw -87458.938054 + Penalty 2241.754107 = -85217.183948 nChanged 26 SP:Iteration 8Q (5505.548043 sec): 3 clusters Score: Raw -87529.514441 + Penalty 2241.754107 = -85287.760335 nChanged 16 SP:Iteration 9Q (5505.597129 sec): 3 clusters Score: Raw -87567.340014 + Penalty 2241.754107 = -85325.585908 nChanged 8 SP:Iteration 10Q (5505.641499 sec): 3 clusters Score: Raw -87584.731820 + Penalty 2241.754107 = -85342.977713 nChanged 4 SP:Iteration 11Q (5505.686416 sec): 3 clusters Score: Raw -87592.125574 + Penalty 2241.754107 = -85350.371467 nChanged 1 SP:Iteration 12Q (5505.729941 sec): 3 clusters Score: Raw -87593.405511 + Penalty 2241.754107 = -85351.651405 nChanged 1 SP:Iteration 13Q (5505.771861 sec): 3 clusters Score: Raw -87596.518822 + Penalty 2241.754107 = -85354.764715 nChanged 1 SP:Iteration 14Q (5505.813398 sec): 3 clusters Score: Raw -87597.325277 + Penalty 2241.754107 = -85355.571171 nChanged 0 SP:Iteration 15F (5505.855171 sec): 3 clusters Score: Raw -87597.325277 + Penalty 2241.754107 = -85355.571171 nChanged 0 Trying to split cluster 2 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5505.886345 sec): 2 clusters Score: Raw -30110.586998 + Penalty 965.704898 = -29144.882099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5505.922664 sec): 3 clusters Score: Raw -30220.179662 + Penalty 1931.409797 = -28288.769865 nChanged 87 SP:Iteration 1F (5505.969556 sec): 3 clusters Score: Raw -30499.382366 + Penalty 1931.409797 = -28567.972569 nChanged 30 SP:Iteration 2F (5506.008555 sec): 3 clusters Score: Raw -30643.412692 + Penalty 1931.409797 = -28712.002895 nChanged 16 SP:Iteration 3Q (5506.065258 sec): 3 clusters Score: Raw -30749.779355 + Penalty 1931.409797 = -28818.369558 nChanged 8 SP:Iteration 4Q (5506.110243 sec): 3 clusters Score: Raw -30772.636049 + Penalty 1931.409797 = -28841.226252 nChanged 5 SP:Iteration 5Q (5506.154227 sec): 3 clusters Score: Raw -30792.408954 + Penalty 1931.409797 = -28860.999157 nChanged 1 SP:Iteration 6Q (5506.203289 sec): 3 clusters Score: Raw -30793.722595 + Penalty 1931.409797 = -28862.312798 nChanged 1 SP:Iteration 7Q (5506.239831 sec): 3 clusters Score: Raw -30795.489932 + Penalty 1931.409797 = -28864.080135 nChanged 0 SP:Iteration 8F (5506.280057 sec): 3 clusters Score: Raw -30795.489932 + Penalty 1931.409797 = -28864.080135 nChanged 0 Trying to split cluster 3 (4215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5506.308214 sec): 2 clusters Score: Raw -404320.418467 + Penalty 1356.290791 = -402964.127676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5506.367004 sec): 3 clusters Score: Raw -402149.101123 + Penalty 2712.581583 = -399436.519541 nChanged 1703 SP:Iteration 1F (5506.417019 sec): 3 clusters Score: Raw -403122.347419 + Penalty 2712.581583 = -400409.765836 nChanged 308 SP:Iteration 2F (5506.473160 sec): 3 clusters Score: Raw -403312.760476 + Penalty 2712.581583 = -400600.178893 nChanged 245 SP:Iteration 3F (5506.514610 sec): 3 clusters Score: Raw -403435.848013 + Penalty 2712.581583 = -400723.266430 nChanged 179 SP:Iteration 4Q (5506.568968 sec): 3 clusters Score: Raw -403523.347234 + Penalty 2712.581583 = -400810.765651 nChanged 134 SP:Iteration 5Q (5506.626829 sec): 3 clusters Score: Raw -403585.820372 + Penalty 2712.581583 = -400873.238789 nChanged 115 SP:Iteration 6Q (5506.675022 sec): 3 clusters Score: Raw -403635.677799 + Penalty 2712.581583 = -400923.096216 nChanged 103 SP:Iteration 7Q (5506.722958 sec): 3 clusters Score: Raw -403680.653110 + Penalty 2712.581583 = -400968.071528 nChanged 93 SP:Iteration 8Q (5506.769555 sec): 3 clusters Score: Raw -403727.690337 + Penalty 2712.581583 = -401015.108754 nChanged 90 SP:Iteration 9Q (5506.822976 sec): 3 clusters Score: Raw -403775.064916 + Penalty 2712.581583 = -401062.483333 nChanged 85 SP:Iteration 10Q (5506.874105 sec): 3 clusters Score: Raw -403814.727261 + Penalty 2712.581583 = -401102.145678 nChanged 88 SP:Iteration 11Q (5506.928746 sec): 3 clusters Score: Raw -403849.915092 + Penalty 2712.581583 = -401137.333510 nChanged 67 SP:Iteration 12Q (5506.980166 sec): 3 clusters Score: Raw -403879.908279 + Penalty 2712.581583 = -401167.326696 nChanged 65 SP:Iteration 13Q (5507.035548 sec): 3 clusters Score: Raw -403911.427849 + Penalty 2712.581583 = -401198.846266 nChanged 75 SP:Iteration 14Q (5507.093601 sec): 3 clusters Score: Raw -403940.836672 + Penalty 2712.581583 = -401228.255089 nChanged 69 SP:Iteration 15Q (5507.152861 sec): 3 clusters Score: Raw -403968.001709 + Penalty 2712.581583 = -401255.420126 nChanged 57 SP:Iteration 16Q (5507.198213 sec): 3 clusters Score: Raw -403993.546152 + Penalty 2712.581583 = -401280.964570 nChanged 48 SP:Iteration 17Q (5507.252948 sec): 3 clusters Score: Raw -404017.935086 + Penalty 2712.581583 = -401305.353503 nChanged 54 SP:Iteration 18Q (5507.314422 sec): 3 clusters Score: Raw -404040.443694 + Penalty 2712.581583 = -401327.862111 nChanged 53 SP:Iteration 19Q (5507.369793 sec): 3 clusters Score: Raw -404061.306843 + Penalty 2712.581583 = -401348.725260 nChanged 56 SP:Iteration 20F (5507.413027 sec): 3 clusters Score: Raw -404080.605309 + Penalty 2712.581583 = -401368.023727 nChanged 45 SP:Iteration 21Q (5507.470239 sec): 3 clusters Score: Raw -404096.397167 + Penalty 2712.581583 = -401383.815584 nChanged 44 SP:Iteration 22Q (5507.510219 sec): 3 clusters Score: Raw -404112.551307 + Penalty 2712.581583 = -401399.969724 nChanged 39 SP:Iteration 23Q (5507.570438 sec): 3 clusters Score: Raw -404127.081037 + Penalty 2712.581583 = -401414.499454 nChanged 42 SP:Iteration 24Q (5507.621077 sec): 3 clusters Score: Raw -404146.034985 + Penalty 2712.581583 = -401433.453403 nChanged 48 SP:Iteration 25Q (5507.661417 sec): 3 clusters Score: Raw -404161.789797 + Penalty 2712.581583 = -401449.208215 nChanged 36 SP:Iteration 26Q (5507.711357 sec): 3 clusters Score: Raw -404175.150516 + Penalty 2712.581583 = -401462.568933 nChanged 29 SP:Iteration 27Q (5507.759436 sec): 3 clusters Score: Raw -404186.613093 + Penalty 2712.581583 = -401474.031510 nChanged 37 SP:Iteration 28Q (5507.811257 sec): 3 clusters Score: Raw -404198.321456 + Penalty 2712.581583 = -401485.739873 nChanged 34 SP:Iteration 29Q (5507.873374 sec): 3 clusters Score: Raw -404210.171999 + Penalty 2712.581583 = -401497.590416 nChanged 29 SP:Iteration 30Q (5507.917853 sec): 3 clusters Score: Raw -404220.670478 + Penalty 2712.581583 = -401508.088895 nChanged 26 SP:Iteration 31Q (5507.977021 sec): 3 clusters Score: Raw -404229.918931 + Penalty 2712.581583 = -401517.337348 nChanged 26 SP:Iteration 32Q (5508.032057 sec): 3 clusters Score: Raw -404241.448385 + Penalty 2712.581583 = -401528.866802 nChanged 26 SP:Iteration 33Q (5508.084209 sec): 3 clusters Score: Raw -404250.789491 + Penalty 2712.581583 = -401538.207908 nChanged 26 SP:Iteration 34Q (5508.126526 sec): 3 clusters Score: Raw -404257.436645 + Penalty 2712.581583 = -401544.855062 nChanged 13 SP:Iteration 35Q (5508.183605 sec): 3 clusters Score: Raw -404261.162430 + Penalty 2712.581583 = -401548.580847 nChanged 13 SP:Iteration 36Q (5508.237981 sec): 3 clusters Score: Raw -404264.768535 + Penalty 2712.581583 = -401552.186952 nChanged 8 SP:Iteration 37Q (5508.277657 sec): 3 clusters Score: Raw -404267.091424 + Penalty 2712.581583 = -401554.509841 nChanged 9 SP:Iteration 38Q (5508.328830 sec): 3 clusters Score: Raw -404270.116682 + Penalty 2712.581583 = -401557.535099 nChanged 5 SP:Iteration 39Q (5508.383000 sec): 3 clusters Score: Raw -404271.360639 + Penalty 2712.581583 = -401558.779056 nChanged 6 SP:Iteration 40F (5508.437224 sec): 3 clusters Score: Raw -404273.066387 + Penalty 2712.581583 = -401560.484804 nChanged 4 SP:Iteration 41Q (5508.501819 sec): 3 clusters Score: Raw -404273.875108 + Penalty 2712.581583 = -401561.293525 nChanged 3 SP:Iteration 42Q (5508.547329 sec): 3 clusters Score: Raw -404274.868008 + Penalty 2712.581583 = -401562.286425 nChanged 4 SP:Iteration 43Q (5508.612053 sec): 3 clusters Score: Raw -404276.063830 + Penalty 2712.581583 = -401563.482247 nChanged 4 SP:Iteration 44Q (5508.656532 sec): 3 clusters Score: Raw -404277.248274 + Penalty 2712.581583 = -401564.666691 nChanged 6 SP:Iteration 45Q (5508.708468 sec): 3 clusters Score: Raw -404279.328457 + Penalty 2712.581583 = -401566.746874 nChanged 6 SP:Iteration 46Q (5508.763610 sec): 3 clusters Score: Raw -404281.710089 + Penalty 2712.581583 = -401569.128506 nChanged 12 SP:Iteration 47Q (5508.814179 sec): 3 clusters Score: Raw -404286.111501 + Penalty 2712.581583 = -401573.529918 nChanged 16 SP:Iteration 48Q (5508.866036 sec): 3 clusters Score: Raw -404290.212145 + Penalty 2712.581583 = -401577.630563 nChanged 8 SP:Iteration 49Q (5508.909066 sec): 3 clusters Score: Raw -404292.291378 + Penalty 2712.581583 = -401579.709795 nChanged 4 SP:Iteration 50Q (5508.970313 sec): 3 clusters Score: Raw -404292.978523 + Penalty 2712.581583 = -401580.396940 nChanged 5 SP:Iteration 51Q (5509.013952 sec): 3 clusters Score: Raw -404293.590890 + Penalty 2712.581583 = -401581.009307 nChanged 1 SP:Iteration 52Q (5509.063397 sec): 3 clusters Score: Raw -404294.215447 + Penalty 2712.581583 = -401581.633865 nChanged 2 SP:Iteration 53Q (5509.120602 sec): 3 clusters Score: Raw -404294.891320 + Penalty 2712.581583 = -401582.309737 nChanged 3 SP:Iteration 54Q (5509.174792 sec): 3 clusters Score: Raw -404295.693324 + Penalty 2712.581583 = -401583.111741 nChanged 2 SP:Iteration 55Q (5509.217406 sec): 3 clusters Score: Raw -404296.022381 + Penalty 2712.581583 = -401583.440798 nChanged 2 SP:Iteration 56Q (5509.272622 sec): 3 clusters Score: Raw -404296.406407 + Penalty 2712.581583 = -401583.824824 nChanged 2 SP:Iteration 57Q (5509.324139 sec): 3 clusters Score: Raw -404297.184723 + Penalty 2712.581583 = -401584.603140 nChanged 4 SP:Iteration 58Q (5509.376358 sec): 3 clusters Score: Raw -404298.271942 + Penalty 2712.581583 = -401585.690359 nChanged 3 SP:Iteration 59Q (5509.432478 sec): 3 clusters Score: Raw -404299.223384 + Penalty 2712.581583 = -401586.641801 nChanged 4 SP:Iteration 60F (5509.482577 sec): 3 clusters Score: Raw -404300.154341 + Penalty 2712.581583 = -401587.572758 nChanged 4 SP:Iteration 61Q (5509.538657 sec): 3 clusters Score: Raw -404301.679651 + Penalty 2712.581583 = -401589.098069 nChanged 8 SP:Iteration 62Q (5509.580246 sec): 3 clusters Score: Raw -404303.638297 + Penalty 2712.581583 = -401591.056714 nChanged 4 SP:Iteration 63Q (5509.626309 sec): 3 clusters Score: Raw -404305.270631 + Penalty 2712.581583 = -401592.689048 nChanged 3 SP:Iteration 64Q (5509.675188 sec): 3 clusters Score: Raw -404306.720991 + Penalty 2712.581583 = -401594.139408 nChanged 2 SP:Iteration 65Q (5509.725362 sec): 3 clusters Score: Raw -404307.278916 + Penalty 2712.581583 = -401594.697333 nChanged 3 SP:Iteration 66Q (5509.775605 sec): 3 clusters Score: Raw -404308.170300 + Penalty 2712.581583 = -401595.588717 nChanged 3 SP:Iteration 67Q (5509.833255 sec): 3 clusters Score: Raw -404308.931570 + Penalty 2712.581583 = -401596.349987 nChanged 3 SP:Iteration 68Q (5509.889091 sec): 3 clusters Score: Raw -404309.380759 + Penalty 2712.581583 = -401596.799176 nChanged 3 SP:Iteration 69Q (5509.943710 sec): 3 clusters Score: Raw -404309.955558 + Penalty 2712.581583 = -401597.373975 nChanged 4 SP:Iteration 70Q (5509.993644 sec): 3 clusters Score: Raw -404311.072370 + Penalty 2712.581583 = -401598.490787 nChanged 4 SP:Iteration 71Q (5510.033197 sec): 3 clusters Score: Raw -404312.056776 + Penalty 2712.581583 = -401599.475193 nChanged 9 SP:Iteration 72Q (5510.089311 sec): 3 clusters Score: Raw -404314.837042 + Penalty 2712.581583 = -401602.255459 nChanged 14 SP:Iteration 73Q (5510.135859 sec): 3 clusters Score: Raw -404319.435476 + Penalty 2712.581583 = -401606.853893 nChanged 13 SP:Iteration 74Q (5510.194666 sec): 3 clusters Score: Raw -404324.001356 + Penalty 2712.581583 = -401611.419773 nChanged 21 SP:Iteration 75Q (5510.234215 sec): 3 clusters Score: Raw -404331.182261 + Penalty 2712.581583 = -401618.600678 nChanged 17 SP:Iteration 76Q (5510.284323 sec): 3 clusters Score: Raw -404335.535675 + Penalty 2712.581583 = -401622.954092 nChanged 9 SP:Iteration 77Q (5510.345348 sec): 3 clusters Score: Raw -404339.067777 + Penalty 2712.581583 = -401626.486194 nChanged 9 SP:Iteration 78Q (5510.395355 sec): 3 clusters Score: Raw -404341.387159 + Penalty 2712.581583 = -401628.805576 nChanged 10 SP:Iteration 79Q (5510.445205 sec): 3 clusters Score: Raw -404344.345172 + Penalty 2712.581583 = -401631.763589 nChanged 12 SP:Iteration 80F (5510.495518 sec): 3 clusters Score: Raw -404346.791546 + Penalty 2712.581583 = -401634.209963 nChanged 10 SP:Iteration 81Q (5510.546047 sec): 3 clusters Score: Raw -404349.504105 + Penalty 2712.581583 = -401636.922522 nChanged 5 SP:Iteration 82Q (5510.596311 sec): 3 clusters Score: Raw -404351.017965 + Penalty 2712.581583 = -401638.436382 nChanged 4 SP:Iteration 83Q (5510.635174 sec): 3 clusters Score: Raw -404352.308727 + Penalty 2712.581583 = -401639.727144 nChanged 7 SP:Iteration 84Q (5510.688984 sec): 3 clusters Score: Raw -404354.550750 + Penalty 2712.581583 = -401641.969167 nChanged 6 SP:Iteration 85Q (5510.735748 sec): 3 clusters Score: Raw -404355.699232 + Penalty 2712.581583 = -401643.117649 nChanged 6 SP:Iteration 86Q (5510.796593 sec): 3 clusters Score: Raw -404356.986766 + Penalty 2712.581583 = -401644.405183 nChanged 2 SP:Iteration 87Q (5510.845095 sec): 3 clusters Score: Raw -404357.310854 + Penalty 2712.581583 = -401644.729272 nChanged 0 SP:Iteration 88F (5510.885168 sec): 3 clusters Score: Raw -404357.310854 + Penalty 2712.581583 = -401644.729272 nChanged 0 Trying to split cluster 4 (4126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5510.924114 sec): 2 clusters Score: Raw -425518.256508 + Penalty 1352.822850 = -424165.433658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5510.964162 sec): 3 clusters Score: Raw -423433.421236 + Penalty 2705.645700 = -420727.775536 nChanged 1625 SP:Iteration 1F (5511.012982 sec): 3 clusters Score: Raw -424382.332508 + Penalty 2705.645700 = -421676.686807 nChanged 296 SP:Iteration 2F (5511.063201 sec): 3 clusters Score: Raw -424576.812683 + Penalty 2705.645700 = -421871.166983 nChanged 269 SP:Iteration 3F (5511.123946 sec): 3 clusters Score: Raw -424746.227311 + Penalty 2705.645700 = -422040.581611 nChanged 229 SP:Iteration 4F (5511.174604 sec): 3 clusters Score: Raw -424876.776083 + Penalty 2705.645700 = -422171.130382 nChanged 182 SP:Iteration 5Q (5511.224903 sec): 3 clusters Score: Raw -424977.952804 + Penalty 2705.645700 = -422272.307103 nChanged 142 SP:Iteration 6Q (5511.266064 sec): 3 clusters Score: Raw -425055.794284 + Penalty 2705.645700 = -422350.148584 nChanged 146 SP:Iteration 7Q (5511.321581 sec): 3 clusters Score: Raw -425134.130311 + Penalty 2705.645700 = -422428.484610 nChanged 123 SP:Iteration 8Q (5511.382127 sec): 3 clusters Score: Raw -425212.363504 + Penalty 2705.645700 = -422506.717803 nChanged 116 SP:Iteration 9Q (5511.430325 sec): 3 clusters Score: Raw -425288.418872 + Penalty 2705.645700 = -422582.773172 nChanged 115 SP:Iteration 10Q (5511.487515 sec): 3 clusters Score: Raw -425349.059604 + Penalty 2705.645700 = -422643.413904 nChanged 88 SP:Iteration 11Q (5511.525655 sec): 3 clusters Score: Raw -425394.556726 + Penalty 2705.645700 = -422688.911025 nChanged 79 SP:Iteration 12Q (5511.576277 sec): 3 clusters Score: Raw -425433.302581 + Penalty 2705.645700 = -422727.656880 nChanged 64 SP:Iteration 13Q (5511.639585 sec): 3 clusters Score: Raw -425469.605414 + Penalty 2705.645700 = -422763.959714 nChanged 64 SP:Iteration 14Q (5511.689803 sec): 3 clusters Score: Raw -425495.221191 + Penalty 2705.645700 = -422789.575491 nChanged 44 SP:Iteration 15Q (5511.730488 sec): 3 clusters Score: Raw -425514.675584 + Penalty 2705.645700 = -422809.029884 nChanged 39 SP:Iteration 16Q (5511.793928 sec): 3 clusters Score: Raw -425535.642528 + Penalty 2705.645700 = -422829.996828 nChanged 43 SP:Iteration 17Q (5511.849403 sec): 3 clusters Score: Raw -425554.244677 + Penalty 2705.645700 = -422848.598976 nChanged 29 SP:Iteration 18Q (5511.893704 sec): 3 clusters Score: Raw -425566.143802 + Penalty 2705.645700 = -422860.498102 nChanged 28 SP:Iteration 19Q (5511.959933 sec): 3 clusters Score: Raw -425577.385338 + Penalty 2705.645700 = -422871.739638 nChanged 27 SP:Iteration 20F (5512.004388 sec): 3 clusters Score: Raw -425588.686797 + Penalty 2705.645700 = -422883.041096 nChanged 26 SP:Iteration 21Q (5512.066328 sec): 3 clusters Score: Raw -425599.923709 + Penalty 2705.645700 = -422894.278009 nChanged 29 SP:Iteration 22Q (5512.122512 sec): 3 clusters Score: Raw -425609.186685 + Penalty 2705.645700 = -422903.540984 nChanged 21 SP:Iteration 23Q (5512.178092 sec): 3 clusters Score: Raw -425614.590184 + Penalty 2705.645700 = -422908.944484 nChanged 13 SP:Iteration 24Q (5512.228561 sec): 3 clusters Score: Raw -425617.977090 + Penalty 2705.645700 = -422912.331389 nChanged 12 SP:Iteration 25Q (5512.272261 sec): 3 clusters Score: Raw -425621.538727 + Penalty 2705.645700 = -422915.893027 nChanged 9 SP:Iteration 26Q (5512.322413 sec): 3 clusters Score: Raw -425623.983631 + Penalty 2705.645700 = -422918.337931 nChanged 7 SP:Iteration 27Q (5512.378062 sec): 3 clusters Score: Raw -425626.172770 + Penalty 2705.645700 = -422920.527070 nChanged 5 SP:Iteration 28Q (5512.431108 sec): 3 clusters Score: Raw -425626.925199 + Penalty 2705.645700 = -422921.279499 nChanged 5 SP:Iteration 29Q (5512.474012 sec): 3 clusters Score: Raw -425628.603380 + Penalty 2705.645700 = -422922.957680 nChanged 5 SP:Iteration 30Q (5512.531382 sec): 3 clusters Score: Raw -425630.890399 + Penalty 2705.645700 = -422925.244698 nChanged 9 SP:Iteration 31Q (5512.595054 sec): 3 clusters Score: Raw -425633.952852 + Penalty 2705.645700 = -422928.307152 nChanged 12 SP:Iteration 32Q (5512.647570 sec): 3 clusters Score: Raw -425637.638629 + Penalty 2705.645700 = -422931.992928 nChanged 13 SP:Iteration 33Q (5512.693850 sec): 3 clusters Score: Raw -425641.363204 + Penalty 2705.645700 = -422935.717503 nChanged 12 SP:Iteration 34Q (5512.754079 sec): 3 clusters Score: Raw -425644.623899 + Penalty 2705.645700 = -422938.978198 nChanged 7 SP:Iteration 35Q (5512.799968 sec): 3 clusters Score: Raw -425646.807140 + Penalty 2705.645700 = -422941.161439 nChanged 7 SP:Iteration 36Q (5512.849773 sec): 3 clusters Score: Raw -425648.431271 + Penalty 2705.645700 = -422942.785571 nChanged 11 SP:Iteration 37Q (5512.903231 sec): 3 clusters Score: Raw -425650.982606 + Penalty 2705.645700 = -422945.336905 nChanged 6 SP:Iteration 38Q (5512.960287 sec): 3 clusters Score: Raw -425652.613990 + Penalty 2705.645700 = -422946.968290 nChanged 6 SP:Iteration 39Q (5513.012102 sec): 3 clusters Score: Raw -425653.862791 + Penalty 2705.645700 = -422948.217091 nChanged 5 SP:Iteration 40F (5513.066160 sec): 3 clusters Score: Raw -425655.173577 + Penalty 2705.645700 = -422949.527877 nChanged 3 SP:Iteration 41Q (5513.115666 sec): 3 clusters Score: Raw -425656.175342 + Penalty 2705.645700 = -422950.529641 nChanged 3 SP:Iteration 42Q (5513.164028 sec): 3 clusters Score: Raw -425656.828439 + Penalty 2705.645700 = -422951.182739 nChanged 3 SP:Iteration 43Q (5513.214938 sec): 3 clusters Score: Raw -425657.445261 + Penalty 2705.645700 = -422951.799561 nChanged 5 SP:Iteration 44Q (5513.271969 sec): 3 clusters Score: Raw -425659.494052 + Penalty 2705.645700 = -422953.848351 nChanged 3 SP:Iteration 45Q (5513.315606 sec): 3 clusters Score: Raw -425660.231588 + Penalty 2705.645700 = -422954.585887 nChanged 3 SP:Iteration 46Q (5513.379291 sec): 3 clusters Score: Raw -425660.897785 + Penalty 2705.645700 = -422955.252085 nChanged 1 SP:Iteration 47Q (5513.427352 sec): 3 clusters Score: Raw -425661.129900 + Penalty 2705.645700 = -422955.484199 nChanged 1 SP:Iteration 48Q (5513.483628 sec): 3 clusters Score: Raw -425661.280014 + Penalty 2705.645700 = -422955.634313 nChanged 0 SP:Iteration 49F (5513.528759 sec): 3 clusters Score: Raw -425661.280014 + Penalty 2705.645700 = -422955.634313 nChanged 0 Trying to split cluster 5 (13204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5513.569945 sec): 2 clusters Score: Raw -1404480.579948 + Penalty 1541.844703 = -1402938.735245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5513.631442 sec): 3 clusters Score: Raw -1396804.522658 + Penalty 3083.689405 = -1393720.833253 nChanged 5730 SP:Iteration 1F (5513.702577 sec): 3 clusters Score: Raw -1399974.470630 + Penalty 3083.689405 = -1396890.781225 nChanged 807 SP:Iteration 2F (5513.764465 sec): 3 clusters Score: Raw -1400352.614656 + Penalty 3083.689405 = -1397268.925251 nChanged 780 SP:Iteration 3F (5513.826034 sec): 3 clusters Score: Raw -1400746.039104 + Penalty 3083.689405 = -1397662.349699 nChanged 704 SP:Iteration 4F (5513.895140 sec): 3 clusters Score: Raw -1401145.909944 + Penalty 3083.689405 = -1398062.220539 nChanged 709 SP:Iteration 5F (5513.961331 sec): 3 clusters Score: Raw -1401541.337163 + Penalty 3083.689405 = -1398457.647758 nChanged 645 SP:Iteration 6Q (5514.037743 sec): 3 clusters Score: Raw -1401909.279995 + Penalty 3083.689405 = -1398825.590590 nChanged 665 SP:Iteration 7F (5514.098522 sec): 3 clusters Score: Raw -1402293.549980 + Penalty 3083.689405 = -1399209.860575 nChanged 571 SP:Iteration 8Q (5514.179909 sec): 3 clusters Score: Raw -1402630.764184 + Penalty 3083.689405 = -1399547.074778 nChanged 537 SP:Iteration 9Q (5514.242355 sec): 3 clusters Score: Raw -1402942.395322 + Penalty 3083.689405 = -1399858.705916 nChanged 431 SP:Iteration 10Q (5514.300085 sec): 3 clusters Score: Raw -1403156.502126 + Penalty 3083.689405 = -1400072.812721 nChanged 317 SP:Iteration 11Q (5514.365424 sec): 3 clusters Score: Raw -1403289.982216 + Penalty 3083.689405 = -1400206.292811 nChanged 260 SP:Iteration 12Q (5514.430406 sec): 3 clusters Score: Raw -1403376.183067 + Penalty 3083.689405 = -1400292.493662 nChanged 186 SP:Iteration 13Q (5514.493802 sec): 3 clusters Score: Raw -1403432.861860 + Penalty 3083.689405 = -1400349.172455 nChanged 151 SP:Iteration 14Q (5514.568681 sec): 3 clusters Score: Raw -1403473.660598 + Penalty 3083.689405 = -1400389.971193 nChanged 115 SP:Iteration 15Q (5514.622649 sec): 3 clusters Score: Raw -1403501.395933 + Penalty 3083.689405 = -1400417.706528 nChanged 111 SP:Iteration 16Q (5514.697580 sec): 3 clusters Score: Raw -1403524.344031 + Penalty 3083.689405 = -1400440.654626 nChanged 112 SP:Iteration 17Q (5514.760351 sec): 3 clusters Score: Raw -1403549.183003 + Penalty 3083.689405 = -1400465.493598 nChanged 116 SP:Iteration 18Q (5514.823771 sec): 3 clusters Score: Raw -1403575.844281 + Penalty 3083.689405 = -1400492.154875 nChanged 98 SP:Iteration 19Q (5514.893786 sec): 3 clusters Score: Raw -1403597.198674 + Penalty 3083.689405 = -1400513.509269 nChanged 88 SP:Iteration 20F (5514.967078 sec): 3 clusters Score: Raw -1403616.929019 + Penalty 3083.689405 = -1400533.239614 nChanged 89 SP:Iteration 21Q (5515.037901 sec): 3 clusters Score: Raw -1403635.594805 + Penalty 3083.689405 = -1400551.905400 nChanged 74 SP:Iteration 22Q (5515.105715 sec): 3 clusters Score: Raw -1403650.151259 + Penalty 3083.689405 = -1400566.461854 nChanged 74 SP:Iteration 23Q (5515.166273 sec): 3 clusters Score: Raw -1403664.160692 + Penalty 3083.689405 = -1400580.471287 nChanged 71 SP:Iteration 24Q (5515.233185 sec): 3 clusters Score: Raw -1403676.099884 + Penalty 3083.689405 = -1400592.410479 nChanged 64 SP:Iteration 25Q (5515.304528 sec): 3 clusters Score: Raw -1403687.694290 + Penalty 3083.689405 = -1400604.004885 nChanged 65 SP:Iteration 26Q (5515.376231 sec): 3 clusters Score: Raw -1403699.928562 + Penalty 3083.689405 = -1400616.239157 nChanged 57 SP:Iteration 27Q (5515.439590 sec): 3 clusters Score: Raw -1403710.773314 + Penalty 3083.689405 = -1400627.083908 nChanged 49 SP:Iteration 28Q (5515.497878 sec): 3 clusters Score: Raw -1403720.530578 + Penalty 3083.689405 = -1400636.841173 nChanged 47 SP:Iteration 29Q (5515.561379 sec): 3 clusters Score: Raw -1403728.044393 + Penalty 3083.689405 = -1400644.354988 nChanged 53 SP:Iteration 30Q (5515.628843 sec): 3 clusters Score: Raw -1403738.066278 + Penalty 3083.689405 = -1400654.376873 nChanged 51 SP:Iteration 31Q (5515.704656 sec): 3 clusters Score: Raw -1403748.016412 + Penalty 3083.689405 = -1400664.327007 nChanged 55 SP:Iteration 32Q (5515.766930 sec): 3 clusters Score: Raw -1403758.953354 + Penalty 3083.689405 = -1400675.263949 nChanged 56 SP:Iteration 33Q (5515.833578 sec): 3 clusters Score: Raw -1403771.721014 + Penalty 3083.689405 = -1400688.031609 nChanged 60 SP:Iteration 34Q (5515.886025 sec): 3 clusters Score: Raw -1403784.963665 + Penalty 3083.689405 = -1400701.274260 nChanged 67 SP:Iteration 35Q (5515.949945 sec): 3 clusters Score: Raw -1403798.584837 + Penalty 3083.689405 = -1400714.895432 nChanged 67 SP:Iteration 36Q (5516.021675 sec): 3 clusters Score: Raw -1403810.877190 + Penalty 3083.689405 = -1400727.187785 nChanged 60 SP:Iteration 37Q (5516.089273 sec): 3 clusters Score: Raw -1403822.138974 + Penalty 3083.689405 = -1400738.449569 nChanged 55 SP:Iteration 38Q (5516.153566 sec): 3 clusters Score: Raw -1403830.959284 + Penalty 3083.689405 = -1400747.269878 nChanged 51 SP:Iteration 39Q (5516.221602 sec): 3 clusters Score: Raw -1403839.856291 + Penalty 3083.689405 = -1400756.166885 nChanged 58 SP:Iteration 40F (5516.287925 sec): 3 clusters Score: Raw -1403849.193770 + Penalty 3083.689405 = -1400765.504364 nChanged 48 SP:Iteration 41Q (5516.352501 sec): 3 clusters Score: Raw -1403857.380235 + Penalty 3083.689405 = -1400773.690830 nChanged 40 SP:Iteration 42Q (5516.419056 sec): 3 clusters Score: Raw -1403864.597004 + Penalty 3083.689405 = -1400780.907599 nChanged 48 SP:Iteration 43Q (5516.468288 sec): 3 clusters Score: Raw -1403873.611196 + Penalty 3083.689405 = -1400789.921790 nChanged 54 SP:Iteration 44Q (5516.530246 sec): 3 clusters Score: Raw -1403884.985691 + Penalty 3083.689405 = -1400801.296285 nChanged 55 SP:Iteration 45Q (5516.592111 sec): 3 clusters Score: Raw -1403895.665622 + Penalty 3083.689405 = -1400811.976217 nChanged 47 SP:Iteration 46Q (5516.660732 sec): 3 clusters Score: Raw -1403903.778772 + Penalty 3083.689405 = -1400820.089367 nChanged 44 SP:Iteration 47Q (5516.715573 sec): 3 clusters Score: Raw -1403911.640253 + Penalty 3083.689405 = -1400827.950848 nChanged 44 SP:Iteration 48Q (5516.782341 sec): 3 clusters Score: Raw -1403919.261275 + Penalty 3083.689405 = -1400835.571870 nChanged 44 SP:Iteration 49Q (5516.853670 sec): 3 clusters Score: Raw -1403928.046081 + Penalty 3083.689405 = -1400844.356676 nChanged 51 SP:Iteration 50Q (5516.912581 sec): 3 clusters Score: Raw -1403938.455842 + Penalty 3083.689405 = -1400854.766437 nChanged 55 SP:Iteration 51Q (5516.967891 sec): 3 clusters Score: Raw -1403949.289104 + Penalty 3083.689405 = -1400865.599699 nChanged 48 SP:Iteration 52Q (5517.045729 sec): 3 clusters Score: Raw -1403960.603403 + Penalty 3083.689405 = -1400876.913998 nChanged 53 SP:Iteration 53Q (5517.112580 sec): 3 clusters Score: Raw -1403972.380471 + Penalty 3083.689405 = -1400888.691066 nChanged 48 SP:Iteration 54Q (5517.168656 sec): 3 clusters Score: Raw -1403980.676307 + Penalty 3083.689405 = -1400896.986902 nChanged 49 SP:Iteration 55Q (5517.236338 sec): 3 clusters Score: Raw -1403989.006811 + Penalty 3083.689405 = -1400905.317406 nChanged 43 SP:Iteration 56Q (5517.302318 sec): 3 clusters Score: Raw -1403996.532020 + Penalty 3083.689405 = -1400912.842615 nChanged 46 SP:Iteration 57Q (5517.366616 sec): 3 clusters Score: Raw -1404004.682942 + Penalty 3083.689405 = -1400920.993537 nChanged 47 SP:Iteration 58Q (5517.438721 sec): 3 clusters Score: Raw -1404014.049355 + Penalty 3083.689405 = -1400930.359950 nChanged 45 SP:Iteration 59Q (5517.491199 sec): 3 clusters Score: Raw -1404021.204340 + Penalty 3083.689405 = -1400937.514934 nChanged 43 SP:Iteration 60F (5517.557459 sec): 3 clusters Score: Raw -1404028.598579 + Penalty 3083.689405 = -1400944.909174 nChanged 39 SP:Iteration 61Q (5517.632488 sec): 3 clusters Score: Raw -1404036.425633 + Penalty 3083.689405 = -1400952.736227 nChanged 42 SP:Iteration 62Q (5517.698592 sec): 3 clusters Score: Raw -1404046.085511 + Penalty 3083.689405 = -1400962.396106 nChanged 53 SP:Iteration 63Q (5517.766456 sec): 3 clusters Score: Raw -1404058.462574 + Penalty 3083.689405 = -1400974.773168 nChanged 55 SP:Iteration 64Q (5517.829896 sec): 3 clusters Score: Raw -1404070.398682 + Penalty 3083.689405 = -1400986.709277 nChanged 53 SP:Iteration 65Q (5517.888384 sec): 3 clusters Score: Raw -1404082.057041 + Penalty 3083.689405 = -1400998.367636 nChanged 49 SP:Iteration 66Q (5517.964314 sec): 3 clusters Score: Raw -1404094.488904 + Penalty 3083.689405 = -1401010.799499 nChanged 56 SP:Iteration 67Q (5518.026117 sec): 3 clusters Score: Raw -1404109.931271 + Penalty 3083.689405 = -1401026.241866 nChanged 58 SP:Iteration 68Q (5518.095103 sec): 3 clusters Score: Raw -1404123.721605 + Penalty 3083.689405 = -1401040.032200 nChanged 60 SP:Iteration 69Q (5518.160275 sec): 3 clusters Score: Raw -1404138.379715 + Penalty 3083.689405 = -1401054.690310 nChanged 46 SP:Iteration 70Q (5518.218839 sec): 3 clusters Score: Raw -1404150.058155 + Penalty 3083.689405 = -1401066.368750 nChanged 54 SP:Iteration 71Q (5518.290087 sec): 3 clusters Score: Raw -1404162.168417 + Penalty 3083.689405 = -1401078.479011 nChanged 53 SP:Iteration 72Q (5518.363692 sec): 3 clusters Score: Raw -1404174.182086 + Penalty 3083.689405 = -1401090.492681 nChanged 43 SP:Iteration 73Q (5518.416227 sec): 3 clusters Score: Raw -1404183.676546 + Penalty 3083.689405 = -1401099.987141 nChanged 49 SP:Iteration 74Q (5518.481956 sec): 3 clusters Score: Raw -1404194.986550 + Penalty 3083.689405 = -1401111.297145 nChanged 56 SP:Iteration 75Q (5518.542519 sec): 3 clusters Score: Raw -1404210.070631 + Penalty 3083.689405 = -1401126.381226 nChanged 56 SP:Iteration 76Q (5518.612679 sec): 3 clusters Score: Raw -1404225.703295 + Penalty 3083.689405 = -1401142.013890 nChanged 55 SP:Iteration 77Q (5518.672329 sec): 3 clusters Score: Raw -1404243.220594 + Penalty 3083.689405 = -1401159.531188 nChanged 60 SP:Iteration 78Q (5518.747569 sec): 3 clusters Score: Raw -1404263.547745 + Penalty 3083.689405 = -1401179.858339 nChanged 57 SP:Iteration 79Q (5518.807078 sec): 3 clusters Score: Raw -1404282.912158 + Penalty 3083.689405 = -1401199.222753 nChanged 64 SP:Iteration 80F (5518.865295 sec): 3 clusters Score: Raw -1404304.098016 + Penalty 3083.689405 = -1401220.408611 nChanged 57 SP:Iteration 81Q (5518.931245 sec): 3 clusters Score: Raw -1404321.383465 + Penalty 3083.689405 = -1401237.694060 nChanged 56 SP:Iteration 82Q (5518.992379 sec): 3 clusters Score: Raw -1404340.759692 + Penalty 3083.689405 = -1401257.070287 nChanged 59 SP:Iteration 83Q (5519.064459 sec): 3 clusters Score: Raw -1404358.416211 + Penalty 3083.689405 = -1401274.726806 nChanged 60 SP:Iteration 84Q (5519.119147 sec): 3 clusters Score: Raw -1404377.521308 + Penalty 3083.689405 = -1401293.831903 nChanged 49 SP:Iteration 85Q (5519.177034 sec): 3 clusters Score: Raw -1404393.688003 + Penalty 3083.689405 = -1401309.998597 nChanged 50 SP:Iteration 86Q (5519.233311 sec): 3 clusters Score: Raw -1404412.706227 + Penalty 3083.689405 = -1401329.016822 nChanged 50 SP:Iteration 87Q (5519.291465 sec): 3 clusters Score: Raw -1404434.996851 + Penalty 3083.689405 = -1401351.307446 nChanged 48 SP:Iteration 88Q (5519.355913 sec): 3 clusters Score: Raw -1404452.276182 + Penalty 3083.689405 = -1401368.586777 nChanged 42 SP:Iteration 89Q (5519.424937 sec): 3 clusters Score: Raw -1404472.166698 + Penalty 3083.689405 = -1401388.477293 nChanged 49 SP:Iteration 90Q (5519.473608 sec): 3 clusters Score: Raw -1404491.215374 + Penalty 3083.689405 = -1401407.525969 nChanged 32 SP:Iteration 91Q (5519.533387 sec): 3 clusters Score: Raw -1404504.808775 + Penalty 3083.689405 = -1401421.119370 nChanged 34 SP:Iteration 92Q (5519.608673 sec): 3 clusters Score: Raw -1404524.060143 + Penalty 3083.689405 = -1401440.370738 nChanged 36 SP:Iteration 93Q (5519.672572 sec): 3 clusters Score: Raw -1404542.190756 + Penalty 3083.689405 = -1401458.501351 nChanged 30 SP:Iteration 94Q (5519.735199 sec): 3 clusters Score: Raw -1404554.101485 + Penalty 3083.689405 = -1401470.412079 nChanged 30 SP:Iteration 95Q (5519.784168 sec): 3 clusters Score: Raw -1404569.012673 + Penalty 3083.689405 = -1401485.323268 nChanged 31 SP:Iteration 96Q (5519.844741 sec): 3 clusters Score: Raw -1404585.327163 + Penalty 3083.689405 = -1401501.637758 nChanged 30 SP:Iteration 97Q (5519.905601 sec): 3 clusters Score: Raw -1404597.502947 + Penalty 3083.689405 = -1401513.813542 nChanged 31 SP:Iteration 98Q (5519.967305 sec): 3 clusters Score: Raw -1404610.598662 + Penalty 3083.689405 = -1401526.909257 nChanged 23 SP:Iteration 99Q (5520.032116 sec): 3 clusters Score: Raw -1404621.839168 + Penalty 3083.689405 = -1401538.149762 nChanged 19 SP:Iteration 100F (5520.099352 sec): 3 clusters Score: Raw -1404634.402224 + Penalty 3083.689405 = -1401550.712819 nChanged 24 SP:Iteration 101Q (5520.154164 sec): 3 clusters Score: Raw -1404651.930796 + Penalty 3083.689405 = -1401568.241390 nChanged 33 SP:Iteration 102Q (5520.214186 sec): 3 clusters Score: Raw -1404667.964992 + Penalty 3083.689405 = -1401584.275587 nChanged 20 SP:Iteration 103Q (5520.276816 sec): 3 clusters Score: Raw -1404677.484751 + Penalty 3083.689405 = -1401593.795346 nChanged 18 SP:Iteration 104Q (5520.336955 sec): 3 clusters Score: Raw -1404689.033955 + Penalty 3083.689405 = -1401605.344550 nChanged 21 SP:Iteration 105Q (5520.401993 sec): 3 clusters Score: Raw -1404699.355795 + Penalty 3083.689405 = -1401615.666390 nChanged 19 SP:Iteration 106Q (5520.475714 sec): 3 clusters Score: Raw -1404708.841051 + Penalty 3083.689405 = -1401625.151646 nChanged 24 SP:Iteration 107Q (5520.528016 sec): 3 clusters Score: Raw -1404719.971587 + Penalty 3083.689405 = -1401636.282182 nChanged 23 SP:Iteration 108Q (5520.601863 sec): 3 clusters Score: Raw -1404735.232300 + Penalty 3083.689405 = -1401651.542895 nChanged 22 SP:Iteration 109Q (5520.664085 sec): 3 clusters Score: Raw -1404744.322253 + Penalty 3083.689405 = -1401660.632848 nChanged 13 SP:Iteration 110Q (5520.721732 sec): 3 clusters Score: Raw -1404749.989099 + Penalty 3083.689405 = -1401666.299694 nChanged 13 SP:Iteration 111Q (5520.775720 sec): 3 clusters Score: Raw -1404756.323039 + Penalty 3083.689405 = -1401672.633634 nChanged 7 SP:Iteration 112Q (5520.836692 sec): 3 clusters Score: Raw -1404761.711510 + Penalty 3083.689405 = -1401678.022105 nChanged 13 SP:Iteration 113Q (5520.907621 sec): 3 clusters Score: Raw -1404768.307522 + Penalty 3083.689405 = -1401684.618117 nChanged 8 SP:Iteration 114Q (5520.965363 sec): 3 clusters Score: Raw -1404770.958267 + Penalty 3083.689405 = -1401687.268862 nChanged 5 SP:Iteration 115Q (5521.035060 sec): 3 clusters Score: Raw -1404772.511387 + Penalty 3083.689405 = -1401688.821982 nChanged 0 SP:Iteration 116F (5521.105937 sec): 3 clusters Score: Raw -1404772.511387 + Penalty 3083.689405 = -1401688.821982 nChanged 0 Trying to split cluster 6 (11512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5521.149981 sec): 2 clusters Score: Raw -1170421.164974 + Penalty 1519.561103 = -1168901.603871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5521.207182 sec): 3 clusters Score: Raw -1163824.004488 + Penalty 3039.122206 = -1160784.882282 nChanged 5037 SP:Iteration 1F (5521.271804 sec): 3 clusters Score: Raw -1166564.309715 + Penalty 3039.122206 = -1163525.187509 nChanged 799 SP:Iteration 2F (5521.334905 sec): 3 clusters Score: Raw -1167006.258468 + Penalty 3039.122206 = -1163967.136263 nChanged 752 SP:Iteration 3F (5521.404874 sec): 3 clusters Score: Raw -1167503.698033 + Penalty 3039.122206 = -1164464.575827 nChanged 770 SP:Iteration 4F (5521.470834 sec): 3 clusters Score: Raw -1168034.331162 + Penalty 3039.122206 = -1164995.208956 nChanged 800 SP:Iteration 5F (5521.527367 sec): 3 clusters Score: Raw -1168605.324562 + Penalty 3039.122206 = -1165566.202356 nChanged 709 SP:Iteration 6F (5521.597029 sec): 3 clusters Score: Raw -1169050.642045 + Penalty 3039.122206 = -1166011.519839 nChanged 572 SP:Iteration 7Q (5521.679186 sec): 3 clusters Score: Raw -1169373.800664 + Penalty 3039.122206 = -1166334.678458 nChanged 433 SP:Iteration 8Q (5521.746430 sec): 3 clusters Score: Raw -1169591.284912 + Penalty 3039.122206 = -1166552.162706 nChanged 345 SP:Iteration 9Q (5521.811264 sec): 3 clusters Score: Raw -1169748.231884 + Penalty 3039.122206 = -1166709.109678 nChanged 242 SP:Iteration 10Q (5521.868069 sec): 3 clusters Score: Raw -1169844.760074 + Penalty 3039.122206 = -1166805.637868 nChanged 196 SP:Iteration 11Q (5521.946380 sec): 3 clusters Score: Raw -1169919.174914 + Penalty 3039.122206 = -1166880.052708 nChanged 171 SP:Iteration 12Q (5522.003736 sec): 3 clusters Score: Raw -1169998.747307 + Penalty 3039.122206 = -1166959.625101 nChanged 172 SP:Iteration 13Q (5522.074534 sec): 3 clusters Score: Raw -1170086.848158 + Penalty 3039.122206 = -1167047.725952 nChanged 146 SP:Iteration 14Q (5522.143960 sec): 3 clusters Score: Raw -1170164.414544 + Penalty 3039.122206 = -1167125.292339 nChanged 145 SP:Iteration 15Q (5522.208626 sec): 3 clusters Score: Raw -1170253.219928 + Penalty 3039.122206 = -1167214.097722 nChanged 136 SP:Iteration 16Q (5522.288792 sec): 3 clusters Score: Raw -1170348.233044 + Penalty 3039.122206 = -1167309.110838 nChanged 127 SP:Iteration 17Q (5522.347295 sec): 3 clusters Score: Raw -1170468.330280 + Penalty 3039.122206 = -1167429.208074 nChanged 134 SP:Iteration 18Q (5522.412554 sec): 3 clusters Score: Raw -1170598.342188 + Penalty 3039.122206 = -1167559.219982 nChanged 129 SP:Iteration 19Q (5522.467980 sec): 3 clusters Score: Raw -1170709.439200 + Penalty 3039.122206 = -1167670.316994 nChanged 102 SP:Iteration 20F (5522.538103 sec): 3 clusters Score: Raw -1170781.198566 + Penalty 3039.122206 = -1167742.076360 nChanged 77 SP:Iteration 21Q (5522.594113 sec): 3 clusters Score: Raw -1170823.724672 + Penalty 3039.122206 = -1167784.602466 nChanged 58 SP:Iteration 22Q (5522.650809 sec): 3 clusters Score: Raw -1170847.795475 + Penalty 3039.122206 = -1167808.673269 nChanged 39 SP:Iteration 23Q (5522.724532 sec): 3 clusters Score: Raw -1170863.771402 + Penalty 3039.122206 = -1167824.649196 nChanged 28 SP:Iteration 24Q (5522.780221 sec): 3 clusters Score: Raw -1170876.401255 + Penalty 3039.122206 = -1167837.279050 nChanged 25 SP:Iteration 25Q (5522.849902 sec): 3 clusters Score: Raw -1170884.453757 + Penalty 3039.122206 = -1167845.331551 nChanged 13 SP:Iteration 26Q (5522.913538 sec): 3 clusters Score: Raw -1170888.943539 + Penalty 3039.122206 = -1167849.821333 nChanged 12 SP:Iteration 27Q (5522.968835 sec): 3 clusters Score: Raw -1170892.112036 + Penalty 3039.122206 = -1167852.989830 nChanged 14 SP:Iteration 28Q (5523.030505 sec): 3 clusters Score: Raw -1170896.794474 + Penalty 3039.122206 = -1167857.672268 nChanged 10 SP:Iteration 29Q (5523.101277 sec): 3 clusters Score: Raw -1170900.707214 + Penalty 3039.122206 = -1167861.585008 nChanged 8 SP:Iteration 30Q (5523.161854 sec): 3 clusters Score: Raw -1170902.801867 + Penalty 3039.122206 = -1167863.679662 nChanged 6 SP:Iteration 31Q (5523.215321 sec): 3 clusters Score: Raw -1170904.875307 + Penalty 3039.122206 = -1167865.753102 nChanged 9 SP:Iteration 32Q (5523.272165 sec): 3 clusters Score: Raw -1170906.981743 + Penalty 3039.122206 = -1167867.859537 nChanged 8 SP:Iteration 33Q (5523.338942 sec): 3 clusters Score: Raw -1170908.394242 + Penalty 3039.122206 = -1167869.272036 nChanged 2 SP:Iteration 34Q (5523.387905 sec): 3 clusters Score: Raw -1170908.762547 + Penalty 3039.122206 = -1167869.640342 nChanged 2 SP:Iteration 35Q (5523.455130 sec): 3 clusters Score: Raw -1170909.184276 + Penalty 3039.122206 = -1167870.062070 nChanged 1 SP:Iteration 36Q (5523.508655 sec): 3 clusters Score: Raw -1170909.316998 + Penalty 3039.122206 = -1167870.194792 nChanged 1 SP:Iteration 37Q (5523.579944 sec): 3 clusters Score: Raw -1170909.445385 + Penalty 3039.122206 = -1167870.323180 nChanged 0 SP:Iteration 38F (5523.632560 sec): 3 clusters Score: Raw -1170909.445385 + Penalty 3039.122206 = -1167870.323180 nChanged 0 Trying to split cluster 7 (7752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5523.666117 sec): 2 clusters Score: Raw -788284.483511 + Penalty 1455.302250 = -786829.181261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5523.738857 sec): 3 clusters Score: Raw -784052.925519 + Penalty 2910.604500 = -781142.321019 nChanged 3291 SP:Iteration 1F (5523.796237 sec): 3 clusters Score: Raw -785889.367159 + Penalty 2910.604500 = -782978.762659 nChanged 529 SP:Iteration 2F (5523.852633 sec): 3 clusters Score: Raw -786153.125127 + Penalty 2910.604500 = -783242.520628 nChanged 420 SP:Iteration 3F (5523.911924 sec): 3 clusters Score: Raw -786375.908214 + Penalty 2910.604500 = -783465.303714 nChanged 382 SP:Iteration 4Q (5523.971393 sec): 3 clusters Score: Raw -786598.193857 + Penalty 2910.604500 = -783687.589357 nChanged 333 SP:Iteration 5Q (5524.029261 sec): 3 clusters Score: Raw -786795.891048 + Penalty 2910.604500 = -783885.286549 nChanged 286 SP:Iteration 6Q (5524.089237 sec): 3 clusters Score: Raw -786976.308122 + Penalty 2910.604500 = -784065.703622 nChanged 268 SP:Iteration 7Q (5524.150174 sec): 3 clusters Score: Raw -787153.708284 + Penalty 2910.604500 = -784243.103784 nChanged 255 SP:Iteration 8Q (5524.202348 sec): 3 clusters Score: Raw -787316.024596 + Penalty 2910.604500 = -784405.420096 nChanged 252 SP:Iteration 9Q (5524.272653 sec): 3 clusters Score: Raw -787463.906640 + Penalty 2910.604500 = -784553.302140 nChanged 237 SP:Iteration 10Q (5524.327250 sec): 3 clusters Score: Raw -787615.005587 + Penalty 2910.604500 = -784704.401087 nChanged 199 SP:Iteration 11Q (5524.386172 sec): 3 clusters Score: Raw -787731.947816 + Penalty 2910.604500 = -784821.343316 nChanged 155 SP:Iteration 12Q (5524.438595 sec): 3 clusters Score: Raw -787805.162996 + Penalty 2910.604500 = -784894.558497 nChanged 122 SP:Iteration 13Q (5524.502865 sec): 3 clusters Score: Raw -787864.911137 + Penalty 2910.604500 = -784954.306637 nChanged 93 SP:Iteration 14Q (5524.566358 sec): 3 clusters Score: Raw -787902.681154 + Penalty 2910.604500 = -784992.076654 nChanged 74 SP:Iteration 15Q (5524.620446 sec): 3 clusters Score: Raw -787933.317736 + Penalty 2910.604500 = -785022.713236 nChanged 69 SP:Iteration 16Q (5524.682904 sec): 3 clusters Score: Raw -787957.665352 + Penalty 2910.604500 = -785047.060852 nChanged 58 SP:Iteration 17Q (5524.748840 sec): 3 clusters Score: Raw -787978.916846 + Penalty 2910.604500 = -785068.312346 nChanged 50 SP:Iteration 18Q (5524.810443 sec): 3 clusters Score: Raw -787996.536550 + Penalty 2910.604500 = -785085.932050 nChanged 48 SP:Iteration 19Q (5524.854900 sec): 3 clusters Score: Raw -788013.486547 + Penalty 2910.604500 = -785102.882047 nChanged 52 SP:Iteration 20F (5524.911306 sec): 3 clusters Score: Raw -788031.224730 + Penalty 2910.604500 = -785120.620230 nChanged 47 SP:Iteration 21Q (5524.974122 sec): 3 clusters Score: Raw -788046.235798 + Penalty 2910.604500 = -785135.631298 nChanged 46 SP:Iteration 22Q (5525.019490 sec): 3 clusters Score: Raw -788058.380978 + Penalty 2910.604500 = -785147.776478 nChanged 38 SP:Iteration 23Q (5525.071178 sec): 3 clusters Score: Raw -788073.316047 + Penalty 2910.604500 = -785162.711547 nChanged 51 SP:Iteration 24Q (5525.127759 sec): 3 clusters Score: Raw -788094.732866 + Penalty 2910.604500 = -785184.128366 nChanged 48 SP:Iteration 25Q (5525.177446 sec): 3 clusters Score: Raw -788114.862593 + Penalty 2910.604500 = -785204.258094 nChanged 50 SP:Iteration 26Q (5525.237986 sec): 3 clusters Score: Raw -788133.346290 + Penalty 2910.604500 = -785222.741790 nChanged 35 SP:Iteration 27Q (5525.284468 sec): 3 clusters Score: Raw -788147.883748 + Penalty 2910.604500 = -785237.279248 nChanged 32 SP:Iteration 28Q (5525.337833 sec): 3 clusters Score: Raw -788162.061244 + Penalty 2910.604500 = -785251.456745 nChanged 36 SP:Iteration 29Q (5525.400466 sec): 3 clusters Score: Raw -788177.385455 + Penalty 2910.604500 = -785266.780955 nChanged 33 SP:Iteration 30Q (5525.449780 sec): 3 clusters Score: Raw -788193.268496 + Penalty 2910.604500 = -785282.663996 nChanged 29 SP:Iteration 31Q (5525.505909 sec): 3 clusters Score: Raw -788210.426232 + Penalty 2910.604500 = -785299.821732 nChanged 34 SP:Iteration 32Q (5525.567096 sec): 3 clusters Score: Raw -788227.620450 + Penalty 2910.604500 = -785317.015950 nChanged 36 SP:Iteration 33Q (5525.622669 sec): 3 clusters Score: Raw -788242.409795 + Penalty 2910.604500 = -785331.805295 nChanged 21 SP:Iteration 34Q (5525.675880 sec): 3 clusters Score: Raw -788251.735516 + Penalty 2910.604500 = -785341.131016 nChanged 21 SP:Iteration 35Q (5525.733335 sec): 3 clusters Score: Raw -788260.670349 + Penalty 2910.604500 = -785350.065849 nChanged 19 SP:Iteration 36Q (5525.795662 sec): 3 clusters Score: Raw -788268.804016 + Penalty 2910.604500 = -785358.199516 nChanged 19 SP:Iteration 37Q (5525.843439 sec): 3 clusters Score: Raw -788278.129986 + Penalty 2910.604500 = -785367.525486 nChanged 18 SP:Iteration 38Q (5525.900642 sec): 3 clusters Score: Raw -788288.065501 + Penalty 2910.604500 = -785377.461001 nChanged 16 SP:Iteration 39Q (5525.962715 sec): 3 clusters Score: Raw -788295.935778 + Penalty 2910.604500 = -785385.331278 nChanged 13 SP:Iteration 40F (5526.012812 sec): 3 clusters Score: Raw -788302.281523 + Penalty 2910.604500 = -785391.677023 nChanged 15 SP:Iteration 41Q (5526.068392 sec): 3 clusters Score: Raw -788308.334178 + Penalty 2910.604500 = -785397.729678 nChanged 10 SP:Iteration 42Q (5526.126318 sec): 3 clusters Score: Raw -788314.751337 + Penalty 2910.604500 = -785404.146837 nChanged 16 SP:Iteration 43Q (5526.181187 sec): 3 clusters Score: Raw -788323.773649 + Penalty 2910.604500 = -785413.169149 nChanged 16 SP:Iteration 44Q (5526.235769 sec): 3 clusters Score: Raw -788332.408583 + Penalty 2910.604500 = -785421.804083 nChanged 17 SP:Iteration 45Q (5526.300123 sec): 3 clusters Score: Raw -788341.137559 + Penalty 2910.604500 = -785430.533059 nChanged 19 SP:Iteration 46Q (5526.346198 sec): 3 clusters Score: Raw -788352.211822 + Penalty 2910.604500 = -785441.607322 nChanged 20 SP:Iteration 47Q (5526.409550 sec): 3 clusters Score: Raw -788365.001466 + Penalty 2910.604500 = -785454.396966 nChanged 17 SP:Iteration 48Q (5526.469362 sec): 3 clusters Score: Raw -788372.808644 + Penalty 2910.604500 = -785462.204144 nChanged 14 SP:Iteration 49Q (5526.518045 sec): 3 clusters Score: Raw -788380.244070 + Penalty 2910.604500 = -785469.639570 nChanged 11 SP:Iteration 50Q (5526.571288 sec): 3 clusters Score: Raw -788386.999749 + Penalty 2910.604500 = -785476.395249 nChanged 11 SP:Iteration 51Q (5526.630931 sec): 3 clusters Score: Raw -788392.109165 + Penalty 2910.604500 = -785481.504665 nChanged 10 SP:Iteration 52Q (5526.685809 sec): 3 clusters Score: Raw -788397.377492 + Penalty 2910.604500 = -785486.772992 nChanged 14 SP:Iteration 53Q (5526.750772 sec): 3 clusters Score: Raw -788404.734926 + Penalty 2910.604500 = -785494.130426 nChanged 7 SP:Iteration 54Q (5526.798307 sec): 3 clusters Score: Raw -788409.101349 + Penalty 2910.604500 = -785498.496849 nChanged 7 SP:Iteration 55Q (5526.855744 sec): 3 clusters Score: Raw -788412.212846 + Penalty 2910.604500 = -785501.608346 nChanged 4 SP:Iteration 56Q (5526.908929 sec): 3 clusters Score: Raw -788413.929517 + Penalty 2910.604500 = -785503.325017 nChanged 7 SP:Iteration 57Q (5526.964751 sec): 3 clusters Score: Raw -788420.471201 + Penalty 2910.604500 = -785509.866702 nChanged 9 SP:Iteration 58Q (5527.018936 sec): 3 clusters Score: Raw -788426.188321 + Penalty 2910.604500 = -785515.583821 nChanged 7 SP:Iteration 59Q (5527.076393 sec): 3 clusters Score: Raw -788432.422607 + Penalty 2910.604500 = -785521.818107 nChanged 10 SP:Iteration 60F (5527.130301 sec): 3 clusters Score: Raw -788438.965311 + Penalty 2910.604500 = -785528.360811 nChanged 7 SP:Iteration 61Q (5527.186052 sec): 3 clusters Score: Raw -788443.175780 + Penalty 2910.604500 = -785532.571280 nChanged 3 SP:Iteration 62Q (5527.248833 sec): 3 clusters Score: Raw -788444.772257 + Penalty 2910.604500 = -785534.167757 nChanged 4 SP:Iteration 63Q (5527.305677 sec): 3 clusters Score: Raw -788448.429312 + Penalty 2910.604500 = -785537.824812 nChanged 6 SP:Iteration 64Q (5527.359782 sec): 3 clusters Score: Raw -788451.608246 + Penalty 2910.604500 = -785541.003746 nChanged 7 SP:Iteration 65Q (5527.411713 sec): 3 clusters Score: Raw -788456.681174 + Penalty 2910.604500 = -785546.076675 nChanged 8 SP:Iteration 66Q (5527.460880 sec): 3 clusters Score: Raw -788463.444701 + Penalty 2910.604500 = -785552.840201 nChanged 5 SP:Iteration 67Q (5527.510486 sec): 3 clusters Score: Raw -788468.748312 + Penalty 2910.604500 = -785558.143812 nChanged 6 SP:Iteration 68Q (5527.571386 sec): 3 clusters Score: Raw -788472.963445 + Penalty 2910.604500 = -785562.358945 nChanged 8 SP:Iteration 69Q (5527.623293 sec): 3 clusters Score: Raw -788477.115870 + Penalty 2910.604500 = -785566.511370 nChanged 4 SP:Iteration 70Q (5527.672630 sec): 3 clusters Score: Raw -788479.408244 + Penalty 2910.604500 = -785568.803744 nChanged 3 SP:Iteration 71Q (5527.728509 sec): 3 clusters Score: Raw -788480.713922 + Penalty 2910.604500 = -785570.109422 nChanged 1 SP:Iteration 72Q (5527.781228 sec): 3 clusters Score: Raw -788481.291777 + Penalty 2910.604500 = -785570.687277 nChanged 0 SP:Iteration 73F (5527.840441 sec): 3 clusters Score: Raw -788481.291777 + Penalty 2910.604500 = -785570.687277 nChanged 0 Trying to split cluster 8 (9760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5527.868911 sec): 2 clusters Score: Raw -995513.743681 + Penalty 1492.732748 = -994021.010933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5527.931505 sec): 3 clusters Score: Raw -990065.588880 + Penalty 2985.465496 = -987080.123385 nChanged 4187 SP:Iteration 1F (5528.002652 sec): 3 clusters Score: Raw -992566.958294 + Penalty 2985.465496 = -989581.492799 nChanged 703 SP:Iteration 2F (5528.061580 sec): 3 clusters Score: Raw -992976.149371 + Penalty 2985.465496 = -989990.683875 nChanged 582 SP:Iteration 3F (5528.121026 sec): 3 clusters Score: Raw -993315.685341 + Penalty 2985.465496 = -990330.219845 nChanged 541 SP:Iteration 4F (5528.195216 sec): 3 clusters Score: Raw -993660.251843 + Penalty 2985.465496 = -990674.786347 nChanged 535 SP:Iteration 5F (5528.253723 sec): 3 clusters Score: Raw -994079.504069 + Penalty 2985.465496 = -991094.038573 nChanged 519 SP:Iteration 6F (5528.301209 sec): 3 clusters Score: Raw -994455.874631 + Penalty 2985.465496 = -991470.409135 nChanged 444 SP:Iteration 7Q (5528.360504 sec): 3 clusters Score: Raw -994765.343598 + Penalty 2985.465496 = -991779.878102 nChanged 371 SP:Iteration 8Q (5528.424467 sec): 3 clusters Score: Raw -994994.458697 + Penalty 2985.465496 = -992008.993201 nChanged 327 SP:Iteration 9Q (5528.476539 sec): 3 clusters Score: Raw -995179.669224 + Penalty 2985.465496 = -992194.203728 nChanged 248 SP:Iteration 10Q (5528.546529 sec): 3 clusters Score: Raw -995302.055723 + Penalty 2985.465496 = -992316.590228 nChanged 166 SP:Iteration 11Q (5528.598480 sec): 3 clusters Score: Raw -995364.036957 + Penalty 2985.465496 = -992378.571461 nChanged 114 SP:Iteration 12Q (5528.658547 sec): 3 clusters Score: Raw -995401.562249 + Penalty 2985.465496 = -992416.096753 nChanged 100 SP:Iteration 13Q (5528.722682 sec): 3 clusters Score: Raw -995428.617340 + Penalty 2985.465496 = -992443.151845 nChanged 79 SP:Iteration 14Q (5528.785195 sec): 3 clusters Score: Raw -995450.175718 + Penalty 2985.465496 = -992464.710223 nChanged 55 SP:Iteration 15Q (5528.841473 sec): 3 clusters Score: Raw -995462.914734 + Penalty 2985.465496 = -992477.449238 nChanged 40 SP:Iteration 16Q (5528.904215 sec): 3 clusters Score: Raw -995471.288136 + Penalty 2985.465496 = -992485.822640 nChanged 40 SP:Iteration 17Q (5528.968368 sec): 3 clusters Score: Raw -995478.820099 + Penalty 2985.465496 = -992493.354603 nChanged 33 SP:Iteration 18Q (5529.041398 sec): 3 clusters Score: Raw -995484.643013 + Penalty 2985.465496 = -992499.177517 nChanged 19 SP:Iteration 19Q (5529.101132 sec): 3 clusters Score: Raw -995487.615267 + Penalty 2985.465496 = -992502.149772 nChanged 17 SP:Iteration 20F (5529.160551 sec): 3 clusters Score: Raw -995489.756370 + Penalty 2985.465496 = -992504.290875 nChanged 15 SP:Iteration 21Q (5529.207972 sec): 3 clusters Score: Raw -995491.341063 + Penalty 2985.465496 = -992505.875567 nChanged 13 SP:Iteration 22Q (5529.264912 sec): 3 clusters Score: Raw -995492.627327 + Penalty 2985.465496 = -992507.161831 nChanged 14 SP:Iteration 23Q (5529.329695 sec): 3 clusters Score: Raw -995494.181452 + Penalty 2985.465496 = -992508.715956 nChanged 11 SP:Iteration 24Q (5529.388799 sec): 3 clusters Score: Raw -995496.110234 + Penalty 2985.465496 = -992510.644738 nChanged 21 SP:Iteration 25Q (5529.446091 sec): 3 clusters Score: Raw -995500.143460 + Penalty 2985.465496 = -992514.677964 nChanged 23 SP:Iteration 26Q (5529.497133 sec): 3 clusters Score: Raw -995505.251027 + Penalty 2985.465496 = -992519.785532 nChanged 30 SP:Iteration 27Q (5529.552266 sec): 3 clusters Score: Raw -995513.123287 + Penalty 2985.465496 = -992527.657791 nChanged 33 SP:Iteration 28Q (5529.619415 sec): 3 clusters Score: Raw -995521.368153 + Penalty 2985.465496 = -992535.902657 nChanged 33 SP:Iteration 29Q (5529.678163 sec): 3 clusters Score: Raw -995528.315567 + Penalty 2985.465496 = -992542.850072 nChanged 25 SP:Iteration 30Q (5529.735441 sec): 3 clusters Score: Raw -995534.714779 + Penalty 2985.465496 = -992549.249283 nChanged 22 SP:Iteration 31Q (5529.789700 sec): 3 clusters Score: Raw -995539.657770 + Penalty 2985.465496 = -992554.192274 nChanged 26 SP:Iteration 32Q (5529.836685 sec): 3 clusters Score: Raw -995546.854358 + Penalty 2985.465496 = -992561.388862 nChanged 29 SP:Iteration 33Q (5529.906338 sec): 3 clusters Score: Raw -995553.843744 + Penalty 2985.465496 = -992568.378248 nChanged 26 SP:Iteration 34Q (5529.962268 sec): 3 clusters Score: Raw -995560.358146 + Penalty 2985.465496 = -992574.892651 nChanged 35 SP:Iteration 35Q (5530.025916 sec): 3 clusters Score: Raw -995570.285939 + Penalty 2985.465496 = -992584.820443 nChanged 33 SP:Iteration 36Q (5530.075547 sec): 3 clusters Score: Raw -995578.918035 + Penalty 2985.465496 = -992593.452539 nChanged 37 SP:Iteration 37Q (5530.133072 sec): 3 clusters Score: Raw -995592.691799 + Penalty 2985.465496 = -992607.226303 nChanged 51 SP:Iteration 38Q (5530.204414 sec): 3 clusters Score: Raw -995608.792620 + Penalty 2985.465496 = -992623.327125 nChanged 45 SP:Iteration 39Q (5530.263626 sec): 3 clusters Score: Raw -995623.161995 + Penalty 2985.465496 = -992637.696499 nChanged 52 SP:Iteration 40F (5530.319529 sec): 3 clusters Score: Raw -995637.393343 + Penalty 2985.465496 = -992651.927847 nChanged 43 SP:Iteration 41Q (5530.388076 sec): 3 clusters Score: Raw -995648.726951 + Penalty 2985.465496 = -992663.261455 nChanged 41 SP:Iteration 42Q (5530.444117 sec): 3 clusters Score: Raw -995659.212276 + Penalty 2985.465496 = -992673.746781 nChanged 40 SP:Iteration 43Q (5530.501900 sec): 3 clusters Score: Raw -995673.965607 + Penalty 2985.465496 = -992688.500112 nChanged 48 SP:Iteration 44Q (5530.562748 sec): 3 clusters Score: Raw -995691.003830 + Penalty 2985.465496 = -992705.538335 nChanged 61 SP:Iteration 45Q (5530.618304 sec): 3 clusters Score: Raw -995716.736706 + Penalty 2985.465496 = -992731.271210 nChanged 85 SP:Iteration 46Q (5530.670406 sec): 3 clusters Score: Raw -995749.483552 + Penalty 2985.465496 = -992764.018056 nChanged 79 SP:Iteration 47Q (5530.736938 sec): 3 clusters Score: Raw -995774.676785 + Penalty 2985.465496 = -992789.211289 nChanged 64 SP:Iteration 48Q (5530.794415 sec): 3 clusters Score: Raw -995793.658176 + Penalty 2985.465496 = -992808.192680 nChanged 54 SP:Iteration 49Q (5530.852873 sec): 3 clusters Score: Raw -995810.480311 + Penalty 2985.465496 = -992825.014815 nChanged 46 SP:Iteration 50Q (5530.924668 sec): 3 clusters Score: Raw -995828.185239 + Penalty 2985.465496 = -992842.719743 nChanged 45 SP:Iteration 51Q (5530.985865 sec): 3 clusters Score: Raw -995844.585706 + Penalty 2985.465496 = -992859.120210 nChanged 39 SP:Iteration 52Q (5531.037569 sec): 3 clusters Score: Raw -995855.331057 + Penalty 2985.465496 = -992869.865561 nChanged 31 SP:Iteration 53Q (5531.095311 sec): 3 clusters Score: Raw -995862.679601 + Penalty 2985.465496 = -992877.214105 nChanged 26 SP:Iteration 54Q (5531.155621 sec): 3 clusters Score: Raw -995867.748600 + Penalty 2985.465496 = -992882.283104 nChanged 22 SP:Iteration 55Q (5531.207308 sec): 3 clusters Score: Raw -995872.178360 + Penalty 2985.465496 = -992886.712864 nChanged 16 SP:Iteration 56Q (5531.265371 sec): 3 clusters Score: Raw -995874.672395 + Penalty 2985.465496 = -992889.206899 nChanged 16 SP:Iteration 57Q (5531.322207 sec): 3 clusters Score: Raw -995876.590120 + Penalty 2985.465496 = -992891.124624 nChanged 13 SP:Iteration 58Q (5531.384828 sec): 3 clusters Score: Raw -995878.638967 + Penalty 2985.465496 = -992893.173471 nChanged 11 SP:Iteration 59Q (5531.443521 sec): 3 clusters Score: Raw -995880.343850 + Penalty 2985.465496 = -992894.878354 nChanged 8 SP:Iteration 60F (5531.498384 sec): 3 clusters Score: Raw -995881.886695 + Penalty 2985.465496 = -992896.421200 nChanged 12 SP:Iteration 61Q (5531.560993 sec): 3 clusters Score: Raw -995884.253746 + Penalty 2985.465496 = -992898.788250 nChanged 11 SP:Iteration 62Q (5531.616275 sec): 3 clusters Score: Raw -995886.032722 + Penalty 2985.465496 = -992900.567226 nChanged 12 SP:Iteration 63Q (5531.676149 sec): 3 clusters Score: Raw -995888.339639 + Penalty 2985.465496 = -992902.874143 nChanged 16 SP:Iteration 64Q (5531.739676 sec): 3 clusters Score: Raw -995892.034006 + Penalty 2985.465496 = -992906.568511 nChanged 24 SP:Iteration 65Q (5531.789995 sec): 3 clusters Score: Raw -995898.101282 + Penalty 2985.465496 = -992912.635786 nChanged 27 SP:Iteration 66Q (5531.850085 sec): 3 clusters Score: Raw -995903.534542 + Penalty 2985.465496 = -992918.069046 nChanged 20 SP:Iteration 67Q (5531.924204 sec): 3 clusters Score: Raw -995909.512433 + Penalty 2985.465496 = -992924.046937 nChanged 20 SP:Iteration 68Q (5531.975310 sec): 3 clusters Score: Raw -995913.698393 + Penalty 2985.465496 = -992928.232897 nChanged 20 SP:Iteration 69Q (5532.043042 sec): 3 clusters Score: Raw -995917.847409 + Penalty 2985.465496 = -992932.381913 nChanged 19 SP:Iteration 70Q (5532.101327 sec): 3 clusters Score: Raw -995921.082570 + Penalty 2985.465496 = -992935.617074 nChanged 15 SP:Iteration 71Q (5532.156796 sec): 3 clusters Score: Raw -995924.290746 + Penalty 2985.465496 = -992938.825250 nChanged 13 SP:Iteration 72Q (5532.215273 sec): 3 clusters Score: Raw -995926.928186 + Penalty 2985.465496 = -992941.462690 nChanged 18 SP:Iteration 73Q (5532.282495 sec): 3 clusters Score: Raw -995930.090370 + Penalty 2985.465496 = -992944.624874 nChanged 8 SP:Iteration 74Q (5532.337371 sec): 3 clusters Score: Raw -995931.160029 + Penalty 2985.465496 = -992945.694533 nChanged 2 SP:Iteration 75Q (5532.390830 sec): 3 clusters Score: Raw -995931.412723 + Penalty 2985.465496 = -992945.947227 nChanged 3 SP:Iteration 76Q (5532.448203 sec): 3 clusters Score: Raw -995931.725496 + Penalty 2985.465496 = -992946.260001 nChanged 2 SP:Iteration 77Q (5532.505583 sec): 3 clusters Score: Raw -995931.979808 + Penalty 2985.465496 = -992946.514313 nChanged 2 SP:Iteration 78Q (5532.569525 sec): 3 clusters Score: Raw -995932.335995 + Penalty 2985.465496 = -992946.870499 nChanged 1 SP:Iteration 79Q (5532.616266 sec): 3 clusters Score: Raw -995932.683901 + Penalty 2985.465496 = -992947.218405 nChanged 1 SP:Iteration 80F (5532.678250 sec): 3 clusters Score: Raw -995932.712603 + Penalty 2985.465496 = -992947.247107 nChanged 1 SP:Iteration 81Q (5532.749172 sec): 3 clusters Score: Raw -995932.830077 + Penalty 2985.465496 = -992947.364581 nChanged 1 SP:Iteration 82Q (5532.798646 sec): 3 clusters Score: Raw -995933.025492 + Penalty 2985.465496 = -992947.559997 nChanged 2 SP:Iteration 83Q (5532.867202 sec): 3 clusters Score: Raw -995933.369833 + Penalty 2985.465496 = -992947.904337 nChanged 3 SP:Iteration 84Q (5532.922574 sec): 3 clusters Score: Raw -995933.594682 + Penalty 2985.465496 = -992948.129186 nChanged 2 SP:Iteration 85Q (5532.981165 sec): 3 clusters Score: Raw -995933.965910 + Penalty 2985.465496 = -992948.500414 nChanged 3 SP:Iteration 86Q (5533.051365 sec): 3 clusters Score: Raw -995934.515533 + Penalty 2985.465496 = -992949.050038 nChanged 7 SP:Iteration 87Q (5533.107240 sec): 3 clusters Score: Raw -995935.714138 + Penalty 2985.465496 = -992950.248642 nChanged 5 SP:Iteration 88Q (5533.162231 sec): 3 clusters Score: Raw -995936.844552 + Penalty 2985.465496 = -992951.379056 nChanged 6 SP:Iteration 89Q (5533.225567 sec): 3 clusters Score: Raw -995937.800246 + Penalty 2985.465496 = -992952.334750 nChanged 6 SP:Iteration 90Q (5533.276919 sec): 3 clusters Score: Raw -995938.637418 + Penalty 2985.465496 = -992953.171922 nChanged 4 SP:Iteration 91Q (5533.339446 sec): 3 clusters Score: Raw -995939.126102 + Penalty 2985.465496 = -992953.660606 nChanged 3 SP:Iteration 92Q (5533.394023 sec): 3 clusters Score: Raw -995939.954862 + Penalty 2985.465496 = -992954.489366 nChanged 5 SP:Iteration 93Q (5533.450242 sec): 3 clusters Score: Raw -995940.776913 + Penalty 2985.465496 = -992955.311418 nChanged 4 SP:Iteration 94Q (5533.520330 sec): 3 clusters Score: Raw -995941.225014 + Penalty 2985.465496 = -992955.759518 nChanged 1 SP:Iteration 95Q (5533.573372 sec): 3 clusters Score: Raw -995941.266907 + Penalty 2985.465496 = -992955.801411 nChanged 1 SP:Iteration 96Q (5533.630771 sec): 3 clusters Score: Raw -995941.365092 + Penalty 2985.465496 = -992955.899597 nChanged 1 SP:Iteration 97Q (5533.687396 sec): 3 clusters Score: Raw -995941.483892 + Penalty 2985.465496 = -992956.018396 nChanged 0 SP:Iteration 98F (5533.757958 sec): 3 clusters Score: Raw -995941.483892 + Penalty 2985.465496 = -992956.018396 nChanged 0 Trying to split cluster 9 (18615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5533.804999 sec): 2 clusters Score: Raw -1826718.955438 + Penalty 1597.654985 = -1825121.300453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5533.870963 sec): 3 clusters Score: Raw -1815586.633752 + Penalty 3195.309971 = -1812391.323782 nChanged 8321 SP:Iteration 1F (5533.943817 sec): 3 clusters Score: Raw -1820233.750121 + Penalty 3195.309971 = -1817038.440151 nChanged 1018 SP:Iteration 2F (5534.017250 sec): 3 clusters Score: Raw -1820639.605206 + Penalty 3195.309971 = -1817444.295236 nChanged 947 SP:Iteration 3F (5534.097145 sec): 3 clusters Score: Raw -1821058.774246 + Penalty 3195.309971 = -1817863.464276 nChanged 940 SP:Iteration 4F (5534.170725 sec): 3 clusters Score: Raw -1821579.441213 + Penalty 3195.309971 = -1818384.131243 nChanged 1053 SP:Iteration 5F (5534.239597 sec): 3 clusters Score: Raw -1822273.946469 + Penalty 3195.309971 = -1819078.636498 nChanged 1121 SP:Iteration 6F (5534.325595 sec): 3 clusters Score: Raw -1823129.799482 + Penalty 3195.309971 = -1819934.489512 nChanged 1201 SP:Iteration 7F (5534.407107 sec): 3 clusters Score: Raw -1824161.367461 + Penalty 3195.309971 = -1820966.057491 nChanged 1103 SP:Iteration 8F (5534.486588 sec): 3 clusters Score: Raw -1825177.081495 + Penalty 3195.309971 = -1821981.771524 nChanged 771 SP:Iteration 9Q (5534.566350 sec): 3 clusters Score: Raw -1825893.764382 + Penalty 3195.309971 = -1822698.454412 nChanged 489 SP:Iteration 10Q (5534.645339 sec): 3 clusters Score: Raw -1826341.257787 + Penalty 3195.309971 = -1823145.947816 nChanged 311 SP:Iteration 11Q (5534.719315 sec): 3 clusters Score: Raw -1826595.226995 + Penalty 3195.309971 = -1823399.917025 nChanged 197 SP:Iteration 12Q (5534.782860 sec): 3 clusters Score: Raw -1826738.074082 + Penalty 3195.309971 = -1823542.764112 nChanged 106 SP:Iteration 13Q (5534.864566 sec): 3 clusters Score: Raw -1826812.226678 + Penalty 3195.309971 = -1823616.916708 nChanged 67 SP:Iteration 14Q (5534.933401 sec): 3 clusters Score: Raw -1826859.852102 + Penalty 3195.309971 = -1823664.542131 nChanged 53 SP:Iteration 15Q (5535.004566 sec): 3 clusters Score: Raw -1826900.545149 + Penalty 3195.309971 = -1823705.235178 nChanged 40 SP:Iteration 16Q (5535.069101 sec): 3 clusters Score: Raw -1826932.845353 + Penalty 3195.309971 = -1823737.535382 nChanged 23 SP:Iteration 17Q (5535.145767 sec): 3 clusters Score: Raw -1826946.656012 + Penalty 3195.309971 = -1823751.346042 nChanged 11 SP:Iteration 18Q (5535.218642 sec): 3 clusters Score: Raw -1826954.587630 + Penalty 3195.309971 = -1823759.277659 nChanged 10 SP:Iteration 19Q (5535.286681 sec): 3 clusters Score: Raw -1826960.002912 + Penalty 3195.309971 = -1823764.692941 nChanged 8 SP:Iteration 20F (5535.364488 sec): 3 clusters Score: Raw -1826963.400611 + Penalty 3195.309971 = -1823768.090641 nChanged 10 SP:Iteration 21Q (5535.425425 sec): 3 clusters Score: Raw -1826970.027889 + Penalty 3195.309971 = -1823774.717919 nChanged 10 SP:Iteration 22Q (5535.497816 sec): 3 clusters Score: Raw -1826974.987405 + Penalty 3195.309971 = -1823779.677435 nChanged 6 SP:Iteration 23Q (5535.570899 sec): 3 clusters Score: Raw -1826978.253568 + Penalty 3195.309971 = -1823782.943597 nChanged 5 SP:Iteration 24Q (5535.651540 sec): 3 clusters Score: Raw -1826979.750206 + Penalty 3195.309971 = -1823784.440235 nChanged 3 SP:Iteration 25Q (5535.720444 sec): 3 clusters Score: Raw -1826981.782752 + Penalty 3195.309971 = -1823786.472781 nChanged 2 SP:Iteration 26Q (5535.789618 sec): 3 clusters Score: Raw -1826982.849030 + Penalty 3195.309971 = -1823787.539060 nChanged 2 SP:Iteration 27Q (5535.857007 sec): 3 clusters Score: Raw -1826983.836503 + Penalty 3195.309971 = -1823788.526532 nChanged 3 SP:Iteration 28Q (5535.910050 sec): 3 clusters Score: Raw -1826985.925835 + Penalty 3195.309971 = -1823790.615864 nChanged 2 SP:Iteration 29Q (5535.983862 sec): 3 clusters Score: Raw -1826986.663215 + Penalty 3195.309971 = -1823791.353245 nChanged 0 SP:Iteration 30F (5536.056532 sec): 3 clusters Score: Raw -1826986.663215 + Penalty 3195.309971 = -1823791.353245 nChanged 0 Trying to split cluster 10 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5536.071361 sec): 2 clusters Score: Raw -16557.267777 + Penalty 891.279502 = -15665.988276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5536.121299 sec): 3 clusters Score: Raw -16739.183293 + Penalty 1782.559003 = -14956.624289 nChanged 53 SP:Iteration 1F (5536.175125 sec): 3 clusters Score: Raw -17049.324893 + Penalty 1782.559003 = -15266.765890 nChanged 20 SP:Iteration 2F (5536.221905 sec): 3 clusters Score: Raw -17149.965419 + Penalty 1782.559003 = -15367.406416 nChanged 13 SP:Iteration 3F (5536.268502 sec): 3 clusters Score: Raw -17222.761067 + Penalty 1782.559003 = -15440.202064 nChanged 9 SP:Iteration 4Q (5536.311431 sec): 3 clusters Score: Raw -17315.850455 + Penalty 1782.559003 = -15533.291452 nChanged 5 SP:Iteration 5Q (5536.346623 sec): 3 clusters Score: Raw -17394.844245 + Penalty 1782.559003 = -15612.285242 nChanged 7 SP:Iteration 6Q (5536.406141 sec): 3 clusters Score: Raw -17435.333369 + Penalty 1782.559003 = -15652.774366 nChanged 4 SP:Iteration 7Q (5536.447439 sec): 3 clusters Score: Raw -17446.471188 + Penalty 1782.559003 = -15663.912185 nChanged 2 SP:Iteration 8Q (5536.494872 sec): 3 clusters Score: Raw -17460.827123 + Penalty 1782.559003 = -15678.268120 nChanged 2 SP:Iteration 9Q (5536.545888 sec): 3 clusters Score: Raw -17470.635206 + Penalty 1782.559003 = -15688.076203 nChanged 0 SP:Iteration 10F (5536.585917 sec): 3 clusters Score: Raw -17470.635206 + Penalty 1782.559003 = -15688.076203 nChanged 0 Score: Raw -50062165.378766 + Penalty 93716.937262 = -49968448.441504 Splitting cluster 10 changes total score from -49969639.794057 to -49968448.441504 So it's not getting split. Trying to split cluster 11 (4443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5550.100386 sec): 2 clusters Score: Raw -431050.986439 + Penalty 1364.851329 = -429686.135110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5550.145481 sec): 3 clusters Score: Raw -428748.785196 + Penalty 2729.702658 = -426019.082538 nChanged 1784 SP:Iteration 1F (5550.193709 sec): 3 clusters Score: Raw -429797.090474 + Penalty 2729.702658 = -427067.387815 nChanged 335 SP:Iteration 2F (5550.242284 sec): 3 clusters Score: Raw -429984.824362 + Penalty 2729.702658 = -427255.121704 nChanged 229 SP:Iteration 3F (5550.308173 sec): 3 clusters Score: Raw -430106.750552 + Penalty 2729.702658 = -427377.047894 nChanged 181 SP:Iteration 4Q (5550.355603 sec): 3 clusters Score: Raw -430194.333764 + Penalty 2729.702658 = -427464.631106 nChanged 145 SP:Iteration 5Q (5550.410053 sec): 3 clusters Score: Raw -430273.660503 + Penalty 2729.702658 = -427543.957844 nChanged 152 SP:Iteration 6Q (5550.464990 sec): 3 clusters Score: Raw -430356.728103 + Penalty 2729.702658 = -427627.025445 nChanged 133 SP:Iteration 7Q (5550.514133 sec): 3 clusters Score: Raw -430416.452300 + Penalty 2729.702658 = -427686.749641 nChanged 108 SP:Iteration 8Q (5550.569427 sec): 3 clusters Score: Raw -430475.976627 + Penalty 2729.702658 = -427746.273969 nChanged 134 SP:Iteration 9Q (5550.627253 sec): 3 clusters Score: Raw -430538.587233 + Penalty 2729.702658 = -427808.884574 nChanged 105 SP:Iteration 10Q (5550.689524 sec): 3 clusters Score: Raw -430587.688721 + Penalty 2729.702658 = -427857.986063 nChanged 97 SP:Iteration 11Q (5550.735658 sec): 3 clusters Score: Raw -430640.874519 + Penalty 2729.702658 = -427911.171861 nChanged 93 SP:Iteration 12Q (5550.790528 sec): 3 clusters Score: Raw -430689.792463 + Penalty 2729.702658 = -427960.089805 nChanged 92 SP:Iteration 13Q (5550.839146 sec): 3 clusters Score: Raw -430737.249067 + Penalty 2729.702658 = -428007.546408 nChanged 91 SP:Iteration 14Q (5550.898097 sec): 3 clusters Score: Raw -430784.229122 + Penalty 2729.702658 = -428054.526463 nChanged 99 SP:Iteration 15Q (5550.950787 sec): 3 clusters Score: Raw -430835.801193 + Penalty 2729.702658 = -428106.098535 nChanged 94 SP:Iteration 16Q (5551.005205 sec): 3 clusters Score: Raw -430883.418153 + Penalty 2729.702658 = -428153.715495 nChanged 99 SP:Iteration 17Q (5551.068093 sec): 3 clusters Score: Raw -430935.658286 + Penalty 2729.702658 = -428205.955628 nChanged 101 SP:Iteration 18Q (5551.122011 sec): 3 clusters Score: Raw -430989.354329 + Penalty 2729.702658 = -428259.651671 nChanged 103 SP:Iteration 19Q (5551.178052 sec): 3 clusters Score: Raw -431056.749211 + Penalty 2729.702658 = -428327.046552 nChanged 116 SP:Iteration 20F (5551.224230 sec): 3 clusters Score: Raw -431140.728094 + Penalty 2729.702658 = -428411.025436 nChanged 129 SP:Iteration 21Q (5551.276075 sec): 3 clusters Score: Raw -431226.692543 + Penalty 2729.702658 = -428496.989884 nChanged 120 SP:Iteration 22Q (5551.334275 sec): 3 clusters Score: Raw -431308.210028 + Penalty 2729.702658 = -428578.507370 nChanged 121 SP:Iteration 23Q (5551.390797 sec): 3 clusters Score: Raw -431419.957193 + Penalty 2729.702658 = -428690.254535 nChanged 117 SP:Iteration 24Q (5551.444723 sec): 3 clusters Score: Raw -431525.791745 + Penalty 2729.702658 = -428796.089086 nChanged 107 SP:Iteration 25Q (5551.491580 sec): 3 clusters Score: Raw -431634.919857 + Penalty 2729.702658 = -428905.217199 nChanged 94 SP:Iteration 26Q (5551.542158 sec): 3 clusters Score: Raw -431730.058172 + Penalty 2729.702658 = -429000.355513 nChanged 77 SP:Iteration 27Q (5551.602929 sec): 3 clusters Score: Raw -431810.698192 + Penalty 2729.702658 = -429080.995533 nChanged 56 SP:Iteration 28Q (5551.658491 sec): 3 clusters Score: Raw -431862.562618 + Penalty 2729.702658 = -429132.859960 nChanged 38 SP:Iteration 29Q (5551.714199 sec): 3 clusters Score: Raw -431889.482054 + Penalty 2729.702658 = -429159.779396 nChanged 27 SP:Iteration 30Q (5551.763384 sec): 3 clusters Score: Raw -431909.648416 + Penalty 2729.702658 = -429179.945758 nChanged 19 SP:Iteration 31Q (5551.817290 sec): 3 clusters Score: Raw -431921.190293 + Penalty 2729.702658 = -429191.487635 nChanged 5 SP:Iteration 32Q (5551.863804 sec): 3 clusters Score: Raw -431924.085377 + Penalty 2729.702658 = -429194.382718 nChanged 6 SP:Iteration 33Q (5551.922926 sec): 3 clusters Score: Raw -431926.909874 + Penalty 2729.702658 = -429197.207215 nChanged 1 SP:Iteration 34Q (5551.966961 sec): 3 clusters Score: Raw -431927.091865 + Penalty 2729.702658 = -429197.389207 nChanged 1 SP:Iteration 35Q (5552.030478 sec): 3 clusters Score: Raw -431927.325230 + Penalty 2729.702658 = -429197.622572 nChanged 0 SP:Iteration 36F (5552.077861 sec): 3 clusters Score: Raw -431927.325230 + Penalty 2729.702658 = -429197.622572 nChanged 0 Trying to split cluster 12 (32762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5552.155542 sec): 2 clusters Score: Raw -3450550.768971 + Penalty 1689.516495 = -3448861.252476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5552.260849 sec): 3 clusters Score: Raw -3430330.321523 + Penalty 3379.032991 = -3426951.288533 nChanged 15145 SP:Iteration 1F (5552.359891 sec): 3 clusters Score: Raw -3439181.010877 + Penalty 3379.032991 = -3435801.977886 nChanged 1715 SP:Iteration 2F (5552.462732 sec): 3 clusters Score: Raw -3439908.206832 + Penalty 3379.032991 = -3436529.173841 nChanged 1672 SP:Iteration 3F (5552.565647 sec): 3 clusters Score: Raw -3440718.298640 + Penalty 3379.032991 = -3437339.265650 nChanged 1815 SP:Iteration 4F (5552.665659 sec): 3 clusters Score: Raw -3441782.300747 + Penalty 3379.032991 = -3438403.267756 nChanged 1932 SP:Iteration 5F (5552.764710 sec): 3 clusters Score: Raw -3443059.559032 + Penalty 3379.032991 = -3439680.526042 nChanged 2121 SP:Iteration 6F (5552.857564 sec): 3 clusters Score: Raw -3444644.139176 + Penalty 3379.032991 = -3441265.106186 nChanged 2185 SP:Iteration 7F (5552.958451 sec): 3 clusters Score: Raw -3446472.269768 + Penalty 3379.032991 = -3443093.236778 nChanged 2022 SP:Iteration 8F (5553.065290 sec): 3 clusters Score: Raw -3448140.995217 + Penalty 3379.032991 = -3444761.962227 nChanged 1530 SP:Iteration 9Q (5553.163497 sec): 3 clusters Score: Raw -3449371.511002 + Penalty 3379.032991 = -3445992.478011 nChanged 1095 SP:Iteration 10Q (5553.257021 sec): 3 clusters Score: Raw -3450134.492494 + Penalty 3379.032991 = -3446755.459503 nChanged 749 SP:Iteration 11Q (5553.353557 sec): 3 clusters Score: Raw -3450563.420264 + Penalty 3379.032991 = -3447184.387274 nChanged 542 SP:Iteration 12Q (5553.459892 sec): 3 clusters Score: Raw -3450809.742810 + Penalty 3379.032991 = -3447430.709819 nChanged 424 SP:Iteration 13Q (5553.555420 sec): 3 clusters Score: Raw -3450954.899755 + Penalty 3379.032991 = -3447575.866765 nChanged 310 SP:Iteration 14Q (5553.656260 sec): 3 clusters Score: Raw -3451036.578518 + Penalty 3379.032991 = -3447657.545528 nChanged 241 SP:Iteration 15Q (5553.751939 sec): 3 clusters Score: Raw -3451094.498609 + Penalty 3379.032991 = -3447715.465619 nChanged 216 SP:Iteration 16Q (5553.851189 sec): 3 clusters Score: Raw -3451140.254551 + Penalty 3379.032991 = -3447761.221560 nChanged 170 SP:Iteration 17Q (5553.946673 sec): 3 clusters Score: Raw -3451170.738012 + Penalty 3379.032991 = -3447791.705021 nChanged 133 SP:Iteration 18Q (5554.036672 sec): 3 clusters Score: Raw -3451191.617781 + Penalty 3379.032991 = -3447812.584791 nChanged 127 SP:Iteration 19Q (5554.139394 sec): 3 clusters Score: Raw -3451213.566597 + Penalty 3379.032991 = -3447834.533607 nChanged 134 SP:Iteration 20F (5554.239608 sec): 3 clusters Score: Raw -3451236.498909 + Penalty 3379.032991 = -3447857.465918 nChanged 124 SP:Iteration 21Q (5554.330616 sec): 3 clusters Score: Raw -3451257.538010 + Penalty 3379.032991 = -3447878.505019 nChanged 126 SP:Iteration 22Q (5554.407209 sec): 3 clusters Score: Raw -3451279.162594 + Penalty 3379.032991 = -3447900.129604 nChanged 111 SP:Iteration 23Q (5554.505601 sec): 3 clusters Score: Raw -3451293.838414 + Penalty 3379.032991 = -3447914.805423 nChanged 85 SP:Iteration 24Q (5554.583431 sec): 3 clusters Score: Raw -3451303.928358 + Penalty 3379.032991 = -3447924.895368 nChanged 77 SP:Iteration 25Q (5554.667894 sec): 3 clusters Score: Raw -3451313.000136 + Penalty 3379.032991 = -3447933.967145 nChanged 75 SP:Iteration 26Q (5554.765390 sec): 3 clusters Score: Raw -3451320.716410 + Penalty 3379.032991 = -3447941.683419 nChanged 57 SP:Iteration 27Q (5554.848967 sec): 3 clusters Score: Raw -3451326.631196 + Penalty 3379.032991 = -3447947.598205 nChanged 61 SP:Iteration 28Q (5554.926539 sec): 3 clusters Score: Raw -3451332.350892 + Penalty 3379.032991 = -3447953.317901 nChanged 59 SP:Iteration 29Q (5555.023858 sec): 3 clusters Score: Raw -3451338.351256 + Penalty 3379.032991 = -3447959.318266 nChanged 56 SP:Iteration 30Q (5555.107373 sec): 3 clusters Score: Raw -3451343.928453 + Penalty 3379.032991 = -3447964.895462 nChanged 55 SP:Iteration 31Q (5555.213691 sec): 3 clusters Score: Raw -3451349.069872 + Penalty 3379.032991 = -3447970.036882 nChanged 55 SP:Iteration 32Q (5555.305837 sec): 3 clusters Score: Raw -3451355.075657 + Penalty 3379.032991 = -3447976.042666 nChanged 60 SP:Iteration 33Q (5555.400797 sec): 3 clusters Score: Raw -3451361.216555 + Penalty 3379.032991 = -3447982.183564 nChanged 50 SP:Iteration 34Q (5555.482403 sec): 3 clusters Score: Raw -3451365.564512 + Penalty 3379.032991 = -3447986.531522 nChanged 42 SP:Iteration 35Q (5555.583227 sec): 3 clusters Score: Raw -3451369.496789 + Penalty 3379.032991 = -3447990.463799 nChanged 45 SP:Iteration 36Q (5555.677714 sec): 3 clusters Score: Raw -3451373.689505 + Penalty 3379.032991 = -3447994.656515 nChanged 47 SP:Iteration 37Q (5555.757057 sec): 3 clusters Score: Raw -3451377.668062 + Penalty 3379.032991 = -3447998.635071 nChanged 42 SP:Iteration 38Q (5555.855043 sec): 3 clusters Score: Raw -3451381.359000 + Penalty 3379.032991 = -3448002.326009 nChanged 37 SP:Iteration 39Q (5555.947178 sec): 3 clusters Score: Raw -3451384.386269 + Penalty 3379.032991 = -3448005.353279 nChanged 38 SP:Iteration 40F (5556.051103 sec): 3 clusters Score: Raw -3451387.200159 + Penalty 3379.032991 = -3448008.167169 nChanged 29 SP:Iteration 41Q (5556.146310 sec): 3 clusters Score: Raw -3451389.208196 + Penalty 3379.032991 = -3448010.175206 nChanged 29 SP:Iteration 42Q (5556.234698 sec): 3 clusters Score: Raw -3451391.244578 + Penalty 3379.032991 = -3448012.211588 nChanged 22 SP:Iteration 43Q (5556.339764 sec): 3 clusters Score: Raw -3451392.438805 + Penalty 3379.032991 = -3448013.405815 nChanged 18 SP:Iteration 44Q (5556.424596 sec): 3 clusters Score: Raw -3451393.303218 + Penalty 3379.032991 = -3448014.270228 nChanged 15 SP:Iteration 45Q (5556.526361 sec): 3 clusters Score: Raw -3451394.447893 + Penalty 3379.032991 = -3448015.414902 nChanged 18 SP:Iteration 46Q (5556.626494 sec): 3 clusters Score: Raw -3451395.685526 + Penalty 3379.032991 = -3448016.652536 nChanged 21 SP:Iteration 47Q (5556.723216 sec): 3 clusters Score: Raw -3451397.029805 + Penalty 3379.032991 = -3448017.996815 nChanged 19 SP:Iteration 48Q (5556.809308 sec): 3 clusters Score: Raw -3451398.036867 + Penalty 3379.032991 = -3448019.003877 nChanged 16 SP:Iteration 49Q (5556.893519 sec): 3 clusters Score: Raw -3451398.892787 + Penalty 3379.032991 = -3448019.859796 nChanged 15 SP:Iteration 50Q (5556.986308 sec): 3 clusters Score: Raw -3451399.664482 + Penalty 3379.032991 = -3448020.631491 nChanged 14 SP:Iteration 51Q (5557.084909 sec): 3 clusters Score: Raw -3451400.396791 + Penalty 3379.032991 = -3448021.363800 nChanged 17 SP:Iteration 52Q (5557.170955 sec): 3 clusters Score: Raw -3451401.424339 + Penalty 3379.032991 = -3448022.391348 nChanged 15 SP:Iteration 53Q (5557.270383 sec): 3 clusters Score: Raw -3451402.366122 + Penalty 3379.032991 = -3448023.333131 nChanged 11 SP:Iteration 54Q (5557.355518 sec): 3 clusters Score: Raw -3451402.887063 + Penalty 3379.032991 = -3448023.854072 nChanged 13 SP:Iteration 55Q (5557.435506 sec): 3 clusters Score: Raw -3451403.328620 + Penalty 3379.032991 = -3448024.295629 nChanged 10 SP:Iteration 56Q (5557.533552 sec): 3 clusters Score: Raw -3451403.905561 + Penalty 3379.032991 = -3448024.872570 nChanged 12 SP:Iteration 57Q (5557.620118 sec): 3 clusters Score: Raw -3451404.514882 + Penalty 3379.032991 = -3448025.481892 nChanged 12 SP:Iteration 58Q (5557.716267 sec): 3 clusters Score: Raw -3451405.298976 + Penalty 3379.032991 = -3448026.265986 nChanged 15 SP:Iteration 59Q (5557.809251 sec): 3 clusters Score: Raw -3451406.702592 + Penalty 3379.032991 = -3448027.669602 nChanged 18 SP:Iteration 60F (5557.904797 sec): 3 clusters Score: Raw -3451407.906177 + Penalty 3379.032991 = -3448028.873187 nChanged 25 SP:Iteration 61Q (5557.997803 sec): 3 clusters Score: Raw -3451409.701647 + Penalty 3379.032991 = -3448030.668657 nChanged 17 SP:Iteration 62Q (5558.084900 sec): 3 clusters Score: Raw -3451410.682275 + Penalty 3379.032991 = -3448031.649284 nChanged 14 SP:Iteration 63Q (5558.177162 sec): 3 clusters Score: Raw -3451411.591685 + Penalty 3379.032991 = -3448032.558694 nChanged 11 SP:Iteration 64Q (5558.258463 sec): 3 clusters Score: Raw -3451412.045628 + Penalty 3379.032991 = -3448033.012638 nChanged 12 SP:Iteration 65Q (5558.362140 sec): 3 clusters Score: Raw -3451412.556979 + Penalty 3379.032991 = -3448033.523988 nChanged 4 SP:Iteration 66Q (5558.446911 sec): 3 clusters Score: Raw -3451412.882572 + Penalty 3379.032991 = -3448033.849581 nChanged 6 SP:Iteration 67Q (5558.540334 sec): 3 clusters Score: Raw -3451413.146513 + Penalty 3379.032991 = -3448034.113522 nChanged 9 SP:Iteration 68Q (5558.621923 sec): 3 clusters Score: Raw -3451413.497506 + Penalty 3379.032991 = -3448034.464515 nChanged 10 SP:Iteration 69Q (5558.718506 sec): 3 clusters Score: Raw -3451414.029908 + Penalty 3379.032991 = -3448034.996918 nChanged 9 SP:Iteration 70Q (5558.813199 sec): 3 clusters Score: Raw -3451414.591679 + Penalty 3379.032991 = -3448035.558689 nChanged 9 SP:Iteration 71Q (5558.913262 sec): 3 clusters Score: Raw -3451415.009398 + Penalty 3379.032991 = -3448035.976408 nChanged 12 SP:Iteration 72Q (5559.010880 sec): 3 clusters Score: Raw -3451415.686267 + Penalty 3379.032991 = -3448036.653276 nChanged 13 SP:Iteration 73Q (5559.108895 sec): 3 clusters Score: Raw -3451416.636893 + Penalty 3379.032991 = -3448037.603903 nChanged 10 SP:Iteration 74Q (5559.213539 sec): 3 clusters Score: Raw -3451417.148121 + Penalty 3379.032991 = -3448038.115130 nChanged 9 SP:Iteration 75Q (5559.299466 sec): 3 clusters Score: Raw -3451417.649095 + Penalty 3379.032991 = -3448038.616104 nChanged 8 SP:Iteration 76Q (5559.394501 sec): 3 clusters Score: Raw -3451417.960960 + Penalty 3379.032991 = -3448038.927970 nChanged 9 SP:Iteration 77Q (5559.493860 sec): 3 clusters Score: Raw -3451418.340447 + Penalty 3379.032991 = -3448039.307457 nChanged 14 SP:Iteration 78Q (5559.591094 sec): 3 clusters Score: Raw -3451418.983417 + Penalty 3379.032991 = -3448039.950427 nChanged 14 SP:Iteration 79Q (5559.683488 sec): 3 clusters Score: Raw -3451419.904936 + Penalty 3379.032991 = -3448040.871946 nChanged 18 SP:Iteration 80F (5559.786692 sec): 3 clusters Score: Raw -3451421.305559 + Penalty 3379.032991 = -3448042.272568 nChanged 20 SP:Iteration 81Q (5559.875568 sec): 3 clusters Score: Raw -3451422.431150 + Penalty 3379.032991 = -3448043.398160 nChanged 14 SP:Iteration 82Q (5559.977600 sec): 3 clusters Score: Raw -3451423.229885 + Penalty 3379.032991 = -3448044.196894 nChanged 15 SP:Iteration 83Q (5560.078067 sec): 3 clusters Score: Raw -3451424.037166 + Penalty 3379.032991 = -3448045.004176 nChanged 13 SP:Iteration 84Q (5560.172345 sec): 3 clusters Score: Raw -3451424.763798 + Penalty 3379.032991 = -3448045.730807 nChanged 10 SP:Iteration 85Q (5560.270011 sec): 3 clusters Score: Raw -3451425.188977 + Penalty 3379.032991 = -3448046.155986 nChanged 2 SP:Iteration 86Q (5560.355558 sec): 3 clusters Score: Raw -3451425.293510 + Penalty 3379.032991 = -3448046.260519 nChanged 3 SP:Iteration 87Q (5560.456522 sec): 3 clusters Score: Raw -3451425.420840 + Penalty 3379.032991 = -3448046.387850 nChanged 2 SP:Iteration 88Q (5560.552854 sec): 3 clusters Score: Raw -3451425.521917 + Penalty 3379.032991 = -3448046.488927 nChanged 3 SP:Iteration 89Q (5560.653124 sec): 3 clusters Score: Raw -3451425.672598 + Penalty 3379.032991 = -3448046.639607 nChanged 2 SP:Iteration 90Q (5560.749910 sec): 3 clusters Score: Raw -3451425.741291 + Penalty 3379.032991 = -3448046.708301 nChanged 2 SP:Iteration 91Q (5560.847697 sec): 3 clusters Score: Raw -3451425.803052 + Penalty 3379.032991 = -3448046.770061 nChanged 4 SP:Iteration 92Q (5560.945312 sec): 3 clusters Score: Raw -3451425.937138 + Penalty 3379.032991 = -3448046.904147 nChanged 2 SP:Iteration 93Q (5561.034962 sec): 3 clusters Score: Raw -3451425.990584 + Penalty 3379.032991 = -3448046.957594 nChanged 2 SP:Iteration 94Q (5561.132702 sec): 3 clusters Score: Raw -3451426.102293 + Penalty 3379.032991 = -3448047.069303 nChanged 3 SP:Iteration 95Q (5561.227196 sec): 3 clusters Score: Raw -3451426.304463 + Penalty 3379.032991 = -3448047.271473 nChanged 3 SP:Iteration 96Q (5561.322276 sec): 3 clusters Score: Raw -3451426.395290 + Penalty 3379.032991 = -3448047.362300 nChanged 3 SP:Iteration 97Q (5561.413376 sec): 3 clusters Score: Raw -3451426.497231 + Penalty 3379.032991 = -3448047.464241 nChanged 2 SP:Iteration 98Q (5561.500979 sec): 3 clusters Score: Raw -3451426.540316 + Penalty 3379.032991 = -3448047.507326 nChanged 2 SP:Iteration 99Q (5561.586631 sec): 3 clusters Score: Raw -3451426.570228 + Penalty 3379.032991 = -3448047.537238 nChanged 1 SP:Iteration 100F (5561.690526 sec): 3 clusters Score: Raw -3451426.615065 + Penalty 3379.032991 = -3448047.582075 nChanged 2 SP:Iteration 101Q (5561.786471 sec): 3 clusters Score: Raw -3451426.678146 + Penalty 3379.032991 = -3448047.645155 nChanged 3 SP:Iteration 102Q (5561.872736 sec): 3 clusters Score: Raw -3451426.781123 + Penalty 3379.032991 = -3448047.748133 nChanged 0 SP:Iteration 103F (5561.979935 sec): 3 clusters Score: Raw -3451426.781123 + Penalty 3379.032991 = -3448047.748133 nChanged 0 Trying to split cluster 13 (23369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5562.023838 sec): 2 clusters Score: Raw -2523434.995149 + Penalty 1634.614416 = -2521800.380733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5562.115764 sec): 3 clusters Score: Raw -2509295.764375 + Penalty 3269.228832 = -2506026.535543 nChanged 10608 SP:Iteration 1F (5562.195883 sec): 3 clusters Score: Raw -2515116.321667 + Penalty 3269.228832 = -2511847.092835 nChanged 1151 SP:Iteration 2Q (5562.276694 sec): 3 clusters Score: Raw -2515538.000297 + Penalty 3269.228832 = -2512268.771465 nChanged 1140 SP:Iteration 3Q (5562.368650 sec): 3 clusters Score: Raw -2515980.913536 + Penalty 3269.228832 = -2512711.684704 nChanged 1133 SP:Iteration 4Q (5562.459574 sec): 3 clusters Score: Raw -2516515.458929 + Penalty 3269.228832 = -2513246.230097 nChanged 1264 SP:Iteration 5F (5562.540411 sec): 3 clusters Score: Raw -2517224.734024 + Penalty 3269.228832 = -2513955.505192 nChanged 1396 SP:Iteration 6F (5562.621711 sec): 3 clusters Score: Raw -2518193.492564 + Penalty 3269.228832 = -2514924.263732 nChanged 1551 SP:Iteration 7F (5562.706509 sec): 3 clusters Score: Raw -2519344.306805 + Penalty 3269.228832 = -2516075.077973 nChanged 1476 SP:Iteration 8F (5562.777787 sec): 3 clusters Score: Raw -2520488.648091 + Penalty 3269.228832 = -2517219.419259 nChanged 1206 SP:Iteration 9F (5562.869189 sec): 3 clusters Score: Raw -2521444.003493 + Penalty 3269.228832 = -2518174.774661 nChanged 937 SP:Iteration 10Q (5562.956272 sec): 3 clusters Score: Raw -2522192.986320 + Penalty 3269.228832 = -2518923.757488 nChanged 708 SP:Iteration 11Q (5563.041801 sec): 3 clusters Score: Raw -2522719.701204 + Penalty 3269.228832 = -2519450.472372 nChanged 519 SP:Iteration 12Q (5563.116604 sec): 3 clusters Score: Raw -2523104.602673 + Penalty 3269.228832 = -2519835.373841 nChanged 415 SP:Iteration 13Q (5563.207927 sec): 3 clusters Score: Raw -2523430.759782 + Penalty 3269.228832 = -2520161.530950 nChanged 322 SP:Iteration 14Q (5563.278329 sec): 3 clusters Score: Raw -2523679.423990 + Penalty 3269.228832 = -2520410.195158 nChanged 285 SP:Iteration 15Q (5563.364755 sec): 3 clusters Score: Raw -2523860.215826 + Penalty 3269.228832 = -2520590.986994 nChanged 241 SP:Iteration 16Q (5563.443252 sec): 3 clusters Score: Raw -2524003.551014 + Penalty 3269.228832 = -2520734.322182 nChanged 180 SP:Iteration 17Q (5563.522102 sec): 3 clusters Score: Raw -2524096.980848 + Penalty 3269.228832 = -2520827.752016 nChanged 160 SP:Iteration 18Q (5563.601571 sec): 3 clusters Score: Raw -2524162.044962 + Penalty 3269.228832 = -2520892.816130 nChanged 122 SP:Iteration 19Q (5563.680653 sec): 3 clusters Score: Raw -2524204.955032 + Penalty 3269.228832 = -2520935.726200 nChanged 93 SP:Iteration 20F (5563.765174 sec): 3 clusters Score: Raw -2524234.279879 + Penalty 3269.228832 = -2520965.051047 nChanged 79 SP:Iteration 21Q (5563.847314 sec): 3 clusters Score: Raw -2524257.895254 + Penalty 3269.228832 = -2520988.666422 nChanged 78 SP:Iteration 22Q (5563.929712 sec): 3 clusters Score: Raw -2524278.187128 + Penalty 3269.228832 = -2521008.958296 nChanged 68 SP:Iteration 23Q (5564.008412 sec): 3 clusters Score: Raw -2524295.236448 + Penalty 3269.228832 = -2521026.007616 nChanged 73 SP:Iteration 24Q (5564.077342 sec): 3 clusters Score: Raw -2524312.903406 + Penalty 3269.228832 = -2521043.674574 nChanged 52 SP:Iteration 25Q (5564.161511 sec): 3 clusters Score: Raw -2524325.367300 + Penalty 3269.228832 = -2521056.138468 nChanged 54 SP:Iteration 26Q (5564.227480 sec): 3 clusters Score: Raw -2524337.744721 + Penalty 3269.228832 = -2521068.515889 nChanged 61 SP:Iteration 27Q (5564.317555 sec): 3 clusters Score: Raw -2524350.922340 + Penalty 3269.228832 = -2521081.693508 nChanged 43 SP:Iteration 28Q (5564.384151 sec): 3 clusters Score: Raw -2524358.645967 + Penalty 3269.228832 = -2521089.417135 nChanged 35 SP:Iteration 29Q (5564.459199 sec): 3 clusters Score: Raw -2524365.246974 + Penalty 3269.228832 = -2521096.018142 nChanged 30 SP:Iteration 30Q (5564.530543 sec): 3 clusters Score: Raw -2524369.578091 + Penalty 3269.228832 = -2521100.349259 nChanged 24 SP:Iteration 31Q (5564.602893 sec): 3 clusters Score: Raw -2524372.534938 + Penalty 3269.228832 = -2521103.306106 nChanged 19 SP:Iteration 32Q (5564.674177 sec): 3 clusters Score: Raw -2524375.078492 + Penalty 3269.228832 = -2521105.849660 nChanged 21 SP:Iteration 33Q (5564.752360 sec): 3 clusters Score: Raw -2524377.842994 + Penalty 3269.228832 = -2521108.614162 nChanged 23 SP:Iteration 34Q (5564.842107 sec): 3 clusters Score: Raw -2524380.662904 + Penalty 3269.228832 = -2521111.434072 nChanged 11 SP:Iteration 35Q (5564.916795 sec): 3 clusters Score: Raw -2524382.203216 + Penalty 3269.228832 = -2521112.974384 nChanged 9 SP:Iteration 36Q (5565.004914 sec): 3 clusters Score: Raw -2524383.624772 + Penalty 3269.228832 = -2521114.395940 nChanged 10 SP:Iteration 37Q (5565.086069 sec): 3 clusters Score: Raw -2524384.533162 + Penalty 3269.228832 = -2521115.304330 nChanged 9 SP:Iteration 38Q (5565.166098 sec): 3 clusters Score: Raw -2524385.631840 + Penalty 3269.228832 = -2521116.403008 nChanged 5 SP:Iteration 39Q (5565.244266 sec): 3 clusters Score: Raw -2524386.351454 + Penalty 3269.228832 = -2521117.122622 nChanged 3 SP:Iteration 40F (5565.332823 sec): 3 clusters Score: Raw -2524386.631222 + Penalty 3269.228832 = -2521117.402390 nChanged 5 SP:Iteration 41Q (5565.406296 sec): 3 clusters Score: Raw -2524387.102795 + Penalty 3269.228832 = -2521117.873963 nChanged 5 SP:Iteration 42Q (5565.476871 sec): 3 clusters Score: Raw -2524387.435108 + Penalty 3269.228832 = -2521118.206276 nChanged 2 SP:Iteration 43Q (5565.558359 sec): 3 clusters Score: Raw -2524387.603510 + Penalty 3269.228832 = -2521118.374678 nChanged 1 SP:Iteration 44Q (5565.635646 sec): 3 clusters Score: Raw -2524387.641838 + Penalty 3269.228832 = -2521118.413006 nChanged 2 SP:Iteration 45Q (5565.704539 sec): 3 clusters Score: Raw -2524387.756405 + Penalty 3269.228832 = -2521118.527573 nChanged 0 SP:Iteration 46F (5565.798195 sec): 3 clusters Score: Raw -2524387.756405 + Penalty 3269.228832 = -2521118.527573 nChanged 0 Trying to split cluster 14 (3907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5565.819635 sec): 2 clusters Score: Raw -375548.485998 + Penalty 1343.960328 = -374204.525670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5565.870109 sec): 3 clusters Score: Raw -373611.795771 + Penalty 2687.920656 = -370923.875115 nChanged 1570 SP:Iteration 1F (5565.927569 sec): 3 clusters Score: Raw -374625.641777 + Penalty 2687.920656 = -371937.721121 nChanged 342 SP:Iteration 2F (5565.981960 sec): 3 clusters Score: Raw -374886.492461 + Penalty 2687.920656 = -372198.571805 nChanged 247 SP:Iteration 3F (5566.031642 sec): 3 clusters Score: Raw -375062.005049 + Penalty 2687.920656 = -372374.084394 nChanged 190 SP:Iteration 4Q (5566.089428 sec): 3 clusters Score: Raw -375199.379520 + Penalty 2687.920656 = -372511.458864 nChanged 179 SP:Iteration 5Q (5566.132324 sec): 3 clusters Score: Raw -375305.949149 + Penalty 2687.920656 = -372618.028493 nChanged 143 SP:Iteration 6Q (5566.193365 sec): 3 clusters Score: Raw -375385.688390 + Penalty 2687.920656 = -372697.767734 nChanged 108 SP:Iteration 7Q (5566.239445 sec): 3 clusters Score: Raw -375444.302702 + Penalty 2687.920656 = -372756.382047 nChanged 97 SP:Iteration 8Q (5566.292019 sec): 3 clusters Score: Raw -375505.065772 + Penalty 2687.920656 = -372817.145117 nChanged 85 SP:Iteration 9Q (5566.351533 sec): 3 clusters Score: Raw -375554.791067 + Penalty 2687.920656 = -372866.870411 nChanged 76 SP:Iteration 10Q (5566.400250 sec): 3 clusters Score: Raw -375597.902613 + Penalty 2687.920656 = -372909.981957 nChanged 68 SP:Iteration 11Q (5566.463212 sec): 3 clusters Score: Raw -375639.207043 + Penalty 2687.920656 = -372951.286387 nChanged 80 SP:Iteration 12Q (5566.515662 sec): 3 clusters Score: Raw -375691.277571 + Penalty 2687.920656 = -373003.356915 nChanged 89 SP:Iteration 13Q (5566.555390 sec): 3 clusters Score: Raw -375745.950696 + Penalty 2687.920656 = -373058.030040 nChanged 80 SP:Iteration 14Q (5566.605422 sec): 3 clusters Score: Raw -375796.949206 + Penalty 2687.920656 = -373109.028550 nChanged 83 SP:Iteration 15Q (5566.655559 sec): 3 clusters Score: Raw -375844.012063 + Penalty 2687.920656 = -373156.091407 nChanged 71 SP:Iteration 16Q (5566.707385 sec): 3 clusters Score: Raw -375878.489750 + Penalty 2687.920656 = -373190.569094 nChanged 73 SP:Iteration 17Q (5566.768581 sec): 3 clusters Score: Raw -375921.030040 + Penalty 2687.920656 = -373233.109384 nChanged 62 SP:Iteration 18Q (5566.824567 sec): 3 clusters Score: Raw -375952.786336 + Penalty 2687.920656 = -373264.865680 nChanged 51 SP:Iteration 19Q (5566.862471 sec): 3 clusters Score: Raw -375978.220979 + Penalty 2687.920656 = -373290.300323 nChanged 61 SP:Iteration 20F (5566.915434 sec): 3 clusters Score: Raw -376006.064099 + Penalty 2687.920656 = -373318.143443 nChanged 51 SP:Iteration 21Q (5566.965558 sec): 3 clusters Score: Raw -376026.802547 + Penalty 2687.920656 = -373338.881892 nChanged 41 SP:Iteration 22Q (5567.022395 sec): 3 clusters Score: Raw -376042.056073 + Penalty 2687.920656 = -373354.135417 nChanged 32 SP:Iteration 23Q (5567.082609 sec): 3 clusters Score: Raw -376053.461505 + Penalty 2687.920656 = -373365.540849 nChanged 31 SP:Iteration 24Q (5567.129272 sec): 3 clusters Score: Raw -376066.414956 + Penalty 2687.920656 = -373378.494300 nChanged 36 SP:Iteration 25Q (5567.185243 sec): 3 clusters Score: Raw -376081.937027 + Penalty 2687.920656 = -373394.016371 nChanged 28 SP:Iteration 26Q (5567.224242 sec): 3 clusters Score: Raw -376091.163170 + Penalty 2687.920656 = -373403.242514 nChanged 25 SP:Iteration 27Q (5567.271275 sec): 3 clusters Score: Raw -376097.397372 + Penalty 2687.920656 = -373409.476717 nChanged 18 SP:Iteration 28Q (5567.331680 sec): 3 clusters Score: Raw -376102.627569 + Penalty 2687.920656 = -373414.706913 nChanged 18 SP:Iteration 29Q (5567.381193 sec): 3 clusters Score: Raw -376108.389399 + Penalty 2687.920656 = -373420.468744 nChanged 11 SP:Iteration 30Q (5567.432235 sec): 3 clusters Score: Raw -376111.267128 + Penalty 2687.920656 = -373423.346472 nChanged 11 SP:Iteration 31Q (5567.480521 sec): 3 clusters Score: Raw -376114.612103 + Penalty 2687.920656 = -373426.691447 nChanged 17 SP:Iteration 32Q (5567.521244 sec): 3 clusters Score: Raw -376120.986591 + Penalty 2687.920656 = -373433.065935 nChanged 18 SP:Iteration 33Q (5567.576252 sec): 3 clusters Score: Raw -376128.685660 + Penalty 2687.920656 = -373440.765004 nChanged 24 SP:Iteration 34Q (5567.613582 sec): 3 clusters Score: Raw -376135.983153 + Penalty 2687.920656 = -373448.062497 nChanged 15 SP:Iteration 35Q (5567.674320 sec): 3 clusters Score: Raw -376140.292471 + Penalty 2687.920656 = -373452.371816 nChanged 14 SP:Iteration 36Q (5567.723930 sec): 3 clusters Score: Raw -376143.491804 + Penalty 2687.920656 = -373455.571148 nChanged 6 SP:Iteration 37Q (5567.782536 sec): 3 clusters Score: Raw -376144.653697 + Penalty 2687.920656 = -373456.733042 nChanged 5 SP:Iteration 38Q (5567.836457 sec): 3 clusters Score: Raw -376145.556428 + Penalty 2687.920656 = -373457.635772 nChanged 4 SP:Iteration 39Q (5567.876651 sec): 3 clusters Score: Raw -376146.441162 + Penalty 2687.920656 = -373458.520506 nChanged 4 SP:Iteration 40F (5567.931166 sec): 3 clusters Score: Raw -376147.461147 + Penalty 2687.920656 = -373459.540491 nChanged 3 SP:Iteration 41Q (5567.992878 sec): 3 clusters Score: Raw -376148.231885 + Penalty 2687.920656 = -373460.311229 nChanged 4 SP:Iteration 42Q (5568.033805 sec): 3 clusters Score: Raw -376148.863685 + Penalty 2687.920656 = -373460.943029 nChanged 4 SP:Iteration 43Q (5568.096128 sec): 3 clusters Score: Raw -376149.334387 + Penalty 2687.920656 = -373461.413731 nChanged 3 SP:Iteration 44Q (5568.151794 sec): 3 clusters Score: Raw -376150.111147 + Penalty 2687.920656 = -373462.190491 nChanged 3 SP:Iteration 45Q (5568.201529 sec): 3 clusters Score: Raw -376150.826411 + Penalty 2687.920656 = -373462.905755 nChanged 6 SP:Iteration 46Q (5568.249372 sec): 3 clusters Score: Raw -376151.657205 + Penalty 2687.920656 = -373463.736549 nChanged 4 SP:Iteration 47Q (5568.299322 sec): 3 clusters Score: Raw -376152.354249 + Penalty 2687.920656 = -373464.433593 nChanged 1 SP:Iteration 48Q (5568.360132 sec): 3 clusters Score: Raw -376152.531546 + Penalty 2687.920656 = -373464.610890 nChanged 0 SP:Iteration 49F (5568.407761 sec): 3 clusters Score: Raw -376152.531546 + Penalty 2687.920656 = -373464.610890 nChanged 0 Trying to split cluster 15 (2025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5568.431112 sec): 2 clusters Score: Raw -179974.866504 + Penalty 1237.165309 = -178737.701194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5568.491974 sec): 3 clusters Score: Raw -179139.222839 + Penalty 2474.330618 = -176664.892221 nChanged 697 SP:Iteration 1F (5568.542303 sec): 3 clusters Score: Raw -179641.431786 + Penalty 2474.330618 = -177167.101168 nChanged 192 SP:Iteration 2F (5568.592843 sec): 3 clusters Score: Raw -179841.541146 + Penalty 2474.330618 = -177367.210527 nChanged 142 SP:Iteration 3F (5568.635279 sec): 3 clusters Score: Raw -180002.034321 + Penalty 2474.330618 = -177527.703703 nChanged 118 SP:Iteration 4F (5568.675458 sec): 3 clusters Score: Raw -180123.476097 + Penalty 2474.330618 = -177649.145479 nChanged 91 SP:Iteration 5Q (5568.722858 sec): 3 clusters Score: Raw -180184.506740 + Penalty 2474.330618 = -177710.176122 nChanged 57 SP:Iteration 6Q (5568.782443 sec): 3 clusters Score: Raw -180218.527825 + Penalty 2474.330618 = -177744.197206 nChanged 32 SP:Iteration 7Q (5568.827647 sec): 3 clusters Score: Raw -180245.072592 + Penalty 2474.330618 = -177770.741974 nChanged 31 SP:Iteration 8Q (5568.880849 sec): 3 clusters Score: Raw -180264.094413 + Penalty 2474.330618 = -177789.763794 nChanged 23 SP:Iteration 9Q (5568.945576 sec): 3 clusters Score: Raw -180275.381971 + Penalty 2474.330618 = -177801.051353 nChanged 17 SP:Iteration 10Q (5568.978682 sec): 3 clusters Score: Raw -180281.663951 + Penalty 2474.330618 = -177807.333332 nChanged 9 SP:Iteration 11Q (5569.025242 sec): 3 clusters Score: Raw -180285.192392 + Penalty 2474.330618 = -177810.861774 nChanged 9 SP:Iteration 12Q (5569.079866 sec): 3 clusters Score: Raw -180288.905186 + Penalty 2474.330618 = -177814.574567 nChanged 7 SP:Iteration 13Q (5569.127659 sec): 3 clusters Score: Raw -180294.718454 + Penalty 2474.330618 = -177820.387835 nChanged 7 SP:Iteration 14Q (5569.169874 sec): 3 clusters Score: Raw -180299.721143 + Penalty 2474.330618 = -177825.390525 nChanged 4 SP:Iteration 15Q (5569.215099 sec): 3 clusters Score: Raw -180300.846715 + Penalty 2474.330618 = -177826.516096 nChanged 3 SP:Iteration 16Q (5569.269242 sec): 3 clusters Score: Raw -180301.981154 + Penalty 2474.330618 = -177827.650536 nChanged 4 SP:Iteration 17Q (5569.317201 sec): 3 clusters Score: Raw -180304.265817 + Penalty 2474.330618 = -177829.935198 nChanged 2 SP:Iteration 18Q (5569.370752 sec): 3 clusters Score: Raw -180305.575971 + Penalty 2474.330618 = -177831.245352 nChanged 3 SP:Iteration 19Q (5569.412817 sec): 3 clusters Score: Raw -180306.453667 + Penalty 2474.330618 = -177832.123049 nChanged 2 SP:Iteration 20F (5569.472901 sec): 3 clusters Score: Raw -180307.843663 + Penalty 2474.330618 = -177833.513045 nChanged 3 SP:Iteration 21Q (5569.520579 sec): 3 clusters Score: Raw -180309.877141 + Penalty 2474.330618 = -177835.546522 nChanged 6 SP:Iteration 22Q (5569.567030 sec): 3 clusters Score: Raw -180311.549838 + Penalty 2474.330618 = -177837.219220 nChanged 2 SP:Iteration 23Q (5569.611197 sec): 3 clusters Score: Raw -180312.214823 + Penalty 2474.330618 = -177837.884205 nChanged 2 SP:Iteration 24Q (5569.657480 sec): 3 clusters Score: Raw -180312.794854 + Penalty 2474.330618 = -177838.464235 nChanged 1 SP:Iteration 25Q (5569.702170 sec): 3 clusters Score: Raw -180312.946428 + Penalty 2474.330618 = -177838.615809 nChanged 0 SP:Iteration 26F (5569.748835 sec): 3 clusters Score: Raw -180312.946428 + Penalty 2474.330618 = -177838.615809 nChanged 0 Trying to split cluster 16 (1423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5569.774309 sec): 2 clusters Score: Raw -162141.230704 + Penalty 1179.834922 = -160961.395782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5569.819802 sec): 3 clusters Score: Raw -161606.337211 + Penalty 2359.669844 = -159246.667367 nChanged 470 SP:Iteration 1F (5569.860743 sec): 3 clusters Score: Raw -161970.831737 + Penalty 2359.669844 = -159611.161893 nChanged 117 SP:Iteration 2F (5569.903481 sec): 3 clusters Score: Raw -162068.903743 + Penalty 2359.669844 = -159709.233899 nChanged 60 SP:Iteration 3Q (5569.941863 sec): 3 clusters Score: Raw -162110.547867 + Penalty 2359.669844 = -159750.878023 nChanged 42 SP:Iteration 4Q (5569.993633 sec): 3 clusters Score: Raw -162145.912442 + Penalty 2359.669844 = -159786.242598 nChanged 33 SP:Iteration 5Q (5570.035757 sec): 3 clusters Score: Raw -162172.476933 + Penalty 2359.669844 = -159812.807089 nChanged 33 SP:Iteration 6Q (5570.082956 sec): 3 clusters Score: Raw -162200.848113 + Penalty 2359.669844 = -159841.178269 nChanged 20 SP:Iteration 7Q (5570.115454 sec): 3 clusters Score: Raw -162213.206803 + Penalty 2359.669844 = -159853.536959 nChanged 14 SP:Iteration 8Q (5570.172965 sec): 3 clusters Score: Raw -162223.684252 + Penalty 2359.669844 = -159864.014408 nChanged 15 SP:Iteration 9Q (5570.214991 sec): 3 clusters Score: Raw -162233.559000 + Penalty 2359.669844 = -159873.889156 nChanged 10 SP:Iteration 10Q (5570.263827 sec): 3 clusters Score: Raw -162242.642171 + Penalty 2359.669844 = -159882.972327 nChanged 11 SP:Iteration 11Q (5570.310360 sec): 3 clusters Score: Raw -162252.739453 + Penalty 2359.669844 = -159893.069608 nChanged 16 SP:Iteration 12Q (5570.371687 sec): 3 clusters Score: Raw -162263.934481 + Penalty 2359.669844 = -159904.264636 nChanged 16 SP:Iteration 13Q (5570.416767 sec): 3 clusters Score: Raw -162275.937005 + Penalty 2359.669844 = -159916.267161 nChanged 17 SP:Iteration 14Q (5570.464337 sec): 3 clusters Score: Raw -162291.783439 + Penalty 2359.669844 = -159932.113594 nChanged 16 SP:Iteration 15Q (5570.514968 sec): 3 clusters Score: Raw -162305.319209 + Penalty 2359.669844 = -159945.649364 nChanged 15 SP:Iteration 16Q (5570.558658 sec): 3 clusters Score: Raw -162324.856169 + Penalty 2359.669844 = -159965.186325 nChanged 27 SP:Iteration 17Q (5570.617308 sec): 3 clusters Score: Raw -162349.887137 + Penalty 2359.669844 = -159990.217293 nChanged 18 SP:Iteration 18Q (5570.667004 sec): 3 clusters Score: Raw -162369.285258 + Penalty 2359.669844 = -160009.615414 nChanged 13 SP:Iteration 19Q (5570.705671 sec): 3 clusters Score: Raw -162380.409119 + Penalty 2359.669844 = -160020.739274 nChanged 9 SP:Iteration 20F (5570.750175 sec): 3 clusters Score: Raw -162386.606273 + Penalty 2359.669844 = -160026.936428 nChanged 11 SP:Iteration 21Q (5570.802290 sec): 3 clusters Score: Raw -162394.370856 + Penalty 2359.669844 = -160034.701012 nChanged 8 SP:Iteration 22Q (5570.844849 sec): 3 clusters Score: Raw -162398.683036 + Penalty 2359.669844 = -160039.013191 nChanged 6 SP:Iteration 23Q (5570.885728 sec): 3 clusters Score: Raw -162402.735044 + Penalty 2359.669844 = -160043.065200 nChanged 5 SP:Iteration 24Q (5570.943100 sec): 3 clusters Score: Raw -162406.249850 + Penalty 2359.669844 = -160046.580005 nChanged 6 SP:Iteration 25Q (5570.995012 sec): 3 clusters Score: Raw -162410.933842 + Penalty 2359.669844 = -160051.263997 nChanged 9 SP:Iteration 26Q (5571.036222 sec): 3 clusters Score: Raw -162414.736789 + Penalty 2359.669844 = -160055.066944 nChanged 5 SP:Iteration 27Q (5571.080379 sec): 3 clusters Score: Raw -162417.887154 + Penalty 2359.669844 = -160058.217310 nChanged 4 SP:Iteration 28Q (5571.126237 sec): 3 clusters Score: Raw -162421.736992 + Penalty 2359.669844 = -160062.067147 nChanged 5 SP:Iteration 29Q (5571.170203 sec): 3 clusters Score: Raw -162424.543322 + Penalty 2359.669844 = -160064.873477 nChanged 1 SP:Iteration 30Q (5571.219980 sec): 3 clusters Score: Raw -162424.736570 + Penalty 2359.669844 = -160065.066726 nChanged 1 SP:Iteration 31Q (5571.271960 sec): 3 clusters Score: Raw -162426.538655 + Penalty 2359.669844 = -160066.868811 nChanged 0 SP:Iteration 32F (5571.304978 sec): 3 clusters Score: Raw -162426.538655 + Penalty 2359.669844 = -160066.868811 nChanged 0 Trying to split cluster 17 (1128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5571.328235 sec): 2 clusters Score: Raw -112809.155176 + Penalty 1142.082733 = -111667.072443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5571.362177 sec): 3 clusters Score: Raw -112408.291776 + Penalty 2284.165465 = -110124.126311 nChanged 340 SP:Iteration 1F (5571.398695 sec): 3 clusters Score: Raw -112700.345015 + Penalty 2284.165465 = -110416.179550 nChanged 87 SP:Iteration 2F (5571.435066 sec): 3 clusters Score: Raw -112800.282278 + Penalty 2284.165465 = -110516.116813 nChanged 61 SP:Iteration 3F (5571.471577 sec): 3 clusters Score: Raw -112854.386426 + Penalty 2284.165465 = -110570.220961 nChanged 35 SP:Iteration 4Q (5571.500044 sec): 3 clusters Score: Raw -112892.732512 + Penalty 2284.165465 = -110608.567046 nChanged 31 SP:Iteration 5Q (5571.536461 sec): 3 clusters Score: Raw -112920.111339 + Penalty 2284.165465 = -110635.945873 nChanged 17 SP:Iteration 6Q (5571.572951 sec): 3 clusters Score: Raw -112936.125156 + Penalty 2284.165465 = -110651.959691 nChanged 21 SP:Iteration 7Q (5571.623456 sec): 3 clusters Score: Raw -112959.324281 + Penalty 2284.165465 = -110675.158816 nChanged 14 SP:Iteration 8Q (5571.663097 sec): 3 clusters Score: Raw -112969.832222 + Penalty 2284.165465 = -110685.666757 nChanged 9 SP:Iteration 9Q (5571.719206 sec): 3 clusters Score: Raw -112975.594574 + Penalty 2284.165465 = -110691.429108 nChanged 6 SP:Iteration 10Q (5571.762922 sec): 3 clusters Score: Raw -112980.622102 + Penalty 2284.165465 = -110696.456637 nChanged 9 SP:Iteration 11Q (5571.804589 sec): 3 clusters Score: Raw -112987.665079 + Penalty 2284.165465 = -110703.499613 nChanged 5 SP:Iteration 12Q (5571.841458 sec): 3 clusters Score: Raw -112991.362857 + Penalty 2284.165465 = -110707.197391 nChanged 6 SP:Iteration 13Q (5571.895409 sec): 3 clusters Score: Raw -112997.918107 + Penalty 2284.165465 = -110713.752642 nChanged 7 SP:Iteration 14Q (5571.934154 sec): 3 clusters Score: Raw -113003.329838 + Penalty 2284.165465 = -110719.164373 nChanged 7 SP:Iteration 15Q (5571.982282 sec): 3 clusters Score: Raw -113009.304524 + Penalty 2284.165465 = -110725.139058 nChanged 6 SP:Iteration 16Q (5572.033798 sec): 3 clusters Score: Raw -113021.097137 + Penalty 2284.165465 = -110736.931672 nChanged 12 SP:Iteration 17Q (5572.079740 sec): 3 clusters Score: Raw -113037.295722 + Penalty 2284.165465 = -110753.130257 nChanged 12 SP:Iteration 18Q (5572.129005 sec): 3 clusters Score: Raw -113048.642774 + Penalty 2284.165465 = -110764.477308 nChanged 10 SP:Iteration 19Q (5572.178636 sec): 3 clusters Score: Raw -113062.952769 + Penalty 2284.165465 = -110778.787303 nChanged 8 SP:Iteration 20F (5572.228084 sec): 3 clusters Score: Raw -113068.026988 + Penalty 2284.165465 = -110783.861523 nChanged 3 SP:Iteration 21Q (5572.277697 sec): 3 clusters Score: Raw -113070.485386 + Penalty 2284.165465 = -110786.319920 nChanged 3 SP:Iteration 22Q (5572.324697 sec): 3 clusters Score: Raw -113074.446088 + Penalty 2284.165465 = -110790.280623 nChanged 3 SP:Iteration 23Q (5572.373736 sec): 3 clusters Score: Raw -113075.543197 + Penalty 2284.165465 = -110791.377731 nChanged 2 SP:Iteration 24Q (5572.423512 sec): 3 clusters Score: Raw -113076.271531 + Penalty 2284.165465 = -110792.106065 nChanged 0 SP:Iteration 25F (5572.479566 sec): 3 clusters Score: Raw -113076.271531 + Penalty 2284.165465 = -110792.106065 nChanged 0 Trying to split cluster 18 (62321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5572.584296 sec): 2 clusters Score: Raw -6524409.170788 + Penalty 1794.008731 = -6522615.162057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5572.725261 sec): 3 clusters Score: Raw -6484651.428306 + Penalty 3588.017461 = -6481063.410845 nChanged 29312 SP:Iteration 1F (5572.878425 sec): 3 clusters Score: Raw -6501300.787778 + Penalty 3588.017461 = -6497712.770317 nChanged 2655 SP:Iteration 2Q (5573.023269 sec): 3 clusters Score: Raw -6502317.011423 + Penalty 3588.017461 = -6498728.993962 nChanged 3188 SP:Iteration 3F (5573.172614 sec): 3 clusters Score: Raw -6503851.747608 + Penalty 3588.017461 = -6500263.730146 nChanged 3655 SP:Iteration 4F (5573.305800 sec): 3 clusters Score: Raw -6505931.886457 + Penalty 3588.017461 = -6502343.868996 nChanged 4141 SP:Iteration 5F (5573.452056 sec): 3 clusters Score: Raw -6508796.087446 + Penalty 3588.017461 = -6505208.069985 nChanged 4481 SP:Iteration 6F (5573.603820 sec): 3 clusters Score: Raw -6512232.446618 + Penalty 3588.017461 = -6508644.429157 nChanged 4349 SP:Iteration 7F (5573.737374 sec): 3 clusters Score: Raw -6515774.120065 + Penalty 3588.017461 = -6512186.102604 nChanged 3755 SP:Iteration 8F (5573.888520 sec): 3 clusters Score: Raw -6518671.299532 + Penalty 3588.017461 = -6515083.282071 nChanged 2794 SP:Iteration 9Q (5574.050606 sec): 3 clusters Score: Raw -6520461.793286 + Penalty 3588.017461 = -6516873.775825 nChanged 1936 SP:Iteration 10Q (5574.195503 sec): 3 clusters Score: Raw -6521428.282255 + Penalty 3588.017461 = -6517840.264794 nChanged 1363 SP:Iteration 11Q (5574.345251 sec): 3 clusters Score: Raw -6522036.291439 + Penalty 3588.017461 = -6518448.273978 nChanged 1094 SP:Iteration 12Q (5574.498005 sec): 3 clusters Score: Raw -6522483.750676 + Penalty 3588.017461 = -6518895.733215 nChanged 953 SP:Iteration 13Q (5574.649105 sec): 3 clusters Score: Raw -6522818.522233 + Penalty 3588.017461 = -6519230.504772 nChanged 858 SP:Iteration 14Q (5574.789573 sec): 3 clusters Score: Raw -6523122.621156 + Penalty 3588.017461 = -6519534.603695 nChanged 789 SP:Iteration 15Q (5574.949240 sec): 3 clusters Score: Raw -6523391.731985 + Penalty 3588.017461 = -6519803.714524 nChanged 705 SP:Iteration 16Q (5575.092805 sec): 3 clusters Score: Raw -6523609.148914 + Penalty 3588.017461 = -6520021.131453 nChanged 664 SP:Iteration 17Q (5575.236621 sec): 3 clusters Score: Raw -6523801.437764 + Penalty 3588.017461 = -6520213.420303 nChanged 606 SP:Iteration 18Q (5575.380906 sec): 3 clusters Score: Raw -6523963.610189 + Penalty 3588.017461 = -6520375.592728 nChanged 570 SP:Iteration 19Q (5575.509352 sec): 3 clusters Score: Raw -6524103.706165 + Penalty 3588.017461 = -6520515.688704 nChanged 516 SP:Iteration 20F (5575.661138 sec): 3 clusters Score: Raw -6524224.661003 + Penalty 3588.017461 = -6520636.643542 nChanged 493 SP:Iteration 21Q (5575.802951 sec): 3 clusters Score: Raw -6524330.289485 + Penalty 3588.017461 = -6520742.272024 nChanged 448 SP:Iteration 22Q (5575.944820 sec): 3 clusters Score: Raw -6524423.545964 + Penalty 3588.017461 = -6520835.528502 nChanged 415 SP:Iteration 23Q (5576.077346 sec): 3 clusters Score: Raw -6524514.295462 + Penalty 3588.017461 = -6520926.278001 nChanged 428 SP:Iteration 24Q (5576.218131 sec): 3 clusters Score: Raw -6524611.047382 + Penalty 3588.017461 = -6521023.029921 nChanged 411 SP:Iteration 25Q (5576.359174 sec): 3 clusters Score: Raw -6524706.143229 + Penalty 3588.017461 = -6521118.125768 nChanged 400 SP:Iteration 26Q (5576.495384 sec): 3 clusters Score: Raw -6524799.425681 + Penalty 3588.017461 = -6521211.408220 nChanged 365 SP:Iteration 27Q (5576.628945 sec): 3 clusters Score: Raw -6524879.127508 + Penalty 3588.017461 = -6521291.110047 nChanged 358 SP:Iteration 28Q (5576.771867 sec): 3 clusters Score: Raw -6524958.726734 + Penalty 3588.017461 = -6521370.709272 nChanged 349 SP:Iteration 29Q (5576.901936 sec): 3 clusters Score: Raw -6525033.423914 + Penalty 3588.017461 = -6521445.406453 nChanged 321 SP:Iteration 30Q (5577.038877 sec): 3 clusters Score: Raw -6525102.108214 + Penalty 3588.017461 = -6521514.090753 nChanged 293 SP:Iteration 31Q (5577.179915 sec): 3 clusters Score: Raw -6525163.920644 + Penalty 3588.017461 = -6521575.903183 nChanged 276 SP:Iteration 32Q (5577.316887 sec): 3 clusters Score: Raw -6525217.209870 + Penalty 3588.017461 = -6521629.192408 nChanged 258 SP:Iteration 33Q (5577.447121 sec): 3 clusters Score: Raw -6525269.612905 + Penalty 3588.017461 = -6521681.595443 nChanged 228 SP:Iteration 34Q (5577.583299 sec): 3 clusters Score: Raw -6525309.996730 + Penalty 3588.017461 = -6521721.979269 nChanged 192 SP:Iteration 35Q (5577.724371 sec): 3 clusters Score: Raw -6525337.904130 + Penalty 3588.017461 = -6521749.886669 nChanged 166 SP:Iteration 36Q (5577.849968 sec): 3 clusters Score: Raw -6525362.993935 + Penalty 3588.017461 = -6521774.976474 nChanged 143 SP:Iteration 37Q (5577.987568 sec): 3 clusters Score: Raw -6525381.524720 + Penalty 3588.017461 = -6521793.507259 nChanged 124 SP:Iteration 38Q (5578.117546 sec): 3 clusters Score: Raw -6525395.853977 + Penalty 3588.017461 = -6521807.836515 nChanged 106 SP:Iteration 39Q (5578.248607 sec): 3 clusters Score: Raw -6525408.613311 + Penalty 3588.017461 = -6521820.595850 nChanged 103 SP:Iteration 40F (5578.397592 sec): 3 clusters Score: Raw -6525419.842645 + Penalty 3588.017461 = -6521831.825184 nChanged 110 SP:Iteration 41Q (5578.535286 sec): 3 clusters Score: Raw -6525432.374624 + Penalty 3588.017461 = -6521844.357163 nChanged 92 SP:Iteration 42Q (5578.670795 sec): 3 clusters Score: Raw -6525442.246062 + Penalty 3588.017461 = -6521854.228601 nChanged 73 SP:Iteration 43Q (5578.806796 sec): 3 clusters Score: Raw -6525448.581241 + Penalty 3588.017461 = -6521860.563780 nChanged 69 SP:Iteration 44Q (5578.930567 sec): 3 clusters Score: Raw -6525453.925424 + Penalty 3588.017461 = -6521865.907962 nChanged 57 SP:Iteration 45Q (5579.071951 sec): 3 clusters Score: Raw -6525458.298019 + Penalty 3588.017461 = -6521870.280557 nChanged 52 SP:Iteration 46Q (5579.217274 sec): 3 clusters Score: Raw -6525462.564081 + Penalty 3588.017461 = -6521874.546620 nChanged 49 SP:Iteration 47Q (5579.347999 sec): 3 clusters Score: Raw -6525466.507395 + Penalty 3588.017461 = -6521878.489934 nChanged 41 SP:Iteration 48Q (5579.474362 sec): 3 clusters Score: Raw -6525469.505410 + Penalty 3588.017461 = -6521881.487949 nChanged 46 SP:Iteration 49Q (5579.598962 sec): 3 clusters Score: Raw -6525473.151888 + Penalty 3588.017461 = -6521885.134426 nChanged 48 SP:Iteration 50Q (5579.721343 sec): 3 clusters Score: Raw -6525477.304696 + Penalty 3588.017461 = -6521889.287235 nChanged 43 SP:Iteration 51Q (5579.864117 sec): 3 clusters Score: Raw -6525481.292991 + Penalty 3588.017461 = -6521893.275530 nChanged 39 SP:Iteration 52Q (5579.993718 sec): 3 clusters Score: Raw -6525484.217370 + Penalty 3588.017461 = -6521896.199909 nChanged 35 SP:Iteration 53Q (5580.126216 sec): 3 clusters Score: Raw -6525486.813179 + Penalty 3588.017461 = -6521898.795717 nChanged 33 SP:Iteration 54Q (5580.248959 sec): 3 clusters Score: Raw -6525489.327877 + Penalty 3588.017461 = -6521901.310416 nChanged 39 SP:Iteration 55Q (5580.374787 sec): 3 clusters Score: Raw -6525492.119322 + Penalty 3588.017461 = -6521904.101861 nChanged 42 SP:Iteration 56Q (5580.496233 sec): 3 clusters Score: Raw -6525495.270750 + Penalty 3588.017461 = -6521907.253289 nChanged 48 SP:Iteration 57Q (5580.602838 sec): 3 clusters Score: Raw -6525498.930077 + Penalty 3588.017461 = -6521910.912616 nChanged 55 SP:Iteration 58Q (5580.728561 sec): 3 clusters Score: Raw -6525503.750696 + Penalty 3588.017461 = -6521915.733235 nChanged 55 SP:Iteration 59Q (5580.846204 sec): 3 clusters Score: Raw -6525508.655029 + Penalty 3588.017461 = -6521920.637568 nChanged 49 SP:Iteration 60F (5580.984238 sec): 3 clusters Score: Raw -6525511.760136 + Penalty 3588.017461 = -6521923.742675 nChanged 29 SP:Iteration 61Q (5581.112762 sec): 3 clusters Score: Raw -6525513.803371 + Penalty 3588.017461 = -6521925.785910 nChanged 23 SP:Iteration 62Q (5581.243274 sec): 3 clusters Score: Raw -6525515.002079 + Penalty 3588.017461 = -6521926.984618 nChanged 21 SP:Iteration 63Q (5581.370077 sec): 3 clusters Score: Raw -6525516.187987 + Penalty 3588.017461 = -6521928.170526 nChanged 22 SP:Iteration 64Q (5581.507669 sec): 3 clusters Score: Raw -6525517.521766 + Penalty 3588.017461 = -6521929.504305 nChanged 15 SP:Iteration 65Q (5581.635870 sec): 3 clusters Score: Raw -6525518.308981 + Penalty 3588.017461 = -6521930.291520 nChanged 20 SP:Iteration 66Q (5581.765398 sec): 3 clusters Score: Raw -6525519.345676 + Penalty 3588.017461 = -6521931.328215 nChanged 14 SP:Iteration 67Q (5581.894471 sec): 3 clusters Score: Raw -6525520.104316 + Penalty 3588.017461 = -6521932.086855 nChanged 12 SP:Iteration 68Q (5582.023077 sec): 3 clusters Score: Raw -6525520.627464 + Penalty 3588.017461 = -6521932.610003 nChanged 13 SP:Iteration 69Q (5582.152981 sec): 3 clusters Score: Raw -6525521.211112 + Penalty 3588.017461 = -6521933.193651 nChanged 10 SP:Iteration 70Q (5582.281386 sec): 3 clusters Score: Raw -6525521.725891 + Penalty 3588.017461 = -6521933.708430 nChanged 13 SP:Iteration 71Q (5582.406091 sec): 3 clusters Score: Raw -6525522.407271 + Penalty 3588.017461 = -6521934.389809 nChanged 8 SP:Iteration 72Q (5582.524803 sec): 3 clusters Score: Raw -6525522.723005 + Penalty 3588.017461 = -6521934.705544 nChanged 9 SP:Iteration 73Q (5582.657387 sec): 3 clusters Score: Raw -6525523.066619 + Penalty 3588.017461 = -6521935.049158 nChanged 11 SP:Iteration 74Q (5582.778539 sec): 3 clusters Score: Raw -6525523.668036 + Penalty 3588.017461 = -6521935.650574 nChanged 18 SP:Iteration 75Q (5582.908596 sec): 3 clusters Score: Raw -6525525.015553 + Penalty 3588.017461 = -6521936.998092 nChanged 21 SP:Iteration 76Q (5583.036403 sec): 3 clusters Score: Raw -6525526.383344 + Penalty 3588.017461 = -6521938.365883 nChanged 24 SP:Iteration 77Q (5583.168911 sec): 3 clusters Score: Raw -6525527.956349 + Penalty 3588.017461 = -6521939.938887 nChanged 29 SP:Iteration 78Q (5583.286209 sec): 3 clusters Score: Raw -6525530.691877 + Penalty 3588.017461 = -6521942.674416 nChanged 47 SP:Iteration 79Q (5583.420170 sec): 3 clusters Score: Raw -6525535.316184 + Penalty 3588.017461 = -6521947.298723 nChanged 34 SP:Iteration 80F (5583.560995 sec): 3 clusters Score: Raw -6525538.004129 + Penalty 3588.017461 = -6521949.986668 nChanged 26 SP:Iteration 81Q (5583.689475 sec): 3 clusters Score: Raw -6525539.912089 + Penalty 3588.017461 = -6521951.894628 nChanged 25 SP:Iteration 82Q (5583.809881 sec): 3 clusters Score: Raw -6525541.350564 + Penalty 3588.017461 = -6521953.333103 nChanged 19 SP:Iteration 83Q (5583.939330 sec): 3 clusters Score: Raw -6525542.274441 + Penalty 3588.017461 = -6521954.256980 nChanged 13 SP:Iteration 84Q (5584.072267 sec): 3 clusters Score: Raw -6525543.066486 + Penalty 3588.017461 = -6521955.049024 nChanged 18 SP:Iteration 85Q (5584.207455 sec): 3 clusters Score: Raw -6525544.179097 + Penalty 3588.017461 = -6521956.161636 nChanged 19 SP:Iteration 86Q (5584.345126 sec): 3 clusters Score: Raw -6525545.227251 + Penalty 3588.017461 = -6521957.209790 nChanged 18 SP:Iteration 87Q (5584.471066 sec): 3 clusters Score: Raw -6525546.556639 + Penalty 3588.017461 = -6521958.539178 nChanged 19 SP:Iteration 88Q (5584.602601 sec): 3 clusters Score: Raw -6525547.826528 + Penalty 3588.017461 = -6521959.809067 nChanged 22 SP:Iteration 89Q (5584.725204 sec): 3 clusters Score: Raw -6525549.387970 + Penalty 3588.017461 = -6521961.370509 nChanged 26 SP:Iteration 90Q (5584.855149 sec): 3 clusters Score: Raw -6525551.506350 + Penalty 3588.017461 = -6521963.488889 nChanged 18 SP:Iteration 91Q (5584.985218 sec): 3 clusters Score: Raw -6525552.662343 + Penalty 3588.017461 = -6521964.644882 nChanged 15 SP:Iteration 92Q (5585.114231 sec): 3 clusters Score: Raw -6525553.348366 + Penalty 3588.017461 = -6521965.330905 nChanged 10 SP:Iteration 93Q (5585.246450 sec): 3 clusters Score: Raw -6525553.902684 + Penalty 3588.017461 = -6521965.885223 nChanged 8 SP:Iteration 94Q (5585.359812 sec): 3 clusters Score: Raw -6525554.203395 + Penalty 3588.017461 = -6521966.185934 nChanged 4 SP:Iteration 95Q (5585.495602 sec): 3 clusters Score: Raw -6525554.390032 + Penalty 3588.017461 = -6521966.372570 nChanged 7 SP:Iteration 96Q (5585.614570 sec): 3 clusters Score: Raw -6525554.978481 + Penalty 3588.017461 = -6521966.961020 nChanged 14 SP:Iteration 97Q (5585.738571 sec): 3 clusters Score: Raw -6525555.761912 + Penalty 3588.017461 = -6521967.744450 nChanged 19 SP:Iteration 98Q (5585.863235 sec): 3 clusters Score: Raw -6525557.025414 + Penalty 3588.017461 = -6521969.007953 nChanged 19 SP:Iteration 99Q (5585.990734 sec): 3 clusters Score: Raw -6525558.187263 + Penalty 3588.017461 = -6521970.169802 nChanged 18 SP:Iteration 100F (5586.139953 sec): 3 clusters Score: Raw -6525559.356623 + Penalty 3588.017461 = -6521971.339162 nChanged 17 SP:Iteration 101Q (5586.258334 sec): 3 clusters Score: Raw -6525561.274405 + Penalty 3588.017461 = -6521973.256944 nChanged 24 SP:Iteration 102Q (5586.369562 sec): 3 clusters Score: Raw -6525563.484159 + Penalty 3588.017461 = -6521975.466698 nChanged 33 SP:Iteration 103Q (5586.500454 sec): 3 clusters Score: Raw -6525565.904320 + Penalty 3588.017461 = -6521977.886859 nChanged 25 SP:Iteration 104Q (5586.645117 sec): 3 clusters Score: Raw -6525567.427591 + Penalty 3588.017461 = -6521979.410130 nChanged 24 SP:Iteration 105Q (5586.784226 sec): 3 clusters Score: Raw -6525568.890277 + Penalty 3588.017461 = -6521980.872816 nChanged 19 SP:Iteration 106Q (5586.924500 sec): 3 clusters Score: Raw -6525570.447042 + Penalty 3588.017461 = -6521982.429581 nChanged 21 SP:Iteration 107Q (5587.039025 sec): 3 clusters Score: Raw -6525572.080934 + Penalty 3588.017461 = -6521984.063473 nChanged 19 SP:Iteration 108Q (5587.180108 sec): 3 clusters Score: Raw -6525573.112177 + Penalty 3588.017461 = -6521985.094716 nChanged 13 SP:Iteration 109Q (5587.319576 sec): 3 clusters Score: Raw -6525573.804820 + Penalty 3588.017461 = -6521985.787359 nChanged 8 SP:Iteration 110Q (5587.457982 sec): 3 clusters Score: Raw -6525574.297588 + Penalty 3588.017461 = -6521986.280127 nChanged 7 SP:Iteration 111Q (5587.591021 sec): 3 clusters Score: Raw -6525574.774858 + Penalty 3588.017461 = -6521986.757397 nChanged 5 SP:Iteration 112Q (5587.732970 sec): 3 clusters Score: Raw -6525574.941378 + Penalty 3588.017461 = -6521986.923917 nChanged 6 SP:Iteration 113Q (5587.855672 sec): 3 clusters Score: Raw -6525575.245190 + Penalty 3588.017461 = -6521987.227728 nChanged 7 SP:Iteration 114Q (5587.989685 sec): 3 clusters Score: Raw -6525575.622386 + Penalty 3588.017461 = -6521987.604925 nChanged 7 SP:Iteration 115Q (5588.103042 sec): 3 clusters Score: Raw -6525576.021529 + Penalty 3588.017461 = -6521988.004068 nChanged 3 SP:Iteration 116Q (5588.224578 sec): 3 clusters Score: Raw -6525576.177500 + Penalty 3588.017461 = -6521988.160038 nChanged 3 SP:Iteration 117Q (5588.329747 sec): 3 clusters Score: Raw -6525576.289426 + Penalty 3588.017461 = -6521988.271965 nChanged 2 SP:Iteration 118Q (5588.458668 sec): 3 clusters Score: Raw -6525576.385293 + Penalty 3588.017461 = -6521988.367832 nChanged 3 SP:Iteration 119Q (5588.588295 sec): 3 clusters Score: Raw -6525576.624444 + Penalty 3588.017461 = -6521988.606983 nChanged 5 SP:Iteration 120F (5588.720342 sec): 3 clusters Score: Raw -6525576.950894 + Penalty 3588.017461 = -6521988.933433 nChanged 6 SP:Iteration 121Q (5588.854152 sec): 3 clusters Score: Raw -6525577.192374 + Penalty 3588.017461 = -6521989.174913 nChanged 5 SP:Iteration 122Q (5588.968591 sec): 3 clusters Score: Raw -6525577.492385 + Penalty 3588.017461 = -6521989.474924 nChanged 5 SP:Iteration 123Q (5589.096226 sec): 3 clusters Score: Raw -6525577.797829 + Penalty 3588.017461 = -6521989.780368 nChanged 7 SP:Iteration 124Q (5589.223111 sec): 3 clusters Score: Raw -6525578.118313 + Penalty 3588.017461 = -6521990.100852 nChanged 8 SP:Iteration 125Q (5589.362339 sec): 3 clusters Score: Raw -6525578.625808 + Penalty 3588.017461 = -6521990.608347 nChanged 6 SP:Iteration 126Q (5589.490541 sec): 3 clusters Score: Raw -6525579.032999 + Penalty 3588.017461 = -6521991.015537 nChanged 9 SP:Iteration 127Q (5589.626303 sec): 3 clusters Score: Raw -6525579.470486 + Penalty 3588.017461 = -6521991.453024 nChanged 7 SP:Iteration 128Q (5589.759197 sec): 3 clusters Score: Raw -6525579.801205 + Penalty 3588.017461 = -6521991.783744 nChanged 6 SP:Iteration 129Q (5589.885927 sec): 3 clusters Score: Raw -6525580.201950 + Penalty 3588.017461 = -6521992.184489 nChanged 5 SP:Iteration 130Q (5590.007812 sec): 3 clusters Score: Raw -6525580.413827 + Penalty 3588.017461 = -6521992.396366 nChanged 4 SP:Iteration 131Q (5590.142401 sec): 3 clusters Score: Raw -6525580.583479 + Penalty 3588.017461 = -6521992.566017 nChanged 4 SP:Iteration 132Q (5590.268498 sec): 3 clusters Score: Raw -6525580.799433 + Penalty 3588.017461 = -6521992.781972 nChanged 6 SP:Iteration 133Q (5590.412607 sec): 3 clusters Score: Raw -6525580.929017 + Penalty 3588.017461 = -6521992.911556 nChanged 1 SP:Iteration 134Q (5590.536702 sec): 3 clusters Score: Raw -6525580.942001 + Penalty 3588.017461 = -6521992.924540 nChanged 1 SP:Iteration 135Q (5590.656382 sec): 3 clusters Score: Raw -6525581.000986 + Penalty 3588.017461 = -6521992.983525 nChanged 1 SP:Iteration 136Q (5590.777602 sec): 3 clusters Score: Raw -6525581.050055 + Penalty 3588.017461 = -6521993.032593 nChanged 2 SP:Iteration 137Q (5590.916821 sec): 3 clusters Score: Raw -6525581.107511 + Penalty 3588.017461 = -6521993.090050 nChanged 2 SP:Iteration 138Q (5591.035168 sec): 3 clusters Score: Raw -6525581.191098 + Penalty 3588.017461 = -6521993.173637 nChanged 0 SP:Iteration 139F (5591.182819 sec): 3 clusters Score: Raw -6525581.191098 + Penalty 3588.017461 = -6521993.173637 nChanged 0 Trying to split cluster 19 (3878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5591.228008 sec): 2 clusters Score: Raw -409711.859435 + Penalty 1342.749661 = -408369.109774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5591.272054 sec): 3 clusters Score: Raw -407800.670527 + Penalty 2685.499322 = -405115.171206 nChanged 1562 SP:Iteration 1F (5591.325758 sec): 3 clusters Score: Raw -408648.963311 + Penalty 2685.499322 = -405963.463990 nChanged 268 SP:Iteration 2F (5591.378887 sec): 3 clusters Score: Raw -408787.590913 + Penalty 2685.499322 = -406102.091591 nChanged 171 SP:Iteration 3Q (5591.439664 sec): 3 clusters Score: Raw -408870.796804 + Penalty 2685.499322 = -406185.297483 nChanged 131 SP:Iteration 4Q (5591.500168 sec): 3 clusters Score: Raw -408932.954907 + Penalty 2685.499322 = -406247.455586 nChanged 115 SP:Iteration 5Q (5591.544230 sec): 3 clusters Score: Raw -408985.371229 + Penalty 2685.499322 = -406299.871908 nChanged 103 SP:Iteration 6Q (5591.609318 sec): 3 clusters Score: Raw -409042.839107 + Penalty 2685.499322 = -406357.339785 nChanged 113 SP:Iteration 7Q (5591.661226 sec): 3 clusters Score: Raw -409106.616693 + Penalty 2685.499322 = -406421.117372 nChanged 122 SP:Iteration 8Q (5591.718227 sec): 3 clusters Score: Raw -409179.794972 + Penalty 2685.499322 = -406494.295650 nChanged 124 SP:Iteration 9Q (5591.772580 sec): 3 clusters Score: Raw -409260.224041 + Penalty 2685.499322 = -406574.724719 nChanged 130 SP:Iteration 10Q (5591.825946 sec): 3 clusters Score: Raw -409343.920025 + Penalty 2685.499322 = -406658.420703 nChanged 147 SP:Iteration 11Q (5591.873248 sec): 3 clusters Score: Raw -409437.151817 + Penalty 2685.499322 = -406751.652495 nChanged 149 SP:Iteration 12Q (5591.940566 sec): 3 clusters Score: Raw -409539.184945 + Penalty 2685.499322 = -406853.685624 nChanged 128 SP:Iteration 13Q (5591.982928 sec): 3 clusters Score: Raw -409609.969912 + Penalty 2685.499322 = -406924.470590 nChanged 105 SP:Iteration 14Q (5592.046059 sec): 3 clusters Score: Raw -409659.163316 + Penalty 2685.499322 = -406973.663994 nChanged 83 SP:Iteration 15Q (5592.096613 sec): 3 clusters Score: Raw -409698.334262 + Penalty 2685.499322 = -407012.834940 nChanged 69 SP:Iteration 16Q (5592.146150 sec): 3 clusters Score: Raw -409729.018990 + Penalty 2685.499322 = -407043.519668 nChanged 58 SP:Iteration 17Q (5592.192039 sec): 3 clusters Score: Raw -409753.755114 + Penalty 2685.499322 = -407068.255793 nChanged 50 SP:Iteration 18Q (5592.252800 sec): 3 clusters Score: Raw -409774.364162 + Penalty 2685.499322 = -407088.864841 nChanged 44 SP:Iteration 19Q (5592.312197 sec): 3 clusters Score: Raw -409792.315712 + Penalty 2685.499322 = -407106.816391 nChanged 42 SP:Iteration 20F (5592.361067 sec): 3 clusters Score: Raw -409807.706681 + Penalty 2685.499322 = -407122.207360 nChanged 36 SP:Iteration 21Q (5592.411211 sec): 3 clusters Score: Raw -409818.911406 + Penalty 2685.499322 = -407133.412085 nChanged 38 SP:Iteration 22Q (5592.467238 sec): 3 clusters Score: Raw -409836.641712 + Penalty 2685.499322 = -407151.142391 nChanged 38 SP:Iteration 23Q (5592.521500 sec): 3 clusters Score: Raw -409852.176227 + Penalty 2685.499322 = -407166.676905 nChanged 34 SP:Iteration 24Q (5592.577139 sec): 3 clusters Score: Raw -409864.679491 + Penalty 2685.499322 = -407179.180169 nChanged 30 SP:Iteration 25Q (5592.636225 sec): 3 clusters Score: Raw -409877.546638 + Penalty 2685.499322 = -407192.047316 nChanged 32 SP:Iteration 26Q (5592.693237 sec): 3 clusters Score: Raw -409891.232585 + Penalty 2685.499322 = -407205.733264 nChanged 37 SP:Iteration 27Q (5592.746170 sec): 3 clusters Score: Raw -409906.386901 + Penalty 2685.499322 = -407220.887579 nChanged 36 SP:Iteration 28Q (5592.793311 sec): 3 clusters Score: Raw -409919.339554 + Penalty 2685.499322 = -407233.840232 nChanged 36 SP:Iteration 29Q (5592.854711 sec): 3 clusters Score: Raw -409933.359273 + Penalty 2685.499322 = -407247.859951 nChanged 36 SP:Iteration 30Q (5592.905991 sec): 3 clusters Score: Raw -409949.808980 + Penalty 2685.499322 = -407264.309659 nChanged 33 SP:Iteration 31Q (5592.954218 sec): 3 clusters Score: Raw -409962.881776 + Penalty 2685.499322 = -407277.382454 nChanged 35 SP:Iteration 32Q (5593.017692 sec): 3 clusters Score: Raw -409975.386028 + Penalty 2685.499322 = -407289.886706 nChanged 26 SP:Iteration 33Q (5593.071015 sec): 3 clusters Score: Raw -409990.258955 + Penalty 2685.499322 = -407304.759634 nChanged 37 SP:Iteration 34Q (5593.119152 sec): 3 clusters Score: Raw -410007.022190 + Penalty 2685.499322 = -407321.522868 nChanged 34 SP:Iteration 35Q (5593.180998 sec): 3 clusters Score: Raw -410020.628629 + Penalty 2685.499322 = -407335.129307 nChanged 31 SP:Iteration 36Q (5593.238399 sec): 3 clusters Score: Raw -410031.712477 + Penalty 2685.499322 = -407346.213155 nChanged 25 SP:Iteration 37Q (5593.294663 sec): 3 clusters Score: Raw -410040.466907 + Penalty 2685.499322 = -407354.967586 nChanged 22 SP:Iteration 38Q (5593.337899 sec): 3 clusters Score: Raw -410048.045471 + Penalty 2685.499322 = -407362.546149 nChanged 19 SP:Iteration 39Q (5593.403952 sec): 3 clusters Score: Raw -410055.583793 + Penalty 2685.499322 = -407370.084471 nChanged 17 SP:Iteration 40F (5593.460540 sec): 3 clusters Score: Raw -410062.511972 + Penalty 2685.499322 = -407377.012651 nChanged 16 SP:Iteration 41Q (5593.512539 sec): 3 clusters Score: Raw -410068.080045 + Penalty 2685.499322 = -407382.580723 nChanged 13 SP:Iteration 42Q (5593.564970 sec): 3 clusters Score: Raw -410072.558642 + Penalty 2685.499322 = -407387.059320 nChanged 17 SP:Iteration 43Q (5593.620205 sec): 3 clusters Score: Raw -410078.938202 + Penalty 2685.499322 = -407393.438880 nChanged 17 SP:Iteration 44Q (5593.661561 sec): 3 clusters Score: Raw -410087.577903 + Penalty 2685.499322 = -407402.078582 nChanged 23 SP:Iteration 45Q (5593.724710 sec): 3 clusters Score: Raw -410100.350392 + Penalty 2685.499322 = -407414.851071 nChanged 24 SP:Iteration 46Q (5593.768163 sec): 3 clusters Score: Raw -410110.904112 + Penalty 2685.499322 = -407425.404790 nChanged 20 SP:Iteration 47Q (5593.823965 sec): 3 clusters Score: Raw -410119.551896 + Penalty 2685.499322 = -407434.052574 nChanged 15 SP:Iteration 48Q (5593.887201 sec): 3 clusters Score: Raw -410125.374826 + Penalty 2685.499322 = -407439.875505 nChanged 12 SP:Iteration 49Q (5593.946424 sec): 3 clusters Score: Raw -410131.553806 + Penalty 2685.499322 = -407446.054484 nChanged 13 SP:Iteration 50Q (5593.999832 sec): 3 clusters Score: Raw -410137.306402 + Penalty 2685.499322 = -407451.807081 nChanged 15 SP:Iteration 51Q (5594.042531 sec): 3 clusters Score: Raw -410145.673314 + Penalty 2685.499322 = -407460.173992 nChanged 16 SP:Iteration 52Q (5594.108538 sec): 3 clusters Score: Raw -410155.488874 + Penalty 2685.499322 = -407469.989553 nChanged 15 SP:Iteration 53Q (5594.156857 sec): 3 clusters Score: Raw -410161.638870 + Penalty 2685.499322 = -407476.139549 nChanged 7 SP:Iteration 54Q (5594.214794 sec): 3 clusters Score: Raw -410163.501313 + Penalty 2685.499322 = -407478.001992 nChanged 4 SP:Iteration 55Q (5594.268337 sec): 3 clusters Score: Raw -410164.581190 + Penalty 2685.499322 = -407479.081868 nChanged 2 SP:Iteration 56Q (5594.319206 sec): 3 clusters Score: Raw -410165.471351 + Penalty 2685.499322 = -407479.972029 nChanged 2 SP:Iteration 57Q (5594.382131 sec): 3 clusters Score: Raw -410166.120005 + Penalty 2685.499322 = -407480.620684 nChanged 2 SP:Iteration 58Q (5594.429166 sec): 3 clusters Score: Raw -410166.382049 + Penalty 2685.499322 = -407480.882727 nChanged 0 SP:Iteration 59F (5594.487647 sec): 3 clusters Score: Raw -410166.382049 + Penalty 2685.499322 = -407480.882727 nChanged 0 Trying to split cluster 20 (8115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5594.517459 sec): 2 clusters Score: Raw -834697.381065 + Penalty 1462.738790 = -833234.642274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5594.582506 sec): 3 clusters Score: Raw -830156.875345 + Penalty 2925.477581 = -827231.397764 nChanged 3507 SP:Iteration 1F (5594.644504 sec): 3 clusters Score: Raw -832143.291297 + Penalty 2925.477581 = -829217.813716 nChanged 632 SP:Iteration 2F (5594.702579 sec): 3 clusters Score: Raw -832517.186698 + Penalty 2925.477581 = -829591.709117 nChanged 503 SP:Iteration 3F (5594.751337 sec): 3 clusters Score: Raw -832817.509030 + Penalty 2925.477581 = -829892.031449 nChanged 440 SP:Iteration 4F (5594.811145 sec): 3 clusters Score: Raw -833104.750357 + Penalty 2925.477581 = -830179.272776 nChanged 418 SP:Iteration 5F (5594.882573 sec): 3 clusters Score: Raw -833390.667319 + Penalty 2925.477581 = -830465.189738 nChanged 398 SP:Iteration 6Q (5594.933839 sec): 3 clusters Score: Raw -833662.029123 + Penalty 2925.477581 = -830736.551542 nChanged 389 SP:Iteration 7Q (5595.003212 sec): 3 clusters Score: Raw -833939.794396 + Penalty 2925.477581 = -831014.316815 nChanged 325 SP:Iteration 8Q (5595.055558 sec): 3 clusters Score: Raw -834162.859099 + Penalty 2925.477581 = -831237.381518 nChanged 261 SP:Iteration 9Q (5595.129698 sec): 3 clusters Score: Raw -834352.776160 + Penalty 2925.477581 = -831427.298579 nChanged 225 SP:Iteration 10Q (5595.188833 sec): 3 clusters Score: Raw -834516.980964 + Penalty 2925.477581 = -831591.503383 nChanged 186 SP:Iteration 11Q (5595.239223 sec): 3 clusters Score: Raw -834639.936363 + Penalty 2925.477581 = -831714.458782 nChanged 142 SP:Iteration 12Q (5595.311531 sec): 3 clusters Score: Raw -834724.122746 + Penalty 2925.477581 = -831798.645165 nChanged 118 SP:Iteration 13Q (5595.369870 sec): 3 clusters Score: Raw -834797.877412 + Penalty 2925.477581 = -831872.399831 nChanged 104 SP:Iteration 14Q (5595.429791 sec): 3 clusters Score: Raw -834868.072814 + Penalty 2925.477581 = -831942.595233 nChanged 86 SP:Iteration 15Q (5595.494585 sec): 3 clusters Score: Raw -834936.903105 + Penalty 2925.477581 = -832011.425524 nChanged 87 SP:Iteration 16Q (5595.543023 sec): 3 clusters Score: Raw -835011.524519 + Penalty 2925.477581 = -832086.046938 nChanged 88 SP:Iteration 17Q (5595.602801 sec): 3 clusters Score: Raw -835077.002030 + Penalty 2925.477581 = -832151.524449 nChanged 56 SP:Iteration 18Q (5595.671668 sec): 3 clusters Score: Raw -835119.456639 + Penalty 2925.477581 = -832193.979058 nChanged 47 SP:Iteration 19Q (5595.734177 sec): 3 clusters Score: Raw -835162.671182 + Penalty 2925.477581 = -832237.193601 nChanged 41 SP:Iteration 20F (5595.794426 sec): 3 clusters Score: Raw -835205.358394 + Penalty 2925.477581 = -832279.880813 nChanged 36 SP:Iteration 21Q (5595.850537 sec): 3 clusters Score: Raw -835246.340442 + Penalty 2925.477581 = -832320.862861 nChanged 25 SP:Iteration 22Q (5595.911325 sec): 3 clusters Score: Raw -835275.064885 + Penalty 2925.477581 = -832349.587304 nChanged 20 SP:Iteration 23Q (5595.971399 sec): 3 clusters Score: Raw -835309.575277 + Penalty 2925.477581 = -832384.097696 nChanged 28 SP:Iteration 24Q (5596.017684 sec): 3 clusters Score: Raw -835336.427113 + Penalty 2925.477581 = -832410.949532 nChanged 20 SP:Iteration 25Q (5596.073707 sec): 3 clusters Score: Raw -835359.052794 + Penalty 2925.477581 = -832433.575213 nChanged 24 SP:Iteration 26Q (5596.140342 sec): 3 clusters Score: Raw -835385.973918 + Penalty 2925.477581 = -832460.496337 nChanged 16 SP:Iteration 27Q (5596.194075 sec): 3 clusters Score: Raw -835402.035950 + Penalty 2925.477581 = -832476.558369 nChanged 16 SP:Iteration 28Q (5596.250513 sec): 3 clusters Score: Raw -835414.956510 + Penalty 2925.477581 = -832489.478929 nChanged 16 SP:Iteration 29Q (5596.314017 sec): 3 clusters Score: Raw -835426.718052 + Penalty 2925.477581 = -832501.240471 nChanged 10 SP:Iteration 30Q (5596.377125 sec): 3 clusters Score: Raw -835437.203415 + Penalty 2925.477581 = -832511.725834 nChanged 12 SP:Iteration 31Q (5596.427035 sec): 3 clusters Score: Raw -835454.528363 + Penalty 2925.477581 = -832529.050782 nChanged 12 SP:Iteration 32Q (5596.496712 sec): 3 clusters Score: Raw -835467.073056 + Penalty 2925.477581 = -832541.595475 nChanged 16 SP:Iteration 33Q (5596.551721 sec): 3 clusters Score: Raw -835482.301064 + Penalty 2925.477581 = -832556.823483 nChanged 14 SP:Iteration 34Q (5596.600983 sec): 3 clusters Score: Raw -835494.701518 + Penalty 2925.477581 = -832569.223937 nChanged 23 SP:Iteration 35Q (5596.658339 sec): 3 clusters Score: Raw -835515.083760 + Penalty 2925.477581 = -832589.606179 nChanged 20 SP:Iteration 36Q (5596.722307 sec): 3 clusters Score: Raw -835530.229840 + Penalty 2925.477581 = -832604.752259 nChanged 18 SP:Iteration 37Q (5596.781805 sec): 3 clusters Score: Raw -835551.190385 + Penalty 2925.477581 = -832625.712804 nChanged 24 SP:Iteration 38Q (5596.832865 sec): 3 clusters Score: Raw -835581.766651 + Penalty 2925.477581 = -832656.289070 nChanged 17 SP:Iteration 39Q (5596.901206 sec): 3 clusters Score: Raw -835599.029127 + Penalty 2925.477581 = -832673.551546 nChanged 12 SP:Iteration 40F (5596.954748 sec): 3 clusters Score: Raw -835644.799652 + Penalty 2925.477581 = -832719.322072 nChanged 24 SP:Iteration 41Q (5597.015965 sec): 3 clusters Score: Raw -835692.849779 + Penalty 2925.477581 = -832767.372198 nChanged 34 SP:Iteration 42Q (5597.068610 sec): 3 clusters Score: Raw -835736.708106 + Penalty 2925.477581 = -832811.230525 nChanged 40 SP:Iteration 43Q (5597.111591 sec): 3 clusters Score: Raw -835782.187220 + Penalty 2925.477581 = -832856.709639 nChanged 39 SP:Iteration 44Q (5597.174556 sec): 3 clusters Score: Raw -835815.552257 + Penalty 2925.477581 = -832890.074676 nChanged 28 SP:Iteration 45Q (5597.217332 sec): 3 clusters Score: Raw -835834.782095 + Penalty 2925.477581 = -832909.304514 nChanged 25 SP:Iteration 46Q (5597.271232 sec): 3 clusters Score: Raw -835852.877217 + Penalty 2925.477581 = -832927.399636 nChanged 22 SP:Iteration 47Q (5597.335826 sec): 3 clusters Score: Raw -835865.414911 + Penalty 2925.477581 = -832939.937330 nChanged 15 SP:Iteration 48Q (5597.391952 sec): 3 clusters Score: Raw -835874.380026 + Penalty 2925.477581 = -832948.902445 nChanged 13 SP:Iteration 49Q (5597.454855 sec): 3 clusters Score: Raw -835881.309571 + Penalty 2925.477581 = -832955.831990 nChanged 14 SP:Iteration 50Q (5597.510361 sec): 3 clusters Score: Raw -835890.350071 + Penalty 2925.477581 = -832964.872490 nChanged 16 SP:Iteration 51Q (5597.559195 sec): 3 clusters Score: Raw -835898.275285 + Penalty 2925.477581 = -832972.797704 nChanged 7 SP:Iteration 52Q (5597.617501 sec): 3 clusters Score: Raw -835901.668564 + Penalty 2925.477581 = -832976.190983 nChanged 11 SP:Iteration 53Q (5597.677834 sec): 3 clusters Score: Raw -835909.167022 + Penalty 2925.477581 = -832983.689441 nChanged 14 SP:Iteration 54Q (5597.741434 sec): 3 clusters Score: Raw -835915.881954 + Penalty 2925.477581 = -832990.404373 nChanged 10 SP:Iteration 55Q (5597.809583 sec): 3 clusters Score: Raw -835919.411319 + Penalty 2925.477581 = -832993.933738 nChanged 7 SP:Iteration 56Q (5597.865652 sec): 3 clusters Score: Raw -835922.744323 + Penalty 2925.477581 = -832997.266742 nChanged 8 SP:Iteration 57Q (5597.916406 sec): 3 clusters Score: Raw -835925.477015 + Penalty 2925.477581 = -832999.999434 nChanged 3 SP:Iteration 58Q (5597.987526 sec): 3 clusters Score: Raw -835926.591743 + Penalty 2925.477581 = -833001.114162 nChanged 6 SP:Iteration 59Q (5598.045372 sec): 3 clusters Score: Raw -835930.196154 + Penalty 2925.477581 = -833004.718573 nChanged 7 SP:Iteration 60F (5598.106367 sec): 3 clusters Score: Raw -835940.602289 + Penalty 2925.477581 = -833015.124708 nChanged 10 SP:Iteration 61Q (5598.165769 sec): 3 clusters Score: Raw -835952.238654 + Penalty 2925.477581 = -833026.761073 nChanged 16 SP:Iteration 62Q (5598.225821 sec): 3 clusters Score: Raw -835962.201095 + Penalty 2925.477581 = -833036.723514 nChanged 16 SP:Iteration 63Q (5598.274392 sec): 3 clusters Score: Raw -835970.523511 + Penalty 2925.477581 = -833045.045930 nChanged 13 SP:Iteration 64Q (5598.333733 sec): 3 clusters Score: Raw -835977.166477 + Penalty 2925.477581 = -833051.688896 nChanged 13 SP:Iteration 65Q (5598.403707 sec): 3 clusters Score: Raw -835981.941821 + Penalty 2925.477581 = -833056.464240 nChanged 7 SP:Iteration 66Q (5598.454020 sec): 3 clusters Score: Raw -835984.561988 + Penalty 2925.477581 = -833059.084407 nChanged 6 SP:Iteration 67Q (5598.525384 sec): 3 clusters Score: Raw -835988.894821 + Penalty 2925.477581 = -833063.417240 nChanged 7 SP:Iteration 68Q (5598.582384 sec): 3 clusters Score: Raw -835992.755252 + Penalty 2925.477581 = -833067.277671 nChanged 7 SP:Iteration 69Q (5598.638161 sec): 3 clusters Score: Raw -835996.414345 + Penalty 2925.477581 = -833070.936764 nChanged 7 SP:Iteration 70Q (5598.689741 sec): 3 clusters Score: Raw -835998.973698 + Penalty 2925.477581 = -833073.496117 nChanged 6 SP:Iteration 71Q (5598.755617 sec): 3 clusters Score: Raw -836001.335242 + Penalty 2925.477581 = -833075.857661 nChanged 4 SP:Iteration 72Q (5598.796979 sec): 3 clusters Score: Raw -836002.030913 + Penalty 2925.477581 = -833076.553332 nChanged 2 SP:Iteration 73Q (5598.850008 sec): 3 clusters Score: Raw -836002.549337 + Penalty 2925.477581 = -833077.071756 nChanged 1 SP:Iteration 74Q (5598.902984 sec): 3 clusters Score: Raw -836002.874002 + Penalty 2925.477581 = -833077.396421 nChanged 1 SP:Iteration 75Q (5598.967411 sec): 3 clusters Score: Raw -836003.120730 + Penalty 2925.477581 = -833077.643149 nChanged 1 SP:Iteration 76Q (5599.010614 sec): 3 clusters Score: Raw -836003.387526 + Penalty 2925.477581 = -833077.909945 nChanged 0 SP:Iteration 77F (5599.072378 sec): 3 clusters Score: Raw -836003.387526 + Penalty 2925.477581 = -833077.909945 nChanged 0 Trying to split cluster 21 (7511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5599.107781 sec): 2 clusters Score: Raw -800928.749825 + Penalty 1450.170132 = -799478.579692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5599.152596 sec): 3 clusters Score: Raw -796785.363450 + Penalty 2900.340265 = -793885.023185 nChanged 3209 SP:Iteration 1F (5599.213659 sec): 3 clusters Score: Raw -798467.855507 + Penalty 2900.340265 = -795567.515243 nChanged 536 SP:Iteration 2F (5599.268332 sec): 3 clusters Score: Raw -798726.218450 + Penalty 2900.340265 = -795825.878185 nChanged 409 SP:Iteration 3F (5599.323291 sec): 3 clusters Score: Raw -798921.618481 + Penalty 2900.340265 = -796021.278216 nChanged 362 SP:Iteration 4Q (5599.377051 sec): 3 clusters Score: Raw -799100.172497 + Penalty 2900.340265 = -796199.832232 nChanged 348 SP:Iteration 5Q (5599.432012 sec): 3 clusters Score: Raw -799289.359342 + Penalty 2900.340265 = -796389.019078 nChanged 352 SP:Iteration 6Q (5599.484806 sec): 3 clusters Score: Raw -799508.653884 + Penalty 2900.340265 = -796608.313619 nChanged 360 SP:Iteration 7Q (5599.532099 sec): 3 clusters Score: Raw -799745.690818 + Penalty 2900.340265 = -796845.350553 nChanged 342 SP:Iteration 8Q (5599.590121 sec): 3 clusters Score: Raw -799990.613606 + Penalty 2900.340265 = -797090.273341 nChanged 335 SP:Iteration 9Q (5599.650714 sec): 3 clusters Score: Raw -800257.568295 + Penalty 2900.340265 = -797357.228030 nChanged 310 SP:Iteration 10Q (5599.695170 sec): 3 clusters Score: Raw -800524.209819 + Penalty 2900.340265 = -797623.869554 nChanged 224 SP:Iteration 11Q (5599.747181 sec): 3 clusters Score: Raw -800713.417406 + Penalty 2900.340265 = -797813.077141 nChanged 152 SP:Iteration 12Q (5599.801289 sec): 3 clusters Score: Raw -800838.458912 + Penalty 2900.340265 = -797938.118647 nChanged 93 SP:Iteration 13Q (5599.865646 sec): 3 clusters Score: Raw -800913.707647 + Penalty 2900.340265 = -798013.367382 nChanged 59 SP:Iteration 14Q (5599.909064 sec): 3 clusters Score: Raw -800966.675371 + Penalty 2900.340265 = -798066.335106 nChanged 41 SP:Iteration 15Q (5599.970998 sec): 3 clusters Score: Raw -801004.475647 + Penalty 2900.340265 = -798104.135382 nChanged 27 SP:Iteration 16Q (5600.033174 sec): 3 clusters Score: Raw -801031.460733 + Penalty 2900.340265 = -798131.120469 nChanged 26 SP:Iteration 17Q (5600.087228 sec): 3 clusters Score: Raw -801054.424801 + Penalty 2900.340265 = -798154.084536 nChanged 18 SP:Iteration 18Q (5600.145743 sec): 3 clusters Score: Raw -801067.340527 + Penalty 2900.340265 = -798167.000262 nChanged 9 SP:Iteration 19Q (5600.206726 sec): 3 clusters Score: Raw -801077.315915 + Penalty 2900.340265 = -798176.975650 nChanged 13 SP:Iteration 20F (5600.254412 sec): 3 clusters Score: Raw -801088.071281 + Penalty 2900.340265 = -798187.731016 nChanged 7 SP:Iteration 21Q (5600.313849 sec): 3 clusters Score: Raw -801094.610163 + Penalty 2900.340265 = -798194.269899 nChanged 7 SP:Iteration 22Q (5600.372385 sec): 3 clusters Score: Raw -801101.586358 + Penalty 2900.340265 = -798201.246093 nChanged 4 SP:Iteration 23Q (5600.441549 sec): 3 clusters Score: Raw -801106.955041 + Penalty 2900.340265 = -798206.614777 nChanged 6 SP:Iteration 24Q (5600.496478 sec): 3 clusters Score: Raw -801111.342884 + Penalty 2900.340265 = -798211.002620 nChanged 4 SP:Iteration 25Q (5600.549771 sec): 3 clusters Score: Raw -801114.917134 + Penalty 2900.340265 = -798214.576869 nChanged 0 SP:Iteration 26F (5600.601278 sec): 3 clusters Score: Raw -801114.917134 + Penalty 2900.340265 = -798214.576869 nChanged 0 Trying to split cluster 22 (9413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5600.649889 sec): 2 clusters Score: Raw -995685.705827 + Penalty 1486.850136 = -994198.855691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5600.703693 sec): 3 clusters Score: Raw -990401.675418 + Penalty 2973.700272 = -987427.975146 nChanged 4112 SP:Iteration 1F (5600.777729 sec): 3 clusters Score: Raw -992632.144766 + Penalty 2973.700272 = -989658.444494 nChanged 512 SP:Iteration 2F (5600.837218 sec): 3 clusters Score: Raw -992841.645104 + Penalty 2973.700272 = -989867.944832 nChanged 414 SP:Iteration 3Q (5600.897770 sec): 3 clusters Score: Raw -993009.751607 + Penalty 2973.700272 = -990036.051334 nChanged 388 SP:Iteration 4Q (5600.960161 sec): 3 clusters Score: Raw -993195.015359 + Penalty 2973.700272 = -990221.315087 nChanged 433 SP:Iteration 5Q (5601.013129 sec): 3 clusters Score: Raw -993444.764581 + Penalty 2973.700272 = -990471.064309 nChanged 466 SP:Iteration 6Q (5601.076114 sec): 3 clusters Score: Raw -993742.958354 + Penalty 2973.700272 = -990769.258082 nChanged 522 SP:Iteration 7F (5601.146993 sec): 3 clusters Score: Raw -994125.190533 + Penalty 2973.700272 = -991151.490260 nChanged 548 SP:Iteration 8F (5601.212997 sec): 3 clusters Score: Raw -994576.962530 + Penalty 2973.700272 = -991603.262258 nChanged 499 SP:Iteration 9F (5601.265881 sec): 3 clusters Score: Raw -995052.129842 + Penalty 2973.700272 = -992078.429569 nChanged 356 SP:Iteration 10Q (5601.327239 sec): 3 clusters Score: Raw -995405.458076 + Penalty 2973.700272 = -992431.757804 nChanged 210 SP:Iteration 11Q (5601.399581 sec): 3 clusters Score: Raw -995595.665956 + Penalty 2973.700272 = -992621.965684 nChanged 103 SP:Iteration 12Q (5601.462336 sec): 3 clusters Score: Raw -995696.661385 + Penalty 2973.700272 = -992722.961112 nChanged 58 SP:Iteration 13Q (5601.519416 sec): 3 clusters Score: Raw -995761.826059 + Penalty 2973.700272 = -992788.125787 nChanged 27 SP:Iteration 14Q (5601.572842 sec): 3 clusters Score: Raw -995794.408830 + Penalty 2973.700272 = -992820.708558 nChanged 14 SP:Iteration 15Q (5601.628609 sec): 3 clusters Score: Raw -995811.569784 + Penalty 2973.700272 = -992837.869512 nChanged 13 SP:Iteration 16Q (5601.701138 sec): 3 clusters Score: Raw -995830.446892 + Penalty 2973.700272 = -992856.746620 nChanged 13 SP:Iteration 17Q (5601.760505 sec): 3 clusters Score: Raw -995846.863172 + Penalty 2973.700272 = -992873.162900 nChanged 12 SP:Iteration 18Q (5601.821408 sec): 3 clusters Score: Raw -995858.776055 + Penalty 2973.700272 = -992885.075783 nChanged 3 SP:Iteration 19Q (5601.869429 sec): 3 clusters Score: Raw -995862.020662 + Penalty 2973.700272 = -992888.320390 nChanged 0 SP:Iteration 20F (5601.937266 sec): 3 clusters Score: Raw -995862.020662 + Penalty 2973.700272 = -992888.320390 nChanged 0 Trying to split cluster 23 (1227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5601.951930 sec): 2 clusters Score: Raw -132242.556173 + Penalty 1155.753210 = -131086.802964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5601.996640 sec): 3 clusters Score: Raw -131788.875661 + Penalty 2311.506420 = -129477.369241 nChanged 391 SP:Iteration 1F (5602.053356 sec): 3 clusters Score: Raw -132100.062297 + Penalty 2311.506420 = -129788.555878 nChanged 120 SP:Iteration 2F (5602.098251 sec): 3 clusters Score: Raw -132224.922740 + Penalty 2311.506420 = -129913.416321 nChanged 69 SP:Iteration 3F (5602.156044 sec): 3 clusters Score: Raw -132306.154121 + Penalty 2311.506420 = -129994.647702 nChanged 51 SP:Iteration 4Q (5602.201025 sec): 3 clusters Score: Raw -132355.990654 + Penalty 2311.506420 = -130044.484235 nChanged 31 SP:Iteration 5Q (5602.240142 sec): 3 clusters Score: Raw -132380.314141 + Penalty 2311.506420 = -130068.807722 nChanged 28 SP:Iteration 6Q (5602.294848 sec): 3 clusters Score: Raw -132404.986337 + Penalty 2311.506420 = -130093.479917 nChanged 21 SP:Iteration 7Q (5602.339928 sec): 3 clusters Score: Raw -132419.891958 + Penalty 2311.506420 = -130108.385538 nChanged 23 SP:Iteration 8Q (5602.385912 sec): 3 clusters Score: Raw -132439.582397 + Penalty 2311.506420 = -130128.075978 nChanged 18 SP:Iteration 9Q (5602.432616 sec): 3 clusters Score: Raw -132463.939243 + Penalty 2311.506420 = -130152.432824 nChanged 22 SP:Iteration 10Q (5602.491619 sec): 3 clusters Score: Raw -132494.970199 + Penalty 2311.506420 = -130183.463780 nChanged 23 SP:Iteration 11Q (5602.538881 sec): 3 clusters Score: Raw -132511.665277 + Penalty 2311.506420 = -130200.158857 nChanged 17 SP:Iteration 12Q (5602.586155 sec): 3 clusters Score: Raw -132532.709279 + Penalty 2311.506420 = -130221.202860 nChanged 16 SP:Iteration 13Q (5602.635910 sec): 3 clusters Score: Raw -132555.799887 + Penalty 2311.506420 = -130244.293467 nChanged 16 SP:Iteration 14Q (5602.689093 sec): 3 clusters Score: Raw -132572.299958 + Penalty 2311.506420 = -130260.793538 nChanged 7 SP:Iteration 15Q (5602.731169 sec): 3 clusters Score: Raw -132577.192897 + Penalty 2311.506420 = -130265.686478 nChanged 9 SP:Iteration 16Q (5602.781993 sec): 3 clusters Score: Raw -132584.330825 + Penalty 2311.506420 = -130272.824406 nChanged 5 SP:Iteration 17Q (5602.831129 sec): 3 clusters Score: Raw -132588.096397 + Penalty 2311.506420 = -130276.589977 nChanged 4 SP:Iteration 18Q (5602.877204 sec): 3 clusters Score: Raw -132591.557135 + Penalty 2311.506420 = -130280.050715 nChanged 4 SP:Iteration 19Q (5602.926771 sec): 3 clusters Score: Raw -132594.773406 + Penalty 2311.506420 = -130283.266986 nChanged 2 SP:Iteration 20F (5602.973220 sec): 3 clusters Score: Raw -132596.274645 + Penalty 2311.506420 = -130284.768226 nChanged 3 SP:Iteration 21Q (5603.015921 sec): 3 clusters Score: Raw -132598.477157 + Penalty 2311.506420 = -130286.970738 nChanged 0 SP:Iteration 22F (5603.066313 sec): 3 clusters Score: Raw -132598.477157 + Penalty 2311.506420 = -130286.970738 nChanged 0 Trying to split cluster 24 (27964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5603.131246 sec): 2 clusters Score: Raw -3038530.534176 + Penalty 1663.784403 = -3036866.749773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5603.231103 sec): 3 clusters Score: Raw -3021387.534652 + Penalty 3327.568805 = -3018059.965847 nChanged 12793 SP:Iteration 1F (5603.315164 sec): 3 clusters Score: Raw -3028828.120159 + Penalty 3327.568805 = -3025500.551353 nChanged 1387 SP:Iteration 2Q (5603.411520 sec): 3 clusters Score: Raw -3029353.910855 + Penalty 3327.568805 = -3026026.342049 nChanged 1391 SP:Iteration 3Q (5603.504786 sec): 3 clusters Score: Raw -3029910.773970 + Penalty 3327.568805 = -3026583.205164 nChanged 1414 SP:Iteration 4F (5603.595854 sec): 3 clusters Score: Raw -3030568.787896 + Penalty 3327.568805 = -3027241.219091 nChanged 1468 SP:Iteration 5F (5603.679290 sec): 3 clusters Score: Raw -3031231.601934 + Penalty 3327.568805 = -3027904.033129 nChanged 1427 SP:Iteration 6F (5603.763804 sec): 3 clusters Score: Raw -3031865.504637 + Penalty 3327.568805 = -3028537.935831 nChanged 1337 SP:Iteration 7Q (5603.846545 sec): 3 clusters Score: Raw -3032449.817258 + Penalty 3327.568805 = -3029122.248452 nChanged 1253 SP:Iteration 8Q (5603.945702 sec): 3 clusters Score: Raw -3033019.945690 + Penalty 3327.568805 = -3029692.376885 nChanged 1248 SP:Iteration 9Q (5604.031179 sec): 3 clusters Score: Raw -3033648.935335 + Penalty 3327.568805 = -3030321.366530 nChanged 1248 SP:Iteration 10Q (5604.106250 sec): 3 clusters Score: Raw -3034311.578776 + Penalty 3327.568805 = -3030984.009970 nChanged 1257 SP:Iteration 11Q (5604.195432 sec): 3 clusters Score: Raw -3035023.261142 + Penalty 3327.568805 = -3031695.692336 nChanged 1223 SP:Iteration 12Q (5604.286909 sec): 3 clusters Score: Raw -3035773.604559 + Penalty 3327.568805 = -3032446.035754 nChanged 1155 SP:Iteration 13Q (5604.375221 sec): 3 clusters Score: Raw -3036533.708637 + Penalty 3327.568805 = -3033206.139832 nChanged 950 SP:Iteration 14Q (5604.474799 sec): 3 clusters Score: Raw -3037192.997797 + Penalty 3327.568805 = -3033865.428992 nChanged 771 SP:Iteration 15Q (5604.567572 sec): 3 clusters Score: Raw -3037743.931551 + Penalty 3327.568805 = -3034416.362745 nChanged 547 SP:Iteration 16Q (5604.646035 sec): 3 clusters Score: Raw -3038120.960539 + Penalty 3327.568805 = -3034793.391734 nChanged 380 SP:Iteration 17Q (5604.738752 sec): 3 clusters Score: Raw -3038383.165375 + Penalty 3327.568805 = -3035055.596569 nChanged 257 SP:Iteration 18Q (5604.833672 sec): 3 clusters Score: Raw -3038554.607913 + Penalty 3327.568805 = -3035227.039107 nChanged 160 SP:Iteration 19Q (5604.924161 sec): 3 clusters Score: Raw -3038658.946742 + Penalty 3327.568805 = -3035331.377937 nChanged 97 SP:Iteration 20F (5605.012509 sec): 3 clusters Score: Raw -3038714.794967 + Penalty 3327.568805 = -3035387.226162 nChanged 71 SP:Iteration 21Q (5605.097511 sec): 3 clusters Score: Raw -3038757.304403 + Penalty 3327.568805 = -3035429.735597 nChanged 60 SP:Iteration 22Q (5605.179713 sec): 3 clusters Score: Raw -3038792.207000 + Penalty 3327.568805 = -3035464.638194 nChanged 47 SP:Iteration 23Q (5605.261481 sec): 3 clusters Score: Raw -3038817.545497 + Penalty 3327.568805 = -3035489.976692 nChanged 36 SP:Iteration 24Q (5605.350234 sec): 3 clusters Score: Raw -3038835.248077 + Penalty 3327.568805 = -3035507.679271 nChanged 24 SP:Iteration 25Q (5605.435433 sec): 3 clusters Score: Raw -3038846.994052 + Penalty 3327.568805 = -3035519.425247 nChanged 18 SP:Iteration 26Q (5605.513330 sec): 3 clusters Score: Raw -3038856.796557 + Penalty 3327.568805 = -3035529.227752 nChanged 22 SP:Iteration 27Q (5605.594174 sec): 3 clusters Score: Raw -3038867.404964 + Penalty 3327.568805 = -3035539.836159 nChanged 22 SP:Iteration 28Q (5605.684704 sec): 3 clusters Score: Raw -3038878.760712 + Penalty 3327.568805 = -3035551.191907 nChanged 21 SP:Iteration 29Q (5605.759660 sec): 3 clusters Score: Raw -3038890.065519 + Penalty 3327.568805 = -3035562.496713 nChanged 14 SP:Iteration 30Q (5605.852980 sec): 3 clusters Score: Raw -3038896.639372 + Penalty 3327.568805 = -3035569.070567 nChanged 10 SP:Iteration 31Q (5605.939258 sec): 3 clusters Score: Raw -3038901.044828 + Penalty 3327.568805 = -3035573.476022 nChanged 6 SP:Iteration 32Q (5606.021861 sec): 3 clusters Score: Raw -3038903.536364 + Penalty 3327.568805 = -3035575.967558 nChanged 2 SP:Iteration 33Q (5606.109467 sec): 3 clusters Score: Raw -3038904.197003 + Penalty 3327.568805 = -3035576.628198 nChanged 1 SP:Iteration 34Q (5606.181810 sec): 3 clusters Score: Raw -3038904.424048 + Penalty 3327.568805 = -3035576.855242 nChanged 0 SP:Iteration 35F (5606.283377 sec): 3 clusters Score: Raw -3038904.424048 + Penalty 3327.568805 = -3035576.855242 nChanged 0 Trying to split cluster 25 (3154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5606.303280 sec): 2 clusters Score: Raw -330319.817402 + Penalty 1309.169350 = -329010.648052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5606.364503 sec): 3 clusters Score: Raw -328799.102361 + Penalty 2618.338699 = -326180.763662 nChanged 1202 SP:Iteration 1F (5606.417031 sec): 3 clusters Score: Raw -329510.005655 + Penalty 2618.338699 = -326891.666956 nChanged 233 SP:Iteration 2F (5606.467827 sec): 3 clusters Score: Raw -329637.298740 + Penalty 2618.338699 = -327018.960041 nChanged 120 SP:Iteration 3Q (5606.525242 sec): 3 clusters Score: Raw -329700.142093 + Penalty 2618.338699 = -327081.803393 nChanged 89 SP:Iteration 4Q (5606.569162 sec): 3 clusters Score: Raw -329749.410085 + Penalty 2618.338699 = -327131.071386 nChanged 89 SP:Iteration 5Q (5606.615180 sec): 3 clusters Score: Raw -329798.933517 + Penalty 2618.338699 = -327180.594818 nChanged 77 SP:Iteration 6Q (5606.669849 sec): 3 clusters Score: Raw -329836.235645 + Penalty 2618.338699 = -327217.896946 nChanged 48 SP:Iteration 7Q (5606.724412 sec): 3 clusters Score: Raw -329855.587287 + Penalty 2618.338699 = -327237.248587 nChanged 48 SP:Iteration 8Q (5606.779004 sec): 3 clusters Score: Raw -329876.334967 + Penalty 2618.338699 = -327257.996267 nChanged 41 SP:Iteration 9Q (5606.833283 sec): 3 clusters Score: Raw -329892.376932 + Penalty 2618.338699 = -327274.038233 nChanged 27 SP:Iteration 10Q (5606.886585 sec): 3 clusters Score: Raw -329902.940271 + Penalty 2618.338699 = -327284.601571 nChanged 25 SP:Iteration 11Q (5606.943179 sec): 3 clusters Score: Raw -329913.096689 + Penalty 2618.338699 = -327294.757990 nChanged 23 SP:Iteration 12Q (5606.995376 sec): 3 clusters Score: Raw -329919.175963 + Penalty 2618.338699 = -327300.837264 nChanged 16 SP:Iteration 13Q (5607.055103 sec): 3 clusters Score: Raw -329923.351265 + Penalty 2618.338699 = -327305.012565 nChanged 13 SP:Iteration 14Q (5607.112523 sec): 3 clusters Score: Raw -329926.612007 + Penalty 2618.338699 = -327308.273307 nChanged 11 SP:Iteration 15Q (5607.166878 sec): 3 clusters Score: Raw -329930.310356 + Penalty 2618.338699 = -327311.971657 nChanged 13 SP:Iteration 16Q (5607.217956 sec): 3 clusters Score: Raw -329933.982930 + Penalty 2618.338699 = -327315.644231 nChanged 13 SP:Iteration 17Q (5607.274125 sec): 3 clusters Score: Raw -329936.605474 + Penalty 2618.338699 = -327318.266774 nChanged 6 SP:Iteration 18Q (5607.317314 sec): 3 clusters Score: Raw -329938.773265 + Penalty 2618.338699 = -327320.434566 nChanged 8 SP:Iteration 19Q (5607.381591 sec): 3 clusters Score: Raw -329940.927167 + Penalty 2618.338699 = -327322.588467 nChanged 7 SP:Iteration 20F (5607.426043 sec): 3 clusters Score: Raw -329942.700861 + Penalty 2618.338699 = -327324.362162 nChanged 5 SP:Iteration 21Q (5607.490990 sec): 3 clusters Score: Raw -329944.534783 + Penalty 2618.338699 = -327326.196083 nChanged 6 SP:Iteration 22Q (5607.545938 sec): 3 clusters Score: Raw -329946.182461 + Penalty 2618.338699 = -327327.843761 nChanged 6 SP:Iteration 23Q (5607.600649 sec): 3 clusters Score: Raw -329947.538642 + Penalty 2618.338699 = -327329.199943 nChanged 4 SP:Iteration 24Q (5607.654301 sec): 3 clusters Score: Raw -329948.336812 + Penalty 2618.338699 = -327329.998113 nChanged 5 SP:Iteration 25Q (5607.705112 sec): 3 clusters Score: Raw -329949.405800 + Penalty 2618.338699 = -327331.067100 nChanged 0 SP:Iteration 26F (5607.744024 sec): 3 clusters Score: Raw -329949.405800 + Penalty 2618.338699 = -327331.067100 nChanged 0 Trying to split cluster 26 (13508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5607.798540 sec): 2 clusters Score: Raw -1366358.645156 + Penalty 1545.543574 = -1364813.101582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5607.871445 sec): 3 clusters Score: Raw -1358433.218280 + Penalty 3091.087149 = -1355342.131131 nChanged 5956 SP:Iteration 1F (5607.944011 sec): 3 clusters Score: Raw -1361878.618676 + Penalty 3091.087149 = -1358787.531527 nChanged 938 SP:Iteration 2F (5608.012246 sec): 3 clusters Score: Raw -1362408.754020 + Penalty 3091.087149 = -1359317.666871 nChanged 901 SP:Iteration 3F (5608.080728 sec): 3 clusters Score: Raw -1362929.034447 + Penalty 3091.087149 = -1359837.947298 nChanged 827 SP:Iteration 4F (5608.157424 sec): 3 clusters Score: Raw -1363450.324058 + Penalty 3091.087149 = -1360359.236909 nChanged 834 SP:Iteration 5F (5608.217261 sec): 3 clusters Score: Raw -1363947.245954 + Penalty 3091.087149 = -1360856.158805 nChanged 687 SP:Iteration 6F (5608.298789 sec): 3 clusters Score: Raw -1364403.810430 + Penalty 3091.087149 = -1361312.723281 nChanged 720 SP:Iteration 7F (5608.370651 sec): 3 clusters Score: Raw -1364912.880842 + Penalty 3091.087149 = -1361821.793693 nChanged 656 SP:Iteration 8Q (5608.433014 sec): 3 clusters Score: Raw -1365322.073138 + Penalty 3091.087149 = -1362230.985989 nChanged 500 SP:Iteration 9Q (5608.514800 sec): 3 clusters Score: Raw -1365599.214605 + Penalty 3091.087149 = -1362508.127456 nChanged 383 SP:Iteration 10Q (5608.573264 sec): 3 clusters Score: Raw -1365779.620945 + Penalty 3091.087149 = -1362688.533796 nChanged 289 SP:Iteration 11Q (5608.637192 sec): 3 clusters Score: Raw -1365890.786725 + Penalty 3091.087149 = -1362799.699576 nChanged 228 SP:Iteration 12Q (5608.711527 sec): 3 clusters Score: Raw -1365961.195330 + Penalty 3091.087149 = -1362870.108181 nChanged 183 SP:Iteration 13Q (5608.777410 sec): 3 clusters Score: Raw -1366012.565202 + Penalty 3091.087149 = -1362921.478053 nChanged 154 SP:Iteration 14Q (5608.854349 sec): 3 clusters Score: Raw -1366052.480395 + Penalty 3091.087149 = -1362961.393246 nChanged 113 SP:Iteration 15Q (5608.913942 sec): 3 clusters Score: Raw -1366076.360047 + Penalty 3091.087149 = -1362985.272898 nChanged 90 SP:Iteration 16Q (5608.982395 sec): 3 clusters Score: Raw -1366095.473977 + Penalty 3091.087149 = -1363004.386828 nChanged 95 SP:Iteration 17Q (5609.041642 sec): 3 clusters Score: Raw -1366117.405008 + Penalty 3091.087149 = -1363026.317859 nChanged 82 SP:Iteration 18Q (5609.111932 sec): 3 clusters Score: Raw -1366132.081570 + Penalty 3091.087149 = -1363040.994421 nChanged 69 SP:Iteration 19Q (5609.166183 sec): 3 clusters Score: Raw -1366145.189726 + Penalty 3091.087149 = -1363054.102577 nChanged 62 SP:Iteration 20F (5609.231959 sec): 3 clusters Score: Raw -1366155.352695 + Penalty 3091.087149 = -1363064.265546 nChanged 63 SP:Iteration 21Q (5609.313144 sec): 3 clusters Score: Raw -1366164.770945 + Penalty 3091.087149 = -1363073.683796 nChanged 52 SP:Iteration 22Q (5609.383179 sec): 3 clusters Score: Raw -1366171.436871 + Penalty 3091.087149 = -1363080.349722 nChanged 38 SP:Iteration 23Q (5609.442885 sec): 3 clusters Score: Raw -1366176.225708 + Penalty 3091.087149 = -1363085.138559 nChanged 42 SP:Iteration 24Q (5609.514485 sec): 3 clusters Score: Raw -1366182.366054 + Penalty 3091.087149 = -1363091.278905 nChanged 36 SP:Iteration 25Q (5609.586335 sec): 3 clusters Score: Raw -1366186.321442 + Penalty 3091.087149 = -1363095.234293 nChanged 28 SP:Iteration 26Q (5609.667815 sec): 3 clusters Score: Raw -1366188.767983 + Penalty 3091.087149 = -1363097.680834 nChanged 24 SP:Iteration 27Q (5609.728661 sec): 3 clusters Score: Raw -1366191.014977 + Penalty 3091.087149 = -1363099.927828 nChanged 18 SP:Iteration 28Q (5609.799960 sec): 3 clusters Score: Raw -1366192.322138 + Penalty 3091.087149 = -1363101.234989 nChanged 15 SP:Iteration 29Q (5609.879431 sec): 3 clusters Score: Raw -1366193.737826 + Penalty 3091.087149 = -1363102.650677 nChanged 14 SP:Iteration 30Q (5609.949416 sec): 3 clusters Score: Raw -1366194.846132 + Penalty 3091.087149 = -1363103.758983 nChanged 7 SP:Iteration 31Q (5610.016707 sec): 3 clusters Score: Raw -1366195.723368 + Penalty 3091.087149 = -1363104.636219 nChanged 11 SP:Iteration 32Q (5610.084966 sec): 3 clusters Score: Raw -1366196.837636 + Penalty 3091.087149 = -1363105.750487 nChanged 11 SP:Iteration 33Q (5610.137774 sec): 3 clusters Score: Raw -1366198.273266 + Penalty 3091.087149 = -1363107.186117 nChanged 14 SP:Iteration 34Q (5610.210499 sec): 3 clusters Score: Raw -1366199.556706 + Penalty 3091.087149 = -1363108.469557 nChanged 12 SP:Iteration 35Q (5610.277031 sec): 3 clusters Score: Raw -1366201.028264 + Penalty 3091.087149 = -1363109.941115 nChanged 15 SP:Iteration 36Q (5610.347153 sec): 3 clusters Score: Raw -1366202.806273 + Penalty 3091.087149 = -1363111.719124 nChanged 18 SP:Iteration 37Q (5610.399598 sec): 3 clusters Score: Raw -1366204.205621 + Penalty 3091.087149 = -1363113.118472 nChanged 12 SP:Iteration 38Q (5610.474873 sec): 3 clusters Score: Raw -1366204.867957 + Penalty 3091.087149 = -1363113.780808 nChanged 8 SP:Iteration 39Q (5610.527564 sec): 3 clusters Score: Raw -1366205.450436 + Penalty 3091.087149 = -1363114.363287 nChanged 9 SP:Iteration 40F (5610.598157 sec): 3 clusters Score: Raw -1366205.976418 + Penalty 3091.087149 = -1363114.889269 nChanged 7 SP:Iteration 41Q (5610.667753 sec): 3 clusters Score: Raw -1366206.618083 + Penalty 3091.087149 = -1363115.530934 nChanged 9 SP:Iteration 42Q (5610.726165 sec): 3 clusters Score: Raw -1366207.604655 + Penalty 3091.087149 = -1363116.517506 nChanged 10 SP:Iteration 43Q (5610.800490 sec): 3 clusters Score: Raw -1366208.239213 + Penalty 3091.087149 = -1363117.152064 nChanged 4 SP:Iteration 44Q (5610.858195 sec): 3 clusters Score: Raw -1366208.474496 + Penalty 3091.087149 = -1363117.387347 nChanged 4 SP:Iteration 45Q (5610.929923 sec): 3 clusters Score: Raw -1366208.900005 + Penalty 3091.087149 = -1363117.812856 nChanged 4 SP:Iteration 46Q (5611.001583 sec): 3 clusters Score: Raw -1366209.258920 + Penalty 3091.087149 = -1363118.171771 nChanged 2 SP:Iteration 47Q (5611.072672 sec): 3 clusters Score: Raw -1366209.370462 + Penalty 3091.087149 = -1363118.283313 nChanged 3 SP:Iteration 48Q (5611.149615 sec): 3 clusters Score: Raw -1366209.848367 + Penalty 3091.087149 = -1363118.761218 nChanged 6 SP:Iteration 49Q (5611.221670 sec): 3 clusters Score: Raw -1366210.146277 + Penalty 3091.087149 = -1363119.059128 nChanged 3 SP:Iteration 50Q (5611.284624 sec): 3 clusters Score: Raw -1366210.344557 + Penalty 3091.087149 = -1363119.257408 nChanged 3 SP:Iteration 51Q (5611.352650 sec): 3 clusters Score: Raw -1366210.579636 + Penalty 3091.087149 = -1363119.492487 nChanged 1 SP:Iteration 52Q (5611.425748 sec): 3 clusters Score: Raw -1366210.684040 + Penalty 3091.087149 = -1363119.596891 nChanged 0 SP:Iteration 53F (5611.490979 sec): 3 clusters Score: Raw -1366210.684040 + Penalty 3091.087149 = -1363119.596891 nChanged 0 Trying to split cluster 27 (7324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5611.525365 sec): 2 clusters Score: Raw -747667.747531 + Penalty 1446.073185 = -746221.674347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5611.589158 sec): 3 clusters Score: Raw -743712.108961 + Penalty 2892.146369 = -740819.962592 nChanged 3095 SP:Iteration 1F (5611.644090 sec): 3 clusters Score: Raw -745443.484804 + Penalty 2892.146369 = -742551.338434 nChanged 517 SP:Iteration 2F (5611.712721 sec): 3 clusters Score: Raw -745729.428611 + Penalty 2892.146369 = -742837.282242 nChanged 433 SP:Iteration 3F (5611.760734 sec): 3 clusters Score: Raw -745989.717770 + Penalty 2892.146369 = -743097.571401 nChanged 425 SP:Iteration 4F (5611.821392 sec): 3 clusters Score: Raw -746260.693069 + Penalty 2892.146369 = -743368.546699 nChanged 401 SP:Iteration 5F (5611.883953 sec): 3 clusters Score: Raw -746514.991647 + Penalty 2892.146369 = -743622.845278 nChanged 326 SP:Iteration 6Q (5611.945554 sec): 3 clusters Score: Raw -746726.708342 + Penalty 2892.146369 = -743834.561973 nChanged 294 SP:Iteration 7Q (5612.000799 sec): 3 clusters Score: Raw -746888.309951 + Penalty 2892.146369 = -743996.163581 nChanged 222 SP:Iteration 8Q (5612.062464 sec): 3 clusters Score: Raw -747014.588886 + Penalty 2892.146369 = -744122.442517 nChanged 180 SP:Iteration 9Q (5612.116805 sec): 3 clusters Score: Raw -747114.476233 + Penalty 2892.146369 = -744222.329864 nChanged 166 SP:Iteration 10Q (5612.170426 sec): 3 clusters Score: Raw -747204.923425 + Penalty 2892.146369 = -744312.777056 nChanged 150 SP:Iteration 11Q (5612.217419 sec): 3 clusters Score: Raw -747271.928023 + Penalty 2892.146369 = -744379.781653 nChanged 110 SP:Iteration 12Q (5612.272606 sec): 3 clusters Score: Raw -747327.236223 + Penalty 2892.146369 = -744435.089854 nChanged 102 SP:Iteration 13Q (5612.334314 sec): 3 clusters Score: Raw -747381.631361 + Penalty 2892.146369 = -744489.484992 nChanged 80 SP:Iteration 14Q (5612.392510 sec): 3 clusters Score: Raw -747429.474991 + Penalty 2892.146369 = -744537.328621 nChanged 84 SP:Iteration 15Q (5612.436574 sec): 3 clusters Score: Raw -747482.022320 + Penalty 2892.146369 = -744589.875951 nChanged 83 SP:Iteration 16Q (5612.497161 sec): 3 clusters Score: Raw -747534.436833 + Penalty 2892.146369 = -744642.290464 nChanged 72 SP:Iteration 17Q (5612.544391 sec): 3 clusters Score: Raw -747579.867023 + Penalty 2892.146369 = -744687.720653 nChanged 73 SP:Iteration 18Q (5612.612067 sec): 3 clusters Score: Raw -747623.323131 + Penalty 2892.146369 = -744731.176762 nChanged 61 SP:Iteration 19Q (5612.668825 sec): 3 clusters Score: Raw -747660.557628 + Penalty 2892.146369 = -744768.411259 nChanged 48 SP:Iteration 20F (5612.722851 sec): 3 clusters Score: Raw -747683.631435 + Penalty 2892.146369 = -744791.485066 nChanged 36 SP:Iteration 21Q (5612.781518 sec): 3 clusters Score: Raw -747700.928834 + Penalty 2892.146369 = -744808.782465 nChanged 27 SP:Iteration 22Q (5612.831365 sec): 3 clusters Score: Raw -747714.587415 + Penalty 2892.146369 = -744822.441045 nChanged 17 SP:Iteration 23Q (5612.903179 sec): 3 clusters Score: Raw -747722.112518 + Penalty 2892.146369 = -744829.966148 nChanged 17 SP:Iteration 24Q (5612.949781 sec): 3 clusters Score: Raw -747729.072450 + Penalty 2892.146369 = -744836.926080 nChanged 19 SP:Iteration 25Q (5613.010153 sec): 3 clusters Score: Raw -747738.177140 + Penalty 2892.146369 = -744846.030770 nChanged 15 SP:Iteration 26Q (5613.061477 sec): 3 clusters Score: Raw -747745.663375 + Penalty 2892.146369 = -744853.517006 nChanged 21 SP:Iteration 27Q (5613.131031 sec): 3 clusters Score: Raw -747753.269315 + Penalty 2892.146369 = -744861.122945 nChanged 18 SP:Iteration 28Q (5613.176347 sec): 3 clusters Score: Raw -747761.261913 + Penalty 2892.146369 = -744869.115543 nChanged 20 SP:Iteration 29Q (5613.235368 sec): 3 clusters Score: Raw -747769.764115 + Penalty 2892.146369 = -744877.617746 nChanged 23 SP:Iteration 30Q (5613.294611 sec): 3 clusters Score: Raw -747778.129106 + Penalty 2892.146369 = -744885.982736 nChanged 10 SP:Iteration 31Q (5613.354341 sec): 3 clusters Score: Raw -747780.901003 + Penalty 2892.146369 = -744888.754634 nChanged 13 SP:Iteration 32Q (5613.418085 sec): 3 clusters Score: Raw -747784.445206 + Penalty 2892.146369 = -744892.298837 nChanged 11 SP:Iteration 33Q (5613.479993 sec): 3 clusters Score: Raw -747788.275911 + Penalty 2892.146369 = -744896.129541 nChanged 11 SP:Iteration 34Q (5613.542631 sec): 3 clusters Score: Raw -747792.312500 + Penalty 2892.146369 = -744900.166131 nChanged 9 SP:Iteration 35Q (5613.589549 sec): 3 clusters Score: Raw -747795.220322 + Penalty 2892.146369 = -744903.073952 nChanged 10 SP:Iteration 36Q (5613.657937 sec): 3 clusters Score: Raw -747798.374003 + Penalty 2892.146369 = -744906.227633 nChanged 4 SP:Iteration 37Q (5613.710202 sec): 3 clusters Score: Raw -747800.769650 + Penalty 2892.146369 = -744908.623281 nChanged 7 SP:Iteration 38Q (5613.753519 sec): 3 clusters Score: Raw -747802.840423 + Penalty 2892.146369 = -744910.694054 nChanged 6 SP:Iteration 39Q (5613.815936 sec): 3 clusters Score: Raw -747804.249324 + Penalty 2892.146369 = -744912.102954 nChanged 5 SP:Iteration 40F (5613.876070 sec): 3 clusters Score: Raw -747806.168228 + Penalty 2892.146369 = -744914.021858 nChanged 3 SP:Iteration 41Q (5613.934886 sec): 3 clusters Score: Raw -747807.105192 + Penalty 2892.146369 = -744914.958823 nChanged 4 SP:Iteration 42Q (5613.992538 sec): 3 clusters Score: Raw -747808.184336 + Penalty 2892.146369 = -744916.037967 nChanged 4 SP:Iteration 43Q (5614.037120 sec): 3 clusters Score: Raw -747809.583797 + Penalty 2892.146369 = -744917.437427 nChanged 5 SP:Iteration 44Q (5614.091207 sec): 3 clusters Score: Raw -747811.224108 + Penalty 2892.146369 = -744919.077739 nChanged 6 SP:Iteration 45Q (5614.158808 sec): 3 clusters Score: Raw -747813.041835 + Penalty 2892.146369 = -744920.895465 nChanged 5 SP:Iteration 46Q (5614.212578 sec): 3 clusters Score: Raw -747813.884124 + Penalty 2892.146369 = -744921.737754 nChanged 2 SP:Iteration 47Q (5614.270764 sec): 3 clusters Score: Raw -747814.187158 + Penalty 2892.146369 = -744922.040788 nChanged 0 SP:Iteration 48F (5614.324902 sec): 3 clusters Score: Raw -747814.187158 + Penalty 2892.146369 = -744922.040788 nChanged 0 Trying to split cluster 28 (2865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5614.354699 sec): 2 clusters Score: Raw -279971.083706 + Penalty 1293.552590 = -278677.531117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5614.402668 sec): 3 clusters Score: Raw -278665.482759 + Penalty 2587.105179 = -276078.377579 nChanged 1066 SP:Iteration 1F (5614.455402 sec): 3 clusters Score: Raw -279351.221269 + Penalty 2587.105179 = -276764.116089 nChanged 254 SP:Iteration 2F (5614.500227 sec): 3 clusters Score: Raw -279559.934891 + Penalty 2587.105179 = -276972.829712 nChanged 189 SP:Iteration 3F (5614.553160 sec): 3 clusters Score: Raw -279731.084918 + Penalty 2587.105179 = -277143.979738 nChanged 139 SP:Iteration 4Q (5614.599404 sec): 3 clusters Score: Raw -279835.121365 + Penalty 2587.105179 = -277248.016186 nChanged 117 SP:Iteration 5Q (5614.647064 sec): 3 clusters Score: Raw -279920.096400 + Penalty 2587.105179 = -277332.991220 nChanged 80 SP:Iteration 6Q (5614.700151 sec): 3 clusters Score: Raw -279981.994299 + Penalty 2587.105179 = -277394.889120 nChanged 70 SP:Iteration 7Q (5614.759048 sec): 3 clusters Score: Raw -280033.788151 + Penalty 2587.105179 = -277446.682972 nChanged 71 SP:Iteration 8Q (5614.803350 sec): 3 clusters Score: Raw -280087.988085 + Penalty 2587.105179 = -277500.882906 nChanged 63 SP:Iteration 9Q (5614.858459 sec): 3 clusters Score: Raw -280130.502623 + Penalty 2587.105179 = -277543.397444 nChanged 54 SP:Iteration 10Q (5614.905633 sec): 3 clusters Score: Raw -280169.394053 + Penalty 2587.105179 = -277582.288873 nChanged 40 SP:Iteration 11Q (5614.948872 sec): 3 clusters Score: Raw -280197.920762 + Penalty 2587.105179 = -277610.815582 nChanged 37 SP:Iteration 12Q (5614.997102 sec): 3 clusters Score: Raw -280225.066107 + Penalty 2587.105179 = -277637.960928 nChanged 39 SP:Iteration 13Q (5615.054399 sec): 3 clusters Score: Raw -280248.694768 + Penalty 2587.105179 = -277661.589588 nChanged 26 SP:Iteration 14Q (5615.101145 sec): 3 clusters Score: Raw -280265.660811 + Penalty 2587.105179 = -277678.555631 nChanged 22 SP:Iteration 15Q (5615.149135 sec): 3 clusters Score: Raw -280279.313881 + Penalty 2587.105179 = -277692.208702 nChanged 23 SP:Iteration 16Q (5615.197224 sec): 3 clusters Score: Raw -280289.496674 + Penalty 2587.105179 = -277702.391495 nChanged 15 SP:Iteration 17Q (5615.245227 sec): 3 clusters Score: Raw -280298.732426 + Penalty 2587.105179 = -277711.627246 nChanged 18 SP:Iteration 18Q (5615.282822 sec): 3 clusters Score: Raw -280306.049898 + Penalty 2587.105179 = -277718.944719 nChanged 13 SP:Iteration 19Q (5615.341345 sec): 3 clusters Score: Raw -280311.035682 + Penalty 2587.105179 = -277723.930502 nChanged 6 SP:Iteration 20F (5615.379075 sec): 3 clusters Score: Raw -280313.514293 + Penalty 2587.105179 = -277726.409114 nChanged 7 SP:Iteration 21Q (5615.432378 sec): 3 clusters Score: Raw -280316.287443 + Penalty 2587.105179 = -277729.182264 nChanged 5 SP:Iteration 22Q (5615.475148 sec): 3 clusters Score: Raw -280318.081370 + Penalty 2587.105179 = -277730.976191 nChanged 3 SP:Iteration 23Q (5615.523359 sec): 3 clusters Score: Raw -280319.479964 + Penalty 2587.105179 = -277732.374785 nChanged 3 SP:Iteration 24Q (5615.578069 sec): 3 clusters Score: Raw -280320.340557 + Penalty 2587.105179 = -277733.235377 nChanged 2 SP:Iteration 25Q (5615.622610 sec): 3 clusters Score: Raw -280321.020385 + Penalty 2587.105179 = -277733.915205 nChanged 3 SP:Iteration 26Q (5615.670351 sec): 3 clusters Score: Raw -280321.881678 + Penalty 2587.105179 = -277734.776498 nChanged 7 SP:Iteration 27Q (5615.722233 sec): 3 clusters Score: Raw -280324.410801 + Penalty 2587.105179 = -277737.305622 nChanged 4 SP:Iteration 28Q (5615.772005 sec): 3 clusters Score: Raw -280325.609453 + Penalty 2587.105179 = -277738.504273 nChanged 2 SP:Iteration 29Q (5615.828732 sec): 3 clusters Score: Raw -280325.928237 + Penalty 2587.105179 = -277738.823057 nChanged 1 SP:Iteration 30Q (5615.873449 sec): 3 clusters Score: Raw -280326.168130 + Penalty 2587.105179 = -277739.062950 nChanged 0 SP:Iteration 31F (5615.918352 sec): 3 clusters Score: Raw -280326.168130 + Penalty 2587.105179 = -277739.062950 nChanged 0 Trying to split cluster 29 (19352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5615.978844 sec): 2 clusters Score: Raw -2048547.389779 + Penalty 1603.964546 = -2046943.425233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5616.059013 sec): 3 clusters Score: Raw -2036946.065328 + Penalty 3207.929092 = -2033738.136236 nChanged 8699 SP:Iteration 1F (5616.137129 sec): 3 clusters Score: Raw -2041824.727510 + Penalty 3207.929092 = -2038616.798418 nChanged 957 SP:Iteration 2Q (5616.219254 sec): 3 clusters Score: Raw -2042173.217966 + Penalty 3207.929092 = -2038965.288874 nChanged 884 SP:Iteration 3Q (5616.289008 sec): 3 clusters Score: Raw -2042510.577435 + Penalty 3207.929092 = -2039302.648343 nChanged 881 SP:Iteration 4Q (5616.379128 sec): 3 clusters Score: Raw -2042843.648105 + Penalty 3207.929092 = -2039635.719013 nChanged 860 SP:Iteration 5Q (5616.447481 sec): 3 clusters Score: Raw -2043179.768332 + Penalty 3207.929092 = -2039971.839240 nChanged 810 SP:Iteration 6Q (5616.534052 sec): 3 clusters Score: Raw -2043536.260728 + Penalty 3207.929092 = -2040328.331636 nChanged 855 SP:Iteration 7Q (5616.615096 sec): 3 clusters Score: Raw -2043900.247576 + Penalty 3207.929092 = -2040692.318484 nChanged 805 SP:Iteration 8Q (5616.701587 sec): 3 clusters Score: Raw -2044235.348203 + Penalty 3207.929092 = -2041027.419111 nChanged 740 SP:Iteration 9Q (5616.783168 sec): 3 clusters Score: Raw -2044543.518480 + Penalty 3207.929092 = -2041335.589388 nChanged 660 SP:Iteration 10Q (5616.861220 sec): 3 clusters Score: Raw -2044792.008563 + Penalty 3207.929092 = -2041584.079471 nChanged 610 SP:Iteration 11Q (5616.938152 sec): 3 clusters Score: Raw -2045004.130089 + Penalty 3207.929092 = -2041796.200997 nChanged 531 SP:Iteration 12Q (5617.023447 sec): 3 clusters Score: Raw -2045185.593609 + Penalty 3207.929092 = -2041977.664517 nChanged 473 SP:Iteration 13Q (5617.094296 sec): 3 clusters Score: Raw -2045339.138942 + Penalty 3207.929092 = -2042131.209850 nChanged 426 SP:Iteration 14Q (5617.185842 sec): 3 clusters Score: Raw -2045488.369240 + Penalty 3207.929092 = -2042280.440148 nChanged 427 SP:Iteration 15Q (5617.262212 sec): 3 clusters Score: Raw -2045640.151414 + Penalty 3207.929092 = -2042432.222322 nChanged 399 SP:Iteration 16Q (5617.341236 sec): 3 clusters Score: Raw -2045800.423043 + Penalty 3207.929092 = -2042592.493951 nChanged 418 SP:Iteration 17Q (5617.420956 sec): 3 clusters Score: Raw -2045983.233611 + Penalty 3207.929092 = -2042775.304519 nChanged 420 SP:Iteration 18Q (5617.495664 sec): 3 clusters Score: Raw -2046158.870875 + Penalty 3207.929092 = -2042950.941783 nChanged 399 SP:Iteration 19Q (5617.571524 sec): 3 clusters Score: Raw -2046312.967317 + Penalty 3207.929092 = -2043105.038225 nChanged 361 SP:Iteration 20F (5617.649533 sec): 3 clusters Score: Raw -2046430.786390 + Penalty 3207.929092 = -2043222.857298 nChanged 263 SP:Iteration 21Q (5617.736334 sec): 3 clusters Score: Raw -2046505.567155 + Penalty 3207.929092 = -2043297.638063 nChanged 224 SP:Iteration 22Q (5617.805732 sec): 3 clusters Score: Raw -2046564.902864 + Penalty 3207.929092 = -2043356.973772 nChanged 183 SP:Iteration 23Q (5617.883326 sec): 3 clusters Score: Raw -2046615.662321 + Penalty 3207.929092 = -2043407.733229 nChanged 176 SP:Iteration 24Q (5617.948652 sec): 3 clusters Score: Raw -2046656.233561 + Penalty 3207.929092 = -2043448.304469 nChanged 152 SP:Iteration 25Q (5618.024853 sec): 3 clusters Score: Raw -2046691.080755 + Penalty 3207.929092 = -2043483.151663 nChanged 157 SP:Iteration 26Q (5618.113478 sec): 3 clusters Score: Raw -2046730.123007 + Penalty 3207.929092 = -2043522.193915 nChanged 165 SP:Iteration 27Q (5618.184010 sec): 3 clusters Score: Raw -2046768.170224 + Penalty 3207.929092 = -2043560.241132 nChanged 157 SP:Iteration 28Q (5618.256594 sec): 3 clusters Score: Raw -2046804.499903 + Penalty 3207.929092 = -2043596.570811 nChanged 168 SP:Iteration 29Q (5618.325295 sec): 3 clusters Score: Raw -2046842.091895 + Penalty 3207.929092 = -2043634.162803 nChanged 152 SP:Iteration 30Q (5618.406740 sec): 3 clusters Score: Raw -2046880.187014 + Penalty 3207.929092 = -2043672.257922 nChanged 180 SP:Iteration 31Q (5618.482313 sec): 3 clusters Score: Raw -2046924.449860 + Penalty 3207.929092 = -2043716.520768 nChanged 158 SP:Iteration 32Q (5618.556772 sec): 3 clusters Score: Raw -2046961.686301 + Penalty 3207.929092 = -2043753.757209 nChanged 153 SP:Iteration 33Q (5618.644568 sec): 3 clusters Score: Raw -2047001.214570 + Penalty 3207.929092 = -2043793.285478 nChanged 154 SP:Iteration 34Q (5618.719610 sec): 3 clusters Score: Raw -2047042.779299 + Penalty 3207.929092 = -2043834.850207 nChanged 153 SP:Iteration 35Q (5618.792876 sec): 3 clusters Score: Raw -2047085.030806 + Penalty 3207.929092 = -2043877.101714 nChanged 155 SP:Iteration 36Q (5618.865235 sec): 3 clusters Score: Raw -2047120.486337 + Penalty 3207.929092 = -2043912.557245 nChanged 132 SP:Iteration 37Q (5618.932562 sec): 3 clusters Score: Raw -2047148.280556 + Penalty 3207.929092 = -2043940.351464 nChanged 129 SP:Iteration 38Q (5619.001013 sec): 3 clusters Score: Raw -2047177.589500 + Penalty 3207.929092 = -2043969.660408 nChanged 128 SP:Iteration 39Q (5619.083479 sec): 3 clusters Score: Raw -2047208.221368 + Penalty 3207.929092 = -2044000.292276 nChanged 145 SP:Iteration 40F (5619.159452 sec): 3 clusters Score: Raw -2047245.978353 + Penalty 3207.929092 = -2044038.049261 nChanged 134 SP:Iteration 41Q (5619.234418 sec): 3 clusters Score: Raw -2047281.311949 + Penalty 3207.929092 = -2044073.382857 nChanged 139 SP:Iteration 42Q (5619.307381 sec): 3 clusters Score: Raw -2047315.500261 + Penalty 3207.929092 = -2044107.571169 nChanged 117 SP:Iteration 43Q (5619.387284 sec): 3 clusters Score: Raw -2047348.825366 + Penalty 3207.929092 = -2044140.896274 nChanged 144 SP:Iteration 44Q (5619.466273 sec): 3 clusters Score: Raw -2047389.915683 + Penalty 3207.929092 = -2044181.986591 nChanged 153 SP:Iteration 45Q (5619.543910 sec): 3 clusters Score: Raw -2047437.683973 + Penalty 3207.929092 = -2044229.754881 nChanged 157 SP:Iteration 46Q (5619.622167 sec): 3 clusters Score: Raw -2047492.520579 + Penalty 3207.929092 = -2044284.591487 nChanged 175 SP:Iteration 47Q (5619.700190 sec): 3 clusters Score: Raw -2047556.546300 + Penalty 3207.929092 = -2044348.617208 nChanged 183 SP:Iteration 48Q (5619.784536 sec): 3 clusters Score: Raw -2047619.926875 + Penalty 3207.929092 = -2044411.997783 nChanged 171 SP:Iteration 49Q (5619.848747 sec): 3 clusters Score: Raw -2047677.556178 + Penalty 3207.929092 = -2044469.627086 nChanged 148 SP:Iteration 50Q (5619.928477 sec): 3 clusters Score: Raw -2047728.593162 + Penalty 3207.929092 = -2044520.664070 nChanged 168 SP:Iteration 51Q (5620.000071 sec): 3 clusters Score: Raw -2047791.594486 + Penalty 3207.929092 = -2044583.665394 nChanged 151 SP:Iteration 52Q (5620.074356 sec): 3 clusters Score: Raw -2047842.865175 + Penalty 3207.929092 = -2044634.936083 nChanged 129 SP:Iteration 53Q (5620.159267 sec): 3 clusters Score: Raw -2047882.179051 + Penalty 3207.929092 = -2044674.249959 nChanged 135 SP:Iteration 54Q (5620.224624 sec): 3 clusters Score: Raw -2047929.925562 + Penalty 3207.929092 = -2044721.996470 nChanged 134 SP:Iteration 55Q (5620.292659 sec): 3 clusters Score: Raw -2047975.312754 + Penalty 3207.929092 = -2044767.383662 nChanged 130 SP:Iteration 56Q (5620.371381 sec): 3 clusters Score: Raw -2048015.316003 + Penalty 3207.929092 = -2044807.386911 nChanged 132 SP:Iteration 57Q (5620.448594 sec): 3 clusters Score: Raw -2048059.939484 + Penalty 3207.929092 = -2044852.010392 nChanged 135 SP:Iteration 58Q (5620.529868 sec): 3 clusters Score: Raw -2048114.726526 + Penalty 3207.929092 = -2044906.797434 nChanged 142 SP:Iteration 59Q (5620.594791 sec): 3 clusters Score: Raw -2048170.768385 + Penalty 3207.929092 = -2044962.839293 nChanged 133 SP:Iteration 60F (5620.656226 sec): 3 clusters Score: Raw -2048225.769100 + Penalty 3207.929092 = -2045017.840009 nChanged 131 SP:Iteration 61Q (5620.735810 sec): 3 clusters Score: Raw -2048277.804135 + Penalty 3207.929092 = -2045069.875043 nChanged 109 SP:Iteration 62Q (5620.800878 sec): 3 clusters Score: Raw -2048318.876160 + Penalty 3207.929092 = -2045110.947068 nChanged 110 SP:Iteration 63Q (5620.876654 sec): 3 clusters Score: Raw -2048356.131875 + Penalty 3207.929092 = -2045148.202783 nChanged 89 SP:Iteration 64Q (5620.936291 sec): 3 clusters Score: Raw -2048386.811149 + Penalty 3207.929092 = -2045178.882057 nChanged 81 SP:Iteration 65Q (5621.005735 sec): 3 clusters Score: Raw -2048417.297789 + Penalty 3207.929092 = -2045209.368697 nChanged 80 SP:Iteration 66Q (5621.089352 sec): 3 clusters Score: Raw -2048453.352394 + Penalty 3207.929092 = -2045245.423302 nChanged 90 SP:Iteration 67Q (5621.151307 sec): 3 clusters Score: Raw -2048493.749316 + Penalty 3207.929092 = -2045285.820224 nChanged 88 SP:Iteration 68Q (5621.231327 sec): 3 clusters Score: Raw -2048534.173912 + Penalty 3207.929092 = -2045326.244820 nChanged 82 SP:Iteration 69Q (5621.293700 sec): 3 clusters Score: Raw -2048570.002907 + Penalty 3207.929092 = -2045362.073815 nChanged 85 SP:Iteration 70Q (5621.364336 sec): 3 clusters Score: Raw -2048606.064077 + Penalty 3207.929092 = -2045398.134985 nChanged 59 SP:Iteration 71Q (5621.433522 sec): 3 clusters Score: Raw -2048631.877976 + Penalty 3207.929092 = -2045423.948884 nChanged 53 SP:Iteration 72Q (5621.508287 sec): 3 clusters Score: Raw -2048654.416555 + Penalty 3207.929092 = -2045446.487463 nChanged 49 SP:Iteration 73Q (5621.579550 sec): 3 clusters Score: Raw -2048674.895639 + Penalty 3207.929092 = -2045466.966547 nChanged 31 SP:Iteration 74Q (5621.651348 sec): 3 clusters Score: Raw -2048689.023271 + Penalty 3207.929092 = -2045481.094179 nChanged 29 SP:Iteration 75Q (5621.723312 sec): 3 clusters Score: Raw -2048699.687320 + Penalty 3207.929092 = -2045491.758228 nChanged 26 SP:Iteration 76Q (5621.789100 sec): 3 clusters Score: Raw -2048710.491017 + Penalty 3207.929092 = -2045502.561925 nChanged 23 SP:Iteration 77Q (5621.861910 sec): 3 clusters Score: Raw -2048717.660712 + Penalty 3207.929092 = -2045509.731620 nChanged 13 SP:Iteration 78Q (5621.944283 sec): 3 clusters Score: Raw -2048724.304709 + Penalty 3207.929092 = -2045516.375617 nChanged 16 SP:Iteration 79Q (5622.018656 sec): 3 clusters Score: Raw -2048729.102469 + Penalty 3207.929092 = -2045521.173377 nChanged 15 SP:Iteration 80F (5622.097746 sec): 3 clusters Score: Raw -2048733.415827 + Penalty 3207.929092 = -2045525.486735 nChanged 8 SP:Iteration 81Q (5622.172129 sec): 3 clusters Score: Raw -2048735.455058 + Penalty 3207.929092 = -2045527.525966 nChanged 3 SP:Iteration 82Q (5622.244397 sec): 3 clusters Score: Raw -2048736.081937 + Penalty 3207.929092 = -2045528.152845 nChanged 5 SP:Iteration 83Q (5622.317281 sec): 3 clusters Score: Raw -2048737.384618 + Penalty 3207.929092 = -2045529.455526 nChanged 6 SP:Iteration 84Q (5622.387265 sec): 3 clusters Score: Raw -2048738.725623 + Penalty 3207.929092 = -2045530.796531 nChanged 5 SP:Iteration 85Q (5622.457995 sec): 3 clusters Score: Raw -2048739.884599 + Penalty 3207.929092 = -2045531.955507 nChanged 5 SP:Iteration 86Q (5622.529959 sec): 3 clusters Score: Raw -2048740.453515 + Penalty 3207.929092 = -2045532.524423 nChanged 2 SP:Iteration 87Q (5622.592161 sec): 3 clusters Score: Raw -2048740.839803 + Penalty 3207.929092 = -2045532.910711 nChanged 2 SP:Iteration 88Q (5622.658775 sec): 3 clusters Score: Raw -2048741.400554 + Penalty 3207.929092 = -2045533.471462 nChanged 2 SP:Iteration 89Q (5622.725978 sec): 3 clusters Score: Raw -2048742.406763 + Penalty 3207.929092 = -2045534.477671 nChanged 2 SP:Iteration 90Q (5622.786261 sec): 3 clusters Score: Raw -2048743.054837 + Penalty 3207.929092 = -2045535.125745 nChanged 2 SP:Iteration 91Q (5622.863383 sec): 3 clusters Score: Raw -2048743.388033 + Penalty 3207.929092 = -2045535.458941 nChanged 2 SP:Iteration 92Q (5622.941397 sec): 3 clusters Score: Raw -2048743.684861 + Penalty 3207.929092 = -2045535.755769 nChanged 2 SP:Iteration 93Q (5623.016344 sec): 3 clusters Score: Raw -2048744.471671 + Penalty 3207.929092 = -2045536.542579 nChanged 5 SP:Iteration 94Q (5623.084578 sec): 3 clusters Score: Raw -2048745.603463 + Penalty 3207.929092 = -2045537.674371 nChanged 2 SP:Iteration 95Q (5623.146979 sec): 3 clusters Score: Raw -2048745.837671 + Penalty 3207.929092 = -2045537.908579 nChanged 3 SP:Iteration 96Q (5623.213319 sec): 3 clusters Score: Raw -2048747.010787 + Penalty 3207.929092 = -2045539.081695 nChanged 1 SP:Iteration 97Q (5623.293251 sec): 3 clusters Score: Raw -2048747.360177 + Penalty 3207.929092 = -2045539.431085 nChanged 1 SP:Iteration 98Q (5623.366558 sec): 3 clusters Score: Raw -2048747.537809 + Penalty 3207.929092 = -2045539.608717 nChanged 0 SP:Iteration 99F (5623.446827 sec): 3 clusters Score: Raw -2048747.537809 + Penalty 3207.929092 = -2045539.608717 nChanged 0 Trying to split cluster 30 (26249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5623.505470 sec): 2 clusters Score: Raw -2839072.911435 + Penalty 1653.499765 = -2837419.411670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5623.590413 sec): 3 clusters Score: Raw -2822895.405274 + Penalty 3306.999531 = -2819588.405743 nChanged 12039 SP:Iteration 1F (5623.690481 sec): 3 clusters Score: Raw -2829663.555748 + Penalty 3306.999531 = -2826356.556217 nChanged 1458 SP:Iteration 2F (5623.778862 sec): 3 clusters Score: Raw -2830420.413982 + Penalty 3306.999531 = -2827113.414451 nChanged 1687 SP:Iteration 3F (5623.866656 sec): 3 clusters Score: Raw -2831709.371174 + Penalty 3306.999531 = -2828402.371643 nChanged 2033 SP:Iteration 4F (5623.951509 sec): 3 clusters Score: Raw -2833896.270860 + Penalty 3306.999531 = -2830589.271329 nChanged 2385 SP:Iteration 5F (5624.055367 sec): 3 clusters Score: Raw -2837048.786124 + Penalty 3306.999531 = -2833741.786593 nChanged 2371 SP:Iteration 6F (5624.144122 sec): 3 clusters Score: Raw -2840556.109191 + Penalty 3306.999531 = -2837249.109660 nChanged 1944 SP:Iteration 7F (5624.235649 sec): 3 clusters Score: Raw -2843239.643262 + Penalty 3306.999531 = -2839932.643732 nChanged 1370 SP:Iteration 8F (5624.323929 sec): 3 clusters Score: Raw -2844715.669324 + Penalty 3306.999531 = -2841408.669793 nChanged 922 SP:Iteration 9Q (5624.410865 sec): 3 clusters Score: Raw -2845421.310174 + Penalty 3306.999531 = -2842114.310643 nChanged 584 SP:Iteration 10Q (5624.494911 sec): 3 clusters Score: Raw -2845725.307404 + Penalty 3306.999531 = -2842418.307873 nChanged 354 SP:Iteration 11Q (5624.579512 sec): 3 clusters Score: Raw -2845864.357526 + Penalty 3306.999531 = -2842557.357995 nChanged 258 SP:Iteration 12Q (5624.654600 sec): 3 clusters Score: Raw -2845966.336064 + Penalty 3306.999531 = -2842659.336533 nChanged 217 SP:Iteration 13Q (5624.740374 sec): 3 clusters Score: Raw -2846053.343428 + Penalty 3306.999531 = -2842746.343897 nChanged 188 SP:Iteration 14Q (5624.827304 sec): 3 clusters Score: Raw -2846134.948745 + Penalty 3306.999531 = -2842827.949214 nChanged 204 SP:Iteration 15Q (5624.913834 sec): 3 clusters Score: Raw -2846221.001088 + Penalty 3306.999531 = -2842914.001557 nChanged 180 SP:Iteration 16Q (5624.994561 sec): 3 clusters Score: Raw -2846296.787217 + Penalty 3306.999531 = -2842989.787686 nChanged 197 SP:Iteration 17Q (5625.079637 sec): 3 clusters Score: Raw -2846389.419469 + Penalty 3306.999531 = -2843082.419938 nChanged 206 SP:Iteration 18Q (5625.158731 sec): 3 clusters Score: Raw -2846503.172570 + Penalty 3306.999531 = -2843196.173039 nChanged 218 SP:Iteration 19Q (5625.235847 sec): 3 clusters Score: Raw -2846624.036926 + Penalty 3306.999531 = -2843317.037395 nChanged 221 SP:Iteration 20F (5625.318683 sec): 3 clusters Score: Raw -2846739.299569 + Penalty 3306.999531 = -2843432.300038 nChanged 217 SP:Iteration 21Q (5625.394645 sec): 3 clusters Score: Raw -2846844.018419 + Penalty 3306.999531 = -2843537.018888 nChanged 191 SP:Iteration 22Q (5625.475449 sec): 3 clusters Score: Raw -2846917.709908 + Penalty 3306.999531 = -2843610.710377 nChanged 171 SP:Iteration 23Q (5625.539829 sec): 3 clusters Score: Raw -2846970.092742 + Penalty 3306.999531 = -2843663.093211 nChanged 139 SP:Iteration 24Q (5625.633062 sec): 3 clusters Score: Raw -2847006.798396 + Penalty 3306.999531 = -2843699.798865 nChanged 108 SP:Iteration 25Q (5625.705734 sec): 3 clusters Score: Raw -2847033.602749 + Penalty 3306.999531 = -2843726.603218 nChanged 96 SP:Iteration 26Q (5625.794545 sec): 3 clusters Score: Raw -2847053.931617 + Penalty 3306.999531 = -2843746.932086 nChanged 76 SP:Iteration 27Q (5625.880689 sec): 3 clusters Score: Raw -2847069.229587 + Penalty 3306.999531 = -2843762.230056 nChanged 73 SP:Iteration 28Q (5625.975429 sec): 3 clusters Score: Raw -2847079.733235 + Penalty 3306.999531 = -2843772.733704 nChanged 54 SP:Iteration 29Q (5626.057488 sec): 3 clusters Score: Raw -2847086.834319 + Penalty 3306.999531 = -2843779.834788 nChanged 40 SP:Iteration 30Q (5626.140740 sec): 3 clusters Score: Raw -2847090.549083 + Penalty 3306.999531 = -2843783.549552 nChanged 20 SP:Iteration 31Q (5626.225439 sec): 3 clusters Score: Raw -2847092.429258 + Penalty 3306.999531 = -2843785.429727 nChanged 14 SP:Iteration 32Q (5626.296214 sec): 3 clusters Score: Raw -2847093.385676 + Penalty 3306.999531 = -2843786.386145 nChanged 10 SP:Iteration 33Q (5626.376884 sec): 3 clusters Score: Raw -2847093.904765 + Penalty 3306.999531 = -2843786.905234 nChanged 11 SP:Iteration 34Q (5626.462080 sec): 3 clusters Score: Raw -2847094.489657 + Penalty 3306.999531 = -2843787.490127 nChanged 4 SP:Iteration 35Q (5626.554291 sec): 3 clusters Score: Raw -2847094.665549 + Penalty 3306.999531 = -2843787.666018 nChanged 5 SP:Iteration 36Q (5626.642283 sec): 3 clusters Score: Raw -2847094.928505 + Penalty 3306.999531 = -2843787.928974 nChanged 4 SP:Iteration 37Q (5626.711231 sec): 3 clusters Score: Raw -2847095.095539 + Penalty 3306.999531 = -2843788.096008 nChanged 4 SP:Iteration 38Q (5626.806019 sec): 3 clusters Score: Raw -2847095.330376 + Penalty 3306.999531 = -2843788.330845 nChanged 4 SP:Iteration 39Q (5626.885018 sec): 3 clusters Score: Raw -2847095.567682 + Penalty 3306.999531 = -2843788.568151 nChanged 2 SP:Iteration 40F (5626.979824 sec): 3 clusters Score: Raw -2847095.667827 + Penalty 3306.999531 = -2843788.668296 nChanged 1 SP:Iteration 41Q (5627.056476 sec): 3 clusters Score: Raw -2847095.692715 + Penalty 3306.999531 = -2843788.693184 nChanged 0 SP:Iteration 42F (5627.151959 sec): 3 clusters Score: Raw -2847095.692715 + Penalty 3306.999531 = -2843788.693184 nChanged 0 Score: Raw -50069274.792618 + Penalty 93716.937262 = -49975557.855356 Splitting cluster 30 changes total score from -49969639.794057 to -49975557.855356 So it's getting split into cluster 44. Trying to split cluster 31 (3331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5640.418604 sec): 2 clusters Score: Raw -337283.866860 + Penalty 1318.042024 = -335965.824836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5640.458920 sec): 3 clusters Score: Raw -335686.512583 + Penalty 2636.084047 = -333050.428535 nChanged 1257 SP:Iteration 1F (5640.520848 sec): 3 clusters Score: Raw -336455.496599 + Penalty 2636.084047 = -333819.412551 nChanged 256 SP:Iteration 2F (5640.561158 sec): 3 clusters Score: Raw -336671.215180 + Penalty 2636.084047 = -334035.131132 nChanged 217 SP:Iteration 3F (5640.617290 sec): 3 clusters Score: Raw -336859.825314 + Penalty 2636.084047 = -334223.741266 nChanged 206 SP:Iteration 4F (5640.659452 sec): 3 clusters Score: Raw -337034.168003 + Penalty 2636.084047 = -334398.083956 nChanged 189 SP:Iteration 5F (5640.719262 sec): 3 clusters Score: Raw -337173.086190 + Penalty 2636.084047 = -334537.002143 nChanged 149 SP:Iteration 6Q (5640.768480 sec): 3 clusters Score: Raw -337272.574204 + Penalty 2636.084047 = -334636.490157 nChanged 119 SP:Iteration 7Q (5640.816420 sec): 3 clusters Score: Raw -337350.724075 + Penalty 2636.084047 = -334714.640028 nChanged 103 SP:Iteration 8Q (5640.859953 sec): 3 clusters Score: Raw -337409.851150 + Penalty 2636.084047 = -334773.767103 nChanged 83 SP:Iteration 9Q (5640.911588 sec): 3 clusters Score: Raw -337460.989486 + Penalty 2636.084047 = -334824.905438 nChanged 65 SP:Iteration 10Q (5640.955888 sec): 3 clusters Score: Raw -337494.896556 + Penalty 2636.084047 = -334858.812508 nChanged 39 SP:Iteration 11Q (5641.015745 sec): 3 clusters Score: Raw -337514.425822 + Penalty 2636.084047 = -334878.341774 nChanged 32 SP:Iteration 12Q (5641.066124 sec): 3 clusters Score: Raw -337532.319355 + Penalty 2636.084047 = -334896.235307 nChanged 41 SP:Iteration 13Q (5641.114810 sec): 3 clusters Score: Raw -337553.263352 + Penalty 2636.084047 = -334917.179304 nChanged 32 SP:Iteration 14Q (5641.171505 sec): 3 clusters Score: Raw -337568.040784 + Penalty 2636.084047 = -334931.956736 nChanged 23 SP:Iteration 15Q (5641.221758 sec): 3 clusters Score: Raw -337577.354807 + Penalty 2636.084047 = -334941.270760 nChanged 19 SP:Iteration 16Q (5641.278494 sec): 3 clusters Score: Raw -337585.679546 + Penalty 2636.084047 = -334949.595499 nChanged 17 SP:Iteration 17Q (5641.328394 sec): 3 clusters Score: Raw -337593.366716 + Penalty 2636.084047 = -334957.282668 nChanged 24 SP:Iteration 18Q (5641.381199 sec): 3 clusters Score: Raw -337603.701787 + Penalty 2636.084047 = -334967.617739 nChanged 18 SP:Iteration 19Q (5641.432788 sec): 3 clusters Score: Raw -337613.271317 + Penalty 2636.084047 = -334977.187270 nChanged 18 SP:Iteration 20F (5641.474003 sec): 3 clusters Score: Raw -337623.442626 + Penalty 2636.084047 = -334987.358579 nChanged 26 SP:Iteration 21Q (5641.538711 sec): 3 clusters Score: Raw -337635.974961 + Penalty 2636.084047 = -334999.890914 nChanged 33 SP:Iteration 22Q (5641.584879 sec): 3 clusters Score: Raw -337650.232660 + Penalty 2636.084047 = -335014.148613 nChanged 18 SP:Iteration 23Q (5641.640268 sec): 3 clusters Score: Raw -337656.479017 + Penalty 2636.084047 = -335020.394970 nChanged 18 SP:Iteration 24Q (5641.694115 sec): 3 clusters Score: Raw -337664.246538 + Penalty 2636.084047 = -335028.162491 nChanged 21 SP:Iteration 25Q (5641.748377 sec): 3 clusters Score: Raw -337674.954724 + Penalty 2636.084047 = -335038.870676 nChanged 18 SP:Iteration 26Q (5641.792506 sec): 3 clusters Score: Raw -337683.536971 + Penalty 2636.084047 = -335047.452924 nChanged 12 SP:Iteration 27Q (5641.848023 sec): 3 clusters Score: Raw -337688.350290 + Penalty 2636.084047 = -335052.266243 nChanged 15 SP:Iteration 28Q (5641.896957 sec): 3 clusters Score: Raw -337694.591741 + Penalty 2636.084047 = -335058.507694 nChanged 19 SP:Iteration 29Q (5641.935627 sec): 3 clusters Score: Raw -337703.673898 + Penalty 2636.084047 = -335067.589851 nChanged 24 SP:Iteration 30Q (5641.984772 sec): 3 clusters Score: Raw -337717.777336 + Penalty 2636.084047 = -335081.693289 nChanged 26 SP:Iteration 31Q (5642.034209 sec): 3 clusters Score: Raw -337729.309638 + Penalty 2636.084047 = -335093.225590 nChanged 16 SP:Iteration 32Q (5642.091096 sec): 3 clusters Score: Raw -337736.606311 + Penalty 2636.084047 = -335100.522264 nChanged 11 SP:Iteration 33Q (5642.150038 sec): 3 clusters Score: Raw -337740.939024 + Penalty 2636.084047 = -335104.854977 nChanged 9 SP:Iteration 34Q (5642.191206 sec): 3 clusters Score: Raw -337743.883909 + Penalty 2636.084047 = -335107.799861 nChanged 7 SP:Iteration 35Q (5642.244606 sec): 3 clusters Score: Raw -337747.106257 + Penalty 2636.084047 = -335111.022210 nChanged 8 SP:Iteration 36Q (5642.308015 sec): 3 clusters Score: Raw -337750.995306 + Penalty 2636.084047 = -335114.911258 nChanged 8 SP:Iteration 37Q (5642.349982 sec): 3 clusters Score: Raw -337754.287065 + Penalty 2636.084047 = -335118.203018 nChanged 4 SP:Iteration 38Q (5642.408469 sec): 3 clusters Score: Raw -337755.975179 + Penalty 2636.084047 = -335119.891132 nChanged 4 SP:Iteration 39Q (5642.454509 sec): 3 clusters Score: Raw -337759.176706 + Penalty 2636.084047 = -335123.092659 nChanged 11 SP:Iteration 40F (5642.511423 sec): 3 clusters Score: Raw -337766.096932 + Penalty 2636.084047 = -335130.012885 nChanged 4 SP:Iteration 41Q (5642.556640 sec): 3 clusters Score: Raw -337767.762200 + Penalty 2636.084047 = -335131.678153 nChanged 5 SP:Iteration 42Q (5642.605404 sec): 3 clusters Score: Raw -337771.403019 + Penalty 2636.084047 = -335135.318972 nChanged 9 SP:Iteration 43Q (5642.660291 sec): 3 clusters Score: Raw -337774.530901 + Penalty 2636.084047 = -335138.446854 nChanged 6 SP:Iteration 44Q (5642.707071 sec): 3 clusters Score: Raw -337779.550372 + Penalty 2636.084047 = -335143.466325 nChanged 7 SP:Iteration 45Q (5642.763112 sec): 3 clusters Score: Raw -337784.786974 + Penalty 2636.084047 = -335148.702927 nChanged 7 SP:Iteration 46Q (5642.817159 sec): 3 clusters Score: Raw -337788.052330 + Penalty 2636.084047 = -335151.968282 nChanged 6 SP:Iteration 47Q (5642.861618 sec): 3 clusters Score: Raw -337792.293162 + Penalty 2636.084047 = -335156.209115 nChanged 8 SP:Iteration 48Q (5642.915540 sec): 3 clusters Score: Raw -337800.627038 + Penalty 2636.084047 = -335164.542991 nChanged 12 SP:Iteration 49Q (5642.970732 sec): 3 clusters Score: Raw -337807.601189 + Penalty 2636.084047 = -335171.517141 nChanged 7 SP:Iteration 50Q (5643.010099 sec): 3 clusters Score: Raw -337809.951776 + Penalty 2636.084047 = -335173.867728 nChanged 3 SP:Iteration 51Q (5643.058076 sec): 3 clusters Score: Raw -337810.938163 + Penalty 2636.084047 = -335174.854116 nChanged 2 SP:Iteration 52Q (5643.116604 sec): 3 clusters Score: Raw -337812.531962 + Penalty 2636.084047 = -335176.447915 nChanged 1 SP:Iteration 53Q (5643.161264 sec): 3 clusters Score: Raw -337812.823182 + Penalty 2636.084047 = -335176.739135 nChanged 0 SP:Iteration 54F (5643.216650 sec): 3 clusters Score: Raw -337812.823182 + Penalty 2636.084047 = -335176.739135 nChanged 0 Trying to split cluster 32 (4498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5643.234826 sec): 2 clusters Score: Raw -434324.054455 + Penalty 1366.850572 = -432957.203884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5643.294445 sec): 3 clusters Score: Raw -432020.541141 + Penalty 2733.701143 = -429286.839998 nChanged 1816 SP:Iteration 1F (5643.347436 sec): 3 clusters Score: Raw -433125.145372 + Penalty 2733.701143 = -430391.444229 nChanged 383 SP:Iteration 2F (5643.398554 sec): 3 clusters Score: Raw -433398.775366 + Penalty 2733.701143 = -430665.074223 nChanged 293 SP:Iteration 3F (5643.448803 sec): 3 clusters Score: Raw -433604.300074 + Penalty 2733.701143 = -430870.598931 nChanged 256 SP:Iteration 4F (5643.497548 sec): 3 clusters Score: Raw -433790.382635 + Penalty 2733.701143 = -431056.681491 nChanged 217 SP:Iteration 5Q (5643.549035 sec): 3 clusters Score: Raw -433957.905582 + Penalty 2733.701143 = -431224.204439 nChanged 198 SP:Iteration 6Q (5643.608456 sec): 3 clusters Score: Raw -434134.732111 + Penalty 2733.701143 = -431401.030968 nChanged 204 SP:Iteration 7Q (5643.660944 sec): 3 clusters Score: Raw -434342.957515 + Penalty 2733.701143 = -431609.256372 nChanged 256 SP:Iteration 8F (5643.719703 sec): 3 clusters Score: Raw -434603.942964 + Penalty 2733.701143 = -431870.241821 nChanged 221 SP:Iteration 9Q (5643.783641 sec): 3 clusters Score: Raw -434798.598041 + Penalty 2733.701143 = -432064.896898 nChanged 186 SP:Iteration 10Q (5643.842859 sec): 3 clusters Score: Raw -434938.359758 + Penalty 2733.701143 = -432204.658615 nChanged 148 SP:Iteration 11Q (5643.901123 sec): 3 clusters Score: Raw -435058.927980 + Penalty 2733.701143 = -432325.226837 nChanged 119 SP:Iteration 12Q (5643.943242 sec): 3 clusters Score: Raw -435144.178986 + Penalty 2733.701143 = -432410.477843 nChanged 77 SP:Iteration 13Q (5643.993057 sec): 3 clusters Score: Raw -435185.569889 + Penalty 2733.701143 = -432451.868746 nChanged 50 SP:Iteration 14Q (5644.042130 sec): 3 clusters Score: Raw -435210.751570 + Penalty 2733.701143 = -432477.050427 nChanged 38 SP:Iteration 15Q (5644.102693 sec): 3 clusters Score: Raw -435225.604535 + Penalty 2733.701143 = -432491.903392 nChanged 22 SP:Iteration 16Q (5644.158009 sec): 3 clusters Score: Raw -435231.501326 + Penalty 2733.701143 = -432497.800183 nChanged 14 SP:Iteration 17Q (5644.201956 sec): 3 clusters Score: Raw -435235.225760 + Penalty 2733.701143 = -432501.524617 nChanged 11 SP:Iteration 18Q (5644.260981 sec): 3 clusters Score: Raw -435237.480194 + Penalty 2733.701143 = -432503.779051 nChanged 2 SP:Iteration 19Q (5644.304751 sec): 3 clusters Score: Raw -435237.796824 + Penalty 2733.701143 = -432504.095681 nChanged 0 SP:Iteration 20F (5644.355584 sec): 3 clusters Score: Raw -435237.796824 + Penalty 2733.701143 = -432504.095681 nChanged 0 Trying to split cluster 33 (6475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5644.398143 sec): 2 clusters Score: Raw -683066.638053 + Penalty 1426.051882 = -681640.586172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5644.448743 sec): 3 clusters Score: Raw -679573.553556 + Penalty 2852.103763 = -676721.449793 nChanged 2707 SP:Iteration 1F (5644.495439 sec): 3 clusters Score: Raw -681158.302411 + Penalty 2852.103763 = -678306.198648 nChanged 505 SP:Iteration 2F (5644.548472 sec): 3 clusters Score: Raw -681484.899828 + Penalty 2852.103763 = -678632.796065 nChanged 389 SP:Iteration 3F (5644.602158 sec): 3 clusters Score: Raw -681744.991665 + Penalty 2852.103763 = -678892.887902 nChanged 332 SP:Iteration 4F (5644.660336 sec): 3 clusters Score: Raw -681981.430572 + Penalty 2852.103763 = -679129.326809 nChanged 281 SP:Iteration 5Q (5644.720793 sec): 3 clusters Score: Raw -682198.254829 + Penalty 2852.103763 = -679346.151066 nChanged 248 SP:Iteration 6Q (5644.763603 sec): 3 clusters Score: Raw -682382.231131 + Penalty 2852.103763 = -679530.127367 nChanged 220 SP:Iteration 7Q (5644.831689 sec): 3 clusters Score: Raw -682539.099076 + Penalty 2852.103763 = -679686.995313 nChanged 200 SP:Iteration 8Q (5644.880186 sec): 3 clusters Score: Raw -682683.714607 + Penalty 2852.103763 = -679831.610843 nChanged 157 SP:Iteration 9Q (5644.943467 sec): 3 clusters Score: Raw -682805.037772 + Penalty 2852.103763 = -679952.934009 nChanged 154 SP:Iteration 10Q (5645.004130 sec): 3 clusters Score: Raw -682915.509716 + Penalty 2852.103763 = -680063.405953 nChanged 117 SP:Iteration 11Q (5645.052550 sec): 3 clusters Score: Raw -683001.616612 + Penalty 2852.103763 = -680149.512849 nChanged 118 SP:Iteration 12Q (5645.115564 sec): 3 clusters Score: Raw -683082.309673 + Penalty 2852.103763 = -680230.205910 nChanged 82 SP:Iteration 13Q (5645.172683 sec): 3 clusters Score: Raw -683134.604702 + Penalty 2852.103763 = -680282.500939 nChanged 79 SP:Iteration 14Q (5645.220379 sec): 3 clusters Score: Raw -683189.623902 + Penalty 2852.103763 = -680337.520138 nChanged 71 SP:Iteration 15Q (5645.272632 sec): 3 clusters Score: Raw -683249.122539 + Penalty 2852.103763 = -680397.018776 nChanged 84 SP:Iteration 16Q (5645.329318 sec): 3 clusters Score: Raw -683303.890416 + Penalty 2852.103763 = -680451.786653 nChanged 66 SP:Iteration 17Q (5645.391958 sec): 3 clusters Score: Raw -683342.525998 + Penalty 2852.103763 = -680490.422234 nChanged 54 SP:Iteration 18Q (5645.437972 sec): 3 clusters Score: Raw -683376.790987 + Penalty 2852.103763 = -680524.687224 nChanged 50 SP:Iteration 19Q (5645.492486 sec): 3 clusters Score: Raw -683411.553251 + Penalty 2852.103763 = -680559.449488 nChanged 46 SP:Iteration 20F (5645.561482 sec): 3 clusters Score: Raw -683435.673760 + Penalty 2852.103763 = -680583.569997 nChanged 32 SP:Iteration 21Q (5645.617791 sec): 3 clusters Score: Raw -683451.048079 + Penalty 2852.103763 = -680598.944315 nChanged 22 SP:Iteration 22Q (5645.675953 sec): 3 clusters Score: Raw -683462.193970 + Penalty 2852.103763 = -680610.090206 nChanged 18 SP:Iteration 23Q (5645.722424 sec): 3 clusters Score: Raw -683469.352098 + Penalty 2852.103763 = -680617.248335 nChanged 12 SP:Iteration 24Q (5645.773649 sec): 3 clusters Score: Raw -683475.583454 + Penalty 2852.103763 = -680623.479691 nChanged 13 SP:Iteration 25Q (5645.834176 sec): 3 clusters Score: Raw -683481.162825 + Penalty 2852.103763 = -680629.059062 nChanged 11 SP:Iteration 26Q (5645.894851 sec): 3 clusters Score: Raw -683484.825524 + Penalty 2852.103763 = -680632.721761 nChanged 10 SP:Iteration 27Q (5645.955373 sec): 3 clusters Score: Raw -683488.589709 + Penalty 2852.103763 = -680636.485946 nChanged 8 SP:Iteration 28Q (5645.998412 sec): 3 clusters Score: Raw -683492.030331 + Penalty 2852.103763 = -680639.926567 nChanged 7 SP:Iteration 29Q (5646.049735 sec): 3 clusters Score: Raw -683494.749552 + Penalty 2852.103763 = -680642.645789 nChanged 5 SP:Iteration 30Q (5646.117054 sec): 3 clusters Score: Raw -683496.577753 + Penalty 2852.103763 = -680644.473990 nChanged 7 SP:Iteration 31Q (5646.173107 sec): 3 clusters Score: Raw -683499.582921 + Penalty 2852.103763 = -680647.479158 nChanged 10 SP:Iteration 32Q (5646.229161 sec): 3 clusters Score: Raw -683503.350417 + Penalty 2852.103763 = -680651.246654 nChanged 6 SP:Iteration 33Q (5646.285232 sec): 3 clusters Score: Raw -683505.058339 + Penalty 2852.103763 = -680652.954576 nChanged 5 SP:Iteration 34Q (5646.339274 sec): 3 clusters Score: Raw -683507.446258 + Penalty 2852.103763 = -680655.342495 nChanged 3 SP:Iteration 35Q (5646.391998 sec): 3 clusters Score: Raw -683508.325967 + Penalty 2852.103763 = -680656.222204 nChanged 2 SP:Iteration 36Q (5646.443578 sec): 3 clusters Score: Raw -683509.073284 + Penalty 2852.103763 = -680656.969521 nChanged 3 SP:Iteration 37Q (5646.501324 sec): 3 clusters Score: Raw -683509.936738 + Penalty 2852.103763 = -680657.832975 nChanged 3 SP:Iteration 38Q (5646.547732 sec): 3 clusters Score: Raw -683511.188369 + Penalty 2852.103763 = -680659.084606 nChanged 1 SP:Iteration 39Q (5646.605840 sec): 3 clusters Score: Raw -683511.485150 + Penalty 2852.103763 = -680659.381387 nChanged 3 SP:Iteration 40F (5646.661658 sec): 3 clusters Score: Raw -683512.464854 + Penalty 2852.103763 = -680660.361091 nChanged 1 SP:Iteration 41Q (5646.710478 sec): 3 clusters Score: Raw -683512.732402 + Penalty 2852.103763 = -680660.628639 nChanged 0 SP:Iteration 42F (5646.760445 sec): 3 clusters Score: Raw -683512.732402 + Penalty 2852.103763 = -680660.628639 nChanged 0 Trying to split cluster 34 (15565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5646.810235 sec): 2 clusters Score: Raw -1595053.866442 + Penalty 1568.576763 = -1593485.289679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5646.885293 sec): 3 clusters Score: Raw -1585935.845282 + Penalty 3137.153527 = -1582798.691755 nChanged 6881 SP:Iteration 1F (5646.955604 sec): 3 clusters Score: Raw -1589720.481449 + Penalty 3137.153527 = -1586583.327922 nChanged 961 SP:Iteration 2F (5647.030518 sec): 3 clusters Score: Raw -1590159.645834 + Penalty 3137.153527 = -1587022.492307 nChanged 877 SP:Iteration 3F (5647.100237 sec): 3 clusters Score: Raw -1590615.814872 + Penalty 3137.153527 = -1587478.661345 nChanged 935 SP:Iteration 4F (5647.170248 sec): 3 clusters Score: Raw -1591185.807202 + Penalty 3137.153527 = -1588048.653675 nChanged 961 SP:Iteration 5F (5647.238555 sec): 3 clusters Score: Raw -1591899.330506 + Penalty 3137.153527 = -1588762.176979 nChanged 932 SP:Iteration 6F (5647.306428 sec): 3 clusters Score: Raw -1592677.016535 + Penalty 3137.153527 = -1589539.863008 nChanged 839 SP:Iteration 7F (5647.376820 sec): 3 clusters Score: Raw -1593422.838920 + Penalty 3137.153527 = -1590285.685393 nChanged 656 SP:Iteration 8Q (5647.440923 sec): 3 clusters Score: Raw -1593956.162283 + Penalty 3137.153527 = -1590819.008756 nChanged 509 SP:Iteration 9Q (5647.509096 sec): 3 clusters Score: Raw -1594338.845306 + Penalty 3137.153527 = -1591201.691779 nChanged 358 SP:Iteration 10Q (5647.592090 sec): 3 clusters Score: Raw -1594579.906561 + Penalty 3137.153527 = -1591442.753034 nChanged 259 SP:Iteration 11Q (5647.663390 sec): 3 clusters Score: Raw -1594752.691057 + Penalty 3137.153527 = -1591615.537530 nChanged 198 SP:Iteration 12Q (5647.735999 sec): 3 clusters Score: Raw -1594886.227097 + Penalty 3137.153527 = -1591749.073570 nChanged 165 SP:Iteration 13Q (5647.793726 sec): 3 clusters Score: Raw -1594999.523375 + Penalty 3137.153527 = -1591862.369848 nChanged 142 SP:Iteration 14Q (5647.870361 sec): 3 clusters Score: Raw -1595106.941942 + Penalty 3137.153527 = -1591969.788415 nChanged 115 SP:Iteration 15Q (5647.937986 sec): 3 clusters Score: Raw -1595188.610097 + Penalty 3137.153527 = -1592051.456570 nChanged 78 SP:Iteration 16Q (5647.995047 sec): 3 clusters Score: Raw -1595238.115345 + Penalty 3137.153527 = -1592100.961818 nChanged 64 SP:Iteration 17Q (5648.062070 sec): 3 clusters Score: Raw -1595276.009090 + Penalty 3137.153527 = -1592138.855563 nChanged 64 SP:Iteration 18Q (5648.131390 sec): 3 clusters Score: Raw -1595307.852053 + Penalty 3137.153527 = -1592170.698526 nChanged 50 SP:Iteration 19Q (5648.202816 sec): 3 clusters Score: Raw -1595331.415101 + Penalty 3137.153527 = -1592194.261574 nChanged 43 SP:Iteration 20F (5648.284159 sec): 3 clusters Score: Raw -1595351.534958 + Penalty 3137.153527 = -1592214.381431 nChanged 28 SP:Iteration 21Q (5648.349817 sec): 3 clusters Score: Raw -1595365.127883 + Penalty 3137.153527 = -1592227.974356 nChanged 24 SP:Iteration 22Q (5648.415180 sec): 3 clusters Score: Raw -1595375.550343 + Penalty 3137.153527 = -1592238.396816 nChanged 21 SP:Iteration 23Q (5648.476535 sec): 3 clusters Score: Raw -1595383.288498 + Penalty 3137.153527 = -1592246.134971 nChanged 15 SP:Iteration 24Q (5648.549382 sec): 3 clusters Score: Raw -1595389.720320 + Penalty 3137.153527 = -1592252.566793 nChanged 15 SP:Iteration 25Q (5648.612111 sec): 3 clusters Score: Raw -1595394.766429 + Penalty 3137.153527 = -1592257.612902 nChanged 13 SP:Iteration 26Q (5648.670257 sec): 3 clusters Score: Raw -1595398.706490 + Penalty 3137.153527 = -1592261.552963 nChanged 7 SP:Iteration 27Q (5648.749531 sec): 3 clusters Score: Raw -1595401.242188 + Penalty 3137.153527 = -1592264.088661 nChanged 6 SP:Iteration 28Q (5648.816043 sec): 3 clusters Score: Raw -1595404.108832 + Penalty 3137.153527 = -1592266.955305 nChanged 8 SP:Iteration 29Q (5648.875025 sec): 3 clusters Score: Raw -1595406.581157 + Penalty 3137.153527 = -1592269.427630 nChanged 5 SP:Iteration 30Q (5648.943271 sec): 3 clusters Score: Raw -1595409.707568 + Penalty 3137.153527 = -1592272.554041 nChanged 2 SP:Iteration 31Q (5649.015893 sec): 3 clusters Score: Raw -1595411.272662 + Penalty 3137.153527 = -1592274.119135 nChanged 4 SP:Iteration 32Q (5649.074098 sec): 3 clusters Score: Raw -1595413.643620 + Penalty 3137.153527 = -1592276.490093 nChanged 3 SP:Iteration 33Q (5649.141755 sec): 3 clusters Score: Raw -1595414.500963 + Penalty 3137.153527 = -1592277.347436 nChanged 3 SP:Iteration 34Q (5649.216016 sec): 3 clusters Score: Raw -1595415.419402 + Penalty 3137.153527 = -1592278.265875 nChanged 4 SP:Iteration 35Q (5649.281908 sec): 3 clusters Score: Raw -1595416.953396 + Penalty 3137.153527 = -1592279.799869 nChanged 3 SP:Iteration 36Q (5649.348058 sec): 3 clusters Score: Raw -1595418.265662 + Penalty 3137.153527 = -1592281.112136 nChanged 1 SP:Iteration 37Q (5649.417155 sec): 3 clusters Score: Raw -1595418.672169 + Penalty 3137.153527 = -1592281.518642 nChanged 1 SP:Iteration 38Q (5649.486209 sec): 3 clusters Score: Raw -1595418.874231 + Penalty 3137.153527 = -1592281.720704 nChanged 0 SP:Iteration 39F (5649.543489 sec): 3 clusters Score: Raw -1595418.874231 + Penalty 3137.153527 = -1592281.720704 nChanged 0 Trying to split cluster 35 (8608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5649.588900 sec): 2 clusters Score: Raw -916260.839767 + Penalty 1472.322683 = -914788.517084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5649.647525 sec): 3 clusters Score: Raw -911512.171006 + Penalty 2944.645367 = -908567.525639 nChanged 3660 SP:Iteration 1F (5649.713094 sec): 3 clusters Score: Raw -913499.357574 + Penalty 2944.645367 = -910554.712207 nChanged 516 SP:Iteration 2F (5649.765899 sec): 3 clusters Score: Raw -913714.609734 + Penalty 2944.645367 = -910769.964367 nChanged 422 SP:Iteration 3Q (5649.826779 sec): 3 clusters Score: Raw -913873.786188 + Penalty 2944.645367 = -910929.140821 nChanged 324 SP:Iteration 4Q (5649.893153 sec): 3 clusters Score: Raw -913987.454705 + Penalty 2944.645367 = -911042.809338 nChanged 265 SP:Iteration 5Q (5649.955454 sec): 3 clusters Score: Raw -914096.470915 + Penalty 2944.645367 = -911151.825548 nChanged 278 SP:Iteration 6Q (5650.018150 sec): 3 clusters Score: Raw -914215.548233 + Penalty 2944.645367 = -911270.902866 nChanged 268 SP:Iteration 7Q (5650.075426 sec): 3 clusters Score: Raw -914361.780533 + Penalty 2944.645367 = -911417.135166 nChanged 301 SP:Iteration 8Q (5650.138859 sec): 3 clusters Score: Raw -914531.913168 + Penalty 2944.645367 = -911587.267801 nChanged 333 SP:Iteration 9Q (5650.190833 sec): 3 clusters Score: Raw -914722.012250 + Penalty 2944.645367 = -911777.366883 nChanged 334 SP:Iteration 10Q (5650.251743 sec): 3 clusters Score: Raw -914927.021402 + Penalty 2944.645367 = -911982.376035 nChanged 350 SP:Iteration 11Q (5650.320490 sec): 3 clusters Score: Raw -915140.527709 + Penalty 2944.645367 = -912195.882342 nChanged 313 SP:Iteration 12Q (5650.379068 sec): 3 clusters Score: Raw -915347.817422 + Penalty 2944.645367 = -912403.172055 nChanged 307 SP:Iteration 13Q (5650.437143 sec): 3 clusters Score: Raw -915532.774350 + Penalty 2944.645367 = -912588.128983 nChanged 261 SP:Iteration 14Q (5650.511072 sec): 3 clusters Score: Raw -915694.817170 + Penalty 2944.645367 = -912750.171803 nChanged 229 SP:Iteration 15Q (5650.572742 sec): 3 clusters Score: Raw -915839.070416 + Penalty 2944.645367 = -912894.425049 nChanged 199 SP:Iteration 16Q (5650.638141 sec): 3 clusters Score: Raw -915957.413472 + Penalty 2944.645367 = -913012.768106 nChanged 183 SP:Iteration 17Q (5650.699402 sec): 3 clusters Score: Raw -916083.278388 + Penalty 2944.645367 = -913138.633022 nChanged 164 SP:Iteration 18Q (5650.761880 sec): 3 clusters Score: Raw -916191.112380 + Penalty 2944.645367 = -913246.467013 nChanged 149 SP:Iteration 19Q (5650.812805 sec): 3 clusters Score: Raw -916296.124937 + Penalty 2944.645367 = -913351.479570 nChanged 137 SP:Iteration 20F (5650.866327 sec): 3 clusters Score: Raw -916390.557708 + Penalty 2944.645367 = -913445.912341 nChanged 115 SP:Iteration 21Q (5650.936416 sec): 3 clusters Score: Raw -916469.939094 + Penalty 2944.645367 = -913525.293727 nChanged 90 SP:Iteration 22Q (5650.985381 sec): 3 clusters Score: Raw -916546.677755 + Penalty 2944.645367 = -913602.032388 nChanged 84 SP:Iteration 23Q (5651.046323 sec): 3 clusters Score: Raw -916626.164034 + Penalty 2944.645367 = -913681.518667 nChanged 59 SP:Iteration 24Q (5651.111793 sec): 3 clusters Score: Raw -916681.293847 + Penalty 2944.645367 = -913736.648480 nChanged 57 SP:Iteration 25Q (5651.160045 sec): 3 clusters Score: Raw -916725.917872 + Penalty 2944.645367 = -913781.272506 nChanged 34 SP:Iteration 26Q (5651.224947 sec): 3 clusters Score: Raw -916746.493188 + Penalty 2944.645367 = -913801.847821 nChanged 26 SP:Iteration 27Q (5651.288981 sec): 3 clusters Score: Raw -916758.599652 + Penalty 2944.645367 = -913813.954285 nChanged 17 SP:Iteration 28Q (5651.341486 sec): 3 clusters Score: Raw -916766.387562 + Penalty 2944.645367 = -913821.742195 nChanged 11 SP:Iteration 29Q (5651.397860 sec): 3 clusters Score: Raw -916771.149881 + Penalty 2944.645367 = -913826.504514 nChanged 10 SP:Iteration 30Q (5651.459687 sec): 3 clusters Score: Raw -916776.902564 + Penalty 2944.645367 = -913832.257197 nChanged 10 SP:Iteration 31Q (5651.523756 sec): 3 clusters Score: Raw -916781.731322 + Penalty 2944.645367 = -913837.085955 nChanged 7 SP:Iteration 32Q (5651.569036 sec): 3 clusters Score: Raw -916785.254016 + Penalty 2944.645367 = -913840.608649 nChanged 7 SP:Iteration 33Q (5651.637575 sec): 3 clusters Score: Raw -916788.657365 + Penalty 2944.645367 = -913844.011998 nChanged 5 SP:Iteration 34Q (5651.695530 sec): 3 clusters Score: Raw -916791.476516 + Penalty 2944.645367 = -913846.831149 nChanged 6 SP:Iteration 35Q (5651.753949 sec): 3 clusters Score: Raw -916794.337473 + Penalty 2944.645367 = -913849.692106 nChanged 8 SP:Iteration 36Q (5651.808404 sec): 3 clusters Score: Raw -916797.838559 + Penalty 2944.645367 = -913853.193193 nChanged 7 SP:Iteration 37Q (5651.870228 sec): 3 clusters Score: Raw -916800.514594 + Penalty 2944.645367 = -913855.869227 nChanged 6 SP:Iteration 38Q (5651.915876 sec): 3 clusters Score: Raw -916802.913114 + Penalty 2944.645367 = -913858.267747 nChanged 4 SP:Iteration 39Q (5651.972629 sec): 3 clusters Score: Raw -916805.816046 + Penalty 2944.645367 = -913861.170679 nChanged 4 SP:Iteration 40F (5652.029180 sec): 3 clusters Score: Raw -916807.591202 + Penalty 2944.645367 = -913862.945835 nChanged 1 SP:Iteration 41Q (5652.087745 sec): 3 clusters Score: Raw -916808.195612 + Penalty 2944.645367 = -913863.550245 nChanged 2 SP:Iteration 42Q (5652.144049 sec): 3 clusters Score: Raw -916809.017966 + Penalty 2944.645367 = -913864.372599 nChanged 3 SP:Iteration 43Q (5652.197180 sec): 3 clusters Score: Raw -916810.356956 + Penalty 2944.645367 = -913865.711589 nChanged 2 SP:Iteration 44Q (5652.258964 sec): 3 clusters Score: Raw -916810.998156 + Penalty 2944.645367 = -913866.352789 nChanged 0 SP:Iteration 45F (5652.307445 sec): 3 clusters Score: Raw -916810.998156 + Penalty 2944.645367 = -913866.352789 nChanged 0 Trying to split cluster 36 (5473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5652.339852 sec): 2 clusters Score: Raw -581493.831932 + Penalty 1398.732106 = -580095.099826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5652.400215 sec): 3 clusters Score: Raw -578595.292297 + Penalty 2797.464212 = -575797.828085 nChanged 2237 SP:Iteration 1F (5652.461305 sec): 3 clusters Score: Raw -579829.511979 + Penalty 2797.464212 = -577032.047767 nChanged 417 SP:Iteration 2F (5652.507121 sec): 3 clusters Score: Raw -580041.572299 + Penalty 2797.464212 = -577244.108087 nChanged 302 SP:Iteration 3F (5652.569091 sec): 3 clusters Score: Raw -580188.661058 + Penalty 2797.464212 = -577391.196846 nChanged 224 SP:Iteration 4Q (5652.621153 sec): 3 clusters Score: Raw -580295.226619 + Penalty 2797.464212 = -577497.762407 nChanged 202 SP:Iteration 5Q (5652.672133 sec): 3 clusters Score: Raw -580387.962901 + Penalty 2797.464212 = -577590.498689 nChanged 179 SP:Iteration 6Q (5652.739771 sec): 3 clusters Score: Raw -580471.590453 + Penalty 2797.464212 = -577674.126241 nChanged 160 SP:Iteration 7Q (5652.799606 sec): 3 clusters Score: Raw -580550.311667 + Penalty 2797.464212 = -577752.847455 nChanged 178 SP:Iteration 8Q (5652.845396 sec): 3 clusters Score: Raw -580642.856494 + Penalty 2797.464212 = -577845.392282 nChanged 163 SP:Iteration 9Q (5652.895932 sec): 3 clusters Score: Raw -580733.447305 + Penalty 2797.464212 = -577935.983093 nChanged 163 SP:Iteration 10Q (5652.955761 sec): 3 clusters Score: Raw -580830.089285 + Penalty 2797.464212 = -578032.625073 nChanged 189 SP:Iteration 11Q (5653.013855 sec): 3 clusters Score: Raw -580947.187812 + Penalty 2797.464212 = -578149.723600 nChanged 150 SP:Iteration 12Q (5653.065453 sec): 3 clusters Score: Raw -581028.476430 + Penalty 2797.464212 = -578231.012217 nChanged 127 SP:Iteration 13Q (5653.133046 sec): 3 clusters Score: Raw -581101.059865 + Penalty 2797.464212 = -578303.595653 nChanged 128 SP:Iteration 14Q (5653.190015 sec): 3 clusters Score: Raw -581175.280333 + Penalty 2797.464212 = -578377.816121 nChanged 114 SP:Iteration 15Q (5653.246419 sec): 3 clusters Score: Raw -581237.341366 + Penalty 2797.464212 = -578439.877154 nChanged 99 SP:Iteration 16Q (5653.304427 sec): 3 clusters Score: Raw -581287.726507 + Penalty 2797.464212 = -578490.262295 nChanged 83 SP:Iteration 17Q (5653.362579 sec): 3 clusters Score: Raw -581327.902873 + Penalty 2797.464212 = -578530.438660 nChanged 72 SP:Iteration 18Q (5653.417981 sec): 3 clusters Score: Raw -581367.570633 + Penalty 2797.464212 = -578570.106421 nChanged 73 SP:Iteration 19Q (5653.470300 sec): 3 clusters Score: Raw -581404.765727 + Penalty 2797.464212 = -578607.301515 nChanged 65 SP:Iteration 20F (5653.514989 sec): 3 clusters Score: Raw -581437.510657 + Penalty 2797.464212 = -578640.046445 nChanged 51 SP:Iteration 21Q (5653.577064 sec): 3 clusters Score: Raw -581462.247056 + Penalty 2797.464212 = -578664.782844 nChanged 37 SP:Iteration 22Q (5653.632155 sec): 3 clusters Score: Raw -581480.827951 + Penalty 2797.464212 = -578683.363739 nChanged 43 SP:Iteration 23Q (5653.685427 sec): 3 clusters Score: Raw -581499.637004 + Penalty 2797.464212 = -578702.172792 nChanged 40 SP:Iteration 24Q (5653.740672 sec): 3 clusters Score: Raw -581517.669004 + Penalty 2797.464212 = -578720.204792 nChanged 37 SP:Iteration 25Q (5653.796994 sec): 3 clusters Score: Raw -581537.281575 + Penalty 2797.464212 = -578739.817362 nChanged 32 SP:Iteration 26Q (5653.841998 sec): 3 clusters Score: Raw -581549.193978 + Penalty 2797.464212 = -578751.729766 nChanged 15 SP:Iteration 27Q (5653.906092 sec): 3 clusters Score: Raw -581556.220471 + Penalty 2797.464212 = -578758.756259 nChanged 17 SP:Iteration 28Q (5653.958293 sec): 3 clusters Score: Raw -581561.848685 + Penalty 2797.464212 = -578764.384473 nChanged 10 SP:Iteration 29Q (5654.015767 sec): 3 clusters Score: Raw -581565.062098 + Penalty 2797.464212 = -578767.597886 nChanged 5 SP:Iteration 30Q (5654.076372 sec): 3 clusters Score: Raw -581566.429872 + Penalty 2797.464212 = -578768.965659 nChanged 6 SP:Iteration 31Q (5654.123998 sec): 3 clusters Score: Raw -581569.245564 + Penalty 2797.464212 = -578771.781351 nChanged 12 SP:Iteration 32Q (5654.182348 sec): 3 clusters Score: Raw -581575.690442 + Penalty 2797.464212 = -578778.226230 nChanged 12 SP:Iteration 33Q (5654.243596 sec): 3 clusters Score: Raw -581580.457736 + Penalty 2797.464212 = -578782.993523 nChanged 10 SP:Iteration 34Q (5654.293438 sec): 3 clusters Score: Raw -581584.623420 + Penalty 2797.464212 = -578787.159208 nChanged 16 SP:Iteration 35Q (5654.332456 sec): 3 clusters Score: Raw -581591.514052 + Penalty 2797.464212 = -578794.049840 nChanged 11 SP:Iteration 36Q (5654.388303 sec): 3 clusters Score: Raw -581595.363848 + Penalty 2797.464212 = -578797.899636 nChanged 14 SP:Iteration 37Q (5654.448931 sec): 3 clusters Score: Raw -581601.468653 + Penalty 2797.464212 = -578804.004441 nChanged 13 SP:Iteration 38Q (5654.483857 sec): 3 clusters Score: Raw -581605.462774 + Penalty 2797.464212 = -578807.998562 nChanged 7 SP:Iteration 39Q (5654.537632 sec): 3 clusters Score: Raw -581608.675850 + Penalty 2797.464212 = -578811.211638 nChanged 14 SP:Iteration 40F (5654.601153 sec): 3 clusters Score: Raw -581614.051816 + Penalty 2797.464212 = -578816.587603 nChanged 6 SP:Iteration 41Q (5654.657062 sec): 3 clusters Score: Raw -581616.254044 + Penalty 2797.464212 = -578818.789832 nChanged 3 SP:Iteration 42Q (5654.712075 sec): 3 clusters Score: Raw -581616.880557 + Penalty 2797.464212 = -578819.416345 nChanged 1 SP:Iteration 43Q (5654.766417 sec): 3 clusters Score: Raw -581616.942555 + Penalty 2797.464212 = -578819.478343 nChanged 0 SP:Iteration 44F (5654.826099 sec): 3 clusters Score: Raw -581616.942555 + Penalty 2797.464212 = -578819.478343 nChanged 0 Trying to split cluster 37 (1610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5654.841192 sec): 2 clusters Score: Raw -175721.830822 + Penalty 1199.898287 = -174521.932535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5654.883809 sec): 3 clusters Score: Raw -175073.951067 + Penalty 2399.796574 = -172674.154493 nChanged 576 SP:Iteration 1F (5654.920915 sec): 3 clusters Score: Raw -175533.170530 + Penalty 2399.796574 = -173133.373956 nChanged 160 SP:Iteration 2F (5654.976661 sec): 3 clusters Score: Raw -175717.396787 + Penalty 2399.796574 = -173317.600213 nChanged 111 SP:Iteration 3F (5655.024399 sec): 3 clusters Score: Raw -175857.446234 + Penalty 2399.796574 = -173457.649660 nChanged 81 SP:Iteration 4F (5655.072387 sec): 3 clusters Score: Raw -175939.760267 + Penalty 2399.796574 = -173539.963693 nChanged 46 SP:Iteration 5Q (5655.124286 sec): 3 clusters Score: Raw -175983.574205 + Penalty 2399.796574 = -173583.777632 nChanged 36 SP:Iteration 6Q (5655.178006 sec): 3 clusters Score: Raw -176019.130484 + Penalty 2399.796574 = -173619.333910 nChanged 30 SP:Iteration 7Q (5655.213643 sec): 3 clusters Score: Raw -176048.643101 + Penalty 2399.796574 = -173648.846527 nChanged 25 SP:Iteration 8Q (5655.256734 sec): 3 clusters Score: Raw -176070.922700 + Penalty 2399.796574 = -173671.126126 nChanged 13 SP:Iteration 9Q (5655.305156 sec): 3 clusters Score: Raw -176078.506082 + Penalty 2399.796574 = -173678.709508 nChanged 6 SP:Iteration 10Q (5655.350778 sec): 3 clusters Score: Raw -176082.871524 + Penalty 2399.796574 = -173683.074950 nChanged 6 SP:Iteration 11Q (5655.404407 sec): 3 clusters Score: Raw -176089.586498 + Penalty 2399.796574 = -173689.789924 nChanged 8 SP:Iteration 12Q (5655.457114 sec): 3 clusters Score: Raw -176096.014534 + Penalty 2399.796574 = -173696.217960 nChanged 9 SP:Iteration 13Q (5655.503210 sec): 3 clusters Score: Raw -176100.995225 + Penalty 2399.796574 = -173701.198651 nChanged 4 SP:Iteration 14Q (5655.555355 sec): 3 clusters Score: Raw -176102.989355 + Penalty 2399.796574 = -173703.192781 nChanged 4 SP:Iteration 15Q (5655.602113 sec): 3 clusters Score: Raw -176104.628522 + Penalty 2399.796574 = -173704.831948 nChanged 1 SP:Iteration 16Q (5655.652367 sec): 3 clusters Score: Raw -176104.764721 + Penalty 2399.796574 = -173704.968147 nChanged 0 SP:Iteration 17F (5655.703094 sec): 3 clusters Score: Raw -176104.764721 + Penalty 2399.796574 = -173704.968147 nChanged 0 Trying to split cluster 38 (28739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5655.778635 sec): 2 clusters Score: Raw -3129889.256251 + Penalty 1668.226684 = -3128221.029567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5655.881576 sec): 3 clusters Score: Raw -3112238.779034 + Penalty 3336.453368 = -3108902.325665 nChanged 13261 SP:Iteration 1F (5655.978535 sec): 3 clusters Score: Raw -3120452.152013 + Penalty 3336.453368 = -3117115.698645 nChanged 1824 SP:Iteration 2F (5656.071039 sec): 3 clusters Score: Raw -3121539.930215 + Penalty 3336.453368 = -3118203.476847 nChanged 1874 SP:Iteration 3F (5656.160012 sec): 3 clusters Score: Raw -3122693.177382 + Penalty 3336.453368 = -3119356.724014 nChanged 1813 SP:Iteration 4F (5656.264812 sec): 3 clusters Score: Raw -3123867.749343 + Penalty 3336.453368 = -3120531.295975 nChanged 1712 SP:Iteration 5F (5656.358005 sec): 3 clusters Score: Raw -3124953.555787 + Penalty 3336.453368 = -3121617.102419 nChanged 1510 SP:Iteration 6F (5656.455273 sec): 3 clusters Score: Raw -3125944.663974 + Penalty 3336.453368 = -3122608.210606 nChanged 1317 SP:Iteration 7Q (5656.546990 sec): 3 clusters Score: Raw -3126766.889969 + Penalty 3336.453368 = -3123430.436600 nChanged 1085 SP:Iteration 8Q (5656.633910 sec): 3 clusters Score: Raw -3127465.530790 + Penalty 3336.453368 = -3124129.077421 nChanged 906 SP:Iteration 9Q (5656.745611 sec): 3 clusters Score: Raw -3128043.758864 + Penalty 3336.453368 = -3124707.305496 nChanged 727 SP:Iteration 10Q (5656.846093 sec): 3 clusters Score: Raw -3128453.959369 + Penalty 3336.453368 = -3125117.506000 nChanged 567 SP:Iteration 11Q (5656.937460 sec): 3 clusters Score: Raw -3128738.355300 + Penalty 3336.453368 = -3125401.901931 nChanged 427 SP:Iteration 12Q (5657.028345 sec): 3 clusters Score: Raw -3128914.555379 + Penalty 3336.453368 = -3125578.102011 nChanged 347 SP:Iteration 13Q (5657.127865 sec): 3 clusters Score: Raw -3129032.748958 + Penalty 3336.453368 = -3125696.295589 nChanged 259 SP:Iteration 14Q (5657.213548 sec): 3 clusters Score: Raw -3129111.101170 + Penalty 3336.453368 = -3125774.647802 nChanged 239 SP:Iteration 15Q (5657.301217 sec): 3 clusters Score: Raw -3129176.306012 + Penalty 3336.453368 = -3125839.852644 nChanged 214 SP:Iteration 16Q (5657.384144 sec): 3 clusters Score: Raw -3129233.086170 + Penalty 3336.453368 = -3125896.632802 nChanged 198 SP:Iteration 17Q (5657.486933 sec): 3 clusters Score: Raw -3129293.593639 + Penalty 3336.453368 = -3125957.140271 nChanged 229 SP:Iteration 18Q (5657.577710 sec): 3 clusters Score: Raw -3129365.071182 + Penalty 3336.453368 = -3126028.617813 nChanged 223 SP:Iteration 19Q (5657.658645 sec): 3 clusters Score: Raw -3129432.589955 + Penalty 3336.453368 = -3126096.136587 nChanged 219 SP:Iteration 20F (5657.751274 sec): 3 clusters Score: Raw -3129500.101641 + Penalty 3336.453368 = -3126163.648273 nChanged 216 SP:Iteration 21Q (5657.835060 sec): 3 clusters Score: Raw -3129563.282916 + Penalty 3336.453368 = -3126226.829547 nChanged 190 SP:Iteration 22Q (5657.926626 sec): 3 clusters Score: Raw -3129618.013167 + Penalty 3336.453368 = -3126281.559799 nChanged 191 SP:Iteration 23Q (5658.016688 sec): 3 clusters Score: Raw -3129680.425058 + Penalty 3336.453368 = -3126343.971690 nChanged 183 SP:Iteration 24Q (5658.109153 sec): 3 clusters Score: Raw -3129739.699195 + Penalty 3336.453368 = -3126403.245827 nChanged 174 SP:Iteration 25Q (5658.190331 sec): 3 clusters Score: Raw -3129790.453581 + Penalty 3336.453368 = -3126454.000213 nChanged 144 SP:Iteration 26Q (5658.284254 sec): 3 clusters Score: Raw -3129832.998592 + Penalty 3336.453368 = -3126496.545223 nChanged 119 SP:Iteration 27Q (5658.368334 sec): 3 clusters Score: Raw -3129864.742825 + Penalty 3336.453368 = -3126528.289457 nChanged 114 SP:Iteration 28Q (5658.465830 sec): 3 clusters Score: Raw -3129894.941960 + Penalty 3336.453368 = -3126558.488592 nChanged 103 SP:Iteration 29Q (5658.556196 sec): 3 clusters Score: Raw -3129923.499824 + Penalty 3336.453368 = -3126587.046456 nChanged 84 SP:Iteration 30Q (5658.649292 sec): 3 clusters Score: Raw -3129948.760661 + Penalty 3336.453368 = -3126612.307293 nChanged 88 SP:Iteration 31Q (5658.731801 sec): 3 clusters Score: Raw -3129976.941950 + Penalty 3336.453368 = -3126640.488581 nChanged 76 SP:Iteration 32Q (5658.819377 sec): 3 clusters Score: Raw -3130000.843427 + Penalty 3336.453368 = -3126664.390059 nChanged 75 SP:Iteration 33Q (5658.900448 sec): 3 clusters Score: Raw -3130022.553421 + Penalty 3336.453368 = -3126686.100053 nChanged 68 SP:Iteration 34Q (5658.993806 sec): 3 clusters Score: Raw -3130037.340275 + Penalty 3336.453368 = -3126700.886907 nChanged 61 SP:Iteration 35Q (5659.077545 sec): 3 clusters Score: Raw -3130050.357122 + Penalty 3336.453368 = -3126713.903754 nChanged 52 SP:Iteration 36Q (5659.171891 sec): 3 clusters Score: Raw -3130061.442673 + Penalty 3336.453368 = -3126724.989305 nChanged 48 SP:Iteration 37Q (5659.258284 sec): 3 clusters Score: Raw -3130072.525530 + Penalty 3336.453368 = -3126736.072161 nChanged 52 SP:Iteration 38Q (5659.342893 sec): 3 clusters Score: Raw -3130082.863191 + Penalty 3336.453368 = -3126746.409823 nChanged 50 SP:Iteration 39Q (5659.420977 sec): 3 clusters Score: Raw -3130093.186348 + Penalty 3336.453368 = -3126756.732980 nChanged 38 SP:Iteration 40F (5659.504810 sec): 3 clusters Score: Raw -3130103.626937 + Penalty 3336.453368 = -3126767.173568 nChanged 37 SP:Iteration 41Q (5659.608392 sec): 3 clusters Score: Raw -3130113.823250 + Penalty 3336.453368 = -3126777.369881 nChanged 31 SP:Iteration 42Q (5659.692758 sec): 3 clusters Score: Raw -3130122.992891 + Penalty 3336.453368 = -3126786.539523 nChanged 30 SP:Iteration 43Q (5659.793318 sec): 3 clusters Score: Raw -3130130.043650 + Penalty 3336.453368 = -3126793.590282 nChanged 24 SP:Iteration 44Q (5659.870115 sec): 3 clusters Score: Raw -3130136.037932 + Penalty 3336.453368 = -3126799.584563 nChanged 28 SP:Iteration 45Q (5659.964227 sec): 3 clusters Score: Raw -3130144.738440 + Penalty 3336.453368 = -3126808.285071 nChanged 27 SP:Iteration 46Q (5660.051339 sec): 3 clusters Score: Raw -3130152.598566 + Penalty 3336.453368 = -3126816.145198 nChanged 27 SP:Iteration 47Q (5660.134980 sec): 3 clusters Score: Raw -3130160.820935 + Penalty 3336.453368 = -3126824.367567 nChanged 25 SP:Iteration 48Q (5660.221078 sec): 3 clusters Score: Raw -3130168.992324 + Penalty 3336.453368 = -3126832.538956 nChanged 23 SP:Iteration 49Q (5660.299150 sec): 3 clusters Score: Raw -3130176.224507 + Penalty 3336.453368 = -3126839.771139 nChanged 19 SP:Iteration 50Q (5660.384089 sec): 3 clusters Score: Raw -3130182.104163 + Penalty 3336.453368 = -3126845.650795 nChanged 18 SP:Iteration 51Q (5660.476748 sec): 3 clusters Score: Raw -3130186.161804 + Penalty 3336.453368 = -3126849.708435 nChanged 16 SP:Iteration 52Q (5660.570843 sec): 3 clusters Score: Raw -3130189.317502 + Penalty 3336.453368 = -3126852.864134 nChanged 14 SP:Iteration 53Q (5660.646108 sec): 3 clusters Score: Raw -3130192.365685 + Penalty 3336.453368 = -3126855.912317 nChanged 11 SP:Iteration 54Q (5660.732459 sec): 3 clusters Score: Raw -3130194.591404 + Penalty 3336.453368 = -3126858.138035 nChanged 10 SP:Iteration 55Q (5660.813674 sec): 3 clusters Score: Raw -3130196.293115 + Penalty 3336.453368 = -3126859.839747 nChanged 7 SP:Iteration 56Q (5660.911459 sec): 3 clusters Score: Raw -3130197.663222 + Penalty 3336.453368 = -3126861.209854 nChanged 8 SP:Iteration 57Q (5661.003157 sec): 3 clusters Score: Raw -3130199.785247 + Penalty 3336.453368 = -3126863.331878 nChanged 8 SP:Iteration 58Q (5661.093034 sec): 3 clusters Score: Raw -3130201.391161 + Penalty 3336.453368 = -3126864.937792 nChanged 5 SP:Iteration 59Q (5661.194335 sec): 3 clusters Score: Raw -3130202.254595 + Penalty 3336.453368 = -3126865.801227 nChanged 5 SP:Iteration 60F (5661.293608 sec): 3 clusters Score: Raw -3130203.202576 + Penalty 3336.453368 = -3126866.749208 nChanged 5 SP:Iteration 61Q (5661.374078 sec): 3 clusters Score: Raw -3130204.854934 + Penalty 3336.453368 = -3126868.401566 nChanged 3 SP:Iteration 62Q (5661.453387 sec): 3 clusters Score: Raw -3130205.748500 + Penalty 3336.453368 = -3126869.295132 nChanged 4 SP:Iteration 63Q (5661.548095 sec): 3 clusters Score: Raw -3130206.684343 + Penalty 3336.453368 = -3126870.230974 nChanged 6 SP:Iteration 64Q (5661.632379 sec): 3 clusters Score: Raw -3130207.835878 + Penalty 3336.453368 = -3126871.382510 nChanged 3 SP:Iteration 65Q (5661.713964 sec): 3 clusters Score: Raw -3130208.451098 + Penalty 3336.453368 = -3126871.997730 nChanged 2 SP:Iteration 66Q (5661.797978 sec): 3 clusters Score: Raw -3130209.144489 + Penalty 3336.453368 = -3126872.691120 nChanged 4 SP:Iteration 67Q (5661.891811 sec): 3 clusters Score: Raw -3130209.679741 + Penalty 3336.453368 = -3126873.226373 nChanged 2 SP:Iteration 68Q (5661.979724 sec): 3 clusters Score: Raw -3130210.131630 + Penalty 3336.453368 = -3126873.678262 nChanged 5 SP:Iteration 69Q (5662.070016 sec): 3 clusters Score: Raw -3130210.866802 + Penalty 3336.453368 = -3126874.413434 nChanged 3 SP:Iteration 70Q (5662.156504 sec): 3 clusters Score: Raw -3130211.605730 + Penalty 3336.453368 = -3126875.152362 nChanged 2 SP:Iteration 71Q (5662.244529 sec): 3 clusters Score: Raw -3130211.899696 + Penalty 3336.453368 = -3126875.446328 nChanged 2 SP:Iteration 72Q (5662.326363 sec): 3 clusters Score: Raw -3130212.553736 + Penalty 3336.453368 = -3126876.100368 nChanged 4 SP:Iteration 73Q (5662.429937 sec): 3 clusters Score: Raw -3130213.352186 + Penalty 3336.453368 = -3126876.898818 nChanged 2 SP:Iteration 74Q (5662.519794 sec): 3 clusters Score: Raw -3130213.636578 + Penalty 3336.453368 = -3126877.183210 nChanged 2 SP:Iteration 75Q (5662.611025 sec): 3 clusters Score: Raw -3130214.137910 + Penalty 3336.453368 = -3126877.684542 nChanged 4 SP:Iteration 76Q (5662.701822 sec): 3 clusters Score: Raw -3130214.796863 + Penalty 3336.453368 = -3126878.343495 nChanged 6 SP:Iteration 77Q (5662.791479 sec): 3 clusters Score: Raw -3130217.132367 + Penalty 3336.453368 = -3126880.678999 nChanged 6 SP:Iteration 78Q (5662.875041 sec): 3 clusters Score: Raw -3130217.912647 + Penalty 3336.453368 = -3126881.459278 nChanged 3 SP:Iteration 79Q (5662.957281 sec): 3 clusters Score: Raw -3130218.272414 + Penalty 3336.453368 = -3126881.819045 nChanged 2 SP:Iteration 80F (5663.045235 sec): 3 clusters Score: Raw -3130218.741148 + Penalty 3336.453368 = -3126882.287779 nChanged 2 SP:Iteration 81Q (5663.134995 sec): 3 clusters Score: Raw -3130219.189165 + Penalty 3336.453368 = -3126882.735796 nChanged 3 SP:Iteration 82Q (5663.219807 sec): 3 clusters Score: Raw -3130219.460445 + Penalty 3336.453368 = -3126883.007076 nChanged 2 SP:Iteration 83Q (5663.304973 sec): 3 clusters Score: Raw -3130219.581981 + Penalty 3336.453368 = -3126883.128612 nChanged 0 SP:Iteration 84F (5663.398040 sec): 3 clusters Score: Raw -3130219.581981 + Penalty 3336.453368 = -3126883.128612 nChanged 0 Trying to split cluster 39 (2215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5663.428717 sec): 2 clusters Score: Raw -222948.318174 + Penalty 1251.738748 = -221696.579425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5663.478780 sec): 3 clusters Score: Raw -221988.587616 + Penalty 2503.477497 = -219485.110119 nChanged 781 SP:Iteration 1F (5663.519733 sec): 3 clusters Score: Raw -222571.371465 + Penalty 2503.477497 = -220067.893968 nChanged 200 SP:Iteration 2F (5663.581150 sec): 3 clusters Score: Raw -222769.409858 + Penalty 2503.477497 = -220265.932361 nChanged 156 SP:Iteration 3F (5663.632530 sec): 3 clusters Score: Raw -222943.649191 + Penalty 2503.477497 = -220440.171694 nChanged 145 SP:Iteration 4F (5663.682407 sec): 3 clusters Score: Raw -223073.257971 + Penalty 2503.477497 = -220569.780474 nChanged 111 SP:Iteration 5F (5663.725867 sec): 3 clusters Score: Raw -223182.315910 + Penalty 2503.477497 = -220678.838413 nChanged 93 SP:Iteration 6Q (5663.775077 sec): 3 clusters Score: Raw -223257.537084 + Penalty 2503.477497 = -220754.059587 nChanged 62 SP:Iteration 7Q (5663.829048 sec): 3 clusters Score: Raw -223303.782772 + Penalty 2503.477497 = -220800.305275 nChanged 40 SP:Iteration 8Q (5663.886053 sec): 3 clusters Score: Raw -223333.235221 + Penalty 2503.477497 = -220829.757724 nChanged 28 SP:Iteration 9Q (5663.929500 sec): 3 clusters Score: Raw -223347.323435 + Penalty 2503.477497 = -220843.845938 nChanged 19 SP:Iteration 10Q (5663.981576 sec): 3 clusters Score: Raw -223360.887453 + Penalty 2503.477497 = -220857.409956 nChanged 11 SP:Iteration 11Q (5664.036684 sec): 3 clusters Score: Raw -223365.905528 + Penalty 2503.477497 = -220862.428031 nChanged 8 SP:Iteration 12Q (5664.082734 sec): 3 clusters Score: Raw -223369.330681 + Penalty 2503.477497 = -220865.853184 nChanged 3 SP:Iteration 13Q (5664.134872 sec): 3 clusters Score: Raw -223371.588211 + Penalty 2503.477497 = -220868.110714 nChanged 3 SP:Iteration 14Q (5664.181226 sec): 3 clusters Score: Raw -223373.665665 + Penalty 2503.477497 = -220870.188168 nChanged 4 SP:Iteration 15Q (5664.234782 sec): 3 clusters Score: Raw -223375.155092 + Penalty 2503.477497 = -220871.677595 nChanged 3 SP:Iteration 16Q (5664.288578 sec): 3 clusters Score: Raw -223376.536631 + Penalty 2503.477497 = -220873.059134 nChanged 2 SP:Iteration 17Q (5664.343027 sec): 3 clusters Score: Raw -223377.298030 + Penalty 2503.477497 = -220873.820533 nChanged 1 SP:Iteration 18Q (5664.388938 sec): 3 clusters Score: Raw -223378.289720 + Penalty 2503.477497 = -220874.812223 nChanged 1 SP:Iteration 19Q (5664.441174 sec): 3 clusters Score: Raw -223378.882796 + Penalty 2503.477497 = -220875.405299 nChanged 1 SP:Iteration 20F (5664.490462 sec): 3 clusters Score: Raw -223379.610771 + Penalty 2503.477497 = -220876.133274 nChanged 1 SP:Iteration 21Q (5664.537673 sec): 3 clusters Score: Raw -223380.025706 + Penalty 2503.477497 = -220876.548209 nChanged 0 SP:Iteration 22F (5664.593368 sec): 3 clusters Score: Raw -223380.025706 + Penalty 2503.477497 = -220876.548209 nChanged 0 Trying to split cluster 40 (5836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5664.619743 sec): 2 clusters Score: Raw -611400.768939 + Penalty 1409.167648 = -609991.601292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5664.675556 sec): 3 clusters Score: Raw -608299.627733 + Penalty 2818.335296 = -605481.292438 nChanged 2409 SP:Iteration 1F (5664.738977 sec): 3 clusters Score: Raw -609588.152631 + Penalty 2818.335296 = -606769.817336 nChanged 406 SP:Iteration 2F (5664.790779 sec): 3 clusters Score: Raw -609785.515569 + Penalty 2818.335296 = -606967.180273 nChanged 315 SP:Iteration 3F (5664.841862 sec): 3 clusters Score: Raw -609934.684115 + Penalty 2818.335296 = -607116.348820 nChanged 275 SP:Iteration 4Q (5664.898681 sec): 3 clusters Score: Raw -610073.174076 + Penalty 2818.335296 = -607254.838780 nChanged 243 SP:Iteration 5Q (5664.964266 sec): 3 clusters Score: Raw -610199.618332 + Penalty 2818.335296 = -607381.283036 nChanged 245 SP:Iteration 6Q (5665.017641 sec): 3 clusters Score: Raw -610326.139069 + Penalty 2818.335296 = -607507.803774 nChanged 231 SP:Iteration 7Q (5665.068684 sec): 3 clusters Score: Raw -610437.534524 + Penalty 2818.335296 = -607619.199228 nChanged 224 SP:Iteration 8Q (5665.121217 sec): 3 clusters Score: Raw -610550.623562 + Penalty 2818.335296 = -607732.288266 nChanged 207 SP:Iteration 9Q (5665.187703 sec): 3 clusters Score: Raw -610652.369188 + Penalty 2818.335296 = -607834.033892 nChanged 195 SP:Iteration 10Q (5665.252061 sec): 3 clusters Score: Raw -610739.970253 + Penalty 2818.335296 = -607921.634958 nChanged 154 SP:Iteration 11Q (5665.304148 sec): 3 clusters Score: Raw -610812.371241 + Penalty 2818.335296 = -607994.035945 nChanged 152 SP:Iteration 12Q (5665.366296 sec): 3 clusters Score: Raw -610884.802964 + Penalty 2818.335296 = -608066.467669 nChanged 154 SP:Iteration 13Q (5665.420782 sec): 3 clusters Score: Raw -610957.584011 + Penalty 2818.335296 = -608139.248715 nChanged 121 SP:Iteration 14Q (5665.484225 sec): 3 clusters Score: Raw -611020.969918 + Penalty 2818.335296 = -608202.634622 nChanged 114 SP:Iteration 15Q (5665.549927 sec): 3 clusters Score: Raw -611076.580975 + Penalty 2818.335296 = -608258.245680 nChanged 85 SP:Iteration 16Q (5665.613708 sec): 3 clusters Score: Raw -611122.203768 + Penalty 2818.335296 = -608303.868472 nChanged 83 SP:Iteration 17Q (5665.674237 sec): 3 clusters Score: Raw -611169.999991 + Penalty 2818.335296 = -608351.664695 nChanged 94 SP:Iteration 18Q (5665.718691 sec): 3 clusters Score: Raw -611221.216417 + Penalty 2818.335296 = -608402.881121 nChanged 75 SP:Iteration 19Q (5665.774651 sec): 3 clusters Score: Raw -611261.560633 + Penalty 2818.335296 = -608443.225337 nChanged 64 SP:Iteration 20F (5665.837094 sec): 3 clusters Score: Raw -611294.331018 + Penalty 2818.335296 = -608475.995722 nChanged 49 SP:Iteration 21Q (5665.899552 sec): 3 clusters Score: Raw -611320.060760 + Penalty 2818.335296 = -608501.725465 nChanged 42 SP:Iteration 22Q (5665.949893 sec): 3 clusters Score: Raw -611339.943639 + Penalty 2818.335296 = -608521.608344 nChanged 33 SP:Iteration 23Q (5666.006943 sec): 3 clusters Score: Raw -611356.542635 + Penalty 2818.335296 = -608538.207340 nChanged 32 SP:Iteration 24Q (5666.054499 sec): 3 clusters Score: Raw -611372.564162 + Penalty 2818.335296 = -608554.228866 nChanged 29 SP:Iteration 25Q (5666.109703 sec): 3 clusters Score: Raw -611384.036522 + Penalty 2818.335296 = -608565.701227 nChanged 21 SP:Iteration 26Q (5666.165151 sec): 3 clusters Score: Raw -611396.570163 + Penalty 2818.335296 = -608578.234867 nChanged 28 SP:Iteration 27Q (5666.226342 sec): 3 clusters Score: Raw -611413.284548 + Penalty 2818.335296 = -608594.949253 nChanged 27 SP:Iteration 28Q (5666.275824 sec): 3 clusters Score: Raw -611431.167442 + Penalty 2818.335296 = -608612.832146 nChanged 24 SP:Iteration 29Q (5666.324292 sec): 3 clusters Score: Raw -611446.770100 + Penalty 2818.335296 = -608628.434804 nChanged 27 SP:Iteration 30Q (5666.373546 sec): 3 clusters Score: Raw -611463.897906 + Penalty 2818.335296 = -608645.562610 nChanged 17 SP:Iteration 31Q (5666.424915 sec): 3 clusters Score: Raw -611475.170713 + Penalty 2818.335296 = -608656.835417 nChanged 21 SP:Iteration 32Q (5666.481883 sec): 3 clusters Score: Raw -611484.789211 + Penalty 2818.335296 = -608666.453916 nChanged 14 SP:Iteration 33Q (5666.540253 sec): 3 clusters Score: Raw -611492.371102 + Penalty 2818.335296 = -608674.035806 nChanged 8 SP:Iteration 34Q (5666.597628 sec): 3 clusters Score: Raw -611497.923241 + Penalty 2818.335296 = -608679.587945 nChanged 12 SP:Iteration 35Q (5666.657516 sec): 3 clusters Score: Raw -611506.885680 + Penalty 2818.335296 = -608688.550384 nChanged 11 SP:Iteration 36Q (5666.716474 sec): 3 clusters Score: Raw -611515.644638 + Penalty 2818.335296 = -608697.309343 nChanged 8 SP:Iteration 37Q (5666.775225 sec): 3 clusters Score: Raw -611520.231134 + Penalty 2818.335296 = -608701.895838 nChanged 10 SP:Iteration 38Q (5666.835271 sec): 3 clusters Score: Raw -611526.086157 + Penalty 2818.335296 = -608707.750861 nChanged 11 SP:Iteration 39Q (5666.876868 sec): 3 clusters Score: Raw -611535.243491 + Penalty 2818.335296 = -608716.908195 nChanged 8 SP:Iteration 40F (5666.926615 sec): 3 clusters Score: Raw -611541.299249 + Penalty 2818.335296 = -608722.963953 nChanged 9 SP:Iteration 41Q (5666.980108 sec): 3 clusters Score: Raw -611547.473834 + Penalty 2818.335296 = -608729.138538 nChanged 5 SP:Iteration 42Q (5667.044129 sec): 3 clusters Score: Raw -611550.508226 + Penalty 2818.335296 = -608732.172930 nChanged 2 SP:Iteration 43Q (5667.103373 sec): 3 clusters Score: Raw -611551.909528 + Penalty 2818.335296 = -608733.574232 nChanged 3 SP:Iteration 44Q (5667.155403 sec): 3 clusters Score: Raw -611553.331555 + Penalty 2818.335296 = -608734.996260 nChanged 0 SP:Iteration 45F (5667.203489 sec): 3 clusters Score: Raw -611553.331555 + Penalty 2818.335296 = -608734.996260 nChanged 0 Trying to split cluster 41 (30676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5667.281368 sec): 2 clusters Score: Raw -3213906.086943 + Penalty 1678.825829 = -3212227.261115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5667.367047 sec): 3 clusters Score: Raw -3194948.198309 + Penalty 3357.651657 = -3191590.546652 nChanged 14073 SP:Iteration 1F (5667.458010 sec): 3 clusters Score: Raw -3202945.629968 + Penalty 3357.651657 = -3199587.978311 nChanged 1671 SP:Iteration 2F (5667.552819 sec): 3 clusters Score: Raw -3203652.013112 + Penalty 3357.651657 = -3200294.361454 nChanged 1659 SP:Iteration 3F (5667.662774 sec): 3 clusters Score: Raw -3204445.836045 + Penalty 3357.651657 = -3201088.184387 nChanged 1762 SP:Iteration 4F (5667.757363 sec): 3 clusters Score: Raw -3205438.196090 + Penalty 3357.651657 = -3202080.544432 nChanged 1766 SP:Iteration 5F (5667.853944 sec): 3 clusters Score: Raw -3206531.832074 + Penalty 3357.651657 = -3203174.180416 nChanged 1784 SP:Iteration 6F (5667.960362 sec): 3 clusters Score: Raw -3207733.002817 + Penalty 3357.651657 = -3204375.351160 nChanged 1799 SP:Iteration 7F (5668.060407 sec): 3 clusters Score: Raw -3208970.604959 + Penalty 3357.651657 = -3205612.953302 nChanged 1577 SP:Iteration 8F (5668.172434 sec): 3 clusters Score: Raw -3210001.201320 + Penalty 3357.651657 = -3206643.549663 nChanged 1312 SP:Iteration 9Q (5668.266565 sec): 3 clusters Score: Raw -3210795.321434 + Penalty 3357.651657 = -3207437.669777 nChanged 1033 SP:Iteration 10Q (5668.352127 sec): 3 clusters Score: Raw -3211358.646150 + Penalty 3357.651657 = -3208000.994492 nChanged 798 SP:Iteration 11Q (5668.444568 sec): 3 clusters Score: Raw -3211718.574195 + Penalty 3357.651657 = -3208360.922538 nChanged 655 SP:Iteration 12Q (5668.531105 sec): 3 clusters Score: Raw -3212012.079875 + Penalty 3357.651657 = -3208654.428217 nChanged 538 SP:Iteration 13Q (5668.624626 sec): 3 clusters Score: Raw -3212240.105633 + Penalty 3357.651657 = -3208882.453976 nChanged 472 SP:Iteration 14Q (5668.713443 sec): 3 clusters Score: Raw -3212426.465828 + Penalty 3357.651657 = -3209068.814171 nChanged 408 SP:Iteration 15Q (5668.818203 sec): 3 clusters Score: Raw -3212581.673625 + Penalty 3357.651657 = -3209224.021968 nChanged 383 SP:Iteration 16Q (5668.911421 sec): 3 clusters Score: Raw -3212721.238464 + Penalty 3357.651657 = -3209363.586807 nChanged 342 SP:Iteration 17Q (5669.005066 sec): 3 clusters Score: Raw -3212844.503472 + Penalty 3357.651657 = -3209486.851815 nChanged 316 SP:Iteration 18Q (5669.098034 sec): 3 clusters Score: Raw -3212957.878462 + Penalty 3357.651657 = -3209600.226804 nChanged 293 SP:Iteration 19Q (5669.187461 sec): 3 clusters Score: Raw -3213061.046081 + Penalty 3357.651657 = -3209703.394423 nChanged 273 SP:Iteration 20F (5669.285469 sec): 3 clusters Score: Raw -3213153.769190 + Penalty 3357.651657 = -3209796.117532 nChanged 237 SP:Iteration 21Q (5669.375209 sec): 3 clusters Score: Raw -3213234.410073 + Penalty 3357.651657 = -3209876.758415 nChanged 228 SP:Iteration 22Q (5669.469407 sec): 3 clusters Score: Raw -3213313.601803 + Penalty 3357.651657 = -3209955.950145 nChanged 235 SP:Iteration 23Q (5669.568625 sec): 3 clusters Score: Raw -3213391.475672 + Penalty 3357.651657 = -3210033.824014 nChanged 225 SP:Iteration 24Q (5669.670791 sec): 3 clusters Score: Raw -3213470.104250 + Penalty 3357.651657 = -3210112.452593 nChanged 228 SP:Iteration 25Q (5669.760506 sec): 3 clusters Score: Raw -3213546.832740 + Penalty 3357.651657 = -3210189.181083 nChanged 214 SP:Iteration 26Q (5669.851496 sec): 3 clusters Score: Raw -3213625.020984 + Penalty 3357.651657 = -3210267.369326 nChanged 201 SP:Iteration 27Q (5669.941212 sec): 3 clusters Score: Raw -3213692.621486 + Penalty 3357.651657 = -3210334.969829 nChanged 177 SP:Iteration 28Q (5670.020678 sec): 3 clusters Score: Raw -3213759.693445 + Penalty 3357.651657 = -3210402.041788 nChanged 167 SP:Iteration 29Q (5670.098267 sec): 3 clusters Score: Raw -3213827.058642 + Penalty 3357.651657 = -3210469.406985 nChanged 148 SP:Iteration 30Q (5670.185442 sec): 3 clusters Score: Raw -3213878.209104 + Penalty 3357.651657 = -3210520.557446 nChanged 119 SP:Iteration 31Q (5670.287058 sec): 3 clusters Score: Raw -3213918.901725 + Penalty 3357.651657 = -3210561.250067 nChanged 114 SP:Iteration 32Q (5670.379566 sec): 3 clusters Score: Raw -3213955.894681 + Penalty 3357.651657 = -3210598.243023 nChanged 97 SP:Iteration 33Q (5670.463347 sec): 3 clusters Score: Raw -3213992.790681 + Penalty 3357.651657 = -3210635.139024 nChanged 86 SP:Iteration 34Q (5670.549622 sec): 3 clusters Score: Raw -3214023.502049 + Penalty 3357.651657 = -3210665.850392 nChanged 84 SP:Iteration 35Q (5670.648156 sec): 3 clusters Score: Raw -3214057.716595 + Penalty 3357.651657 = -3210700.064937 nChanged 78 SP:Iteration 36Q (5670.737885 sec): 3 clusters Score: Raw -3214086.053488 + Penalty 3357.651657 = -3210728.401830 nChanged 70 SP:Iteration 37Q (5670.822596 sec): 3 clusters Score: Raw -3214111.567162 + Penalty 3357.651657 = -3210753.915505 nChanged 60 SP:Iteration 38Q (5670.910493 sec): 3 clusters Score: Raw -3214135.135539 + Penalty 3357.651657 = -3210777.483882 nChanged 49 SP:Iteration 39Q (5670.999784 sec): 3 clusters Score: Raw -3214153.749611 + Penalty 3357.651657 = -3210796.097954 nChanged 45 SP:Iteration 40F (5671.099501 sec): 3 clusters Score: Raw -3214171.330024 + Penalty 3357.651657 = -3210813.678367 nChanged 32 SP:Iteration 41Q (5671.182800 sec): 3 clusters Score: Raw -3214181.020173 + Penalty 3357.651657 = -3210823.368515 nChanged 24 SP:Iteration 42Q (5671.285205 sec): 3 clusters Score: Raw -3214189.735802 + Penalty 3357.651657 = -3210832.084145 nChanged 29 SP:Iteration 43Q (5671.375761 sec): 3 clusters Score: Raw -3214198.391891 + Penalty 3357.651657 = -3210840.740233 nChanged 21 SP:Iteration 44Q (5671.469465 sec): 3 clusters Score: Raw -3214205.566300 + Penalty 3357.651657 = -3210847.914643 nChanged 20 SP:Iteration 45Q (5671.567980 sec): 3 clusters Score: Raw -3214210.727526 + Penalty 3357.651657 = -3210853.075868 nChanged 18 SP:Iteration 46Q (5671.657971 sec): 3 clusters Score: Raw -3214217.031019 + Penalty 3357.651657 = -3210859.379362 nChanged 22 SP:Iteration 47Q (5671.745733 sec): 3 clusters Score: Raw -3214225.945330 + Penalty 3357.651657 = -3210868.293673 nChanged 23 SP:Iteration 48Q (5671.833013 sec): 3 clusters Score: Raw -3214232.182921 + Penalty 3357.651657 = -3210874.531264 nChanged 16 SP:Iteration 49Q (5671.930674 sec): 3 clusters Score: Raw -3214235.792663 + Penalty 3357.651657 = -3210878.141006 nChanged 13 SP:Iteration 50Q (5672.020094 sec): 3 clusters Score: Raw -3214239.882598 + Penalty 3357.651657 = -3210882.230940 nChanged 9 SP:Iteration 51Q (5672.104448 sec): 3 clusters Score: Raw -3214241.704588 + Penalty 3357.651657 = -3210884.052931 nChanged 8 SP:Iteration 52Q (5672.187458 sec): 3 clusters Score: Raw -3214244.278642 + Penalty 3357.651657 = -3210886.626984 nChanged 11 SP:Iteration 53Q (5672.269602 sec): 3 clusters Score: Raw -3214248.197874 + Penalty 3357.651657 = -3210890.546217 nChanged 4 SP:Iteration 54Q (5672.362801 sec): 3 clusters Score: Raw -3214249.316511 + Penalty 3357.651657 = -3210891.664853 nChanged 4 SP:Iteration 55Q (5672.457086 sec): 3 clusters Score: Raw -3214250.402991 + Penalty 3357.651657 = -3210892.751334 nChanged 3 SP:Iteration 56Q (5672.548739 sec): 3 clusters Score: Raw -3214251.615864 + Penalty 3357.651657 = -3210893.964207 nChanged 2 SP:Iteration 57Q (5672.644222 sec): 3 clusters Score: Raw -3214252.345525 + Penalty 3357.651657 = -3210894.693868 nChanged 2 SP:Iteration 58Q (5672.734950 sec): 3 clusters Score: Raw -3214252.655473 + Penalty 3357.651657 = -3210895.003816 nChanged 1 SP:Iteration 59Q (5672.824419 sec): 3 clusters Score: Raw -3214252.863044 + Penalty 3357.651657 = -3210895.211387 nChanged 1 SP:Iteration 60F (5672.913509 sec): 3 clusters Score: Raw -3214253.041413 + Penalty 3357.651657 = -3210895.389756 nChanged 0 Trying to split cluster 42 (13026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5672.964680 sec): 2 clusters Score: Raw -1375548.267676 + Penalty 1539.639179 = -1374008.628498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5673.032635 sec): 3 clusters Score: Raw -1368104.003491 + Penalty 3079.278358 = -1365024.725133 nChanged 5709 SP:Iteration 1F (5673.107879 sec): 3 clusters Score: Raw -1371533.416311 + Penalty 3079.278358 = -1368454.137953 nChanged 1065 SP:Iteration 2F (5673.167580 sec): 3 clusters Score: Raw -1372444.775247 + Penalty 3079.278358 = -1369365.496889 nChanged 1094 SP:Iteration 3F (5673.248060 sec): 3 clusters Score: Raw -1373637.439765 + Penalty 3079.278358 = -1370558.161407 nChanged 1136 SP:Iteration 4F (5673.316313 sec): 3 clusters Score: Raw -1375100.969845 + Penalty 3079.278358 = -1372021.691487 nChanged 1063 SP:Iteration 5F (5673.387509 sec): 3 clusters Score: Raw -1376599.101530 + Penalty 3079.278358 = -1373519.823172 nChanged 806 SP:Iteration 6F (5673.454143 sec): 3 clusters Score: Raw -1377572.405230 + Penalty 3079.278358 = -1374493.126872 nChanged 606 SP:Iteration 7Q (5673.528213 sec): 3 clusters Score: Raw -1378219.503914 + Penalty 3079.278358 = -1375140.225556 nChanged 448 SP:Iteration 8Q (5673.596981 sec): 3 clusters Score: Raw -1378659.682034 + Penalty 3079.278358 = -1375580.403676 nChanged 348 SP:Iteration 9Q (5673.666596 sec): 3 clusters Score: Raw -1378980.654844 + Penalty 3079.278358 = -1375901.376486 nChanged 213 SP:Iteration 10Q (5673.733427 sec): 3 clusters Score: Raw -1379146.628980 + Penalty 3079.278358 = -1376067.350622 nChanged 144 SP:Iteration 11Q (5673.798301 sec): 3 clusters Score: Raw -1379222.650267 + Penalty 3079.278358 = -1376143.371910 nChanged 80 SP:Iteration 12Q (5673.864315 sec): 3 clusters Score: Raw -1379246.675111 + Penalty 3079.278358 = -1376167.396753 nChanged 35 SP:Iteration 13Q (5673.929915 sec): 3 clusters Score: Raw -1379251.830059 + Penalty 3079.278358 = -1376172.551702 nChanged 9 SP:Iteration 14Q (5673.990544 sec): 3 clusters Score: Raw -1379252.787341 + Penalty 3079.278358 = -1376173.508983 nChanged 4 SP:Iteration 15Q (5674.047256 sec): 3 clusters Score: Raw -1379253.044104 + Penalty 3079.278358 = -1376173.765746 nChanged 4 SP:Iteration 16Q (5674.124811 sec): 3 clusters Score: Raw -1379253.237222 + Penalty 3079.278358 = -1376173.958864 nChanged 0 SP:Iteration 17F (5674.182659 sec): 3 clusters Score: Raw -1379253.237222 + Penalty 3079.278358 = -1376173.958864 nChanged 0 Score: Raw -50072979.762163 + Penalty 95846.867654 = -49977132.894509 Splitting cluster 42 changes total score from -49969639.794057 to -49977132.894509 So it's getting split into cluster 45. Trying to split cluster 43 (33675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5689.167144 sec): 2 clusters Score: Raw -3669144.351706 + Penalty 1693.983038 = -3667450.368668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5689.271839 sec): 3 clusters Score: Raw -3648251.427376 + Penalty 3387.966075 = -3644863.461301 nChanged 15520 SP:Iteration 1F (5689.374689 sec): 3 clusters Score: Raw -3657164.826142 + Penalty 3387.966075 = -3653776.860066 nChanged 1557 SP:Iteration 2Q (5689.471454 sec): 3 clusters Score: Raw -3657762.897529 + Penalty 3387.966075 = -3654374.931454 nChanged 1644 SP:Iteration 3Q (5689.569263 sec): 3 clusters Score: Raw -3658551.466149 + Penalty 3387.966075 = -3655163.500074 nChanged 1870 SP:Iteration 4F (5689.676905 sec): 3 clusters Score: Raw -3659627.620004 + Penalty 3387.966075 = -3656239.653929 nChanged 1996 SP:Iteration 5F (5689.771138 sec): 3 clusters Score: Raw -3660943.108628 + Penalty 3387.966075 = -3657555.142553 nChanged 2125 SP:Iteration 6F (5689.885479 sec): 3 clusters Score: Raw -3662493.018051 + Penalty 3387.966075 = -3659105.051976 nChanged 2148 SP:Iteration 7F (5689.990067 sec): 3 clusters Score: Raw -3663944.919909 + Penalty 3387.966075 = -3660556.953834 nChanged 1785 SP:Iteration 8F (5690.094545 sec): 3 clusters Score: Raw -3665010.257029 + Penalty 3387.966075 = -3661622.290954 nChanged 1380 SP:Iteration 9Q (5690.185946 sec): 3 clusters Score: Raw -3665596.185498 + Penalty 3387.966075 = -3662208.219423 nChanged 896 SP:Iteration 10Q (5690.298482 sec): 3 clusters Score: Raw -3665856.300981 + Penalty 3387.966075 = -3662468.334906 nChanged 574 SP:Iteration 11Q (5690.402376 sec): 3 clusters Score: Raw -3665971.967163 + Penalty 3387.966075 = -3662584.001088 nChanged 380 SP:Iteration 12Q (5690.507036 sec): 3 clusters Score: Raw -3666052.934269 + Penalty 3387.966075 = -3662664.968193 nChanged 352 SP:Iteration 13Q (5690.598738 sec): 3 clusters Score: Raw -3666122.978083 + Penalty 3387.966075 = -3662735.012007 nChanged 289 SP:Iteration 14Q (5690.703724 sec): 3 clusters Score: Raw -3666177.634488 + Penalty 3387.966075 = -3662789.668412 nChanged 300 SP:Iteration 15Q (5690.813759 sec): 3 clusters Score: Raw -3666233.133269 + Penalty 3387.966075 = -3662845.167193 nChanged 287 SP:Iteration 16Q (5690.917991 sec): 3 clusters Score: Raw -3666280.391223 + Penalty 3387.966075 = -3662892.425148 nChanged 247 SP:Iteration 17Q (5691.008379 sec): 3 clusters Score: Raw -3666319.036282 + Penalty 3387.966075 = -3662931.070206 nChanged 245 SP:Iteration 18Q (5691.117634 sec): 3 clusters Score: Raw -3666358.099752 + Penalty 3387.966075 = -3662970.133676 nChanged 234 SP:Iteration 19Q (5691.209349 sec): 3 clusters Score: Raw -3666394.291696 + Penalty 3387.966075 = -3663006.325621 nChanged 222 SP:Iteration 20F (5691.320888 sec): 3 clusters Score: Raw -3666426.820845 + Penalty 3387.966075 = -3663038.854769 nChanged 203 SP:Iteration 21Q (5691.431128 sec): 3 clusters Score: Raw -3666453.370490 + Penalty 3387.966075 = -3663065.404415 nChanged 177 SP:Iteration 22Q (5691.531720 sec): 3 clusters Score: Raw -3666473.410394 + Penalty 3387.966075 = -3663085.444319 nChanged 140 SP:Iteration 23Q (5691.634952 sec): 3 clusters Score: Raw -3666487.334795 + Penalty 3387.966075 = -3663099.368719 nChanged 138 SP:Iteration 24Q (5691.749868 sec): 3 clusters Score: Raw -3666501.846865 + Penalty 3387.966075 = -3663113.880790 nChanged 136 SP:Iteration 25Q (5691.862904 sec): 3 clusters Score: Raw -3666515.755541 + Penalty 3387.966075 = -3663127.789465 nChanged 135 SP:Iteration 26Q (5691.958934 sec): 3 clusters Score: Raw -3666531.871681 + Penalty 3387.966075 = -3663143.905606 nChanged 147 SP:Iteration 27Q (5692.060689 sec): 3 clusters Score: Raw -3666546.605697 + Penalty 3387.966075 = -3663158.639622 nChanged 129 SP:Iteration 28Q (5692.163893 sec): 3 clusters Score: Raw -3666558.585136 + Penalty 3387.966075 = -3663170.619061 nChanged 123 SP:Iteration 29Q (5692.272250 sec): 3 clusters Score: Raw -3666570.010173 + Penalty 3387.966075 = -3663182.044097 nChanged 109 SP:Iteration 30Q (5692.360874 sec): 3 clusters Score: Raw -3666580.646441 + Penalty 3387.966075 = -3663192.680366 nChanged 110 SP:Iteration 31Q (5692.460906 sec): 3 clusters Score: Raw -3666591.790263 + Penalty 3387.966075 = -3663203.824188 nChanged 115 SP:Iteration 32Q (5692.572838 sec): 3 clusters Score: Raw -3666601.176773 + Penalty 3387.966075 = -3663213.210697 nChanged 98 SP:Iteration 33Q (5692.670721 sec): 3 clusters Score: Raw -3666609.150420 + Penalty 3387.966075 = -3663221.184344 nChanged 91 SP:Iteration 34Q (5692.765457 sec): 3 clusters Score: Raw -3666615.742188 + Penalty 3387.966075 = -3663227.776112 nChanged 83 SP:Iteration 35Q (5692.877597 sec): 3 clusters Score: Raw -3666621.098896 + Penalty 3387.966075 = -3663233.132821 nChanged 70 SP:Iteration 36Q (5693.003119 sec): 3 clusters Score: Raw -3666625.662119 + Penalty 3387.966075 = -3663237.696043 nChanged 64 SP:Iteration 37Q (5693.104499 sec): 3 clusters Score: Raw -3666629.638230 + Penalty 3387.966075 = -3663241.672154 nChanged 63 SP:Iteration 38Q (5693.212192 sec): 3 clusters Score: Raw -3666633.604120 + Penalty 3387.966075 = -3663245.638045 nChanged 67 SP:Iteration 39Q (5693.304705 sec): 3 clusters Score: Raw -3666637.915473 + Penalty 3387.966075 = -3663249.949397 nChanged 62 SP:Iteration 40F (5693.405314 sec): 3 clusters Score: Raw -3666641.801560 + Penalty 3387.966075 = -3663253.835484 nChanged 59 SP:Iteration 41Q (5693.518599 sec): 3 clusters Score: Raw -3666645.611308 + Penalty 3387.966075 = -3663257.645233 nChanged 58 SP:Iteration 42Q (5693.627709 sec): 3 clusters Score: Raw -3666649.865821 + Penalty 3387.966075 = -3663261.899745 nChanged 61 SP:Iteration 43Q (5693.712659 sec): 3 clusters Score: Raw -3666653.436208 + Penalty 3387.966075 = -3663265.470133 nChanged 61 SP:Iteration 44Q (5693.823136 sec): 3 clusters Score: Raw -3666656.957925 + Penalty 3387.966075 = -3663268.991850 nChanged 60 SP:Iteration 45Q (5693.927116 sec): 3 clusters Score: Raw -3666660.296459 + Penalty 3387.966075 = -3663272.330384 nChanged 57 SP:Iteration 46Q (5694.020483 sec): 3 clusters Score: Raw -3666663.550687 + Penalty 3387.966075 = -3663275.584611 nChanged 50 SP:Iteration 47Q (5694.127157 sec): 3 clusters Score: Raw -3666666.097887 + Penalty 3387.966075 = -3663278.131811 nChanged 54 SP:Iteration 48Q (5694.232565 sec): 3 clusters Score: Raw -3666669.089219 + Penalty 3387.966075 = -3663281.123144 nChanged 50 SP:Iteration 49Q (5694.331309 sec): 3 clusters Score: Raw -3666671.986882 + Penalty 3387.966075 = -3663284.020806 nChanged 54 SP:Iteration 50Q (5694.435327 sec): 3 clusters Score: Raw -3666675.577872 + Penalty 3387.966075 = -3663287.611797 nChanged 55 SP:Iteration 51Q (5694.536679 sec): 3 clusters Score: Raw -3666678.536817 + Penalty 3387.966075 = -3663290.570741 nChanged 49 SP:Iteration 52Q (5694.648916 sec): 3 clusters Score: Raw -3666681.093975 + Penalty 3387.966075 = -3663293.127900 nChanged 44 SP:Iteration 53Q (5694.752702 sec): 3 clusters Score: Raw -3666683.401600 + Penalty 3387.966075 = -3663295.435525 nChanged 39 SP:Iteration 54Q (5694.855561 sec): 3 clusters Score: Raw -3666684.998336 + Penalty 3387.966075 = -3663297.032261 nChanged 22 SP:Iteration 55Q (5694.958617 sec): 3 clusters Score: Raw -3666685.878460 + Penalty 3387.966075 = -3663297.912385 nChanged 24 SP:Iteration 56Q (5695.054982 sec): 3 clusters Score: Raw -3666686.956237 + Penalty 3387.966075 = -3663298.990161 nChanged 24 SP:Iteration 57Q (5695.158710 sec): 3 clusters Score: Raw -3666687.716423 + Penalty 3387.966075 = -3663299.750348 nChanged 17 SP:Iteration 58Q (5695.257860 sec): 3 clusters Score: Raw -3666688.299536 + Penalty 3387.966075 = -3663300.333461 nChanged 19 SP:Iteration 59Q (5695.352394 sec): 3 clusters Score: Raw -3666688.804073 + Penalty 3387.966075 = -3663300.837997 nChanged 12 SP:Iteration 60F (5695.451239 sec): 3 clusters Score: Raw -3666689.225588 + Penalty 3387.966075 = -3663301.259513 nChanged 20 SP:Iteration 61Q (5695.556710 sec): 3 clusters Score: Raw -3666690.001471 + Penalty 3387.966075 = -3663302.035396 nChanged 13 SP:Iteration 62Q (5695.661603 sec): 3 clusters Score: Raw -3666690.580748 + Penalty 3387.966075 = -3663302.614672 nChanged 19 SP:Iteration 63Q (5695.767872 sec): 3 clusters Score: Raw -3666691.381033 + Penalty 3387.966075 = -3663303.414957 nChanged 18 SP:Iteration 64Q (5695.876401 sec): 3 clusters Score: Raw -3666692.089119 + Penalty 3387.966075 = -3663304.123043 nChanged 21 SP:Iteration 65Q (5695.976038 sec): 3 clusters Score: Raw -3666692.937066 + Penalty 3387.966075 = -3663304.970990 nChanged 22 SP:Iteration 66Q (5696.092622 sec): 3 clusters Score: Raw -3666693.931409 + Penalty 3387.966075 = -3663305.965333 nChanged 20 SP:Iteration 67Q (5696.190704 sec): 3 clusters Score: Raw -3666694.952210 + Penalty 3387.966075 = -3663306.986135 nChanged 30 SP:Iteration 68Q (5696.297047 sec): 3 clusters Score: Raw -3666696.300533 + Penalty 3387.966075 = -3663308.334457 nChanged 40 SP:Iteration 69Q (5696.396323 sec): 3 clusters Score: Raw -3666698.216186 + Penalty 3387.966075 = -3663310.250111 nChanged 29 SP:Iteration 70Q (5696.505536 sec): 3 clusters Score: Raw -3666699.678625 + Penalty 3387.966075 = -3663311.712550 nChanged 35 SP:Iteration 71Q (5696.602566 sec): 3 clusters Score: Raw -3666701.459125 + Penalty 3387.966075 = -3663313.493050 nChanged 37 SP:Iteration 72Q (5696.716840 sec): 3 clusters Score: Raw -3666703.400584 + Penalty 3387.966075 = -3663315.434508 nChanged 44 SP:Iteration 73Q (5696.824061 sec): 3 clusters Score: Raw -3666705.446036 + Penalty 3387.966075 = -3663317.479961 nChanged 32 SP:Iteration 74Q (5696.923700 sec): 3 clusters Score: Raw -3666707.221777 + Penalty 3387.966075 = -3663319.255702 nChanged 30 SP:Iteration 75Q (5697.027337 sec): 3 clusters Score: Raw -3666709.197683 + Penalty 3387.966075 = -3663321.231608 nChanged 40 SP:Iteration 76Q (5697.129828 sec): 3 clusters Score: Raw -3666711.395303 + Penalty 3387.966075 = -3663323.429227 nChanged 33 SP:Iteration 77Q (5697.234125 sec): 3 clusters Score: Raw -3666713.406855 + Penalty 3387.966075 = -3663325.440779 nChanged 53 SP:Iteration 78Q (5697.331830 sec): 3 clusters Score: Raw -3666716.530199 + Penalty 3387.966075 = -3663328.564124 nChanged 46 SP:Iteration 79Q (5697.428586 sec): 3 clusters Score: Raw -3666719.054506 + Penalty 3387.966075 = -3663331.088431 nChanged 40 SP:Iteration 80F (5697.533758 sec): 3 clusters Score: Raw -3666721.714149 + Penalty 3387.966075 = -3663333.748073 nChanged 53 SP:Iteration 81Q (5697.638756 sec): 3 clusters Score: Raw -3666724.804926 + Penalty 3387.966075 = -3663336.838850 nChanged 48 SP:Iteration 82Q (5697.744463 sec): 3 clusters Score: Raw -3666727.201570 + Penalty 3387.966075 = -3663339.235494 nChanged 53 SP:Iteration 83Q (5697.846422 sec): 3 clusters Score: Raw -3666729.940494 + Penalty 3387.966075 = -3663341.974419 nChanged 42 SP:Iteration 84Q (5697.950516 sec): 3 clusters Score: Raw -3666732.563005 + Penalty 3387.966075 = -3663344.596929 nChanged 51 SP:Iteration 85Q (5698.044914 sec): 3 clusters Score: Raw -3666736.089549 + Penalty 3387.966075 = -3663348.123473 nChanged 53 SP:Iteration 86Q (5698.163047 sec): 3 clusters Score: Raw -3666739.691085 + Penalty 3387.966075 = -3663351.725010 nChanged 65 SP:Iteration 87Q (5698.264073 sec): 3 clusters Score: Raw -3666744.056757 + Penalty 3387.966075 = -3663356.090682 nChanged 67 SP:Iteration 88Q (5698.355870 sec): 3 clusters Score: Raw -3666748.338983 + Penalty 3387.966075 = -3663360.372908 nChanged 66 SP:Iteration 89Q (5698.460265 sec): 3 clusters Score: Raw -3666752.257008 + Penalty 3387.966075 = -3663364.290932 nChanged 60 SP:Iteration 90Q (5698.545199 sec): 3 clusters Score: Raw -3666755.279846 + Penalty 3387.966075 = -3663367.313771 nChanged 51 SP:Iteration 91Q (5698.656560 sec): 3 clusters Score: Raw -3666757.850858 + Penalty 3387.966075 = -3663369.884782 nChanged 49 SP:Iteration 92Q (5698.769805 sec): 3 clusters Score: Raw -3666760.647979 + Penalty 3387.966075 = -3663372.681903 nChanged 66 SP:Iteration 93Q (5698.862532 sec): 3 clusters Score: Raw -3666764.033260 + Penalty 3387.966075 = -3663376.067185 nChanged 47 SP:Iteration 94Q (5698.960556 sec): 3 clusters Score: Raw -3666766.267829 + Penalty 3387.966075 = -3663378.301753 nChanged 41 SP:Iteration 95Q (5699.055286 sec): 3 clusters Score: Raw -3666767.947593 + Penalty 3387.966075 = -3663379.981517 nChanged 27 SP:Iteration 96Q (5699.167239 sec): 3 clusters Score: Raw -3666769.257828 + Penalty 3387.966075 = -3663381.291752 nChanged 33 SP:Iteration 97Q (5699.276416 sec): 3 clusters Score: Raw -3666770.753215 + Penalty 3387.966075 = -3663382.787140 nChanged 28 SP:Iteration 98Q (5699.371686 sec): 3 clusters Score: Raw -3666771.921040 + Penalty 3387.966075 = -3663383.954965 nChanged 34 SP:Iteration 99Q (5699.480571 sec): 3 clusters Score: Raw -3666773.476225 + Penalty 3387.966075 = -3663385.510150 nChanged 30 SP:Iteration 100F (5699.570681 sec): 3 clusters Score: Raw -3666774.835949 + Penalty 3387.966075 = -3663386.869874 nChanged 37 SP:Iteration 101Q (5699.679883 sec): 3 clusters Score: Raw -3666777.234499 + Penalty 3387.966075 = -3663389.268423 nChanged 46 SP:Iteration 102Q (5699.776852 sec): 3 clusters Score: Raw -3666779.865606 + Penalty 3387.966075 = -3663391.899531 nChanged 44 SP:Iteration 103Q (5699.879929 sec): 3 clusters Score: Raw -3666782.393328 + Penalty 3387.966075 = -3663394.427253 nChanged 42 SP:Iteration 104Q (5699.983553 sec): 3 clusters Score: Raw -3666785.023109 + Penalty 3387.966075 = -3663397.057033 nChanged 52 SP:Iteration 105Q (5700.090669 sec): 3 clusters Score: Raw -3666788.022187 + Penalty 3387.966075 = -3663400.056112 nChanged 55 SP:Iteration 106Q (5700.192601 sec): 3 clusters Score: Raw -3666791.767085 + Penalty 3387.966075 = -3663403.801010 nChanged 58 SP:Iteration 107Q (5700.301560 sec): 3 clusters Score: Raw -3666794.912452 + Penalty 3387.966075 = -3663406.946377 nChanged 73 SP:Iteration 108Q (5700.411758 sec): 3 clusters Score: Raw -3666799.337390 + Penalty 3387.966075 = -3663411.371315 nChanged 57 SP:Iteration 109Q (5700.508354 sec): 3 clusters Score: Raw -3666802.291541 + Penalty 3387.966075 = -3663414.325466 nChanged 54 SP:Iteration 110Q (5700.618657 sec): 3 clusters Score: Raw -3666805.106103 + Penalty 3387.966075 = -3663417.140028 nChanged 45 SP:Iteration 111Q (5700.714239 sec): 3 clusters Score: Raw -3666807.913419 + Penalty 3387.966075 = -3663419.947344 nChanged 55 SP:Iteration 112Q (5700.818676 sec): 3 clusters Score: Raw -3666811.653320 + Penalty 3387.966075 = -3663423.687245 nChanged 72 SP:Iteration 113Q (5700.934655 sec): 3 clusters Score: Raw -3666816.376850 + Penalty 3387.966075 = -3663428.410774 nChanged 69 SP:Iteration 114Q (5701.046317 sec): 3 clusters Score: Raw -3666820.414891 + Penalty 3387.966075 = -3663432.448815 nChanged 68 SP:Iteration 115Q (5701.148331 sec): 3 clusters Score: Raw -3666824.788574 + Penalty 3387.966075 = -3663436.822499 nChanged 62 SP:Iteration 116Q (5701.251503 sec): 3 clusters Score: Raw -3666828.563506 + Penalty 3387.966075 = -3663440.597431 nChanged 70 SP:Iteration 117Q (5701.350097 sec): 3 clusters Score: Raw -3666833.164356 + Penalty 3387.966075 = -3663445.198280 nChanged 81 SP:Iteration 118Q (5701.452260 sec): 3 clusters Score: Raw -3666839.895555 + Penalty 3387.966075 = -3663451.929479 nChanged 101 SP:Iteration 119Q (5701.569521 sec): 3 clusters Score: Raw -3666848.423249 + Penalty 3387.966075 = -3663460.457174 nChanged 96 SP:Iteration 120F (5701.687131 sec): 3 clusters Score: Raw -3666856.831523 + Penalty 3387.966075 = -3663468.865448 nChanged 98 SP:Iteration 121Q (5701.806755 sec): 3 clusters Score: Raw -3666865.064980 + Penalty 3387.966075 = -3663477.098905 nChanged 107 SP:Iteration 122Q (5701.898886 sec): 3 clusters Score: Raw -3666873.569697 + Penalty 3387.966075 = -3663485.603622 nChanged 121 SP:Iteration 123Q (5702.006948 sec): 3 clusters Score: Raw -3666884.444783 + Penalty 3387.966075 = -3663496.478708 nChanged 128 SP:Iteration 124Q (5702.107310 sec): 3 clusters Score: Raw -3666895.838499 + Penalty 3387.966075 = -3663507.872423 nChanged 127 SP:Iteration 125Q (5702.206250 sec): 3 clusters Score: Raw -3666907.472834 + Penalty 3387.966075 = -3663519.506759 nChanged 119 SP:Iteration 126Q (5702.311187 sec): 3 clusters Score: Raw -3666918.425005 + Penalty 3387.966075 = -3663530.458930 nChanged 128 SP:Iteration 127Q (5702.404773 sec): 3 clusters Score: Raw -3666931.030284 + Penalty 3387.966075 = -3663543.064209 nChanged 137 SP:Iteration 128Q (5702.512167 sec): 3 clusters Score: Raw -3666947.456513 + Penalty 3387.966075 = -3663559.490438 nChanged 130 SP:Iteration 129Q (5702.618994 sec): 3 clusters Score: Raw -3666962.162472 + Penalty 3387.966075 = -3663574.196397 nChanged 138 SP:Iteration 130Q (5702.712473 sec): 3 clusters Score: Raw -3666977.219751 + Penalty 3387.966075 = -3663589.253675 nChanged 137 SP:Iteration 131Q (5702.822851 sec): 3 clusters Score: Raw -3666993.442390 + Penalty 3387.966075 = -3663605.476314 nChanged 168 SP:Iteration 132Q (5702.915015 sec): 3 clusters Score: Raw -3667014.084134 + Penalty 3387.966075 = -3663626.118059 nChanged 183 SP:Iteration 133Q (5703.031670 sec): 3 clusters Score: Raw -3667037.642622 + Penalty 3387.966075 = -3663649.676547 nChanged 158 SP:Iteration 134Q (5703.137528 sec): 3 clusters Score: Raw -3667056.879224 + Penalty 3387.966075 = -3663668.913149 nChanged 150 SP:Iteration 135Q (5703.228112 sec): 3 clusters Score: Raw -3667075.800650 + Penalty 3387.966075 = -3663687.834574 nChanged 167 SP:Iteration 136Q (5703.335296 sec): 3 clusters Score: Raw -3667099.715266 + Penalty 3387.966075 = -3663711.749191 nChanged 199 SP:Iteration 137Q (5703.443652 sec): 3 clusters Score: Raw -3667131.943202 + Penalty 3387.966075 = -3663743.977126 nChanged 212 SP:Iteration 138Q (5703.542318 sec): 3 clusters Score: Raw -3667167.981194 + Penalty 3387.966075 = -3663780.015119 nChanged 244 SP:Iteration 139Q (5703.655719 sec): 3 clusters Score: Raw -3667210.492037 + Penalty 3387.966075 = -3663822.525962 nChanged 243 SP:Iteration 140F (5703.761896 sec): 3 clusters Score: Raw -3667248.257602 + Penalty 3387.966075 = -3663860.291526 nChanged 245 SP:Iteration 141Q (5703.852469 sec): 3 clusters Score: Raw -3667287.008108 + Penalty 3387.966075 = -3663899.042033 nChanged 251 SP:Iteration 142Q (5703.958130 sec): 3 clusters Score: Raw -3667330.311570 + Penalty 3387.966075 = -3663942.345495 nChanged 270 SP:Iteration 143Q (5704.048525 sec): 3 clusters Score: Raw -3667377.572839 + Penalty 3387.966075 = -3663989.606764 nChanged 263 SP:Iteration 144Q (5704.139741 sec): 3 clusters Score: Raw -3667420.359462 + Penalty 3387.966075 = -3664032.393387 nChanged 236 SP:Iteration 145Q (5704.247928 sec): 3 clusters Score: Raw -3667456.901774 + Penalty 3387.966075 = -3664068.935698 nChanged 230 SP:Iteration 146Q (5704.341393 sec): 3 clusters Score: Raw -3667494.852901 + Penalty 3387.966075 = -3664106.886826 nChanged 243 SP:Iteration 147Q (5704.437694 sec): 3 clusters Score: Raw -3667535.342891 + Penalty 3387.966075 = -3664147.376816 nChanged 238 SP:Iteration 148Q (5704.531064 sec): 3 clusters Score: Raw -3667577.173362 + Penalty 3387.966075 = -3664189.207286 nChanged 263 SP:Iteration 149Q (5704.628706 sec): 3 clusters Score: Raw -3667624.093440 + Penalty 3387.966075 = -3664236.127364 nChanged 244 SP:Iteration 150Q (5704.730953 sec): 3 clusters Score: Raw -3667674.605805 + Penalty 3387.966075 = -3664286.639730 nChanged 254 SP:Iteration 151Q (5704.826349 sec): 3 clusters Score: Raw -3667724.769987 + Penalty 3387.966075 = -3664336.803911 nChanged 260 SP:Iteration 152Q (5704.938097 sec): 3 clusters Score: Raw -3667781.513189 + Penalty 3387.966075 = -3664393.547114 nChanged 256 SP:Iteration 153Q (5705.046084 sec): 3 clusters Score: Raw -3667834.444907 + Penalty 3387.966075 = -3664446.478831 nChanged 248 SP:Iteration 154Q (5705.157740 sec): 3 clusters Score: Raw -3667887.330966 + Penalty 3387.966075 = -3664499.364891 nChanged 263 SP:Iteration 155Q (5705.258202 sec): 3 clusters Score: Raw -3667947.546004 + Penalty 3387.966075 = -3664559.579928 nChanged 282 SP:Iteration 156Q (5705.379404 sec): 3 clusters Score: Raw -3668010.501036 + Penalty 3387.966075 = -3664622.534961 nChanged 278 SP:Iteration 157Q (5705.473689 sec): 3 clusters Score: Raw -3668080.398439 + Penalty 3387.966075 = -3664692.432363 nChanged 304 SP:Iteration 158Q (5705.568525 sec): 3 clusters Score: Raw -3668159.091741 + Penalty 3387.966075 = -3664771.125665 nChanged 286 SP:Iteration 159Q (5705.660758 sec): 3 clusters Score: Raw -3668236.072103 + Penalty 3387.966075 = -3664848.106027 nChanged 285 SP:Iteration 160F (5705.760702 sec): 3 clusters Score: Raw -3668311.715304 + Penalty 3387.966075 = -3664923.749228 nChanged 264 SP:Iteration 161Q (5705.865752 sec): 3 clusters Score: Raw -3668377.388397 + Penalty 3387.966075 = -3664989.422322 nChanged 234 SP:Iteration 162Q (5705.971271 sec): 3 clusters Score: Raw -3668447.773808 + Penalty 3387.966075 = -3665059.807732 nChanged 243 SP:Iteration 163Q (5706.062802 sec): 3 clusters Score: Raw -3668523.587316 + Penalty 3387.966075 = -3665135.621240 nChanged 268 SP:Iteration 164Q (5706.175349 sec): 3 clusters Score: Raw -3668608.173513 + Penalty 3387.966075 = -3665220.207437 nChanged 277 SP:Iteration 165Q (5706.267914 sec): 3 clusters Score: Raw -3668682.813740 + Penalty 3387.966075 = -3665294.847665 nChanged 235 SP:Iteration 166Q (5706.358582 sec): 3 clusters Score: Raw -3668746.821764 + Penalty 3387.966075 = -3665358.855688 nChanged 233 SP:Iteration 167Q (5706.457042 sec): 3 clusters Score: Raw -3668811.177348 + Penalty 3387.966075 = -3665423.211272 nChanged 229 SP:Iteration 168Q (5706.543789 sec): 3 clusters Score: Raw -3668869.894169 + Penalty 3387.966075 = -3665481.928093 nChanged 191 SP:Iteration 169Q (5706.632068 sec): 3 clusters Score: Raw -3668917.049028 + Penalty 3387.966075 = -3665529.082953 nChanged 178 SP:Iteration 170Q (5706.714904 sec): 3 clusters Score: Raw -3668962.405046 + Penalty 3387.966075 = -3665574.438970 nChanged 191 SP:Iteration 171Q (5706.815130 sec): 3 clusters Score: Raw -3669016.419306 + Penalty 3387.966075 = -3665628.453230 nChanged 163 SP:Iteration 172Q (5706.901466 sec): 3 clusters Score: Raw -3669062.606709 + Penalty 3387.966075 = -3665674.640633 nChanged 138 SP:Iteration 173Q (5706.998892 sec): 3 clusters Score: Raw -3669097.172436 + Penalty 3387.966075 = -3665709.206361 nChanged 129 SP:Iteration 174Q (5707.094027 sec): 3 clusters Score: Raw -3669131.835556 + Penalty 3387.966075 = -3665743.869481 nChanged 135 SP:Iteration 175Q (5707.177817 sec): 3 clusters Score: Raw -3669166.155606 + Penalty 3387.966075 = -3665778.189531 nChanged 129 SP:Iteration 176Q (5707.282640 sec): 3 clusters Score: Raw -3669201.550613 + Penalty 3387.966075 = -3665813.584537 nChanged 123 SP:Iteration 177Q (5707.381449 sec): 3 clusters Score: Raw -3669235.077848 + Penalty 3387.966075 = -3665847.111773 nChanged 103 SP:Iteration 178Q (5707.469767 sec): 3 clusters Score: Raw -3669259.434900 + Penalty 3387.966075 = -3665871.468825 nChanged 93 SP:Iteration 179Q (5707.565233 sec): 3 clusters Score: Raw -3669280.125202 + Penalty 3387.966075 = -3665892.159127 nChanged 81 SP:Iteration 180F (5707.666857 sec): 3 clusters Score: Raw -3669300.722102 + Penalty 3387.966075 = -3665912.756027 nChanged 69 SP:Iteration 181Q (5707.758738 sec): 3 clusters Score: Raw -3669318.238424 + Penalty 3387.966075 = -3665930.272349 nChanged 66 SP:Iteration 182Q (5707.848301 sec): 3 clusters Score: Raw -3669334.921868 + Penalty 3387.966075 = -3665946.955792 nChanged 60 SP:Iteration 183Q (5707.944631 sec): 3 clusters Score: Raw -3669349.316811 + Penalty 3387.966075 = -3665961.350736 nChanged 53 SP:Iteration 184Q (5708.034448 sec): 3 clusters Score: Raw -3669362.946165 + Penalty 3387.966075 = -3665974.980090 nChanged 60 SP:Iteration 185Q (5708.133436 sec): 3 clusters Score: Raw -3669377.663293 + Penalty 3387.966075 = -3665989.697218 nChanged 57 SP:Iteration 186Q (5708.231281 sec): 3 clusters Score: Raw -3669389.527957 + Penalty 3387.966075 = -3666001.561882 nChanged 51 SP:Iteration 187Q (5708.322396 sec): 3 clusters Score: Raw -3669400.615997 + Penalty 3387.966075 = -3666012.649921 nChanged 56 SP:Iteration 188Q (5708.407633 sec): 3 clusters Score: Raw -3669412.797638 + Penalty 3387.966075 = -3666024.831562 nChanged 47 SP:Iteration 189Q (5708.498335 sec): 3 clusters Score: Raw -3669426.360136 + Penalty 3387.966075 = -3666038.394060 nChanged 47 SP:Iteration 190Q (5708.579802 sec): 3 clusters Score: Raw -3669438.744593 + Penalty 3387.966075 = -3666050.778518 nChanged 36 SP:Iteration 191Q (5708.680249 sec): 3 clusters Score: Raw -3669446.613801 + Penalty 3387.966075 = -3666058.647725 nChanged 22 SP:Iteration 192Q (5708.780613 sec): 3 clusters Score: Raw -3669450.724811 + Penalty 3387.966075 = -3666062.758736 nChanged 19 SP:Iteration 193Q (5708.867016 sec): 3 clusters Score: Raw -3669454.100517 + Penalty 3387.966075 = -3666066.134442 nChanged 15 SP:Iteration 194Q (5708.962253 sec): 3 clusters Score: Raw -3669456.721532 + Penalty 3387.966075 = -3666068.755456 nChanged 14 SP:Iteration 195Q (5709.056291 sec): 3 clusters Score: Raw -3669460.637951 + Penalty 3387.966075 = -3666072.671876 nChanged 20 SP:Iteration 196Q (5709.145845 sec): 3 clusters Score: Raw -3669465.831915 + Penalty 3387.966075 = -3666077.865840 nChanged 18 SP:Iteration 197Q (5709.236940 sec): 3 clusters Score: Raw -3669470.831323 + Penalty 3387.966075 = -3666082.865248 nChanged 14 SP:Iteration 198Q (5709.333436 sec): 3 clusters Score: Raw -3669473.852990 + Penalty 3387.966075 = -3666085.886915 nChanged 11 SP:Iteration 199Q (5709.423749 sec): 3 clusters Score: Raw -3669475.919445 + Penalty 3387.966075 = -3666087.953369 nChanged 11 SP:Iteration 200F (5709.522614 sec): 3 clusters Score: Raw -3669478.409888 + Penalty 3387.966075 = -3666090.443812 nChanged 15 SP:Iteration 201Q (5709.609150 sec): 3 clusters Score: Raw -3669482.520002 + Penalty 3387.966075 = -3666094.553926 nChanged 17 SP:Iteration 202Q (5709.680505 sec): 3 clusters Score: Raw -3669487.489631 + Penalty 3387.966075 = -3666099.523556 nChanged 16 SP:Iteration 203Q (5709.770683 sec): 3 clusters Score: Raw -3669491.600963 + Penalty 3387.966075 = -3666103.634887 nChanged 13 SP:Iteration 204Q (5709.863497 sec): 3 clusters Score: Raw -3669494.158440 + Penalty 3387.966075 = -3666106.192364 nChanged 11 SP:Iteration 205Q (5709.948504 sec): 3 clusters Score: Raw -3669496.387767 + Penalty 3387.966075 = -3666108.421692 nChanged 5 SP:Iteration 206Q (5710.039592 sec): 3 clusters Score: Raw -3669497.398286 + Penalty 3387.966075 = -3666109.432211 nChanged 5 SP:Iteration 207Q (5710.139911 sec): 3 clusters Score: Raw -3669498.337337 + Penalty 3387.966075 = -3666110.371262 nChanged 8 SP:Iteration 208Q (5710.231869 sec): 3 clusters Score: Raw -3669499.505935 + Penalty 3387.966075 = -3666111.539860 nChanged 3 SP:Iteration 209Q (5710.319288 sec): 3 clusters Score: Raw -3669500.186193 + Penalty 3387.966075 = -3666112.220118 nChanged 6 SP:Iteration 210Q (5710.410865 sec): 3 clusters Score: Raw -3669501.293182 + Penalty 3387.966075 = -3666113.327107 nChanged 7 SP:Iteration 211Q (5710.507786 sec): 3 clusters Score: Raw -3669502.522300 + Penalty 3387.966075 = -3666114.556225 nChanged 6 SP:Iteration 212Q (5710.591797 sec): 3 clusters Score: Raw -3669503.389278 + Penalty 3387.966075 = -3666115.423203 nChanged 4 SP:Iteration 213Q (5710.683093 sec): 3 clusters Score: Raw -3669504.218167 + Penalty 3387.966075 = -3666116.252092 nChanged 4 SP:Iteration 214Q (5710.780641 sec): 3 clusters Score: Raw -3669504.980881 + Penalty 3387.966075 = -3666117.014806 nChanged 2 SP:Iteration 215Q (5710.873770 sec): 3 clusters Score: Raw -3669505.238780 + Penalty 3387.966075 = -3666117.272705 nChanged 1 SP:Iteration 216Q (5710.957412 sec): 3 clusters Score: Raw -3669505.351470 + Penalty 3387.966075 = -3666117.385394 nChanged 0 SP:Iteration 217F (5711.051505 sec): 3 clusters Score: Raw -3669505.351470 + Penalty 3387.966075 = -3666117.385394 nChanged 0 Iteration 139Q (5717.129572 sec): 46 clusters Score: Raw -50074372.896122 + Penalty 95846.867654 = -49978526.028468 nChanged 2464 Iteration 140F (5730.941480 sec): 46 clusters Score: Raw -50075302.809400 + Penalty 95846.867654 = -49979455.941746 nChanged 2042 Iteration 141Q (5736.738575 sec): 46 clusters Score: Raw -50075646.056559 + Penalty 95846.867654 = -49979799.188905 nChanged 1249 Iteration 142Q (5742.200774 sec): 46 clusters Score: Raw -50075784.126571 + Penalty 95846.867654 = -49979937.258917 nChanged 1001 Iteration 143Q (5747.673977 sec): 46 clusters Score: Raw -50075872.985607 + Penalty 95846.867654 = -49980026.117953 nChanged 842 Iteration 144Q (5753.112452 sec): 46 clusters Score: Raw -50075938.055111 + Penalty 95846.867654 = -49980091.187457 nChanged 739 Iteration 145Q (5758.790607 sec): 46 clusters Score: Raw -50076002.392907 + Penalty 95846.867654 = -49980155.525253 nChanged 671 Iteration 146Q (5764.634449 sec): 46 clusters Score: Raw -50076048.258048 + Penalty 95846.867654 = -49980201.390394 nChanged 611 Iteration 147Q (5770.437459 sec): 46 clusters Score: Raw -50076089.629627 + Penalty 95846.867654 = -49980242.761973 nChanged 588 Iteration 148Q (5775.946760 sec): 46 clusters Score: Raw -50076127.591591 + Penalty 95846.867654 = -49980280.723937 nChanged 543 Iteration 149Q (5781.646214 sec): 46 clusters Score: Raw -50076159.394031 + Penalty 95846.867654 = -49980312.526377 nChanged 482 Iteration 150Q (5787.491348 sec): 46 clusters Score: Raw -50076188.908943 + Penalty 95846.867654 = -49980342.041289 nChanged 453 Iteration 151Q (5793.256904 sec): 46 clusters Score: Raw -50076215.203664 + Penalty 95846.867654 = -49980368.336010 nChanged 445 Iteration 152Q (5798.982656 sec): 46 clusters Score: Raw -50076240.261711 + Penalty 95846.867654 = -49980393.394057 nChanged 404 Iteration 153Q (5804.755998 sec): 46 clusters Score: Raw -50076259.875465 + Penalty 95846.867654 = -49980413.007811 nChanged 370 Iteration 154Q (5810.612338 sec): 46 clusters Score: Raw -50076277.122237 + Penalty 95846.867654 = -49980430.254583 nChanged 345 Iteration 155Q (5816.500020 sec): 46 clusters Score: Raw -50076293.926798 + Penalty 95846.867654 = -49980447.059144 nChanged 324 Iteration 156Q (5821.998121 sec): 46 clusters Score: Raw -50076308.709385 + Penalty 95846.867654 = -49980461.841731 nChanged 304 Iteration 157Q (5827.468094 sec): 46 clusters Score: Raw -50076322.640565 + Penalty 95846.867654 = -49980475.772911 nChanged 285 Iteration 158Q (5833.202670 sec): 46 clusters Score: Raw -50076336.311212 + Penalty 95846.867654 = -49980489.443558 nChanged 280 Iteration 159Q (5838.939349 sec): 46 clusters Score: Raw -50076349.461280 + Penalty 95846.867654 = -49980502.593626 nChanged 283 Iteration 160F (5852.731339 sec): 46 clusters Score: Raw -50076364.994246 + Penalty 95846.867654 = -49980518.126592 nChanged 293 Iteration 161Q (5858.510198 sec): 46 clusters Score: Raw -50076388.105883 + Penalty 95846.867654 = -49980541.238229 nChanged 318 Iteration 162Q (5864.213244 sec): 46 clusters Score: Raw -50076402.005654 + Penalty 95846.867654 = -49980555.138000 nChanged 286 Iteration 163Q (5870.030421 sec): 46 clusters Score: Raw -50076414.810101 + Penalty 95846.867654 = -49980567.942446 nChanged 270 Iteration 164Q (5875.611007 sec): 46 clusters Score: Raw -50076426.004856 + Penalty 95846.867654 = -49980579.137201 nChanged 264 Iteration 165Q (5881.564182 sec): 46 clusters Score: Raw -50076437.208807 + Penalty 95846.867654 = -49980590.341153 nChanged 256 Iteration 166Q (5887.300768 sec): 46 clusters Score: Raw -50076447.234747 + Penalty 95846.867654 = -49980600.367093 nChanged 251 Iteration 167Q (5893.249094 sec): 46 clusters Score: Raw -50076458.064484 + Penalty 95846.867654 = -49980611.196830 nChanged 219 Iteration 168Q (5899.263909 sec): 46 clusters Score: Raw -50076466.243914 + Penalty 95846.867654 = -49980619.376260 nChanged 189 Iteration 169Q (5904.706454 sec): 46 clusters Score: Raw -50076473.270471 + Penalty 95846.867654 = -49980626.402817 nChanged 161 Iteration 170Q (5910.069209 sec): 46 clusters Score: Raw -50076479.683909 + Penalty 95846.867654 = -49980632.816255 nChanged 174 Iteration 171Q (5915.777625 sec): 46 clusters Score: Raw -50076485.755353 + Penalty 95846.867654 = -49980638.887699 nChanged 162 Iteration 172Q (5921.665795 sec): 46 clusters Score: Raw -50076491.283827 + Penalty 95846.867654 = -49980644.416173 nChanged 157 Iteration 173Q (5927.357521 sec): 46 clusters Score: Raw -50076496.407633 + Penalty 95846.867654 = -49980649.539979 nChanged 147 Iteration 174Q (5933.043947 sec): 46 clusters Score: Raw -50076501.145379 + Penalty 95846.867654 = -49980654.277725 nChanged 142 Iteration 175Q (5938.539572 sec): 46 clusters Score: Raw -50076506.496114 + Penalty 95846.867654 = -49980659.628460 nChanged 153 Iteration 176Q (5944.233572 sec): 46 clusters Score: Raw -50076511.886408 + Penalty 95846.867654 = -49980665.018754 nChanged 137 Iteration 177Q (5949.931272 sec): 46 clusters Score: Raw -50076516.664745 + Penalty 95846.867654 = -49980669.797091 nChanged 124 Iteration 178Q (5955.762974 sec): 46 clusters Score: Raw -50076520.552941 + Penalty 95846.867654 = -49980673.685286 nChanged 121 Writing temp clu file Because OldScore, -49980669.797091, is greater than current (better) Score,-49980673.685286 Compute initial score before splitting: Score: Raw -50076520.552941 + Penalty 95846.867654 = -49980673.685286 Trying to split cluster 1 (979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5955.953433 sec): 2 clusters Score: Raw -85302.768772 + Penalty 1119.061392 = -84183.707380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5956.001829 sec): 3 clusters Score: Raw -85114.101784 + Penalty 2238.122784 = -82875.979000 nChanged 318 SP:Iteration 1F (5956.041626 sec): 3 clusters Score: Raw -85545.118247 + Penalty 2238.122784 = -83306.995463 nChanged 131 SP:Iteration 2F (5956.081167 sec): 3 clusters Score: Raw -85750.056837 + Penalty 2238.122784 = -83511.934054 nChanged 82 SP:Iteration 3F (5956.133970 sec): 3 clusters Score: Raw -85881.249760 + Penalty 2238.122784 = -83643.126976 nChanged 63 SP:Iteration 4F (5956.174912 sec): 3 clusters Score: Raw -85992.986049 + Penalty 2238.122784 = -83754.863265 nChanged 57 SP:Iteration 5F (5956.226732 sec): 3 clusters Score: Raw -86192.942442 + Penalty 2238.122784 = -83954.819658 nChanged 48 SP:Iteration 6Q (5956.263329 sec): 3 clusters Score: Raw -86326.748054 + Penalty 2238.122784 = -84088.625270 nChanged 28 SP:Iteration 7Q (5956.314240 sec): 3 clusters Score: Raw -86385.906357 + Penalty 2238.122784 = -84147.783573 nChanged 18 SP:Iteration 8Q (5956.365744 sec): 3 clusters Score: Raw -86453.317362 + Penalty 2238.122784 = -84215.194578 nChanged 20 SP:Iteration 9Q (5956.412253 sec): 3 clusters Score: Raw -86490.714643 + Penalty 2238.122784 = -84252.591859 nChanged 10 SP:Iteration 10Q (5956.456500 sec): 3 clusters Score: Raw -86509.718084 + Penalty 2238.122784 = -84271.595300 nChanged 7 SP:Iteration 11Q (5956.505824 sec): 3 clusters Score: Raw -86521.890302 + Penalty 2238.122784 = -84283.767518 nChanged 6 SP:Iteration 12Q (5956.552136 sec): 3 clusters Score: Raw -86532.111771 + Penalty 2238.122784 = -84293.988987 nChanged 3 SP:Iteration 13Q (5956.589349 sec): 3 clusters Score: Raw -86535.682972 + Penalty 2238.122784 = -84297.560188 nChanged 1 SP:Iteration 14Q (5956.648675 sec): 3 clusters Score: Raw -86536.577294 + Penalty 2238.122784 = -84298.454511 nChanged 0 SP:Iteration 15F (5956.685002 sec): 3 clusters Score: Raw -86536.577294 + Penalty 2238.122784 = -84298.454511 nChanged 0 Score: Raw -50077757.182891 + Penalty 97976.798046 = -49979780.384845 Splitting cluster 1 changes total score from -49980673.685286 to -49979780.384845 So it's not getting split. Trying to split cluster 2 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5970.778870 sec): 2 clusters Score: Raw -30191.501392 + Penalty 966.130849 = -29225.370543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5970.822080 sec): 3 clusters Score: Raw -30303.614319 + Penalty 1932.261698 = -28371.352621 nChanged 88 SP:Iteration 1F (5970.865355 sec): 3 clusters Score: Raw -30606.670537 + Penalty 1932.261698 = -28674.408839 nChanged 33 SP:Iteration 2F (5970.907246 sec): 3 clusters Score: Raw -30778.471979 + Penalty 1932.261698 = -28846.210282 nChanged 18 SP:Iteration 3Q (5970.942281 sec): 3 clusters Score: Raw -30921.856675 + Penalty 1932.261698 = -28989.594977 nChanged 15 SP:Iteration 4Q (5970.984095 sec): 3 clusters Score: Raw -30996.546658 + Penalty 1932.261698 = -29064.284960 nChanged 9 SP:Iteration 5Q (5971.031971 sec): 3 clusters Score: Raw -31037.271671 + Penalty 1932.261698 = -29105.009973 nChanged 7 SP:Iteration 6Q (5971.074668 sec): 3 clusters Score: Raw -31057.936725 + Penalty 1932.261698 = -29125.675027 nChanged 4 SP:Iteration 7Q (5971.117197 sec): 3 clusters Score: Raw -31082.888932 + Penalty 1932.261698 = -29150.627235 nChanged 1 SP:Iteration 8Q (5971.160536 sec): 3 clusters Score: Raw -31086.549919 + Penalty 1932.261698 = -29154.288221 nChanged 2 SP:Iteration 9Q (5971.204082 sec): 3 clusters Score: Raw -31101.069343 + Penalty 1932.261698 = -29168.807645 nChanged 1 SP:Iteration 10Q (5971.241437 sec): 3 clusters Score: Raw -31114.042460 + Penalty 1932.261698 = -29181.780762 nChanged 4 SP:Iteration 11Q (5971.291417 sec): 3 clusters Score: Raw -31165.128310 + Penalty 1932.261698 = -29232.866612 nChanged 8 SP:Iteration 12Q (5971.336161 sec): 3 clusters Score: Raw -31231.907673 + Penalty 1932.261698 = -29299.645976 nChanged 7 SP:Iteration 13Q (5971.389668 sec): 3 clusters Score: Raw -31260.906685 + Penalty 1932.261698 = -29328.644987 nChanged 4 SP:Iteration 14Q (5971.431470 sec): 3 clusters Score: Raw -31282.364368 + Penalty 1932.261698 = -29350.102670 nChanged 5 SP:Iteration 15Q (5971.466794 sec): 3 clusters Score: Raw -31306.010489 + Penalty 1932.261698 = -29373.748791 nChanged 1 SP:Iteration 16Q (5971.513079 sec): 3 clusters Score: Raw -31308.046391 + Penalty 1932.261698 = -29375.784693 nChanged 0 SP:Iteration 17F (5971.554827 sec): 3 clusters Score: Raw -31308.110490 + Penalty 1932.261698 = -29375.848792 nChanged 1 SP:Iteration 18Q (5971.612401 sec): 3 clusters Score: Raw -31317.377861 + Penalty 1932.261698 = -29385.116164 nChanged 0 SP:Iteration 19F (5971.647137 sec): 3 clusters Score: Raw -31317.377861 + Penalty 1932.261698 = -29385.116164 nChanged 0 Score: Raw -50077649.250837 + Penalty 97976.798046 = -49979672.452791 Splitting cluster 2 changes total score from -49980673.685286 to -49979672.452791 So it's not getting split. Trying to split cluster 3 (4163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5985.643356 sec): 2 clusters Score: Raw -399632.232616 + Penalty 1354.273578 = -398277.959038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5985.696893 sec): 3 clusters Score: Raw -397603.590943 + Penalty 2708.547155 = -394895.043788 nChanged 1555 SP:Iteration 1F (5985.737875 sec): 3 clusters Score: Raw -398495.606491 + Penalty 2708.547155 = -395787.059336 nChanged 333 SP:Iteration 2F (5985.782936 sec): 3 clusters Score: Raw -398694.572267 + Penalty 2708.547155 = -395986.025111 nChanged 229 SP:Iteration 3F (5985.840169 sec): 3 clusters Score: Raw -398824.340498 + Penalty 2708.547155 = -396115.793343 nChanged 181 SP:Iteration 4Q (5985.880865 sec): 3 clusters Score: Raw -398926.969722 + Penalty 2708.547155 = -396218.422567 nChanged 153 SP:Iteration 5Q (5985.931203 sec): 3 clusters Score: Raw -398997.952488 + Penalty 2708.547155 = -396289.405333 nChanged 106 SP:Iteration 6Q (5985.980595 sec): 3 clusters Score: Raw -399048.662916 + Penalty 2708.547155 = -396340.115760 nChanged 98 SP:Iteration 7Q (5986.043440 sec): 3 clusters Score: Raw -399091.589693 + Penalty 2708.547155 = -396383.042537 nChanged 65 SP:Iteration 8Q (5986.101067 sec): 3 clusters Score: Raw -399118.661824 + Penalty 2708.547155 = -396410.114668 nChanged 58 SP:Iteration 9Q (5986.142496 sec): 3 clusters Score: Raw -399145.085755 + Penalty 2708.547155 = -396436.538599 nChanged 66 SP:Iteration 10Q (5986.205152 sec): 3 clusters Score: Raw -399172.917589 + Penalty 2708.547155 = -396464.370433 nChanged 59 SP:Iteration 11Q (5986.250806 sec): 3 clusters Score: Raw -399197.867329 + Penalty 2708.547155 = -396489.320173 nChanged 71 SP:Iteration 12Q (5986.304301 sec): 3 clusters Score: Raw -399221.747109 + Penalty 2708.547155 = -396513.199953 nChanged 62 SP:Iteration 13Q (5986.357351 sec): 3 clusters Score: Raw -399243.088898 + Penalty 2708.547155 = -396534.541742 nChanged 63 SP:Iteration 14Q (5986.404643 sec): 3 clusters Score: Raw -399265.334883 + Penalty 2708.547155 = -396556.787728 nChanged 49 SP:Iteration 15Q (5986.467267 sec): 3 clusters Score: Raw -399284.000949 + Penalty 2708.547155 = -396575.453794 nChanged 49 SP:Iteration 16Q (5986.522284 sec): 3 clusters Score: Raw -399302.545773 + Penalty 2708.547155 = -396593.998618 nChanged 43 SP:Iteration 17Q (5986.564029 sec): 3 clusters Score: Raw -399316.443294 + Penalty 2708.547155 = -396607.896138 nChanged 46 SP:Iteration 18Q (5986.623272 sec): 3 clusters Score: Raw -399334.110029 + Penalty 2708.547155 = -396625.562873 nChanged 44 SP:Iteration 19Q (5986.677192 sec): 3 clusters Score: Raw -399353.575564 + Penalty 2708.547155 = -396645.028409 nChanged 50 SP:Iteration 20F (5986.737622 sec): 3 clusters Score: Raw -399373.196103 + Penalty 2708.547155 = -396664.648947 nChanged 55 SP:Iteration 21Q (5986.789650 sec): 3 clusters Score: Raw -399397.886802 + Penalty 2708.547155 = -396689.339647 nChanged 60 SP:Iteration 22Q (5986.828239 sec): 3 clusters Score: Raw -399426.987138 + Penalty 2708.547155 = -396718.439982 nChanged 52 SP:Iteration 23Q (5986.879209 sec): 3 clusters Score: Raw -399448.196507 + Penalty 2708.547155 = -396739.649352 nChanged 48 SP:Iteration 24Q (5986.934950 sec): 3 clusters Score: Raw -399472.213205 + Penalty 2708.547155 = -396763.666050 nChanged 53 SP:Iteration 25Q (5986.986766 sec): 3 clusters Score: Raw -399494.723960 + Penalty 2708.547155 = -396786.176804 nChanged 54 SP:Iteration 26Q (5987.036342 sec): 3 clusters Score: Raw -399517.686626 + Penalty 2708.547155 = -396809.139471 nChanged 63 SP:Iteration 27Q (5987.087112 sec): 3 clusters Score: Raw -399553.800598 + Penalty 2708.547155 = -396845.253443 nChanged 70 SP:Iteration 28Q (5987.142779 sec): 3 clusters Score: Raw -399587.796734 + Penalty 2708.547155 = -396879.249579 nChanged 52 SP:Iteration 29Q (5987.205921 sec): 3 clusters Score: Raw -399606.886998 + Penalty 2708.547155 = -396898.339842 nChanged 42 SP:Iteration 30Q (5987.257328 sec): 3 clusters Score: Raw -399628.147807 + Penalty 2708.547155 = -396919.600652 nChanged 27 SP:Iteration 31Q (5987.308656 sec): 3 clusters Score: Raw -399642.398981 + Penalty 2708.547155 = -396933.851825 nChanged 39 SP:Iteration 32Q (5987.353800 sec): 3 clusters Score: Raw -399663.415145 + Penalty 2708.547155 = -396954.867989 nChanged 46 SP:Iteration 33Q (5987.406243 sec): 3 clusters Score: Raw -399692.628701 + Penalty 2708.547155 = -396984.081546 nChanged 50 SP:Iteration 34Q (5987.461786 sec): 3 clusters Score: Raw -399720.938409 + Penalty 2708.547155 = -397012.391253 nChanged 36 SP:Iteration 35Q (5987.514796 sec): 3 clusters Score: Raw -399741.977378 + Penalty 2708.547155 = -397033.430222 nChanged 32 SP:Iteration 36Q (5987.567761 sec): 3 clusters Score: Raw -399759.620325 + Penalty 2708.547155 = -397051.073170 nChanged 24 SP:Iteration 37Q (5987.615292 sec): 3 clusters Score: Raw -399769.008771 + Penalty 2708.547155 = -397060.461616 nChanged 18 SP:Iteration 38Q (5987.664579 sec): 3 clusters Score: Raw -399776.584027 + Penalty 2708.547155 = -397068.036871 nChanged 15 SP:Iteration 39Q (5987.724212 sec): 3 clusters Score: Raw -399783.419609 + Penalty 2708.547155 = -397074.872454 nChanged 11 SP:Iteration 40F (5987.775384 sec): 3 clusters Score: Raw -399787.050869 + Penalty 2708.547155 = -397078.503714 nChanged 11 SP:Iteration 41Q (5987.817145 sec): 3 clusters Score: Raw -399792.004567 + Penalty 2708.547155 = -397083.457412 nChanged 14 SP:Iteration 42Q (5987.865247 sec): 3 clusters Score: Raw -399799.965160 + Penalty 2708.547155 = -397091.418005 nChanged 14 SP:Iteration 43Q (5987.926205 sec): 3 clusters Score: Raw -399805.849111 + Penalty 2708.547155 = -397097.301956 nChanged 7 SP:Iteration 44Q (5987.967212 sec): 3 clusters Score: Raw -399807.657425 + Penalty 2708.547155 = -397099.110269 nChanged 3 SP:Iteration 45Q (5988.023166 sec): 3 clusters Score: Raw -399809.049808 + Penalty 2708.547155 = -397100.502653 nChanged 2 SP:Iteration 46Q (5988.065785 sec): 3 clusters Score: Raw -399809.664882 + Penalty 2708.547155 = -397101.117727 nChanged 4 SP:Iteration 47Q (5988.118923 sec): 3 clusters Score: Raw -399810.653516 + Penalty 2708.547155 = -397102.106361 nChanged 1 SP:Iteration 48Q (5988.170098 sec): 3 clusters Score: Raw -399810.737404 + Penalty 2708.547155 = -397102.190249 nChanged 0 SP:Iteration 49F (5988.225032 sec): 3 clusters Score: Raw -399810.737404 + Penalty 2708.547155 = -397102.190249 nChanged 0 Trying to split cluster 4 (3993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5988.262072 sec): 2 clusters Score: Raw -411737.801696 + Penalty 1347.498442 = -410390.303254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5988.305330 sec): 3 clusters Score: Raw -409740.414646 + Penalty 2694.996885 = -407045.417761 nChanged 1558 SP:Iteration 1F (5988.359959 sec): 3 clusters Score: Raw -410652.899940 + Penalty 2694.996885 = -407957.903055 nChanged 272 SP:Iteration 2F (5988.411528 sec): 3 clusters Score: Raw -410808.140852 + Penalty 2694.996885 = -408113.143967 nChanged 186 SP:Iteration 3Q (5988.470246 sec): 3 clusters Score: Raw -410894.699127 + Penalty 2694.996885 = -408199.702242 nChanged 133 SP:Iteration 4Q (5988.525833 sec): 3 clusters Score: Raw -410963.470922 + Penalty 2694.996885 = -408268.474037 nChanged 119 SP:Iteration 5Q (5988.579033 sec): 3 clusters Score: Raw -411026.233166 + Penalty 2694.996885 = -408331.236282 nChanged 129 SP:Iteration 6Q (5988.622315 sec): 3 clusters Score: Raw -411090.948760 + Penalty 2694.996885 = -408395.951875 nChanged 103 SP:Iteration 7Q (5988.679836 sec): 3 clusters Score: Raw -411144.238851 + Penalty 2694.996885 = -408449.241966 nChanged 110 SP:Iteration 8Q (5988.723146 sec): 3 clusters Score: Raw -411214.494162 + Penalty 2694.996885 = -408519.497277 nChanged 127 SP:Iteration 9Q (5988.782810 sec): 3 clusters Score: Raw -411290.425136 + Penalty 2694.996885 = -408595.428251 nChanged 132 SP:Iteration 10Q (5988.821853 sec): 3 clusters Score: Raw -411370.378846 + Penalty 2694.996885 = -408675.381961 nChanged 117 SP:Iteration 11Q (5988.884643 sec): 3 clusters Score: Raw -411442.446961 + Penalty 2694.996885 = -408747.450076 nChanged 97 SP:Iteration 12Q (5988.932996 sec): 3 clusters Score: Raw -411506.234979 + Penalty 2694.996885 = -408811.238095 nChanged 99 SP:Iteration 13Q (5988.985422 sec): 3 clusters Score: Raw -411572.891198 + Penalty 2694.996885 = -408877.894313 nChanged 87 SP:Iteration 14Q (5989.036564 sec): 3 clusters Score: Raw -411627.387945 + Penalty 2694.996885 = -408932.391060 nChanged 93 SP:Iteration 15Q (5989.089130 sec): 3 clusters Score: Raw -411692.518366 + Penalty 2694.996885 = -408997.521481 nChanged 75 SP:Iteration 16Q (5989.141516 sec): 3 clusters Score: Raw -411740.719739 + Penalty 2694.996885 = -409045.722855 nChanged 60 SP:Iteration 17Q (5989.185815 sec): 3 clusters Score: Raw -411778.065009 + Penalty 2694.996885 = -409083.068125 nChanged 39 SP:Iteration 18Q (5989.232133 sec): 3 clusters Score: Raw -411805.658635 + Penalty 2694.996885 = -409110.661750 nChanged 33 SP:Iteration 19Q (5989.281578 sec): 3 clusters Score: Raw -411828.548722 + Penalty 2694.996885 = -409133.551837 nChanged 35 SP:Iteration 20F (5989.332658 sec): 3 clusters Score: Raw -411852.060935 + Penalty 2694.996885 = -409157.064050 nChanged 20 SP:Iteration 21Q (5989.383130 sec): 3 clusters Score: Raw -411866.004516 + Penalty 2694.996885 = -409171.007632 nChanged 16 SP:Iteration 22Q (5989.431417 sec): 3 clusters Score: Raw -411874.247013 + Penalty 2694.996885 = -409179.250129 nChanged 9 SP:Iteration 23Q (5989.484303 sec): 3 clusters Score: Raw -411878.280035 + Penalty 2694.996885 = -409183.283150 nChanged 4 SP:Iteration 24Q (5989.528557 sec): 3 clusters Score: Raw -411879.781207 + Penalty 2694.996885 = -409184.784322 nChanged 4 SP:Iteration 25Q (5989.585370 sec): 3 clusters Score: Raw -411881.731190 + Penalty 2694.996885 = -409186.734305 nChanged 7 SP:Iteration 26Q (5989.638247 sec): 3 clusters Score: Raw -411886.993406 + Penalty 2694.996885 = -409191.996521 nChanged 8 SP:Iteration 27Q (5989.683910 sec): 3 clusters Score: Raw -411893.358978 + Penalty 2694.996885 = -409198.362093 nChanged 10 SP:Iteration 28Q (5989.735735 sec): 3 clusters Score: Raw -411899.031150 + Penalty 2694.996885 = -409204.034265 nChanged 4 SP:Iteration 29Q (5989.791837 sec): 3 clusters Score: Raw -411901.608139 + Penalty 2694.996885 = -409206.611254 nChanged 5 SP:Iteration 30Q (5989.846186 sec): 3 clusters Score: Raw -411904.477593 + Penalty 2694.996885 = -409209.480708 nChanged 3 SP:Iteration 31Q (5989.882427 sec): 3 clusters Score: Raw -411906.283465 + Penalty 2694.996885 = -409211.286580 nChanged 1 SP:Iteration 32Q (5989.946833 sec): 3 clusters Score: Raw -411906.686040 + Penalty 2694.996885 = -409211.689155 nChanged 3 SP:Iteration 33Q (5989.996594 sec): 3 clusters Score: Raw -411907.594327 + Penalty 2694.996885 = -409212.597442 nChanged 1 SP:Iteration 34Q (5990.049769 sec): 3 clusters Score: Raw -411908.110856 + Penalty 2694.996885 = -409213.113971 nChanged 2 SP:Iteration 35Q (5990.103205 sec): 3 clusters Score: Raw -411909.077585 + Penalty 2694.996885 = -409214.080700 nChanged 2 SP:Iteration 36Q (5990.145927 sec): 3 clusters Score: Raw -411910.004033 + Penalty 2694.996885 = -409215.007148 nChanged 2 SP:Iteration 37Q (5990.193544 sec): 3 clusters Score: Raw -411911.453404 + Penalty 2694.996885 = -409216.456520 nChanged 1 SP:Iteration 38Q (5990.248529 sec): 3 clusters Score: Raw -411912.131174 + Penalty 2694.996885 = -409217.134290 nChanged 3 SP:Iteration 39Q (5990.304204 sec): 3 clusters Score: Raw -411913.817724 + Penalty 2694.996885 = -409218.820839 nChanged 4 SP:Iteration 40F (5990.352190 sec): 3 clusters Score: Raw -411915.254514 + Penalty 2694.996885 = -409220.257629 nChanged 0 Trying to split cluster 5 (13546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5990.393863 sec): 2 clusters Score: Raw -1440280.421663 + Penalty 1546.000069 = -1438734.421594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5990.458310 sec): 3 clusters Score: Raw -1432394.538089 + Penalty 3092.000138 = -1429302.537950 nChanged 5989 SP:Iteration 1F (5990.524512 sec): 3 clusters Score: Raw -1435657.906168 + Penalty 3092.000138 = -1432565.906030 nChanged 699 SP:Iteration 2F (5990.603081 sec): 3 clusters Score: Raw -1435981.136195 + Penalty 3092.000138 = -1432889.136057 nChanged 688 SP:Iteration 3F (5990.662203 sec): 3 clusters Score: Raw -1436270.810100 + Penalty 3092.000138 = -1433178.809961 nChanged 572 SP:Iteration 4Q (5990.733638 sec): 3 clusters Score: Raw -1436513.237612 + Penalty 3092.000138 = -1433421.237473 nChanged 569 SP:Iteration 5Q (5990.803522 sec): 3 clusters Score: Raw -1436782.307070 + Penalty 3092.000138 = -1433690.306932 nChanged 580 SP:Iteration 6Q (5990.872789 sec): 3 clusters Score: Raw -1437079.202121 + Penalty 3092.000138 = -1433987.201983 nChanged 601 SP:Iteration 7Q (5990.933919 sec): 3 clusters Score: Raw -1437421.792125 + Penalty 3092.000138 = -1434329.791987 nChanged 649 SP:Iteration 8Q (5991.002229 sec): 3 clusters Score: Raw -1437816.436713 + Penalty 3092.000138 = -1434724.436574 nChanged 614 SP:Iteration 9Q (5991.080807 sec): 3 clusters Score: Raw -1438183.002997 + Penalty 3092.000138 = -1435091.002858 nChanged 555 SP:Iteration 10Q (5991.146366 sec): 3 clusters Score: Raw -1438494.926208 + Penalty 3092.000138 = -1435402.926069 nChanged 441 SP:Iteration 11Q (5991.216215 sec): 3 clusters Score: Raw -1438725.819929 + Penalty 3092.000138 = -1435633.819790 nChanged 406 SP:Iteration 12Q (5991.290256 sec): 3 clusters Score: Raw -1438930.029301 + Penalty 3092.000138 = -1435838.029163 nChanged 340 SP:Iteration 13Q (5991.343499 sec): 3 clusters Score: Raw -1439076.936363 + Penalty 3092.000138 = -1435984.936225 nChanged 309 SP:Iteration 14Q (5991.411789 sec): 3 clusters Score: Raw -1439195.273946 + Penalty 3092.000138 = -1436103.273808 nChanged 246 SP:Iteration 15Q (5991.486576 sec): 3 clusters Score: Raw -1439291.080221 + Penalty 3092.000138 = -1436199.080083 nChanged 224 SP:Iteration 16Q (5991.549586 sec): 3 clusters Score: Raw -1439376.778398 + Penalty 3092.000138 = -1436284.778260 nChanged 203 SP:Iteration 17Q (5991.613608 sec): 3 clusters Score: Raw -1439451.391140 + Penalty 3092.000138 = -1436359.391002 nChanged 192 SP:Iteration 18Q (5991.683118 sec): 3 clusters Score: Raw -1439523.101063 + Penalty 3092.000138 = -1436431.100925 nChanged 170 SP:Iteration 19Q (5991.742139 sec): 3 clusters Score: Raw -1439585.206142 + Penalty 3092.000138 = -1436493.206003 nChanged 149 SP:Iteration 20F (5991.809799 sec): 3 clusters Score: Raw -1439635.431228 + Penalty 3092.000138 = -1436543.431089 nChanged 133 SP:Iteration 21Q (5991.881429 sec): 3 clusters Score: Raw -1439674.935673 + Penalty 3092.000138 = -1436582.935534 nChanged 128 SP:Iteration 22Q (5991.947859 sec): 3 clusters Score: Raw -1439710.168252 + Penalty 3092.000138 = -1436618.168114 nChanged 109 SP:Iteration 23Q (5992.016336 sec): 3 clusters Score: Raw -1439739.539396 + Penalty 3092.000138 = -1436647.539257 nChanged 94 SP:Iteration 24Q (5992.080304 sec): 3 clusters Score: Raw -1439764.882019 + Penalty 3092.000138 = -1436672.881880 nChanged 86 SP:Iteration 25Q (5992.138060 sec): 3 clusters Score: Raw -1439785.257363 + Penalty 3092.000138 = -1436693.257225 nChanged 74 SP:Iteration 26Q (5992.201247 sec): 3 clusters Score: Raw -1439803.092974 + Penalty 3092.000138 = -1436711.092835 nChanged 82 SP:Iteration 27Q (5992.276556 sec): 3 clusters Score: Raw -1439826.600830 + Penalty 3092.000138 = -1436734.600691 nChanged 87 SP:Iteration 28Q (5992.339227 sec): 3 clusters Score: Raw -1439854.683098 + Penalty 3092.000138 = -1436762.682959 nChanged 94 SP:Iteration 29Q (5992.409456 sec): 3 clusters Score: Raw -1439881.958288 + Penalty 3092.000138 = -1436789.958150 nChanged 84 SP:Iteration 30Q (5992.462925 sec): 3 clusters Score: Raw -1439909.388132 + Penalty 3092.000138 = -1436817.387993 nChanged 96 SP:Iteration 31Q (5992.535858 sec): 3 clusters Score: Raw -1439937.280668 + Penalty 3092.000138 = -1436845.280529 nChanged 81 SP:Iteration 32Q (5992.602897 sec): 3 clusters Score: Raw -1439964.108092 + Penalty 3092.000138 = -1436872.107953 nChanged 91 SP:Iteration 33Q (5992.669411 sec): 3 clusters Score: Raw -1439994.215723 + Penalty 3092.000138 = -1436902.215584 nChanged 74 SP:Iteration 34Q (5992.722264 sec): 3 clusters Score: Raw -1440022.040773 + Penalty 3092.000138 = -1436930.040635 nChanged 81 SP:Iteration 35Q (5992.792169 sec): 3 clusters Score: Raw -1440053.941484 + Penalty 3092.000138 = -1436961.941346 nChanged 85 SP:Iteration 36Q (5992.864667 sec): 3 clusters Score: Raw -1440084.569156 + Penalty 3092.000138 = -1436992.569017 nChanged 88 SP:Iteration 37Q (5992.929795 sec): 3 clusters Score: Raw -1440119.133565 + Penalty 3092.000138 = -1437027.133426 nChanged 88 SP:Iteration 38Q (5992.988455 sec): 3 clusters Score: Raw -1440154.466780 + Penalty 3092.000138 = -1437062.466642 nChanged 95 SP:Iteration 39Q (5993.048394 sec): 3 clusters Score: Raw -1440192.492582 + Penalty 3092.000138 = -1437100.492444 nChanged 66 SP:Iteration 40F (5993.118475 sec): 3 clusters Score: Raw -1440213.227942 + Penalty 3092.000138 = -1437121.227804 nChanged 66 SP:Iteration 41Q (5993.188366 sec): 3 clusters Score: Raw -1440237.123499 + Penalty 3092.000138 = -1437145.123360 nChanged 51 SP:Iteration 42Q (5993.253093 sec): 3 clusters Score: Raw -1440255.496815 + Penalty 3092.000138 = -1437163.496677 nChanged 49 SP:Iteration 43Q (5993.312338 sec): 3 clusters Score: Raw -1440271.733308 + Penalty 3092.000138 = -1437179.733170 nChanged 42 SP:Iteration 44Q (5993.389912 sec): 3 clusters Score: Raw -1440288.552182 + Penalty 3092.000138 = -1437196.552043 nChanged 39 SP:Iteration 45Q (5993.446124 sec): 3 clusters Score: Raw -1440302.108144 + Penalty 3092.000138 = -1437210.108006 nChanged 37 SP:Iteration 46Q (5993.510063 sec): 3 clusters Score: Raw -1440313.708822 + Penalty 3092.000138 = -1437221.708684 nChanged 32 SP:Iteration 47Q (5993.576615 sec): 3 clusters Score: Raw -1440325.536514 + Penalty 3092.000138 = -1437233.536376 nChanged 34 SP:Iteration 48Q (5993.643910 sec): 3 clusters Score: Raw -1440337.669962 + Penalty 3092.000138 = -1437245.669824 nChanged 32 SP:Iteration 49Q (5993.706847 sec): 3 clusters Score: Raw -1440347.602351 + Penalty 3092.000138 = -1437255.602213 nChanged 22 SP:Iteration 50Q (5993.770155 sec): 3 clusters Score: Raw -1440353.613559 + Penalty 3092.000138 = -1437261.613421 nChanged 25 SP:Iteration 51Q (5993.844115 sec): 3 clusters Score: Raw -1440361.459960 + Penalty 3092.000138 = -1437269.459821 nChanged 25 SP:Iteration 52Q (5993.898750 sec): 3 clusters Score: Raw -1440373.211403 + Penalty 3092.000138 = -1437281.211265 nChanged 35 SP:Iteration 53Q (5993.966194 sec): 3 clusters Score: Raw -1440387.279162 + Penalty 3092.000138 = -1437295.279024 nChanged 31 SP:Iteration 54Q (5994.019744 sec): 3 clusters Score: Raw -1440402.798562 + Penalty 3092.000138 = -1437310.798423 nChanged 33 SP:Iteration 55Q (5994.080304 sec): 3 clusters Score: Raw -1440417.139437 + Penalty 3092.000138 = -1437325.139299 nChanged 20 SP:Iteration 56Q (5994.154513 sec): 3 clusters Score: Raw -1440425.091291 + Penalty 3092.000138 = -1437333.091153 nChanged 22 SP:Iteration 57Q (5994.221382 sec): 3 clusters Score: Raw -1440432.458894 + Penalty 3092.000138 = -1437340.458756 nChanged 19 SP:Iteration 58Q (5994.283285 sec): 3 clusters Score: Raw -1440440.475217 + Penalty 3092.000138 = -1437348.475079 nChanged 18 SP:Iteration 59Q (5994.342620 sec): 3 clusters Score: Raw -1440448.245713 + Penalty 3092.000138 = -1437356.245574 nChanged 20 SP:Iteration 60F (5994.403355 sec): 3 clusters Score: Raw -1440456.026883 + Penalty 3092.000138 = -1437364.026745 nChanged 16 SP:Iteration 61Q (5994.466725 sec): 3 clusters Score: Raw -1440461.633377 + Penalty 3092.000138 = -1437369.633239 nChanged 19 SP:Iteration 62Q (5994.541953 sec): 3 clusters Score: Raw -1440469.301106 + Penalty 3092.000138 = -1437377.300967 nChanged 18 SP:Iteration 63Q (5994.607598 sec): 3 clusters Score: Raw -1440475.861008 + Penalty 3092.000138 = -1437383.860869 nChanged 22 SP:Iteration 64Q (5994.677159 sec): 3 clusters Score: Raw -1440483.289671 + Penalty 3092.000138 = -1437391.289533 nChanged 13 SP:Iteration 65Q (5994.732395 sec): 3 clusters Score: Raw -1440488.542842 + Penalty 3092.000138 = -1437396.542703 nChanged 11 SP:Iteration 66Q (5994.806172 sec): 3 clusters Score: Raw -1440492.432381 + Penalty 3092.000138 = -1437400.432243 nChanged 9 SP:Iteration 67Q (5994.860007 sec): 3 clusters Score: Raw -1440495.710835 + Penalty 3092.000138 = -1437403.710697 nChanged 5 SP:Iteration 68Q (5994.933057 sec): 3 clusters Score: Raw -1440497.135325 + Penalty 3092.000138 = -1437405.135187 nChanged 2 SP:Iteration 69Q (5995.001631 sec): 3 clusters Score: Raw -1440497.611779 + Penalty 3092.000138 = -1437405.611640 nChanged 1 SP:Iteration 70Q (5995.055861 sec): 3 clusters Score: Raw -1440497.918052 + Penalty 3092.000138 = -1437405.917914 nChanged 0 SP:Iteration 71F (5995.120235 sec): 3 clusters Score: Raw -1440497.918052 + Penalty 3092.000138 = -1437405.917914 nChanged 0 Trying to split cluster 6 (11970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5995.170216 sec): 2 clusters Score: Raw -1220868.852264 + Penalty 1525.900805 = -1219342.951459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5995.234346 sec): 3 clusters Score: Raw -1213910.062415 + Penalty 3051.801610 = -1210858.260805 nChanged 5255 SP:Iteration 1F (5995.298529 sec): 3 clusters Score: Raw -1216764.857790 + Penalty 3051.801610 = -1213713.056181 nChanged 757 SP:Iteration 2F (5995.356366 sec): 3 clusters Score: Raw -1217105.946010 + Penalty 3051.801610 = -1214054.144401 nChanged 673 SP:Iteration 3F (5995.432385 sec): 3 clusters Score: Raw -1217394.072751 + Penalty 3051.801610 = -1214342.271141 nChanged 672 SP:Iteration 4F (5995.482724 sec): 3 clusters Score: Raw -1217724.619622 + Penalty 3051.801610 = -1214672.818013 nChanged 646 SP:Iteration 5F (5995.551318 sec): 3 clusters Score: Raw -1218070.381098 + Penalty 3051.801610 = -1215018.579489 nChanged 667 SP:Iteration 6F (5995.613025 sec): 3 clusters Score: Raw -1218440.016706 + Penalty 3051.801610 = -1215388.215097 nChanged 620 SP:Iteration 7F (5995.682002 sec): 3 clusters Score: Raw -1218750.493129 + Penalty 3051.801610 = -1215698.691519 nChanged 526 SP:Iteration 8Q (5995.739255 sec): 3 clusters Score: Raw -1219010.463567 + Penalty 3051.801610 = -1215958.661958 nChanged 461 SP:Iteration 9Q (5995.805939 sec): 3 clusters Score: Raw -1219240.617896 + Penalty 3051.801610 = -1216188.816287 nChanged 415 SP:Iteration 10Q (5995.875626 sec): 3 clusters Score: Raw -1219432.980836 + Penalty 3051.801610 = -1216381.179226 nChanged 369 SP:Iteration 11Q (5995.949066 sec): 3 clusters Score: Raw -1219601.903024 + Penalty 3051.801610 = -1216550.101415 nChanged 325 SP:Iteration 12Q (5996.015041 sec): 3 clusters Score: Raw -1219736.327932 + Penalty 3051.801610 = -1216684.526322 nChanged 269 SP:Iteration 13Q (5996.067867 sec): 3 clusters Score: Raw -1219847.561073 + Penalty 3051.801610 = -1216795.759463 nChanged 254 SP:Iteration 14Q (5996.145295 sec): 3 clusters Score: Raw -1219959.923950 + Penalty 3051.801610 = -1216908.122340 nChanged 257 SP:Iteration 15Q (5996.202355 sec): 3 clusters Score: Raw -1220086.683586 + Penalty 3051.801610 = -1217034.881977 nChanged 260 SP:Iteration 16Q (5996.265790 sec): 3 clusters Score: Raw -1220226.289697 + Penalty 3051.801610 = -1217174.488087 nChanged 233 SP:Iteration 17Q (5996.333278 sec): 3 clusters Score: Raw -1220364.879692 + Penalty 3051.801610 = -1217313.078082 nChanged 227 SP:Iteration 18Q (5996.410196 sec): 3 clusters Score: Raw -1220501.080461 + Penalty 3051.801610 = -1217449.278852 nChanged 199 SP:Iteration 19Q (5996.476383 sec): 3 clusters Score: Raw -1220626.851327 + Penalty 3051.801610 = -1217575.049717 nChanged 165 SP:Iteration 20F (5996.544501 sec): 3 clusters Score: Raw -1220717.502941 + Penalty 3051.801610 = -1217665.701332 nChanged 127 SP:Iteration 21Q (5996.602738 sec): 3 clusters Score: Raw -1220799.296767 + Penalty 3051.801610 = -1217747.495158 nChanged 102 SP:Iteration 22Q (5996.672259 sec): 3 clusters Score: Raw -1220888.638850 + Penalty 3051.801610 = -1217836.837240 nChanged 98 SP:Iteration 23Q (5996.728598 sec): 3 clusters Score: Raw -1220976.836442 + Penalty 3051.801610 = -1217925.034832 nChanged 102 SP:Iteration 24Q (5996.800644 sec): 3 clusters Score: Raw -1221070.477615 + Penalty 3051.801610 = -1218018.676005 nChanged 85 SP:Iteration 25Q (5996.855492 sec): 3 clusters Score: Raw -1221129.467964 + Penalty 3051.801610 = -1218077.666355 nChanged 88 SP:Iteration 26Q (5996.917702 sec): 3 clusters Score: Raw -1221194.371336 + Penalty 3051.801610 = -1218142.569727 nChanged 79 SP:Iteration 27Q (5996.977876 sec): 3 clusters Score: Raw -1221246.003735 + Penalty 3051.801610 = -1218194.202126 nChanged 63 SP:Iteration 28Q (5997.050429 sec): 3 clusters Score: Raw -1221292.016560 + Penalty 3051.801610 = -1218240.214951 nChanged 61 SP:Iteration 29Q (5997.112692 sec): 3 clusters Score: Raw -1221329.111996 + Penalty 3051.801610 = -1218277.310386 nChanged 45 SP:Iteration 30Q (5997.170364 sec): 3 clusters Score: Raw -1221358.684952 + Penalty 3051.801610 = -1218306.883342 nChanged 37 SP:Iteration 31Q (5997.240249 sec): 3 clusters Score: Raw -1221373.574982 + Penalty 3051.801610 = -1218321.773372 nChanged 22 SP:Iteration 32Q (5997.301695 sec): 3 clusters Score: Raw -1221385.309230 + Penalty 3051.801610 = -1218333.507620 nChanged 18 SP:Iteration 33Q (5997.354377 sec): 3 clusters Score: Raw -1221393.353470 + Penalty 3051.801610 = -1218341.551860 nChanged 21 SP:Iteration 34Q (5997.405914 sec): 3 clusters Score: Raw -1221400.022088 + Penalty 3051.801610 = -1218348.220478 nChanged 12 SP:Iteration 35Q (5997.471725 sec): 3 clusters Score: Raw -1221403.780311 + Penalty 3051.801610 = -1218351.978702 nChanged 8 SP:Iteration 36Q (5997.530175 sec): 3 clusters Score: Raw -1221404.905111 + Penalty 3051.801610 = -1218353.103501 nChanged 4 SP:Iteration 37Q (5997.591347 sec): 3 clusters Score: Raw -1221406.485337 + Penalty 3051.801610 = -1218354.683728 nChanged 2 SP:Iteration 38Q (5997.650627 sec): 3 clusters Score: Raw -1221406.783589 + Penalty 3051.801610 = -1218354.981980 nChanged 1 SP:Iteration 39Q (5997.711450 sec): 3 clusters Score: Raw -1221407.232595 + Penalty 3051.801610 = -1218355.430986 nChanged 3 SP:Iteration 40F (5997.776699 sec): 3 clusters Score: Raw -1221407.672316 + Penalty 3051.801610 = -1218355.870706 nChanged 1 SP:Iteration 41Q (5997.833650 sec): 3 clusters Score: Raw -1221407.875375 + Penalty 3051.801610 = -1218356.073765 nChanged 1 SP:Iteration 42Q (5997.901588 sec): 3 clusters Score: Raw -1221408.587911 + Penalty 3051.801610 = -1218356.786301 nChanged 1 SP:Iteration 43Q (5997.965652 sec): 3 clusters Score: Raw -1221408.741829 + Penalty 3051.801610 = -1218356.940219 nChanged 1 SP:Iteration 44Q (5998.013690 sec): 3 clusters Score: Raw -1221409.228797 + Penalty 3051.801610 = -1218357.427188 nChanged 4 SP:Iteration 45Q (5998.074836 sec): 3 clusters Score: Raw -1221410.265334 + Penalty 3051.801610 = -1218358.463725 nChanged 5 SP:Iteration 46Q (5998.148349 sec): 3 clusters Score: Raw -1221411.740065 + Penalty 3051.801610 = -1218359.938456 nChanged 6 SP:Iteration 47Q (5998.197024 sec): 3 clusters Score: Raw -1221412.776957 + Penalty 3051.801610 = -1218360.975348 nChanged 4 SP:Iteration 48Q (5998.259976 sec): 3 clusters Score: Raw -1221413.886375 + Penalty 3051.801610 = -1218362.084766 nChanged 6 SP:Iteration 49Q (5998.331591 sec): 3 clusters Score: Raw -1221415.171538 + Penalty 3051.801610 = -1218363.369928 nChanged 4 SP:Iteration 50Q (5998.390966 sec): 3 clusters Score: Raw -1221416.894034 + Penalty 3051.801610 = -1218365.092425 nChanged 4 SP:Iteration 51Q (5998.452413 sec): 3 clusters Score: Raw -1221417.594672 + Penalty 3051.801610 = -1218365.793062 nChanged 2 SP:Iteration 52Q (5998.519950 sec): 3 clusters Score: Raw -1221417.928714 + Penalty 3051.801610 = -1218366.127104 nChanged 3 SP:Iteration 53Q (5998.575405 sec): 3 clusters Score: Raw -1221418.735574 + Penalty 3051.801610 = -1218366.933965 nChanged 3 SP:Iteration 54Q (5998.638040 sec): 3 clusters Score: Raw -1221419.515276 + Penalty 3051.801610 = -1218367.713666 nChanged 2 SP:Iteration 55Q (5998.695571 sec): 3 clusters Score: Raw -1221419.838913 + Penalty 3051.801610 = -1218368.037303 nChanged 2 SP:Iteration 56Q (5998.749487 sec): 3 clusters Score: Raw -1221420.094033 + Penalty 3051.801610 = -1218368.292424 nChanged 0 SP:Iteration 57F (5998.818207 sec): 3 clusters Score: Raw -1221420.094033 + Penalty 3051.801610 = -1218368.292424 nChanged 0 Trying to split cluster 7 (7787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5998.850960 sec): 2 clusters Score: Raw -791860.312473 + Penalty 1456.034280 = -790404.278193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5998.905877 sec): 3 clusters Score: Raw -787520.015082 + Penalty 2912.068561 = -784607.946522 nChanged 3326 SP:Iteration 1F (5998.961740 sec): 3 clusters Score: Raw -789272.154955 + Penalty 2912.068561 = -786360.086394 nChanged 475 SP:Iteration 2F (5999.019648 sec): 3 clusters Score: Raw -789477.534850 + Penalty 2912.068561 = -786565.466289 nChanged 364 SP:Iteration 3Q (5999.083537 sec): 3 clusters Score: Raw -789626.085042 + Penalty 2912.068561 = -786714.016481 nChanged 329 SP:Iteration 4Q (5999.144159 sec): 3 clusters Score: Raw -789756.943780 + Penalty 2912.068561 = -786844.875219 nChanged 295 SP:Iteration 5Q (5999.204179 sec): 3 clusters Score: Raw -789877.960792 + Penalty 2912.068561 = -786965.892231 nChanged 272 SP:Iteration 6Q (5999.259338 sec): 3 clusters Score: Raw -790004.902079 + Penalty 2912.068561 = -787092.833519 nChanged 296 SP:Iteration 7Q (5999.326867 sec): 3 clusters Score: Raw -790150.571299 + Penalty 2912.068561 = -787238.502738 nChanged 323 SP:Iteration 8Q (5999.375356 sec): 3 clusters Score: Raw -790316.547367 + Penalty 2912.068561 = -787404.478807 nChanged 331 SP:Iteration 9Q (5999.447436 sec): 3 clusters Score: Raw -790496.350253 + Penalty 2912.068561 = -787584.281692 nChanged 343 SP:Iteration 10Q (5999.499701 sec): 3 clusters Score: Raw -790701.019768 + Penalty 2912.068561 = -787788.951208 nChanged 343 SP:Iteration 11Q (5999.552265 sec): 3 clusters Score: Raw -790935.429372 + Penalty 2912.068561 = -788023.360812 nChanged 308 SP:Iteration 12Q (5999.610337 sec): 3 clusters Score: Raw -791162.274135 + Penalty 2912.068561 = -788250.205575 nChanged 238 SP:Iteration 13Q (5999.667626 sec): 3 clusters Score: Raw -791327.367494 + Penalty 2912.068561 = -788415.298934 nChanged 192 SP:Iteration 14Q (5999.727523 sec): 3 clusters Score: Raw -791484.320059 + Penalty 2912.068561 = -788572.251499 nChanged 159 SP:Iteration 15Q (5999.776738 sec): 3 clusters Score: Raw -791614.984893 + Penalty 2912.068561 = -788702.916332 nChanged 90 SP:Iteration 16Q (5999.839630 sec): 3 clusters Score: Raw -791704.196531 + Penalty 2912.068561 = -788792.127971 nChanged 87 SP:Iteration 17Q (5999.900428 sec): 3 clusters Score: Raw -791800.592299 + Penalty 2912.068561 = -788888.523739 nChanged 86 SP:Iteration 18Q (5999.942791 sec): 3 clusters Score: Raw -791908.238256 + Penalty 2912.068561 = -788996.169696 nChanged 82 SP:Iteration 19Q (6000.000479 sec): 3 clusters Score: Raw -791984.930611 + Penalty 2912.068561 = -789072.862051 nChanged 55 SP:Iteration 20F (6000.067085 sec): 3 clusters Score: Raw -792022.116637 + Penalty 2912.068561 = -789110.048076 nChanged 39 SP:Iteration 21Q (6000.120446 sec): 3 clusters Score: Raw -792043.971155 + Penalty 2912.068561 = -789131.902594 nChanged 27 SP:Iteration 22Q (6000.163110 sec): 3 clusters Score: Raw -792060.098020 + Penalty 2912.068561 = -789148.029459 nChanged 25 SP:Iteration 23Q (6000.222447 sec): 3 clusters Score: Raw -792071.170067 + Penalty 2912.068561 = -789159.101506 nChanged 19 SP:Iteration 24Q (6000.278388 sec): 3 clusters Score: Raw -792079.782537 + Penalty 2912.068561 = -789167.713976 nChanged 19 SP:Iteration 25Q (6000.336417 sec): 3 clusters Score: Raw -792088.180942 + Penalty 2912.068561 = -789176.112382 nChanged 15 SP:Iteration 26Q (6000.397820 sec): 3 clusters Score: Raw -792095.029903 + Penalty 2912.068561 = -789182.961342 nChanged 15 SP:Iteration 27Q (6000.445603 sec): 3 clusters Score: Raw -792099.923356 + Penalty 2912.068561 = -789187.854795 nChanged 7 SP:Iteration 28Q (6000.510068 sec): 3 clusters Score: Raw -792102.095290 + Penalty 2912.068561 = -789190.026729 nChanged 5 SP:Iteration 29Q (6000.569052 sec): 3 clusters Score: Raw -792103.546615 + Penalty 2912.068561 = -789191.478055 nChanged 7 SP:Iteration 30Q (6000.624696 sec): 3 clusters Score: Raw -792105.335961 + Penalty 2912.068561 = -789193.267400 nChanged 3 SP:Iteration 31Q (6000.676828 sec): 3 clusters Score: Raw -792106.094418 + Penalty 2912.068561 = -789194.025858 nChanged 1 SP:Iteration 32Q (6000.731457 sec): 3 clusters Score: Raw -792106.215627 + Penalty 2912.068561 = -789194.147066 nChanged 1 SP:Iteration 33Q (6000.787383 sec): 3 clusters Score: Raw -792106.596593 + Penalty 2912.068561 = -789194.528033 nChanged 3 SP:Iteration 34Q (6000.846364 sec): 3 clusters Score: Raw -792108.273076 + Penalty 2912.068561 = -789196.204515 nChanged 4 SP:Iteration 35Q (6000.905985 sec): 3 clusters Score: Raw -792109.404931 + Penalty 2912.068561 = -789197.336371 nChanged 4 SP:Iteration 36Q (6000.951667 sec): 3 clusters Score: Raw -792111.427472 + Penalty 2912.068561 = -789199.358912 nChanged 5 SP:Iteration 37Q (6001.016832 sec): 3 clusters Score: Raw -792113.733895 + Penalty 2912.068561 = -789201.665334 nChanged 6 SP:Iteration 38Q (6001.070164 sec): 3 clusters Score: Raw -792116.154526 + Penalty 2912.068561 = -789204.085965 nChanged 5 SP:Iteration 39Q (6001.123855 sec): 3 clusters Score: Raw -792117.862531 + Penalty 2912.068561 = -789205.793971 nChanged 2 SP:Iteration 40F (6001.173793 sec): 3 clusters Score: Raw -792118.955799 + Penalty 2912.068561 = -789206.887238 nChanged 2 SP:Iteration 41Q (6001.238211 sec): 3 clusters Score: Raw -792119.774596 + Penalty 2912.068561 = -789207.706035 nChanged 2 SP:Iteration 42Q (6001.296717 sec): 3 clusters Score: Raw -792120.385142 + Penalty 2912.068561 = -789208.316581 nChanged 4 SP:Iteration 43Q (6001.346088 sec): 3 clusters Score: Raw -792122.186044 + Penalty 2912.068561 = -789210.117484 nChanged 4 SP:Iteration 44Q (6001.411514 sec): 3 clusters Score: Raw -792123.381979 + Penalty 2912.068561 = -789211.313418 nChanged 1 SP:Iteration 45Q (6001.460475 sec): 3 clusters Score: Raw -792123.649880 + Penalty 2912.068561 = -789211.581320 nChanged 2 SP:Iteration 46Q (6001.518154 sec): 3 clusters Score: Raw -792124.883039 + Penalty 2912.068561 = -789212.814479 nChanged 6 SP:Iteration 47Q (6001.577765 sec): 3 clusters Score: Raw -792126.780817 + Penalty 2912.068561 = -789214.712257 nChanged 4 SP:Iteration 48Q (6001.627850 sec): 3 clusters Score: Raw -792128.607345 + Penalty 2912.068561 = -789216.538784 nChanged 2 SP:Iteration 49Q (6001.682867 sec): 3 clusters Score: Raw -792129.221775 + Penalty 2912.068561 = -789217.153214 nChanged 1 SP:Iteration 50Q (6001.749822 sec): 3 clusters Score: Raw -792129.516493 + Penalty 2912.068561 = -789217.447933 nChanged 0 SP:Iteration 51F (6001.796565 sec): 3 clusters Score: Raw -792129.516493 + Penalty 2912.068561 = -789217.447933 nChanged 0 Trying to split cluster 8 (9789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6001.837171 sec): 2 clusters Score: Raw -998242.474155 + Penalty 1493.214870 = -996749.259285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6001.891929 sec): 3 clusters Score: Raw -992755.144359 + Penalty 2986.429740 = -989768.714619 nChanged 4186 SP:Iteration 1F (6001.964703 sec): 3 clusters Score: Raw -995003.719847 + Penalty 2986.429740 = -992017.290106 nChanged 609 SP:Iteration 2F (6002.016248 sec): 3 clusters Score: Raw -995264.349776 + Penalty 2986.429740 = -992277.920036 nChanged 494 SP:Iteration 3F (6002.084413 sec): 3 clusters Score: Raw -995459.703384 + Penalty 2986.429740 = -992473.273644 nChanged 392 SP:Iteration 4Q (6002.143178 sec): 3 clusters Score: Raw -995612.224342 + Penalty 2986.429740 = -992625.794602 nChanged 338 SP:Iteration 5Q (6002.209509 sec): 3 clusters Score: Raw -995761.129397 + Penalty 2986.429740 = -992774.699657 nChanged 345 SP:Iteration 6Q (6002.274154 sec): 3 clusters Score: Raw -995913.931465 + Penalty 2986.429740 = -992927.501725 nChanged 336 SP:Iteration 7Q (6002.339767 sec): 3 clusters Score: Raw -996057.517555 + Penalty 2986.429740 = -993071.087814 nChanged 310 SP:Iteration 8Q (6002.405103 sec): 3 clusters Score: Raw -996214.764380 + Penalty 2986.429740 = -993228.334639 nChanged 338 SP:Iteration 9Q (6002.462841 sec): 3 clusters Score: Raw -996414.106448 + Penalty 2986.429740 = -993427.676708 nChanged 352 SP:Iteration 10Q (6002.522106 sec): 3 clusters Score: Raw -996650.460751 + Penalty 2986.429740 = -993664.031011 nChanged 365 SP:Iteration 11Q (6002.581476 sec): 3 clusters Score: Raw -996895.145505 + Penalty 2986.429740 = -993908.715765 nChanged 345 SP:Iteration 12Q (6002.633787 sec): 3 clusters Score: Raw -997101.591793 + Penalty 2986.429740 = -994115.162053 nChanged 324 SP:Iteration 13Q (6002.695109 sec): 3 clusters Score: Raw -997310.637026 + Penalty 2986.429740 = -994324.207286 nChanged 328 SP:Iteration 14Q (6002.763922 sec): 3 clusters Score: Raw -997509.138693 + Penalty 2986.429740 = -994522.708952 nChanged 275 SP:Iteration 15Q (6002.828121 sec): 3 clusters Score: Raw -997648.011765 + Penalty 2986.429740 = -994661.582025 nChanged 230 SP:Iteration 16Q (6002.882017 sec): 3 clusters Score: Raw -997754.806122 + Penalty 2986.429740 = -994768.376382 nChanged 189 SP:Iteration 17Q (6002.945141 sec): 3 clusters Score: Raw -997839.374610 + Penalty 2986.429740 = -994852.944870 nChanged 173 SP:Iteration 18Q (6003.005056 sec): 3 clusters Score: Raw -997901.879036 + Penalty 2986.429740 = -994915.449296 nChanged 134 SP:Iteration 19Q (6003.065721 sec): 3 clusters Score: Raw -997946.706273 + Penalty 2986.429740 = -994960.276533 nChanged 130 SP:Iteration 20F (6003.117282 sec): 3 clusters Score: Raw -997988.335432 + Penalty 2986.429740 = -995001.905692 nChanged 108 SP:Iteration 21Q (6003.185128 sec): 3 clusters Score: Raw -998025.377022 + Penalty 2986.429740 = -995038.947282 nChanged 108 SP:Iteration 22Q (6003.234948 sec): 3 clusters Score: Raw -998065.759619 + Penalty 2986.429740 = -995079.329879 nChanged 125 SP:Iteration 23Q (6003.303080 sec): 3 clusters Score: Raw -998117.659281 + Penalty 2986.429740 = -995131.229540 nChanged 142 SP:Iteration 24Q (6003.360748 sec): 3 clusters Score: Raw -998180.485569 + Penalty 2986.429740 = -995194.055829 nChanged 137 SP:Iteration 25Q (6003.421535 sec): 3 clusters Score: Raw -998241.363221 + Penalty 2986.429740 = -995254.933481 nChanged 125 SP:Iteration 26Q (6003.480207 sec): 3 clusters Score: Raw -998289.576096 + Penalty 2986.429740 = -995303.146355 nChanged 131 SP:Iteration 27Q (6003.535062 sec): 3 clusters Score: Raw -998338.474798 + Penalty 2986.429740 = -995352.045057 nChanged 137 SP:Iteration 28Q (6003.591873 sec): 3 clusters Score: Raw -998397.060674 + Penalty 2986.429740 = -995410.630933 nChanged 116 SP:Iteration 29Q (6003.646864 sec): 3 clusters Score: Raw -998443.234616 + Penalty 2986.429740 = -995456.804876 nChanged 110 SP:Iteration 30Q (6003.711864 sec): 3 clusters Score: Raw -998485.886131 + Penalty 2986.429740 = -995499.456390 nChanged 121 SP:Iteration 31Q (6003.776128 sec): 3 clusters Score: Raw -998536.319589 + Penalty 2986.429740 = -995549.889849 nChanged 109 SP:Iteration 32Q (6003.829165 sec): 3 clusters Score: Raw -998579.348571 + Penalty 2986.429740 = -995592.918831 nChanged 106 SP:Iteration 33Q (6003.889764 sec): 3 clusters Score: Raw -998624.622479 + Penalty 2986.429740 = -995638.192739 nChanged 103 SP:Iteration 34Q (6003.948766 sec): 3 clusters Score: Raw -998662.314113 + Penalty 2986.429740 = -995675.884373 nChanged 79 SP:Iteration 35Q (6004.016668 sec): 3 clusters Score: Raw -998684.087412 + Penalty 2986.429740 = -995697.657672 nChanged 67 SP:Iteration 36Q (6004.074553 sec): 3 clusters Score: Raw -998702.824658 + Penalty 2986.429740 = -995716.394917 nChanged 59 SP:Iteration 37Q (6004.127153 sec): 3 clusters Score: Raw -998721.686672 + Penalty 2986.429740 = -995735.256932 nChanged 52 SP:Iteration 38Q (6004.190126 sec): 3 clusters Score: Raw -998738.023813 + Penalty 2986.429740 = -995751.594073 nChanged 52 SP:Iteration 39Q (6004.262872 sec): 3 clusters Score: Raw -998750.997566 + Penalty 2986.429740 = -995764.567826 nChanged 46 SP:Iteration 40F (6004.318278 sec): 3 clusters Score: Raw -998760.911231 + Penalty 2986.429740 = -995774.481491 nChanged 31 SP:Iteration 41Q (6004.386612 sec): 3 clusters Score: Raw -998767.299485 + Penalty 2986.429740 = -995780.869745 nChanged 29 SP:Iteration 42Q (6004.434558 sec): 3 clusters Score: Raw -998773.046429 + Penalty 2986.429740 = -995786.616689 nChanged 24 SP:Iteration 43Q (6004.495833 sec): 3 clusters Score: Raw -998777.847728 + Penalty 2986.429740 = -995791.417987 nChanged 22 SP:Iteration 44Q (6004.565788 sec): 3 clusters Score: Raw -998781.216578 + Penalty 2986.429740 = -995794.786838 nChanged 26 SP:Iteration 45Q (6004.614488 sec): 3 clusters Score: Raw -998786.359588 + Penalty 2986.429740 = -995799.929847 nChanged 21 SP:Iteration 46Q (6004.677410 sec): 3 clusters Score: Raw -998790.575472 + Penalty 2986.429740 = -995804.145732 nChanged 22 SP:Iteration 47Q (6004.735035 sec): 3 clusters Score: Raw -998793.909780 + Penalty 2986.429740 = -995807.480040 nChanged 20 SP:Iteration 48Q (6004.802249 sec): 3 clusters Score: Raw -998797.258646 + Penalty 2986.429740 = -995810.828905 nChanged 19 SP:Iteration 49Q (6004.858819 sec): 3 clusters Score: Raw -998800.638498 + Penalty 2986.429740 = -995814.208758 nChanged 19 SP:Iteration 50Q (6004.917500 sec): 3 clusters Score: Raw -998804.030763 + Penalty 2986.429740 = -995817.601023 nChanged 19 SP:Iteration 51Q (6004.974055 sec): 3 clusters Score: Raw -998808.528093 + Penalty 2986.429740 = -995822.098352 nChanged 25 SP:Iteration 52Q (6005.034693 sec): 3 clusters Score: Raw -998813.643799 + Penalty 2986.429740 = -995827.214058 nChanged 26 SP:Iteration 53Q (6005.092122 sec): 3 clusters Score: Raw -998819.515117 + Penalty 2986.429740 = -995833.085377 nChanged 25 SP:Iteration 54Q (6005.163147 sec): 3 clusters Score: Raw -998823.981111 + Penalty 2986.429740 = -995837.551371 nChanged 22 SP:Iteration 55Q (6005.210375 sec): 3 clusters Score: Raw -998828.909142 + Penalty 2986.429740 = -995842.479402 nChanged 20 SP:Iteration 56Q (6005.280043 sec): 3 clusters Score: Raw -998832.790305 + Penalty 2986.429740 = -995846.360565 nChanged 12 SP:Iteration 57Q (6005.331296 sec): 3 clusters Score: Raw -998834.769449 + Penalty 2986.429740 = -995848.339708 nChanged 10 SP:Iteration 58Q (6005.388558 sec): 3 clusters Score: Raw -998836.343233 + Penalty 2986.429740 = -995849.913493 nChanged 9 SP:Iteration 59Q (6005.446119 sec): 3 clusters Score: Raw -998837.808868 + Penalty 2986.429740 = -995851.379128 nChanged 12 SP:Iteration 60F (6005.515103 sec): 3 clusters Score: Raw -998840.618018 + Penalty 2986.429740 = -995854.188278 nChanged 13 SP:Iteration 61Q (6005.572179 sec): 3 clusters Score: Raw -998842.773061 + Penalty 2986.429740 = -995856.343321 nChanged 6 SP:Iteration 62Q (6005.625063 sec): 3 clusters Score: Raw -998843.983411 + Penalty 2986.429740 = -995857.553670 nChanged 9 SP:Iteration 63Q (6005.691796 sec): 3 clusters Score: Raw -998845.709175 + Penalty 2986.429740 = -995859.279434 nChanged 9 SP:Iteration 64Q (6005.745100 sec): 3 clusters Score: Raw -998846.990950 + Penalty 2986.429740 = -995860.561210 nChanged 9 SP:Iteration 65Q (6005.803920 sec): 3 clusters Score: Raw -998848.240489 + Penalty 2986.429740 = -995861.810748 nChanged 4 SP:Iteration 66Q (6005.860411 sec): 3 clusters Score: Raw -998849.010678 + Penalty 2986.429740 = -995862.580938 nChanged 11 SP:Iteration 67Q (6005.917635 sec): 3 clusters Score: Raw -998851.276801 + Penalty 2986.429740 = -995864.847060 nChanged 7 SP:Iteration 68Q (6005.985225 sec): 3 clusters Score: Raw -998852.170470 + Penalty 2986.429740 = -995865.740730 nChanged 3 SP:Iteration 69Q (6006.041827 sec): 3 clusters Score: Raw -998852.740638 + Penalty 2986.429740 = -995866.310898 nChanged 8 SP:Iteration 70Q (6006.095142 sec): 3 clusters Score: Raw -998853.884962 + Penalty 2986.429740 = -995867.455221 nChanged 5 SP:Iteration 71Q (6006.157139 sec): 3 clusters Score: Raw -998854.722316 + Penalty 2986.429740 = -995868.292575 nChanged 4 SP:Iteration 72Q (6006.220440 sec): 3 clusters Score: Raw -998855.343322 + Penalty 2986.429740 = -995868.913581 nChanged 2 SP:Iteration 73Q (6006.280654 sec): 3 clusters Score: Raw -998855.607154 + Penalty 2986.429740 = -995869.177414 nChanged 5 SP:Iteration 74Q (6006.343374 sec): 3 clusters Score: Raw -998856.106685 + Penalty 2986.429740 = -995869.676945 nChanged 4 SP:Iteration 75Q (6006.415241 sec): 3 clusters Score: Raw -998856.660766 + Penalty 2986.429740 = -995870.231026 nChanged 3 SP:Iteration 76Q (6006.473583 sec): 3 clusters Score: Raw -998857.185600 + Penalty 2986.429740 = -995870.755860 nChanged 4 SP:Iteration 77Q (6006.540377 sec): 3 clusters Score: Raw -998857.995978 + Penalty 2986.429740 = -995871.566238 nChanged 7 SP:Iteration 78Q (6006.593581 sec): 3 clusters Score: Raw -998859.155592 + Penalty 2986.429740 = -995872.725852 nChanged 7 SP:Iteration 79Q (6006.658617 sec): 3 clusters Score: Raw -998860.094358 + Penalty 2986.429740 = -995873.664618 nChanged 7 SP:Iteration 80F (6006.724603 sec): 3 clusters Score: Raw -998861.613738 + Penalty 2986.429740 = -995875.183998 nChanged 9 SP:Iteration 81Q (6006.777723 sec): 3 clusters Score: Raw -998863.381328 + Penalty 2986.429740 = -995876.951588 nChanged 13 SP:Iteration 82Q (6006.849084 sec): 3 clusters Score: Raw -998866.112613 + Penalty 2986.429740 = -995879.682873 nChanged 13 SP:Iteration 83Q (6006.902132 sec): 3 clusters Score: Raw -998869.155608 + Penalty 2986.429740 = -995882.725868 nChanged 14 SP:Iteration 84Q (6006.968432 sec): 3 clusters Score: Raw -998871.760675 + Penalty 2986.429740 = -995885.330935 nChanged 10 SP:Iteration 85Q (6007.029947 sec): 3 clusters Score: Raw -998873.378441 + Penalty 2986.429740 = -995886.948701 nChanged 9 SP:Iteration 86Q (6007.091047 sec): 3 clusters Score: Raw -998874.900343 + Penalty 2986.429740 = -995888.470603 nChanged 11 SP:Iteration 87Q (6007.153757 sec): 3 clusters Score: Raw -998877.223266 + Penalty 2986.429740 = -995890.793525 nChanged 15 SP:Iteration 88Q (6007.202482 sec): 3 clusters Score: Raw -998880.153428 + Penalty 2986.429740 = -995893.723687 nChanged 12 SP:Iteration 89Q (6007.262942 sec): 3 clusters Score: Raw -998882.294726 + Penalty 2986.429740 = -995895.864986 nChanged 8 SP:Iteration 90Q (6007.332203 sec): 3 clusters Score: Raw -998883.798921 + Penalty 2986.429740 = -995897.369181 nChanged 6 SP:Iteration 91Q (6007.395368 sec): 3 clusters Score: Raw -998884.597349 + Penalty 2986.429740 = -995898.167608 nChanged 4 SP:Iteration 92Q (6007.447565 sec): 3 clusters Score: Raw -998885.391594 + Penalty 2986.429740 = -995898.961854 nChanged 6 SP:Iteration 93Q (6007.516176 sec): 3 clusters Score: Raw -998886.550300 + Penalty 2986.429740 = -995900.120560 nChanged 7 SP:Iteration 94Q (6007.568184 sec): 3 clusters Score: Raw -998887.631000 + Penalty 2986.429740 = -995901.201260 nChanged 7 SP:Iteration 95Q (6007.633556 sec): 3 clusters Score: Raw -998888.873906 + Penalty 2986.429740 = -995902.444165 nChanged 5 SP:Iteration 96Q (6007.689435 sec): 3 clusters Score: Raw -998889.853117 + Penalty 2986.429740 = -995903.423376 nChanged 5 SP:Iteration 97Q (6007.755608 sec): 3 clusters Score: Raw -998890.529435 + Penalty 2986.429740 = -995904.099695 nChanged 4 SP:Iteration 98Q (6007.806440 sec): 3 clusters Score: Raw -998891.068863 + Penalty 2986.429740 = -995904.639123 nChanged 5 SP:Iteration 99Q (6007.875332 sec): 3 clusters Score: Raw -998891.839613 + Penalty 2986.429740 = -995905.409873 nChanged 5 SP:Iteration 100F (6007.937648 sec): 3 clusters Score: Raw -998892.374310 + Penalty 2986.429740 = -995905.944570 nChanged 2 SP:Iteration 101Q (6007.985732 sec): 3 clusters Score: Raw -998892.641256 + Penalty 2986.429740 = -995906.211516 nChanged 0 SP:Iteration 102F (6008.053196 sec): 3 clusters Score: Raw -998892.641256 + Penalty 2986.429740 = -995906.211516 nChanged 0 Trying to split cluster 9 (18388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6008.100484 sec): 2 clusters Score: Raw -1804031.622680 + Penalty 1595.661203 = -1802435.961477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6008.173699 sec): 3 clusters Score: Raw -1793023.463767 + Penalty 3191.322406 = -1789832.141361 nChanged 8287 SP:Iteration 1F (6008.243645 sec): 3 clusters Score: Raw -1797696.989796 + Penalty 3191.322406 = -1794505.667390 nChanged 986 SP:Iteration 2F (6008.320396 sec): 3 clusters Score: Raw -1798031.870241 + Penalty 3191.322406 = -1794840.547835 nChanged 812 SP:Iteration 3Q (6008.400509 sec): 3 clusters Score: Raw -1798283.661890 + Penalty 3191.322406 = -1795092.339484 nChanged 680 SP:Iteration 4Q (6008.491083 sec): 3 clusters Score: Raw -1798501.968875 + Penalty 3191.322406 = -1795310.646469 nChanged 583 SP:Iteration 5Q (6008.566289 sec): 3 clusters Score: Raw -1798681.737804 + Penalty 3191.322406 = -1795490.415398 nChanged 560 SP:Iteration 6Q (6008.631218 sec): 3 clusters Score: Raw -1798861.720504 + Penalty 3191.322406 = -1795670.398098 nChanged 568 SP:Iteration 7Q (6008.705744 sec): 3 clusters Score: Raw -1799063.490572 + Penalty 3191.322406 = -1795872.168166 nChanged 585 SP:Iteration 8Q (6008.789494 sec): 3 clusters Score: Raw -1799273.867668 + Penalty 3191.322406 = -1796082.545262 nChanged 593 SP:Iteration 9Q (6008.868332 sec): 3 clusters Score: Raw -1799507.862993 + Penalty 3191.322406 = -1796316.540587 nChanged 625 SP:Iteration 10Q (6008.943776 sec): 3 clusters Score: Raw -1799835.988188 + Penalty 3191.322406 = -1796644.665782 nChanged 685 SP:Iteration 11Q (6009.019774 sec): 3 clusters Score: Raw -1800341.304709 + Penalty 3191.322406 = -1797149.982303 nChanged 699 SP:Iteration 12Q (6009.096818 sec): 3 clusters Score: Raw -1801188.597589 + Penalty 3191.322406 = -1797997.275183 nChanged 687 SP:Iteration 13Q (6009.174494 sec): 3 clusters Score: Raw -1802196.816474 + Penalty 3191.322406 = -1799005.494068 nChanged 740 SP:Iteration 14Q (6009.250938 sec): 3 clusters Score: Raw -1802826.411838 + Penalty 3191.322406 = -1799635.089432 nChanged 695 SP:Iteration 15Q (6009.326983 sec): 3 clusters Score: Raw -1803282.594557 + Penalty 3191.322406 = -1800091.272151 nChanged 753 SP:Iteration 16Q (6009.403325 sec): 3 clusters Score: Raw -1803796.430644 + Penalty 3191.322406 = -1800605.108238 nChanged 799 SP:Iteration 17Q (6009.471972 sec): 3 clusters Score: Raw -1804419.350405 + Penalty 3191.322406 = -1801228.027999 nChanged 847 SP:Iteration 18Q (6009.551356 sec): 3 clusters Score: Raw -1805241.835165 + Penalty 3191.322406 = -1802050.512759 nChanged 983 SP:Iteration 19F (6009.622984 sec): 3 clusters Score: Raw -1806222.672518 + Penalty 3191.322406 = -1803031.350112 nChanged 923 SP:Iteration 20F (6009.699668 sec): 3 clusters Score: Raw -1807049.605412 + Penalty 3191.322406 = -1803858.283006 nChanged 742 SP:Iteration 21Q (6009.772773 sec): 3 clusters Score: Raw -1807594.743057 + Penalty 3191.322406 = -1804403.420651 nChanged 494 SP:Iteration 22Q (6009.854085 sec): 3 clusters Score: Raw -1807865.227617 + Penalty 3191.322406 = -1804673.905211 nChanged 290 SP:Iteration 23Q (6009.915936 sec): 3 clusters Score: Raw -1807964.862249 + Penalty 3191.322406 = -1804773.539843 nChanged 154 SP:Iteration 24Q (6010.001031 sec): 3 clusters Score: Raw -1807995.375637 + Penalty 3191.322406 = -1804804.053231 nChanged 78 SP:Iteration 25Q (6010.074270 sec): 3 clusters Score: Raw -1808005.925412 + Penalty 3191.322406 = -1804814.603006 nChanged 48 SP:Iteration 26Q (6010.149898 sec): 3 clusters Score: Raw -1808011.719766 + Penalty 3191.322406 = -1804820.397360 nChanged 26 SP:Iteration 27Q (6010.231721 sec): 3 clusters Score: Raw -1808013.688969 + Penalty 3191.322406 = -1804822.366563 nChanged 11 SP:Iteration 28Q (6010.307126 sec): 3 clusters Score: Raw -1808014.564280 + Penalty 3191.322406 = -1804823.241874 nChanged 7 SP:Iteration 29Q (6010.379838 sec): 3 clusters Score: Raw -1808015.141208 + Penalty 3191.322406 = -1804823.818802 nChanged 4 SP:Iteration 30Q (6010.455725 sec): 3 clusters Score: Raw -1808015.406244 + Penalty 3191.322406 = -1804824.083838 nChanged 6 SP:Iteration 31Q (6010.533862 sec): 3 clusters Score: Raw -1808015.684243 + Penalty 3191.322406 = -1804824.361837 nChanged 2 SP:Iteration 32Q (6010.605502 sec): 3 clusters Score: Raw -1808015.859120 + Penalty 3191.322406 = -1804824.536714 nChanged 1 SP:Iteration 33Q (6010.676828 sec): 3 clusters Score: Raw -1808015.901414 + Penalty 3191.322406 = -1804824.579008 nChanged 2 SP:Iteration 34Q (6010.758040 sec): 3 clusters Score: Raw -1808015.987567 + Penalty 3191.322406 = -1804824.665161 nChanged 1 SP:Iteration 35Q (6010.835074 sec): 3 clusters Score: Raw -1808016.073974 + Penalty 3191.322406 = -1804824.751568 nChanged 1 SP:Iteration 36Q (6010.908313 sec): 3 clusters Score: Raw -1808016.117937 + Penalty 3191.322406 = -1804824.795531 nChanged 0 SP:Iteration 37F (6010.981891 sec): 3 clusters Score: Raw -1808016.117937 + Penalty 3191.322406 = -1804824.795531 nChanged 0 Score: Raw -50080507.869625 + Penalty 97976.798046 = -49982531.071578 Splitting cluster 9 changes total score from -49980673.685286 to -49982531.071578 So it's getting split into cluster 46. Trying to split cluster 10 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6025.780469 sec): 2 clusters Score: Raw -16557.267777 + Penalty 891.279502 = -15665.988276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6025.820840 sec): 3 clusters Score: Raw -16676.728541 + Penalty 1782.559003 = -14894.169537 nChanged 48 SP:Iteration 1F (6025.852687 sec): 3 clusters Score: Raw -16868.052844 + Penalty 1782.559003 = -15085.493841 nChanged 28 SP:Iteration 2F (6025.910006 sec): 3 clusters Score: Raw -17051.578133 + Penalty 1782.559003 = -15269.019129 nChanged 14 SP:Iteration 3F (6025.948017 sec): 3 clusters Score: Raw -17131.803434 + Penalty 1782.559003 = -15349.244430 nChanged 5 SP:Iteration 4Q (6026.001477 sec): 3 clusters Score: Raw -17153.127921 + Penalty 1782.559003 = -15370.568918 nChanged 3 SP:Iteration 5Q (6026.046482 sec): 3 clusters Score: Raw -17165.992390 + Penalty 1782.559003 = -15383.433386 nChanged 1 SP:Iteration 6Q (6026.078996 sec): 3 clusters Score: Raw -17173.501839 + Penalty 1782.559003 = -15390.942836 nChanged 3 SP:Iteration 7Q (6026.126591 sec): 3 clusters Score: Raw -17185.097560 + Penalty 1782.559003 = -15402.538557 nChanged 3 SP:Iteration 8Q (6026.171374 sec): 3 clusters Score: Raw -17229.834140 + Penalty 1782.559003 = -15447.275137 nChanged 5 SP:Iteration 9Q (6026.214233 sec): 3 clusters Score: Raw -17267.672819 + Penalty 1782.559003 = -15485.113816 nChanged 3 SP:Iteration 10Q (6026.262823 sec): 3 clusters Score: Raw -17289.433583 + Penalty 1782.559003 = -15506.874580 nChanged 1 SP:Iteration 11Q (6026.314115 sec): 3 clusters Score: Raw -17294.142439 + Penalty 1782.559003 = -15511.583436 nChanged 0 SP:Iteration 12F (6026.356630 sec): 3 clusters Score: Raw -17294.142439 + Penalty 1782.559003 = -15511.583436 nChanged 0 Trying to split cluster 11 (4405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6026.384196 sec): 2 clusters Score: Raw -427302.383541 + Penalty 1363.455525 = -425938.928016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6026.439551 sec): 3 clusters Score: Raw -425097.408384 + Penalty 2726.911050 = -422370.497334 nChanged 1727 SP:Iteration 1F (6026.500845 sec): 3 clusters Score: Raw -426051.656583 + Penalty 2726.911050 = -423324.745533 nChanged 318 SP:Iteration 2F (6026.554319 sec): 3 clusters Score: Raw -426248.606818 + Penalty 2726.911050 = -423521.695768 nChanged 259 SP:Iteration 3F (6026.609152 sec): 3 clusters Score: Raw -426387.789824 + Penalty 2726.911050 = -423660.878774 nChanged 189 SP:Iteration 4Q (6026.667700 sec): 3 clusters Score: Raw -426488.683838 + Penalty 2726.911050 = -423761.772788 nChanged 167 SP:Iteration 5Q (6026.721472 sec): 3 clusters Score: Raw -426583.235674 + Penalty 2726.911050 = -423856.324624 nChanged 145 SP:Iteration 6Q (6026.770013 sec): 3 clusters Score: Raw -426662.890270 + Penalty 2726.911050 = -423935.979220 nChanged 146 SP:Iteration 7Q (6026.830278 sec): 3 clusters Score: Raw -426743.066271 + Penalty 2726.911050 = -424016.155221 nChanged 142 SP:Iteration 8Q (6026.880962 sec): 3 clusters Score: Raw -426821.980124 + Penalty 2726.911050 = -424095.069074 nChanged 133 SP:Iteration 9Q (6026.939431 sec): 3 clusters Score: Raw -426899.355056 + Penalty 2726.911050 = -424172.444006 nChanged 132 SP:Iteration 10Q (6026.993552 sec): 3 clusters Score: Raw -426977.677511 + Penalty 2726.911050 = -424250.766461 nChanged 130 SP:Iteration 11Q (6027.038621 sec): 3 clusters Score: Raw -427060.689977 + Penalty 2726.911050 = -424333.778927 nChanged 130 SP:Iteration 12Q (6027.098638 sec): 3 clusters Score: Raw -427153.646369 + Penalty 2726.911050 = -424426.735320 nChanged 134 SP:Iteration 13Q (6027.146678 sec): 3 clusters Score: Raw -427250.283186 + Penalty 2726.911050 = -424523.372136 nChanged 100 SP:Iteration 14Q (6027.194355 sec): 3 clusters Score: Raw -427311.677134 + Penalty 2726.911050 = -424584.766084 nChanged 76 SP:Iteration 15Q (6027.253375 sec): 3 clusters Score: Raw -427369.889508 + Penalty 2726.911050 = -424642.978458 nChanged 63 SP:Iteration 16Q (6027.294031 sec): 3 clusters Score: Raw -427411.004732 + Penalty 2726.911050 = -424684.093682 nChanged 52 SP:Iteration 17Q (6027.353286 sec): 3 clusters Score: Raw -427452.020555 + Penalty 2726.911050 = -424725.109505 nChanged 41 SP:Iteration 18Q (6027.400140 sec): 3 clusters Score: Raw -427487.077305 + Penalty 2726.911050 = -424760.166255 nChanged 28 SP:Iteration 19Q (6027.461283 sec): 3 clusters Score: Raw -427514.012037 + Penalty 2726.911050 = -424787.100987 nChanged 26 SP:Iteration 20F (6027.513710 sec): 3 clusters Score: Raw -427539.848944 + Penalty 2726.911050 = -424812.937894 nChanged 26 SP:Iteration 21Q (6027.572028 sec): 3 clusters Score: Raw -427562.924819 + Penalty 2726.911050 = -424836.013769 nChanged 19 SP:Iteration 22Q (6027.615628 sec): 3 clusters Score: Raw -427576.767884 + Penalty 2726.911050 = -424849.856835 nChanged 7 SP:Iteration 23Q (6027.679221 sec): 3 clusters Score: Raw -427584.558521 + Penalty 2726.911050 = -424857.647471 nChanged 9 SP:Iteration 24Q (6027.726877 sec): 3 clusters Score: Raw -427592.792585 + Penalty 2726.911050 = -424865.881535 nChanged 4 SP:Iteration 25Q (6027.777611 sec): 3 clusters Score: Raw -427598.323822 + Penalty 2726.911050 = -424871.412772 nChanged 5 SP:Iteration 26Q (6027.826815 sec): 3 clusters Score: Raw -427603.284024 + Penalty 2726.911050 = -424876.372974 nChanged 5 SP:Iteration 27Q (6027.881278 sec): 3 clusters Score: Raw -427607.815548 + Penalty 2726.911050 = -424880.904498 nChanged 4 SP:Iteration 28Q (6027.942460 sec): 3 clusters Score: Raw -427612.592583 + Penalty 2726.911050 = -424885.681533 nChanged 1 SP:Iteration 29Q (6027.996769 sec): 3 clusters Score: Raw -427614.030743 + Penalty 2726.911050 = -424887.119693 nChanged 0 SP:Iteration 30F (6028.042184 sec): 3 clusters Score: Raw -427614.030743 + Penalty 2726.911050 = -424887.119693 nChanged 0 Trying to split cluster 12 (31910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6028.103851 sec): 2 clusters Score: Raw -3363545.630537 + Penalty 1685.234642 = -3361860.395895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6028.209517 sec): 3 clusters Score: Raw -3343766.491739 + Penalty 3370.469284 = -3340396.022456 nChanged 14703 SP:Iteration 1F (6028.306478 sec): 3 clusters Score: Raw -3352236.188330 + Penalty 3370.469284 = -3348865.719046 nChanged 1668 SP:Iteration 2F (6028.404290 sec): 3 clusters Score: Raw -3352888.703074 + Penalty 3370.469284 = -3349518.233790 nChanged 1678 SP:Iteration 3F (6028.496297 sec): 3 clusters Score: Raw -3353614.000761 + Penalty 3370.469284 = -3350243.531477 nChanged 1681 SP:Iteration 4F (6028.603135 sec): 3 clusters Score: Raw -3354406.470101 + Penalty 3370.469284 = -3351036.000817 nChanged 1706 SP:Iteration 5F (6028.702906 sec): 3 clusters Score: Raw -3355255.911602 + Penalty 3370.469284 = -3351885.442318 nChanged 1655 SP:Iteration 6F (6028.789207 sec): 3 clusters Score: Raw -3356126.836390 + Penalty 3370.469284 = -3352756.367107 nChanged 1594 SP:Iteration 7Q (6028.880686 sec): 3 clusters Score: Raw -3356965.582103 + Penalty 3370.469284 = -3353595.112819 nChanged 1479 SP:Iteration 8Q (6028.987484 sec): 3 clusters Score: Raw -3357720.326299 + Penalty 3370.469284 = -3354349.857015 nChanged 1363 SP:Iteration 9Q (6029.090497 sec): 3 clusters Score: Raw -3358383.880164 + Penalty 3370.469284 = -3355013.410880 nChanged 1208 SP:Iteration 10Q (6029.179514 sec): 3 clusters Score: Raw -3358963.452157 + Penalty 3370.469284 = -3355592.982874 nChanged 1090 SP:Iteration 11Q (6029.291422 sec): 3 clusters Score: Raw -3359426.320525 + Penalty 3370.469284 = -3356055.851241 nChanged 963 SP:Iteration 12Q (6029.388555 sec): 3 clusters Score: Raw -3359797.645342 + Penalty 3370.469284 = -3356427.176058 nChanged 771 SP:Iteration 13Q (6029.493193 sec): 3 clusters Score: Raw -3360069.087789 + Penalty 3370.469284 = -3356698.618506 nChanged 661 SP:Iteration 14Q (6029.594314 sec): 3 clusters Score: Raw -3360284.989901 + Penalty 3370.469284 = -3356914.520617 nChanged 605 SP:Iteration 15Q (6029.696381 sec): 3 clusters Score: Raw -3360462.818054 + Penalty 3370.469284 = -3357092.348770 nChanged 571 SP:Iteration 16Q (6029.798516 sec): 3 clusters Score: Raw -3360620.917370 + Penalty 3370.469284 = -3357250.448086 nChanged 500 SP:Iteration 17Q (6029.890170 sec): 3 clusters Score: Raw -3360747.324883 + Penalty 3370.469284 = -3357376.855599 nChanged 434 SP:Iteration 18Q (6029.998948 sec): 3 clusters Score: Raw -3360840.474924 + Penalty 3370.469284 = -3357470.005641 nChanged 383 SP:Iteration 19Q (6030.099238 sec): 3 clusters Score: Raw -3360917.883370 + Penalty 3370.469284 = -3357547.414086 nChanged 356 SP:Iteration 20F (6030.199839 sec): 3 clusters Score: Raw -3360988.615028 + Penalty 3370.469284 = -3357618.145744 nChanged 320 SP:Iteration 21Q (6030.289778 sec): 3 clusters Score: Raw -3361045.744180 + Penalty 3370.469284 = -3357675.274896 nChanged 294 SP:Iteration 22Q (6030.394946 sec): 3 clusters Score: Raw -3361089.763571 + Penalty 3370.469284 = -3357719.294287 nChanged 263 SP:Iteration 23Q (6030.492833 sec): 3 clusters Score: Raw -3361123.055907 + Penalty 3370.469284 = -3357752.586624 nChanged 199 SP:Iteration 24Q (6030.588086 sec): 3 clusters Score: Raw -3361147.162678 + Penalty 3370.469284 = -3357776.693394 nChanged 179 SP:Iteration 25Q (6030.691248 sec): 3 clusters Score: Raw -3361167.769577 + Penalty 3370.469284 = -3357797.300293 nChanged 180 SP:Iteration 26Q (6030.788445 sec): 3 clusters Score: Raw -3361191.020745 + Penalty 3370.469284 = -3357820.551461 nChanged 187 SP:Iteration 27Q (6030.889365 sec): 3 clusters Score: Raw -3361216.245180 + Penalty 3370.469284 = -3357845.775896 nChanged 200 SP:Iteration 28Q (6030.986496 sec): 3 clusters Score: Raw -3361246.294733 + Penalty 3370.469284 = -3357875.825449 nChanged 188 SP:Iteration 29Q (6031.087802 sec): 3 clusters Score: Raw -3361278.779941 + Penalty 3370.469284 = -3357908.310657 nChanged 201 SP:Iteration 30Q (6031.186090 sec): 3 clusters Score: Raw -3361321.121042 + Penalty 3370.469284 = -3357950.651758 nChanged 239 SP:Iteration 31Q (6031.287144 sec): 3 clusters Score: Raw -3361380.201938 + Penalty 3370.469284 = -3358009.732654 nChanged 286 SP:Iteration 32Q (6031.385534 sec): 3 clusters Score: Raw -3361452.601839 + Penalty 3370.469284 = -3358082.132555 nChanged 312 SP:Iteration 33Q (6031.483964 sec): 3 clusters Score: Raw -3361539.040361 + Penalty 3370.469284 = -3358168.571078 nChanged 366 SP:Iteration 34Q (6031.587641 sec): 3 clusters Score: Raw -3361665.566928 + Penalty 3370.469284 = -3358295.097644 nChanged 414 SP:Iteration 35Q (6031.677720 sec): 3 clusters Score: Raw -3361827.199552 + Penalty 3370.469284 = -3358456.730268 nChanged 471 SP:Iteration 36Q (6031.785347 sec): 3 clusters Score: Raw -3362023.567629 + Penalty 3370.469284 = -3358653.098345 nChanged 479 SP:Iteration 37Q (6031.885037 sec): 3 clusters Score: Raw -3362213.374336 + Penalty 3370.469284 = -3358842.905052 nChanged 476 SP:Iteration 38Q (6031.978700 sec): 3 clusters Score: Raw -3362393.411009 + Penalty 3370.469284 = -3359022.941725 nChanged 481 SP:Iteration 39Q (6032.080691 sec): 3 clusters Score: Raw -3362561.556875 + Penalty 3370.469284 = -3359191.087591 nChanged 458 SP:Iteration 40F (6032.184109 sec): 3 clusters Score: Raw -3362711.387736 + Penalty 3370.469284 = -3359340.918452 nChanged 409 SP:Iteration 41Q (6032.286017 sec): 3 clusters Score: Raw -3362834.938227 + Penalty 3370.469284 = -3359464.468943 nChanged 389 SP:Iteration 42Q (6032.385107 sec): 3 clusters Score: Raw -3362942.937650 + Penalty 3370.469284 = -3359572.468366 nChanged 373 SP:Iteration 43Q (6032.475921 sec): 3 clusters Score: Raw -3363040.785113 + Penalty 3370.469284 = -3359670.315829 nChanged 335 SP:Iteration 44Q (6032.576649 sec): 3 clusters Score: Raw -3363124.580320 + Penalty 3370.469284 = -3359754.111037 nChanged 312 SP:Iteration 45Q (6032.677166 sec): 3 clusters Score: Raw -3363197.129478 + Penalty 3370.469284 = -3359826.660194 nChanged 306 SP:Iteration 46Q (6032.771607 sec): 3 clusters Score: Raw -3363267.138187 + Penalty 3370.469284 = -3359896.668903 nChanged 297 SP:Iteration 47Q (6032.872558 sec): 3 clusters Score: Raw -3363331.926592 + Penalty 3370.469284 = -3359961.457309 nChanged 288 SP:Iteration 48Q (6032.966817 sec): 3 clusters Score: Raw -3363396.435445 + Penalty 3370.469284 = -3360025.966161 nChanged 274 SP:Iteration 49Q (6033.061988 sec): 3 clusters Score: Raw -3363454.737497 + Penalty 3370.469284 = -3360084.268214 nChanged 256 SP:Iteration 50Q (6033.155554 sec): 3 clusters Score: Raw -3363507.000844 + Penalty 3370.469284 = -3360136.531561 nChanged 243 SP:Iteration 51Q (6033.253818 sec): 3 clusters Score: Raw -3363556.928638 + Penalty 3370.469284 = -3360186.459354 nChanged 236 SP:Iteration 52Q (6033.347327 sec): 3 clusters Score: Raw -3363605.248878 + Penalty 3370.469284 = -3360234.779594 nChanged 239 SP:Iteration 53Q (6033.444544 sec): 3 clusters Score: Raw -3363649.821152 + Penalty 3370.469284 = -3360279.351868 nChanged 207 SP:Iteration 54Q (6033.543787 sec): 3 clusters Score: Raw -3363686.647202 + Penalty 3370.469284 = -3360316.177919 nChanged 205 SP:Iteration 55Q (6033.627385 sec): 3 clusters Score: Raw -3363721.245253 + Penalty 3370.469284 = -3360350.775969 nChanged 172 SP:Iteration 56Q (6033.731554 sec): 3 clusters Score: Raw -3363746.849490 + Penalty 3370.469284 = -3360376.380206 nChanged 164 SP:Iteration 57Q (6033.823565 sec): 3 clusters Score: Raw -3363771.250704 + Penalty 3370.469284 = -3360400.781420 nChanged 165 SP:Iteration 58Q (6033.914801 sec): 3 clusters Score: Raw -3363796.011618 + Penalty 3370.469284 = -3360425.542335 nChanged 152 SP:Iteration 59Q (6034.013348 sec): 3 clusters Score: Raw -3363819.816145 + Penalty 3370.469284 = -3360449.346861 nChanged 153 SP:Iteration 60F (6034.116242 sec): 3 clusters Score: Raw -3363842.048148 + Penalty 3370.469284 = -3360471.578864 nChanged 145 SP:Iteration 61Q (6034.212056 sec): 3 clusters Score: Raw -3363863.477223 + Penalty 3370.469284 = -3360493.007939 nChanged 139 SP:Iteration 62Q (6034.300443 sec): 3 clusters Score: Raw -3363884.483894 + Penalty 3370.469284 = -3360514.014610 nChanged 129 SP:Iteration 63Q (6034.400173 sec): 3 clusters Score: Raw -3363904.718562 + Penalty 3370.469284 = -3360534.249278 nChanged 143 SP:Iteration 64Q (6034.492400 sec): 3 clusters Score: Raw -3363924.203569 + Penalty 3370.469284 = -3360553.734285 nChanged 123 SP:Iteration 65Q (6034.593023 sec): 3 clusters Score: Raw -3363940.762052 + Penalty 3370.469284 = -3360570.292768 nChanged 110 SP:Iteration 66Q (6034.692993 sec): 3 clusters Score: Raw -3363956.058450 + Penalty 3370.469284 = -3360585.589166 nChanged 115 SP:Iteration 67Q (6034.791444 sec): 3 clusters Score: Raw -3363973.198270 + Penalty 3370.469284 = -3360602.728986 nChanged 123 SP:Iteration 68Q (6034.877837 sec): 3 clusters Score: Raw -3363991.232362 + Penalty 3370.469284 = -3360620.763079 nChanged 104 SP:Iteration 69Q (6034.972456 sec): 3 clusters Score: Raw -3364005.722297 + Penalty 3370.469284 = -3360635.253013 nChanged 112 SP:Iteration 70Q (6035.065203 sec): 3 clusters Score: Raw -3364022.139852 + Penalty 3370.469284 = -3360651.670568 nChanged 110 SP:Iteration 71Q (6035.168572 sec): 3 clusters Score: Raw -3364037.209537 + Penalty 3370.469284 = -3360666.740253 nChanged 94 SP:Iteration 72Q (6035.258020 sec): 3 clusters Score: Raw -3364049.871017 + Penalty 3370.469284 = -3360679.401733 nChanged 108 SP:Iteration 73Q (6035.353873 sec): 3 clusters Score: Raw -3364063.743546 + Penalty 3370.469284 = -3360693.274262 nChanged 103 SP:Iteration 74Q (6035.447380 sec): 3 clusters Score: Raw -3364076.327428 + Penalty 3370.469284 = -3360705.858144 nChanged 102 SP:Iteration 75Q (6035.546077 sec): 3 clusters Score: Raw -3364088.848663 + Penalty 3370.469284 = -3360718.379379 nChanged 87 SP:Iteration 76Q (6035.637436 sec): 3 clusters Score: Raw -3364097.882345 + Penalty 3370.469284 = -3360727.413062 nChanged 70 SP:Iteration 77Q (6035.726327 sec): 3 clusters Score: Raw -3364104.508071 + Penalty 3370.469284 = -3360734.038787 nChanged 68 SP:Iteration 78Q (6035.830642 sec): 3 clusters Score: Raw -3364111.235167 + Penalty 3370.469284 = -3360740.765883 nChanged 58 SP:Iteration 79Q (6035.922629 sec): 3 clusters Score: Raw -3364115.950493 + Penalty 3370.469284 = -3360745.481209 nChanged 48 SP:Iteration 80F (6036.013275 sec): 3 clusters Score: Raw -3364119.821802 + Penalty 3370.469284 = -3360749.352519 nChanged 51 SP:Iteration 81Q (6036.110038 sec): 3 clusters Score: Raw -3364124.543945 + Penalty 3370.469284 = -3360754.074661 nChanged 42 SP:Iteration 82Q (6036.203809 sec): 3 clusters Score: Raw -3364128.499587 + Penalty 3370.469284 = -3360758.030303 nChanged 38 SP:Iteration 83Q (6036.291959 sec): 3 clusters Score: Raw -3364132.188054 + Penalty 3370.469284 = -3360761.718771 nChanged 38 SP:Iteration 84Q (6036.393049 sec): 3 clusters Score: Raw -3364135.101417 + Penalty 3370.469284 = -3360764.632133 nChanged 29 SP:Iteration 85Q (6036.485255 sec): 3 clusters Score: Raw -3364136.793911 + Penalty 3370.469284 = -3360766.324627 nChanged 30 SP:Iteration 86Q (6036.579028 sec): 3 clusters Score: Raw -3364138.727664 + Penalty 3370.469284 = -3360768.258380 nChanged 30 SP:Iteration 87Q (6036.668005 sec): 3 clusters Score: Raw -3364140.951232 + Penalty 3370.469284 = -3360770.481948 nChanged 43 SP:Iteration 88Q (6036.766191 sec): 3 clusters Score: Raw -3364145.282121 + Penalty 3370.469284 = -3360774.812837 nChanged 54 SP:Iteration 89Q (6036.851428 sec): 3 clusters Score: Raw -3364150.501320 + Penalty 3370.469284 = -3360780.032037 nChanged 53 SP:Iteration 90Q (6036.946587 sec): 3 clusters Score: Raw -3364155.426156 + Penalty 3370.469284 = -3360784.956873 nChanged 44 SP:Iteration 91Q (6037.040037 sec): 3 clusters Score: Raw -3364159.907457 + Penalty 3370.469284 = -3360789.438174 nChanged 49 SP:Iteration 92Q (6037.129895 sec): 3 clusters Score: Raw -3364164.573691 + Penalty 3370.469284 = -3360794.104407 nChanged 49 SP:Iteration 93Q (6037.213714 sec): 3 clusters Score: Raw -3364169.013972 + Penalty 3370.469284 = -3360798.544688 nChanged 35 SP:Iteration 94Q (6037.306560 sec): 3 clusters Score: Raw -3364172.325662 + Penalty 3370.469284 = -3360801.856378 nChanged 34 SP:Iteration 95Q (6037.410772 sec): 3 clusters Score: Raw -3364175.429295 + Penalty 3370.469284 = -3360804.960011 nChanged 38 SP:Iteration 96Q (6037.501687 sec): 3 clusters Score: Raw -3364178.747443 + Penalty 3370.469284 = -3360808.278159 nChanged 28 SP:Iteration 97Q (6037.595280 sec): 3 clusters Score: Raw -3364181.178453 + Penalty 3370.469284 = -3360810.709170 nChanged 30 SP:Iteration 98Q (6037.682266 sec): 3 clusters Score: Raw -3364184.123625 + Penalty 3370.469284 = -3360813.654341 nChanged 38 SP:Iteration 99Q (6037.784894 sec): 3 clusters Score: Raw -3364187.472783 + Penalty 3370.469284 = -3360817.003499 nChanged 32 SP:Iteration 100F (6037.880082 sec): 3 clusters Score: Raw -3364189.814930 + Penalty 3370.469284 = -3360819.345646 nChanged 20 SP:Iteration 101Q (6037.970556 sec): 3 clusters Score: Raw -3364191.054204 + Penalty 3370.469284 = -3360820.584920 nChanged 20 SP:Iteration 102Q (6038.061466 sec): 3 clusters Score: Raw -3364192.161519 + Penalty 3370.469284 = -3360821.692235 nChanged 13 SP:Iteration 103Q (6038.157001 sec): 3 clusters Score: Raw -3364193.097005 + Penalty 3370.469284 = -3360822.627722 nChanged 13 SP:Iteration 104Q (6038.253936 sec): 3 clusters Score: Raw -3364193.824484 + Penalty 3370.469284 = -3360823.355200 nChanged 7 SP:Iteration 105Q (6038.352922 sec): 3 clusters Score: Raw -3364194.181888 + Penalty 3370.469284 = -3360823.712605 nChanged 1 SP:Iteration 106Q (6038.454623 sec): 3 clusters Score: Raw -3364194.205476 + Penalty 3370.469284 = -3360823.736192 nChanged 2 SP:Iteration 107Q (6038.546927 sec): 3 clusters Score: Raw -3364194.448247 + Penalty 3370.469284 = -3360823.978964 nChanged 4 SP:Iteration 108Q (6038.627443 sec): 3 clusters Score: Raw -3364194.639839 + Penalty 3370.469284 = -3360824.170555 nChanged 5 SP:Iteration 109Q (6038.724423 sec): 3 clusters Score: Raw -3364194.895243 + Penalty 3370.469284 = -3360824.425959 nChanged 8 SP:Iteration 110Q (6038.821437 sec): 3 clusters Score: Raw -3364195.324473 + Penalty 3370.469284 = -3360824.855189 nChanged 7 SP:Iteration 111Q (6038.907081 sec): 3 clusters Score: Raw -3364195.801350 + Penalty 3370.469284 = -3360825.332067 nChanged 9 SP:Iteration 112Q (6039.003038 sec): 3 clusters Score: Raw -3364196.528312 + Penalty 3370.469284 = -3360826.059028 nChanged 5 SP:Iteration 113Q (6039.091071 sec): 3 clusters Score: Raw -3364196.999728 + Penalty 3370.469284 = -3360826.530445 nChanged 11 SP:Iteration 114Q (6039.193897 sec): 3 clusters Score: Raw -3364197.577090 + Penalty 3370.469284 = -3360827.107806 nChanged 9 SP:Iteration 115Q (6039.286899 sec): 3 clusters Score: Raw -3364198.318788 + Penalty 3370.469284 = -3360827.849505 nChanged 9 SP:Iteration 116Q (6039.384181 sec): 3 clusters Score: Raw -3364198.681298 + Penalty 3370.469284 = -3360828.212014 nChanged 7 SP:Iteration 117Q (6039.478531 sec): 3 clusters Score: Raw -3364198.954613 + Penalty 3370.469284 = -3360828.485329 nChanged 6 SP:Iteration 118Q (6039.570179 sec): 3 clusters Score: Raw -3364199.192878 + Penalty 3370.469284 = -3360828.723594 nChanged 6 SP:Iteration 119Q (6039.661885 sec): 3 clusters Score: Raw -3364199.479254 + Penalty 3370.469284 = -3360829.009970 nChanged 6 SP:Iteration 120F (6039.755372 sec): 3 clusters Score: Raw -3364199.798364 + Penalty 3370.469284 = -3360829.329080 nChanged 10 SP:Iteration 121Q (6039.859692 sec): 3 clusters Score: Raw -3364200.480997 + Penalty 3370.469284 = -3360830.011713 nChanged 8 SP:Iteration 122Q (6039.943385 sec): 3 clusters Score: Raw -3364200.976902 + Penalty 3370.469284 = -3360830.507618 nChanged 7 SP:Iteration 123Q (6040.039627 sec): 3 clusters Score: Raw -3364201.408096 + Penalty 3370.469284 = -3360830.938813 nChanged 9 SP:Iteration 124Q (6040.126906 sec): 3 clusters Score: Raw -3364202.016284 + Penalty 3370.469284 = -3360831.547000 nChanged 12 SP:Iteration 125Q (6040.230592 sec): 3 clusters Score: Raw -3364202.667423 + Penalty 3370.469284 = -3360832.198139 nChanged 5 SP:Iteration 126Q (6040.324608 sec): 3 clusters Score: Raw -3364202.901252 + Penalty 3370.469284 = -3360832.431968 nChanged 3 SP:Iteration 127Q (6040.428278 sec): 3 clusters Score: Raw -3364203.074692 + Penalty 3370.469284 = -3360832.605408 nChanged 3 SP:Iteration 128Q (6040.520359 sec): 3 clusters Score: Raw -3364203.168985 + Penalty 3370.469284 = -3360832.699701 nChanged 5 SP:Iteration 129Q (6040.616586 sec): 3 clusters Score: Raw -3364203.391715 + Penalty 3370.469284 = -3360832.922432 nChanged 8 SP:Iteration 130Q (6040.713096 sec): 3 clusters Score: Raw -3364203.733623 + Penalty 3370.469284 = -3360833.264340 nChanged 7 SP:Iteration 131Q (6040.809651 sec): 3 clusters Score: Raw -3364204.028466 + Penalty 3370.469284 = -3360833.559182 nChanged 8 SP:Iteration 132Q (6040.902253 sec): 3 clusters Score: Raw -3364204.358627 + Penalty 3370.469284 = -3360833.889343 nChanged 10 SP:Iteration 133Q (6040.998394 sec): 3 clusters Score: Raw -3364204.977763 + Penalty 3370.469284 = -3360834.508479 nChanged 12 SP:Iteration 134Q (6041.086781 sec): 3 clusters Score: Raw -3364206.001058 + Penalty 3370.469284 = -3360835.531775 nChanged 6 SP:Iteration 135Q (6041.178067 sec): 3 clusters Score: Raw -3364206.300542 + Penalty 3370.469284 = -3360835.831258 nChanged 7 SP:Iteration 136Q (6041.278712 sec): 3 clusters Score: Raw -3364206.819244 + Penalty 3370.469284 = -3360836.349960 nChanged 6 SP:Iteration 137Q (6041.374299 sec): 3 clusters Score: Raw -3364207.158798 + Penalty 3370.469284 = -3360836.689514 nChanged 10 SP:Iteration 138Q (6041.468827 sec): 3 clusters Score: Raw -3364207.775878 + Penalty 3370.469284 = -3360837.306594 nChanged 8 SP:Iteration 139Q (6041.564582 sec): 3 clusters Score: Raw -3364208.261533 + Penalty 3370.469284 = -3360837.792249 nChanged 8 SP:Iteration 140F (6041.659367 sec): 3 clusters Score: Raw -3364208.616071 + Penalty 3370.469284 = -3360838.146787 nChanged 4 SP:Iteration 141Q (6041.755107 sec): 3 clusters Score: Raw -3364208.728048 + Penalty 3370.469284 = -3360838.258765 nChanged 3 SP:Iteration 142Q (6041.848199 sec): 3 clusters Score: Raw -3364208.841768 + Penalty 3370.469284 = -3360838.372484 nChanged 2 SP:Iteration 143Q (6041.943058 sec): 3 clusters Score: Raw -3364208.917408 + Penalty 3370.469284 = -3360838.448124 nChanged 2 SP:Iteration 144Q (6042.041187 sec): 3 clusters Score: Raw -3364208.966906 + Penalty 3370.469284 = -3360838.497623 nChanged 1 SP:Iteration 145Q (6042.136625 sec): 3 clusters Score: Raw -3364209.013769 + Penalty 3370.469284 = -3360838.544485 nChanged 2 SP:Iteration 146Q (6042.226372 sec): 3 clusters Score: Raw -3364209.083739 + Penalty 3370.469284 = -3360838.614456 nChanged 4 SP:Iteration 147Q (6042.310973 sec): 3 clusters Score: Raw -3364209.253442 + Penalty 3370.469284 = -3360838.784159 nChanged 3 SP:Iteration 148Q (6042.413508 sec): 3 clusters Score: Raw -3364209.484362 + Penalty 3370.469284 = -3360839.015078 nChanged 0 SP:Iteration 149F (6042.513302 sec): 3 clusters Score: Raw -3364209.484362 + Penalty 3370.469284 = -3360839.015078 nChanged 0 Trying to split cluster 13 (23041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6042.573532 sec): 2 clusters Score: Raw -2488567.899683 + Penalty 1632.317459 = -2486935.582224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6042.651646 sec): 3 clusters Score: Raw -2474467.313589 + Penalty 3264.634918 = -2471202.678671 nChanged 10609 SP:Iteration 1F (6042.737262 sec): 3 clusters Score: Raw -2480441.576822 + Penalty 3264.634918 = -2477176.941904 nChanged 1264 SP:Iteration 2F (6042.831095 sec): 3 clusters Score: Raw -2480978.049213 + Penalty 3264.634918 = -2477713.414295 nChanged 1221 SP:Iteration 3F (6042.918357 sec): 3 clusters Score: Raw -2481547.611512 + Penalty 3264.634918 = -2478282.976594 nChanged 1286 SP:Iteration 4F (6043.006327 sec): 3 clusters Score: Raw -2482237.381499 + Penalty 3264.634918 = -2478972.746581 nChanged 1348 SP:Iteration 5F (6043.081784 sec): 3 clusters Score: Raw -2483098.118494 + Penalty 3264.634918 = -2479833.483576 nChanged 1426 SP:Iteration 6F (6043.176281 sec): 3 clusters Score: Raw -2484127.773631 + Penalty 3264.634918 = -2480863.138713 nChanged 1439 SP:Iteration 7F (6043.263400 sec): 3 clusters Score: Raw -2485267.092959 + Penalty 3264.634918 = -2482002.458041 nChanged 1361 SP:Iteration 8F (6043.351472 sec): 3 clusters Score: Raw -2486366.807999 + Penalty 3264.634918 = -2483102.173081 nChanged 1140 SP:Iteration 9Q (6043.428683 sec): 3 clusters Score: Raw -2487172.607583 + Penalty 3264.634918 = -2483907.972665 nChanged 842 SP:Iteration 10Q (6043.526441 sec): 3 clusters Score: Raw -2487704.775469 + Penalty 3264.634918 = -2484440.140551 nChanged 639 SP:Iteration 11Q (6043.608957 sec): 3 clusters Score: Raw -2488043.593174 + Penalty 3264.634918 = -2484778.958256 nChanged 487 SP:Iteration 12Q (6043.691048 sec): 3 clusters Score: Raw -2488285.893889 + Penalty 3264.634918 = -2485021.258971 nChanged 393 SP:Iteration 13Q (6043.776220 sec): 3 clusters Score: Raw -2488452.308075 + Penalty 3264.634918 = -2485187.673157 nChanged 330 SP:Iteration 14Q (6043.860304 sec): 3 clusters Score: Raw -2488569.869128 + Penalty 3264.634918 = -2485305.234210 nChanged 266 SP:Iteration 15Q (6043.951489 sec): 3 clusters Score: Raw -2488664.410239 + Penalty 3264.634918 = -2485399.775321 nChanged 249 SP:Iteration 16Q (6044.040258 sec): 3 clusters Score: Raw -2488746.562627 + Penalty 3264.634918 = -2485481.927709 nChanged 210 SP:Iteration 17Q (6044.125339 sec): 3 clusters Score: Raw -2488806.556440 + Penalty 3264.634918 = -2485541.921522 nChanged 183 SP:Iteration 18Q (6044.213029 sec): 3 clusters Score: Raw -2488857.551328 + Penalty 3264.634918 = -2485592.916410 nChanged 147 SP:Iteration 19Q (6044.294457 sec): 3 clusters Score: Raw -2488886.185175 + Penalty 3264.634918 = -2485621.550257 nChanged 122 SP:Iteration 20F (6044.382214 sec): 3 clusters Score: Raw -2488908.741321 + Penalty 3264.634918 = -2485644.106403 nChanged 111 SP:Iteration 21Q (6044.451274 sec): 3 clusters Score: Raw -2488927.550289 + Penalty 3264.634918 = -2485662.915371 nChanged 92 SP:Iteration 22Q (6044.529202 sec): 3 clusters Score: Raw -2488943.609497 + Penalty 3264.634918 = -2485678.974579 nChanged 77 SP:Iteration 23Q (6044.610282 sec): 3 clusters Score: Raw -2488954.256538 + Penalty 3264.634918 = -2485689.621620 nChanged 66 SP:Iteration 24Q (6044.691162 sec): 3 clusters Score: Raw -2488962.445012 + Penalty 3264.634918 = -2485697.810094 nChanged 59 SP:Iteration 25Q (6044.777141 sec): 3 clusters Score: Raw -2488968.707785 + Penalty 3264.634918 = -2485704.072867 nChanged 43 SP:Iteration 26Q (6044.867841 sec): 3 clusters Score: Raw -2488972.709804 + Penalty 3264.634918 = -2485708.074886 nChanged 37 SP:Iteration 27Q (6044.955393 sec): 3 clusters Score: Raw -2488976.916475 + Penalty 3264.634918 = -2485712.281557 nChanged 39 SP:Iteration 28Q (6045.041339 sec): 3 clusters Score: Raw -2488982.231652 + Penalty 3264.634918 = -2485717.596734 nChanged 39 SP:Iteration 29Q (6045.119417 sec): 3 clusters Score: Raw -2488987.279175 + Penalty 3264.634918 = -2485722.644257 nChanged 42 SP:Iteration 30Q (6045.208334 sec): 3 clusters Score: Raw -2488994.030584 + Penalty 3264.634918 = -2485729.395666 nChanged 46 SP:Iteration 31Q (6045.294567 sec): 3 clusters Score: Raw -2489001.863627 + Penalty 3264.634918 = -2485737.228709 nChanged 49 SP:Iteration 32Q (6045.382679 sec): 3 clusters Score: Raw -2489008.559227 + Penalty 3264.634918 = -2485743.924310 nChanged 47 SP:Iteration 33Q (6045.466115 sec): 3 clusters Score: Raw -2489015.222024 + Penalty 3264.634918 = -2485750.587106 nChanged 48 SP:Iteration 34Q (6045.556262 sec): 3 clusters Score: Raw -2489021.753782 + Penalty 3264.634918 = -2485757.118864 nChanged 50 SP:Iteration 35Q (6045.642062 sec): 3 clusters Score: Raw -2489028.671195 + Penalty 3264.634918 = -2485764.036277 nChanged 53 SP:Iteration 36Q (6045.722461 sec): 3 clusters Score: Raw -2489036.044988 + Penalty 3264.634918 = -2485771.410070 nChanged 58 SP:Iteration 37Q (6045.796788 sec): 3 clusters Score: Raw -2489046.253071 + Penalty 3264.634918 = -2485781.618153 nChanged 63 SP:Iteration 38Q (6045.896350 sec): 3 clusters Score: Raw -2489056.428389 + Penalty 3264.634918 = -2485791.793471 nChanged 66 SP:Iteration 39Q (6045.978394 sec): 3 clusters Score: Raw -2489067.507983 + Penalty 3264.634918 = -2485802.873065 nChanged 64 SP:Iteration 40F (6046.068266 sec): 3 clusters Score: Raw -2489077.247002 + Penalty 3264.634918 = -2485812.612084 nChanged 61 SP:Iteration 41Q (6046.153076 sec): 3 clusters Score: Raw -2489087.593574 + Penalty 3264.634918 = -2485822.958657 nChanged 58 SP:Iteration 42Q (6046.234425 sec): 3 clusters Score: Raw -2489095.990157 + Penalty 3264.634918 = -2485831.355239 nChanged 45 SP:Iteration 43Q (6046.321088 sec): 3 clusters Score: Raw -2489103.421615 + Penalty 3264.634918 = -2485838.786698 nChanged 50 SP:Iteration 44Q (6046.406364 sec): 3 clusters Score: Raw -2489110.558098 + Penalty 3264.634918 = -2485845.923180 nChanged 52 SP:Iteration 45Q (6046.492681 sec): 3 clusters Score: Raw -2489122.176851 + Penalty 3264.634918 = -2485857.541933 nChanged 68 SP:Iteration 46Q (6046.570368 sec): 3 clusters Score: Raw -2489137.634157 + Penalty 3264.634918 = -2485872.999239 nChanged 67 SP:Iteration 47Q (6046.646842 sec): 3 clusters Score: Raw -2489151.165985 + Penalty 3264.634918 = -2485886.531067 nChanged 67 SP:Iteration 48Q (6046.745213 sec): 3 clusters Score: Raw -2489163.143974 + Penalty 3264.634918 = -2485898.509056 nChanged 57 SP:Iteration 49Q (6046.830558 sec): 3 clusters Score: Raw -2489171.779984 + Penalty 3264.634918 = -2485907.145066 nChanged 53 SP:Iteration 50Q (6046.915105 sec): 3 clusters Score: Raw -2489180.239972 + Penalty 3264.634918 = -2485915.605054 nChanged 71 SP:Iteration 51Q (6046.998047 sec): 3 clusters Score: Raw -2489194.507562 + Penalty 3264.634918 = -2485929.872644 nChanged 73 SP:Iteration 52Q (6047.079673 sec): 3 clusters Score: Raw -2489207.780616 + Penalty 3264.634918 = -2485943.145698 nChanged 71 SP:Iteration 53Q (6047.160797 sec): 3 clusters Score: Raw -2489220.205978 + Penalty 3264.634918 = -2485955.571060 nChanged 70 SP:Iteration 54Q (6047.248909 sec): 3 clusters Score: Raw -2489230.913354 + Penalty 3264.634918 = -2485966.278436 nChanged 61 SP:Iteration 55Q (6047.332056 sec): 3 clusters Score: Raw -2489240.350721 + Penalty 3264.634918 = -2485975.715803 nChanged 57 SP:Iteration 56Q (6047.411234 sec): 3 clusters Score: Raw -2489247.681568 + Penalty 3264.634918 = -2485983.046650 nChanged 41 SP:Iteration 57Q (6047.495460 sec): 3 clusters Score: Raw -2489253.489933 + Penalty 3264.634918 = -2485988.855015 nChanged 42 SP:Iteration 58Q (6047.578194 sec): 3 clusters Score: Raw -2489258.135789 + Penalty 3264.634918 = -2485993.500871 nChanged 44 SP:Iteration 59Q (6047.657332 sec): 3 clusters Score: Raw -2489263.195077 + Penalty 3264.634918 = -2485998.560159 nChanged 34 SP:Iteration 60F (6047.737036 sec): 3 clusters Score: Raw -2489267.013165 + Penalty 3264.634918 = -2486002.378247 nChanged 28 SP:Iteration 61Q (6047.817233 sec): 3 clusters Score: Raw -2489270.496183 + Penalty 3264.634918 = -2486005.861265 nChanged 28 SP:Iteration 62Q (6047.902682 sec): 3 clusters Score: Raw -2489273.442842 + Penalty 3264.634918 = -2486008.807924 nChanged 27 SP:Iteration 63Q (6047.989721 sec): 3 clusters Score: Raw -2489276.192583 + Penalty 3264.634918 = -2486011.557665 nChanged 29 SP:Iteration 64Q (6048.069898 sec): 3 clusters Score: Raw -2489279.174650 + Penalty 3264.634918 = -2486014.539732 nChanged 27 SP:Iteration 65Q (6048.150900 sec): 3 clusters Score: Raw -2489281.989973 + Penalty 3264.634918 = -2486017.355055 nChanged 30 SP:Iteration 66Q (6048.233119 sec): 3 clusters Score: Raw -2489285.352652 + Penalty 3264.634918 = -2486020.717734 nChanged 27 SP:Iteration 67Q (6048.315292 sec): 3 clusters Score: Raw -2489288.716554 + Penalty 3264.634918 = -2486024.081636 nChanged 34 SP:Iteration 68Q (6048.394475 sec): 3 clusters Score: Raw -2489293.111928 + Penalty 3264.634918 = -2486028.477010 nChanged 39 SP:Iteration 69Q (6048.470985 sec): 3 clusters Score: Raw -2489297.919708 + Penalty 3264.634918 = -2486033.284790 nChanged 37 SP:Iteration 70Q (6048.555654 sec): 3 clusters Score: Raw -2489303.293201 + Penalty 3264.634918 = -2486038.658283 nChanged 44 SP:Iteration 71Q (6048.637012 sec): 3 clusters Score: Raw -2489309.951215 + Penalty 3264.634918 = -2486045.316297 nChanged 40 SP:Iteration 72Q (6048.711674 sec): 3 clusters Score: Raw -2489316.016874 + Penalty 3264.634918 = -2486051.381956 nChanged 50 SP:Iteration 73Q (6048.794884 sec): 3 clusters Score: Raw -2489323.199999 + Penalty 3264.634918 = -2486058.565081 nChanged 44 SP:Iteration 74Q (6048.879017 sec): 3 clusters Score: Raw -2489329.021961 + Penalty 3264.634918 = -2486064.387043 nChanged 44 SP:Iteration 75Q (6048.958502 sec): 3 clusters Score: Raw -2489335.306181 + Penalty 3264.634918 = -2486070.671263 nChanged 43 SP:Iteration 76Q (6049.037275 sec): 3 clusters Score: Raw -2489341.241756 + Penalty 3264.634918 = -2486076.606838 nChanged 37 SP:Iteration 77Q (6049.111205 sec): 3 clusters Score: Raw -2489345.691163 + Penalty 3264.634918 = -2486081.056245 nChanged 31 SP:Iteration 78Q (6049.189748 sec): 3 clusters Score: Raw -2489349.643828 + Penalty 3264.634918 = -2486085.008910 nChanged 39 SP:Iteration 79Q (6049.270131 sec): 3 clusters Score: Raw -2489355.556411 + Penalty 3264.634918 = -2486090.921493 nChanged 36 SP:Iteration 80F (6049.363302 sec): 3 clusters Score: Raw -2489360.473704 + Penalty 3264.634918 = -2486095.838786 nChanged 39 SP:Iteration 81Q (6049.431580 sec): 3 clusters Score: Raw -2489365.334917 + Penalty 3264.634918 = -2486100.699999 nChanged 30 SP:Iteration 82Q (6049.520058 sec): 3 clusters Score: Raw -2489368.449223 + Penalty 3264.634918 = -2486103.814305 nChanged 16 SP:Iteration 83Q (6049.606229 sec): 3 clusters Score: Raw -2489369.881341 + Penalty 3264.634918 = -2486105.246423 nChanged 18 SP:Iteration 84Q (6049.687983 sec): 3 clusters Score: Raw -2489371.712517 + Penalty 3264.634918 = -2486107.077599 nChanged 27 SP:Iteration 85Q (6049.769535 sec): 3 clusters Score: Raw -2489374.669661 + Penalty 3264.634918 = -2486110.034743 nChanged 19 SP:Iteration 86Q (6049.853461 sec): 3 clusters Score: Raw -2489376.723396 + Penalty 3264.634918 = -2486112.088478 nChanged 22 SP:Iteration 87Q (6049.934649 sec): 3 clusters Score: Raw -2489378.570357 + Penalty 3264.634918 = -2486113.935439 nChanged 15 SP:Iteration 88Q (6050.010637 sec): 3 clusters Score: Raw -2489379.907442 + Penalty 3264.634918 = -2486115.272524 nChanged 14 SP:Iteration 89Q (6050.090158 sec): 3 clusters Score: Raw -2489380.759438 + Penalty 3264.634918 = -2486116.124520 nChanged 8 SP:Iteration 90Q (6050.164946 sec): 3 clusters Score: Raw -2489381.235395 + Penalty 3264.634918 = -2486116.600477 nChanged 5 SP:Iteration 91Q (6050.242778 sec): 3 clusters Score: Raw -2489381.575428 + Penalty 3264.634918 = -2486116.940510 nChanged 3 SP:Iteration 92Q (6050.321224 sec): 3 clusters Score: Raw -2489381.735008 + Penalty 3264.634918 = -2486117.100090 nChanged 2 SP:Iteration 93Q (6050.407621 sec): 3 clusters Score: Raw -2489381.860103 + Penalty 3264.634918 = -2486117.225185 nChanged 1 SP:Iteration 94Q (6050.492088 sec): 3 clusters Score: Raw -2489381.899103 + Penalty 3264.634918 = -2486117.264185 nChanged 0 SP:Iteration 95F (6050.575120 sec): 3 clusters Score: Raw -2489381.899103 + Penalty 3264.634918 = -2486117.264185 nChanged 0 Trying to split cluster 14 (3894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6050.599985 sec): 2 clusters Score: Raw -374237.887144 + Penalty 1343.418730 = -372894.468414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6050.665035 sec): 3 clusters Score: Raw -372322.647743 + Penalty 2686.837460 = -369635.810283 nChanged 1526 SP:Iteration 1F (6050.715094 sec): 3 clusters Score: Raw -373284.972702 + Penalty 2686.837460 = -370598.135241 nChanged 344 SP:Iteration 2F (6050.769077 sec): 3 clusters Score: Raw -373599.669953 + Penalty 2686.837460 = -370912.832493 nChanged 325 SP:Iteration 3F (6050.818978 sec): 3 clusters Score: Raw -373926.225994 + Penalty 2686.837460 = -371239.388534 nChanged 309 SP:Iteration 4F (6050.870148 sec): 3 clusters Score: Raw -374236.817272 + Penalty 2686.837460 = -371549.979811 nChanged 239 SP:Iteration 5F (6050.919838 sec): 3 clusters Score: Raw -374466.029424 + Penalty 2686.837460 = -371779.191964 nChanged 173 SP:Iteration 6Q (6050.960378 sec): 3 clusters Score: Raw -374605.411782 + Penalty 2686.837460 = -371918.574322 nChanged 97 SP:Iteration 7Q (6051.012473 sec): 3 clusters Score: Raw -374684.353942 + Penalty 2686.837460 = -371997.516482 nChanged 66 SP:Iteration 8Q (6051.072731 sec): 3 clusters Score: Raw -374729.389189 + Penalty 2686.837460 = -372042.551729 nChanged 44 SP:Iteration 9Q (6051.121641 sec): 3 clusters Score: Raw -374764.523037 + Penalty 2686.837460 = -372077.685577 nChanged 46 SP:Iteration 10Q (6051.170490 sec): 3 clusters Score: Raw -374795.948952 + Penalty 2686.837460 = -372109.111492 nChanged 44 SP:Iteration 11Q (6051.216810 sec): 3 clusters Score: Raw -374825.146892 + Penalty 2686.837460 = -372138.309431 nChanged 26 SP:Iteration 12Q (6051.262129 sec): 3 clusters Score: Raw -374838.576021 + Penalty 2686.837460 = -372151.738560 nChanged 12 SP:Iteration 13Q (6051.321437 sec): 3 clusters Score: Raw -374844.185903 + Penalty 2686.837460 = -372157.348443 nChanged 9 SP:Iteration 14Q (6051.362460 sec): 3 clusters Score: Raw -374847.701370 + Penalty 2686.837460 = -372160.863909 nChanged 7 SP:Iteration 15Q (6051.420123 sec): 3 clusters Score: Raw -374850.525070 + Penalty 2686.837460 = -372163.687609 nChanged 5 SP:Iteration 16Q (6051.465269 sec): 3 clusters Score: Raw -374852.730135 + Penalty 2686.837460 = -372165.892675 nChanged 4 SP:Iteration 17Q (6051.512881 sec): 3 clusters Score: Raw -374854.794744 + Penalty 2686.837460 = -372167.957284 nChanged 5 SP:Iteration 18Q (6051.573945 sec): 3 clusters Score: Raw -374857.352757 + Penalty 2686.837460 = -372170.515297 nChanged 4 SP:Iteration 19Q (6051.627133 sec): 3 clusters Score: Raw -374859.012946 + Penalty 2686.837460 = -372172.175486 nChanged 5 SP:Iteration 20F (6051.680326 sec): 3 clusters Score: Raw -374862.098494 + Penalty 2686.837460 = -372175.261034 nChanged 2 SP:Iteration 21Q (6051.723045 sec): 3 clusters Score: Raw -374862.608526 + Penalty 2686.837460 = -372175.771065 nChanged 1 SP:Iteration 22Q (6051.772735 sec): 3 clusters Score: Raw -374862.708592 + Penalty 2686.837460 = -372175.871131 nChanged 0 SP:Iteration 23F (6051.824631 sec): 3 clusters Score: Raw -374862.708592 + Penalty 2686.837460 = -372175.871131 nChanged 0 Trying to split cluster 15 (2074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6051.852354 sec): 2 clusters Score: Raw -184399.532623 + Penalty 1241.050588 = -183158.482035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6051.903132 sec): 3 clusters Score: Raw -183546.399144 + Penalty 2482.101176 = -181064.297968 nChanged 730 SP:Iteration 1F (6051.942313 sec): 3 clusters Score: Raw -184046.745503 + Penalty 2482.101176 = -181564.644327 nChanged 177 SP:Iteration 2F (6051.985840 sec): 3 clusters Score: Raw -184194.128133 + Penalty 2482.101176 = -181712.026957 nChanged 116 SP:Iteration 3F (6052.044236 sec): 3 clusters Score: Raw -184306.486653 + Penalty 2482.101176 = -181824.385477 nChanged 100 SP:Iteration 4Q (6052.080347 sec): 3 clusters Score: Raw -184391.391050 + Penalty 2482.101176 = -181909.289873 nChanged 77 SP:Iteration 5Q (6052.128236 sec): 3 clusters Score: Raw -184456.351558 + Penalty 2482.101176 = -181974.250381 nChanged 66 SP:Iteration 6Q (6052.174294 sec): 3 clusters Score: Raw -184523.723130 + Penalty 2482.101176 = -182041.621954 nChanged 72 SP:Iteration 7Q (6052.222195 sec): 3 clusters Score: Raw -184602.592995 + Penalty 2482.101176 = -182120.491819 nChanged 57 SP:Iteration 8Q (6052.274216 sec): 3 clusters Score: Raw -184692.284320 + Penalty 2482.101176 = -182210.183144 nChanged 68 SP:Iteration 9Q (6052.318208 sec): 3 clusters Score: Raw -184784.891611 + Penalty 2482.101176 = -182302.790434 nChanged 83 SP:Iteration 10Q (6052.373000 sec): 3 clusters Score: Raw -184872.354140 + Penalty 2482.101176 = -182390.252964 nChanged 68 SP:Iteration 11Q (6052.409992 sec): 3 clusters Score: Raw -184933.003443 + Penalty 2482.101176 = -182450.902267 nChanged 52 SP:Iteration 12Q (6052.455286 sec): 3 clusters Score: Raw -184984.423494 + Penalty 2482.101176 = -182502.322318 nChanged 46 SP:Iteration 13Q (6052.511814 sec): 3 clusters Score: Raw -185037.789743 + Penalty 2482.101176 = -182555.688566 nChanged 52 SP:Iteration 14Q (6052.558543 sec): 3 clusters Score: Raw -185091.298133 + Penalty 2482.101176 = -182609.196957 nChanged 41 SP:Iteration 15Q (6052.603518 sec): 3 clusters Score: Raw -185127.507976 + Penalty 2482.101176 = -182645.406799 nChanged 30 SP:Iteration 16Q (6052.650232 sec): 3 clusters Score: Raw -185147.161178 + Penalty 2482.101176 = -182665.060002 nChanged 19 SP:Iteration 17Q (6052.695040 sec): 3 clusters Score: Raw -185159.549948 + Penalty 2482.101176 = -182677.448772 nChanged 13 SP:Iteration 18Q (6052.739550 sec): 3 clusters Score: Raw -185186.602939 + Penalty 2482.101176 = -182704.501763 nChanged 12 SP:Iteration 19Q (6052.787113 sec): 3 clusters Score: Raw -185202.452075 + Penalty 2482.101176 = -182720.350899 nChanged 14 SP:Iteration 20F (6052.825519 sec): 3 clusters Score: Raw -185210.710097 + Penalty 2482.101176 = -182728.608921 nChanged 11 SP:Iteration 21Q (6052.876578 sec): 3 clusters Score: Raw -185216.816322 + Penalty 2482.101176 = -182734.715145 nChanged 7 SP:Iteration 22Q (6052.927026 sec): 3 clusters Score: Raw -185220.733467 + Penalty 2482.101176 = -182738.632291 nChanged 10 SP:Iteration 23Q (6052.979600 sec): 3 clusters Score: Raw -185226.586569 + Penalty 2482.101176 = -182744.485392 nChanged 5 SP:Iteration 24Q (6053.020713 sec): 3 clusters Score: Raw -185229.056642 + Penalty 2482.101176 = -182746.955465 nChanged 4 SP:Iteration 25Q (6053.071957 sec): 3 clusters Score: Raw -185230.631588 + Penalty 2482.101176 = -182748.530411 nChanged 3 SP:Iteration 26Q (6053.111334 sec): 3 clusters Score: Raw -185232.132049 + Penalty 2482.101176 = -182750.030872 nChanged 0 SP:Iteration 27F (6053.168632 sec): 3 clusters Score: Raw -185232.132049 + Penalty 2482.101176 = -182750.030872 nChanged 0 Trying to split cluster 16 (1423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6053.194971 sec): 2 clusters Score: Raw -162141.230704 + Penalty 1179.834922 = -160961.395782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6053.232341 sec): 3 clusters Score: Raw -161635.525088 + Penalty 2359.669844 = -159275.855244 nChanged 463 SP:Iteration 1F (6053.285798 sec): 3 clusters Score: Raw -161966.002719 + Penalty 2359.669844 = -159606.332874 nChanged 100 SP:Iteration 2F (6053.336984 sec): 3 clusters Score: Raw -162057.273337 + Penalty 2359.669844 = -159697.603493 nChanged 53 SP:Iteration 3Q (6053.382508 sec): 3 clusters Score: Raw -162105.643896 + Penalty 2359.669844 = -159745.974052 nChanged 43 SP:Iteration 4Q (6053.429548 sec): 3 clusters Score: Raw -162140.050641 + Penalty 2359.669844 = -159780.380796 nChanged 25 SP:Iteration 5Q (6053.475105 sec): 3 clusters Score: Raw -162160.726880 + Penalty 2359.669844 = -159801.057036 nChanged 26 SP:Iteration 6Q (6053.528403 sec): 3 clusters Score: Raw -162177.390289 + Penalty 2359.669844 = -159817.720444 nChanged 14 SP:Iteration 7Q (6053.566851 sec): 3 clusters Score: Raw -162187.941688 + Penalty 2359.669844 = -159828.271843 nChanged 10 SP:Iteration 8Q (6053.620103 sec): 3 clusters Score: Raw -162195.845758 + Penalty 2359.669844 = -159836.175914 nChanged 15 SP:Iteration 9Q (6053.669364 sec): 3 clusters Score: Raw -162210.103370 + Penalty 2359.669844 = -159850.433525 nChanged 19 SP:Iteration 10Q (6053.716161 sec): 3 clusters Score: Raw -162228.178631 + Penalty 2359.669844 = -159868.508786 nChanged 15 SP:Iteration 11Q (6053.763121 sec): 3 clusters Score: Raw -162241.435732 + Penalty 2359.669844 = -159881.765888 nChanged 11 SP:Iteration 12Q (6053.807339 sec): 3 clusters Score: Raw -162249.118325 + Penalty 2359.669844 = -159889.448480 nChanged 10 SP:Iteration 13Q (6053.847903 sec): 3 clusters Score: Raw -162257.798294 + Penalty 2359.669844 = -159898.128449 nChanged 10 SP:Iteration 14Q (6053.897613 sec): 3 clusters Score: Raw -162266.716341 + Penalty 2359.669844 = -159907.046496 nChanged 9 SP:Iteration 15Q (6053.952050 sec): 3 clusters Score: Raw -162272.881806 + Penalty 2359.669844 = -159913.211961 nChanged 5 SP:Iteration 16Q (6053.996621 sec): 3 clusters Score: Raw -162276.746706 + Penalty 2359.669844 = -159917.076861 nChanged 7 SP:Iteration 17Q (6054.041495 sec): 3 clusters Score: Raw -162280.861962 + Penalty 2359.669844 = -159921.192118 nChanged 7 SP:Iteration 18Q (6054.098512 sec): 3 clusters Score: Raw -162286.757809 + Penalty 2359.669844 = -159927.087964 nChanged 7 SP:Iteration 19Q (6054.143111 sec): 3 clusters Score: Raw -162290.342664 + Penalty 2359.669844 = -159930.672820 nChanged 6 SP:Iteration 20F (6054.188021 sec): 3 clusters Score: Raw -162294.743486 + Penalty 2359.669844 = -159935.073642 nChanged 6 SP:Iteration 21Q (6054.238476 sec): 3 clusters Score: Raw -162297.992074 + Penalty 2359.669844 = -159938.322230 nChanged 7 SP:Iteration 22Q (6054.292375 sec): 3 clusters Score: Raw -162302.873001 + Penalty 2359.669844 = -159943.203157 nChanged 8 SP:Iteration 23Q (6054.332853 sec): 3 clusters Score: Raw -162308.249040 + Penalty 2359.669844 = -159948.579196 nChanged 9 SP:Iteration 24Q (6054.375574 sec): 3 clusters Score: Raw -162316.209778 + Penalty 2359.669844 = -159956.539934 nChanged 5 SP:Iteration 25Q (6054.420478 sec): 3 clusters Score: Raw -162319.928673 + Penalty 2359.669844 = -159960.258829 nChanged 5 SP:Iteration 26Q (6054.479812 sec): 3 clusters Score: Raw -162325.634376 + Penalty 2359.669844 = -159965.964531 nChanged 5 SP:Iteration 27Q (6054.512758 sec): 3 clusters Score: Raw -162328.621297 + Penalty 2359.669844 = -159968.951453 nChanged 2 SP:Iteration 28Q (6054.567090 sec): 3 clusters Score: Raw -162329.357920 + Penalty 2359.669844 = -159969.688075 nChanged 2 SP:Iteration 29Q (6054.615035 sec): 3 clusters Score: Raw -162330.841627 + Penalty 2359.669844 = -159971.171783 nChanged 2 SP:Iteration 30Q (6054.663655 sec): 3 clusters Score: Raw -162331.723433 + Penalty 2359.669844 = -159972.053588 nChanged 2 SP:Iteration 31Q (6054.713881 sec): 3 clusters Score: Raw -162332.783629 + Penalty 2359.669844 = -159973.113785 nChanged 2 SP:Iteration 32Q (6054.752770 sec): 3 clusters Score: Raw -162333.891903 + Penalty 2359.669844 = -159974.222058 nChanged 3 SP:Iteration 33Q (6054.803565 sec): 3 clusters Score: Raw -162335.579120 + Penalty 2359.669844 = -159975.909275 nChanged 5 SP:Iteration 34Q (6054.853572 sec): 3 clusters Score: Raw -162337.781799 + Penalty 2359.669844 = -159978.111954 nChanged 4 SP:Iteration 35Q (6054.900633 sec): 3 clusters Score: Raw -162340.647315 + Penalty 2359.669844 = -159980.977471 nChanged 1 SP:Iteration 36Q (6054.944897 sec): 3 clusters Score: Raw -162340.860978 + Penalty 2359.669844 = -159981.191134 nChanged 1 SP:Iteration 37Q (6054.988953 sec): 3 clusters Score: Raw -162341.005320 + Penalty 2359.669844 = -159981.335475 nChanged 1 SP:Iteration 38Q (6055.037082 sec): 3 clusters Score: Raw -162341.932822 + Penalty 2359.669844 = -159982.262978 nChanged 2 SP:Iteration 39Q (6055.084328 sec): 3 clusters Score: Raw -162342.428257 + Penalty 2359.669844 = -159982.758412 nChanged 0 SP:Iteration 40F (6055.124062 sec): 3 clusters Score: Raw -162342.428257 + Penalty 2359.669844 = -159982.758412 nChanged 0 Trying to split cluster 17 (1120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6055.157096 sec): 2 clusters Score: Raw -111943.741726 + Penalty 1140.926144 = -110802.815582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6055.205342 sec): 3 clusters Score: Raw -111573.264073 + Penalty 2281.852288 = -109291.411785 nChanged 327 SP:Iteration 1F (6055.245306 sec): 3 clusters Score: Raw -111870.576506 + Penalty 2281.852288 = -109588.724218 nChanged 96 SP:Iteration 2F (6055.301601 sec): 3 clusters Score: Raw -111993.370025 + Penalty 2281.852288 = -109711.517736 nChanged 58 SP:Iteration 3F (6055.346833 sec): 3 clusters Score: Raw -112068.303525 + Penalty 2281.852288 = -109786.451237 nChanged 49 SP:Iteration 4Q (6055.393090 sec): 3 clusters Score: Raw -112119.735286 + Penalty 2281.852288 = -109837.882998 nChanged 30 SP:Iteration 5Q (6055.436001 sec): 3 clusters Score: Raw -112149.416629 + Penalty 2281.852288 = -109867.564341 nChanged 23 SP:Iteration 6Q (6055.478196 sec): 3 clusters Score: Raw -112166.532632 + Penalty 2281.852288 = -109884.680343 nChanged 20 SP:Iteration 7Q (6055.532378 sec): 3 clusters Score: Raw -112186.724626 + Penalty 2281.852288 = -109904.872337 nChanged 21 SP:Iteration 8Q (6055.578900 sec): 3 clusters Score: Raw -112209.315360 + Penalty 2281.852288 = -109927.463072 nChanged 18 SP:Iteration 9Q (6055.616906 sec): 3 clusters Score: Raw -112227.153109 + Penalty 2281.852288 = -109945.300820 nChanged 17 SP:Iteration 10Q (6055.665562 sec): 3 clusters Score: Raw -112242.657962 + Penalty 2281.852288 = -109960.805673 nChanged 18 SP:Iteration 11Q (6055.711449 sec): 3 clusters Score: Raw -112259.606604 + Penalty 2281.852288 = -109977.754315 nChanged 11 SP:Iteration 12Q (6055.761811 sec): 3 clusters Score: Raw -112270.438439 + Penalty 2281.852288 = -109988.586151 nChanged 11 SP:Iteration 13Q (6055.807315 sec): 3 clusters Score: Raw -112285.803779 + Penalty 2281.852288 = -110003.951491 nChanged 17 SP:Iteration 14Q (6055.849955 sec): 3 clusters Score: Raw -112300.764905 + Penalty 2281.852288 = -110018.912617 nChanged 17 SP:Iteration 15Q (6055.903767 sec): 3 clusters Score: Raw -112323.526781 + Penalty 2281.852288 = -110041.674493 nChanged 18 SP:Iteration 16Q (6055.945902 sec): 3 clusters Score: Raw -112355.041095 + Penalty 2281.852288 = -110073.188807 nChanged 19 SP:Iteration 17Q (6055.993313 sec): 3 clusters Score: Raw -112379.372171 + Penalty 2281.852288 = -110097.519883 nChanged 14 SP:Iteration 18Q (6056.038793 sec): 3 clusters Score: Raw -112399.835530 + Penalty 2281.852288 = -110117.983241 nChanged 14 SP:Iteration 19Q (6056.090318 sec): 3 clusters Score: Raw -112418.375601 + Penalty 2281.852288 = -110136.523312 nChanged 7 SP:Iteration 20F (6056.140055 sec): 3 clusters Score: Raw -112426.402331 + Penalty 2281.852288 = -110144.550042 nChanged 5 SP:Iteration 21Q (6056.177353 sec): 3 clusters Score: Raw -112431.024412 + Penalty 2281.852288 = -110149.172123 nChanged 4 SP:Iteration 22Q (6056.233683 sec): 3 clusters Score: Raw -112434.572536 + Penalty 2281.852288 = -110152.720248 nChanged 4 SP:Iteration 23Q (6056.281533 sec): 3 clusters Score: Raw -112437.620234 + Penalty 2281.852288 = -110155.767946 nChanged 3 SP:Iteration 24Q (6056.321345 sec): 3 clusters Score: Raw -112441.228614 + Penalty 2281.852288 = -110159.376326 nChanged 4 SP:Iteration 25Q (6056.372820 sec): 3 clusters Score: Raw -112444.240326 + Penalty 2281.852288 = -110162.388037 nChanged 2 SP:Iteration 26Q (6056.423814 sec): 3 clusters Score: Raw -112447.154534 + Penalty 2281.852288 = -110165.302246 nChanged 2 SP:Iteration 27Q (6056.472295 sec): 3 clusters Score: Raw -112448.356139 + Penalty 2281.852288 = -110166.503851 nChanged 0 SP:Iteration 28F (6056.508979 sec): 3 clusters Score: Raw -112448.356139 + Penalty 2281.852288 = -110166.503851 nChanged 0 Trying to split cluster 18 (61145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6056.625599 sec): 2 clusters Score: Raw -6418118.933805 + Penalty 1790.913048 = -6416328.020757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6056.772859 sec): 3 clusters Score: Raw -6379094.086316 + Penalty 3581.826096 = -6375512.260220 nChanged 28928 SP:Iteration 1F (6056.915215 sec): 3 clusters Score: Raw -6396122.250422 + Penalty 3581.826096 = -6392540.424327 nChanged 2736 SP:Iteration 2Q (6057.060718 sec): 3 clusters Score: Raw -6397104.191300 + Penalty 3581.826096 = -6393522.365204 nChanged 2950 SP:Iteration 3Q (6057.207463 sec): 3 clusters Score: Raw -6398385.352966 + Penalty 3581.826096 = -6394803.526871 nChanged 3288 SP:Iteration 4F (6057.360024 sec): 3 clusters Score: Raw -6400098.846022 + Penalty 3581.826096 = -6396517.019926 nChanged 3591 SP:Iteration 5F (6057.502222 sec): 3 clusters Score: Raw -6402288.352831 + Penalty 3581.826096 = -6398706.526735 nChanged 3764 SP:Iteration 6F (6057.650910 sec): 3 clusters Score: Raw -6404846.790924 + Penalty 3581.826096 = -6401264.964829 nChanged 3645 SP:Iteration 7F (6057.802419 sec): 3 clusters Score: Raw -6407434.408968 + Penalty 3581.826096 = -6403852.582872 nChanged 3188 SP:Iteration 8F (6057.949654 sec): 3 clusters Score: Raw -6409647.710927 + Penalty 3581.826096 = -6406065.884831 nChanged 2586 SP:Iteration 9Q (6058.086867 sec): 3 clusters Score: Raw -6411289.383976 + Penalty 3581.826096 = -6407707.557881 nChanged 2068 SP:Iteration 10Q (6058.229834 sec): 3 clusters Score: Raw -6412447.334499 + Penalty 3581.826096 = -6408865.508403 nChanged 1579 SP:Iteration 11Q (6058.379705 sec): 3 clusters Score: Raw -6413236.243858 + Penalty 3581.826096 = -6409654.417763 nChanged 1250 SP:Iteration 12Q (6058.528706 sec): 3 clusters Score: Raw -6413785.642641 + Penalty 3581.826096 = -6410203.816545 nChanged 1083 SP:Iteration 13Q (6058.674119 sec): 3 clusters Score: Raw -6414256.636492 + Penalty 3581.826096 = -6410674.810396 nChanged 985 SP:Iteration 14Q (6058.820668 sec): 3 clusters Score: Raw -6414709.950760 + Penalty 3581.826096 = -6411128.124665 nChanged 952 SP:Iteration 15Q (6058.952815 sec): 3 clusters Score: Raw -6415169.727978 + Penalty 3581.826096 = -6411587.901883 nChanged 906 SP:Iteration 16Q (6059.080536 sec): 3 clusters Score: Raw -6415618.835614 + Penalty 3581.826096 = -6412037.009518 nChanged 895 SP:Iteration 17Q (6059.224083 sec): 3 clusters Score: Raw -6416082.508170 + Penalty 3581.826096 = -6412500.682075 nChanged 834 SP:Iteration 18Q (6059.352096 sec): 3 clusters Score: Raw -6416535.637523 + Penalty 3581.826096 = -6412953.811427 nChanged 785 SP:Iteration 19Q (6059.473951 sec): 3 clusters Score: Raw -6416966.368820 + Penalty 3581.826096 = -6413384.542724 nChanged 749 SP:Iteration 20F (6059.618473 sec): 3 clusters Score: Raw -6417380.061101 + Penalty 3581.826096 = -6413798.235006 nChanged 684 SP:Iteration 21Q (6059.765400 sec): 3 clusters Score: Raw -6417724.018383 + Penalty 3581.826096 = -6414142.192287 nChanged 579 SP:Iteration 22Q (6059.896039 sec): 3 clusters Score: Raw -6418009.352115 + Penalty 3581.826096 = -6414427.526019 nChanged 514 SP:Iteration 23Q (6060.021318 sec): 3 clusters Score: Raw -6418240.079247 + Penalty 3581.826096 = -6414658.253151 nChanged 428 SP:Iteration 24Q (6060.159654 sec): 3 clusters Score: Raw -6418420.774334 + Penalty 3581.826096 = -6414838.948238 nChanged 380 SP:Iteration 25Q (6060.276919 sec): 3 clusters Score: Raw -6418578.043688 + Penalty 3581.826096 = -6414996.217592 nChanged 336 SP:Iteration 26Q (6060.413548 sec): 3 clusters Score: Raw -6418704.567091 + Penalty 3581.826096 = -6415122.740995 nChanged 299 SP:Iteration 27Q (6060.539365 sec): 3 clusters Score: Raw -6418810.419077 + Penalty 3581.826096 = -6415228.592981 nChanged 235 SP:Iteration 28Q (6060.675793 sec): 3 clusters Score: Raw -6418898.854899 + Penalty 3581.826096 = -6415317.028803 nChanged 224 SP:Iteration 29Q (6060.807905 sec): 3 clusters Score: Raw -6418975.690790 + Penalty 3581.826096 = -6415393.864694 nChanged 205 SP:Iteration 30Q (6060.928774 sec): 3 clusters Score: Raw -6419030.002621 + Penalty 3581.826096 = -6415448.176526 nChanged 164 SP:Iteration 31Q (6061.063630 sec): 3 clusters Score: Raw -6419065.544559 + Penalty 3581.826096 = -6415483.718463 nChanged 127 SP:Iteration 32Q (6061.186048 sec): 3 clusters Score: Raw -6419090.108677 + Penalty 3581.826096 = -6415508.282581 nChanged 102 SP:Iteration 33Q (6061.313776 sec): 3 clusters Score: Raw -6419106.936673 + Penalty 3581.826096 = -6415525.110577 nChanged 71 SP:Iteration 34Q (6061.439396 sec): 3 clusters Score: Raw -6419115.790462 + Penalty 3581.826096 = -6415533.964366 nChanged 56 SP:Iteration 35Q (6061.572400 sec): 3 clusters Score: Raw -6419121.776081 + Penalty 3581.826096 = -6415539.949985 nChanged 48 SP:Iteration 36Q (6061.706919 sec): 3 clusters Score: Raw -6419128.261749 + Penalty 3581.826096 = -6415546.435653 nChanged 51 SP:Iteration 37Q (6061.829649 sec): 3 clusters Score: Raw -6419135.865883 + Penalty 3581.826096 = -6415554.039788 nChanged 54 SP:Iteration 38Q (6061.959195 sec): 3 clusters Score: Raw -6419143.871564 + Penalty 3581.826096 = -6415562.045468 nChanged 59 SP:Iteration 39Q (6062.088400 sec): 3 clusters Score: Raw -6419149.969669 + Penalty 3581.826096 = -6415568.143573 nChanged 49 SP:Iteration 40F (6062.227728 sec): 3 clusters Score: Raw -6419165.028403 + Penalty 3581.826096 = -6415583.202307 nChanged 48 SP:Iteration 41Q (6062.351697 sec): 3 clusters Score: Raw -6419170.972158 + Penalty 3581.826096 = -6415589.146062 nChanged 44 SP:Iteration 42Q (6062.486318 sec): 3 clusters Score: Raw -6419176.038745 + Penalty 3581.826096 = -6415594.212649 nChanged 39 SP:Iteration 43Q (6062.604899 sec): 3 clusters Score: Raw -6419180.799933 + Penalty 3581.826096 = -6415598.973837 nChanged 31 SP:Iteration 44Q (6062.732198 sec): 3 clusters Score: Raw -6419184.228175 + Penalty 3581.826096 = -6415602.402079 nChanged 34 SP:Iteration 45Q (6062.860698 sec): 3 clusters Score: Raw -6419187.737651 + Penalty 3581.826096 = -6415605.911555 nChanged 31 SP:Iteration 46Q (6062.991597 sec): 3 clusters Score: Raw -6419191.144200 + Penalty 3581.826096 = -6415609.318104 nChanged 26 SP:Iteration 47Q (6063.125559 sec): 3 clusters Score: Raw -6419193.285106 + Penalty 3581.826096 = -6415611.459011 nChanged 19 SP:Iteration 48Q (6063.247071 sec): 3 clusters Score: Raw -6419194.622255 + Penalty 3581.826096 = -6415612.796160 nChanged 15 SP:Iteration 49Q (6063.379906 sec): 3 clusters Score: Raw -6419195.587322 + Penalty 3581.826096 = -6415613.761227 nChanged 9 SP:Iteration 50Q (6063.514566 sec): 3 clusters Score: Raw -6419196.212958 + Penalty 3581.826096 = -6415614.386862 nChanged 8 SP:Iteration 51Q (6063.648922 sec): 3 clusters Score: Raw -6419196.875071 + Penalty 3581.826096 = -6415615.048976 nChanged 8 SP:Iteration 52Q (6063.779351 sec): 3 clusters Score: Raw -6419197.766615 + Penalty 3581.826096 = -6415615.940519 nChanged 15 SP:Iteration 53Q (6063.913483 sec): 3 clusters Score: Raw -6419198.944818 + Penalty 3581.826096 = -6415617.118722 nChanged 14 SP:Iteration 54Q (6064.038253 sec): 3 clusters Score: Raw -6419199.897059 + Penalty 3581.826096 = -6415618.070964 nChanged 15 SP:Iteration 55Q (6064.150406 sec): 3 clusters Score: Raw -6419201.184823 + Penalty 3581.826096 = -6415619.358727 nChanged 19 SP:Iteration 56Q (6064.287239 sec): 3 clusters Score: Raw -6419202.813173 + Penalty 3581.826096 = -6415620.987077 nChanged 23 SP:Iteration 57Q (6064.415665 sec): 3 clusters Score: Raw -6419204.809782 + Penalty 3581.826096 = -6415622.983686 nChanged 15 SP:Iteration 58Q (6064.539534 sec): 3 clusters Score: Raw -6419206.177327 + Penalty 3581.826096 = -6415624.351231 nChanged 17 SP:Iteration 59Q (6064.671002 sec): 3 clusters Score: Raw -6419207.261368 + Penalty 3581.826096 = -6415625.435272 nChanged 13 SP:Iteration 60F (6064.817812 sec): 3 clusters Score: Raw -6419208.134811 + Penalty 3581.826096 = -6415626.308716 nChanged 10 SP:Iteration 61Q (6064.956535 sec): 3 clusters Score: Raw -6419208.949427 + Penalty 3581.826096 = -6415627.123331 nChanged 14 SP:Iteration 62Q (6065.084761 sec): 3 clusters Score: Raw -6419209.743916 + Penalty 3581.826096 = -6415627.917820 nChanged 9 SP:Iteration 63Q (6065.214415 sec): 3 clusters Score: Raw -6419210.223260 + Penalty 3581.826096 = -6415628.397164 nChanged 7 SP:Iteration 64Q (6065.333821 sec): 3 clusters Score: Raw -6419210.590092 + Penalty 3581.826096 = -6415628.763996 nChanged 3 SP:Iteration 65Q (6065.466512 sec): 3 clusters Score: Raw -6419210.790676 + Penalty 3581.826096 = -6415628.964580 nChanged 4 SP:Iteration 66Q (6065.599535 sec): 3 clusters Score: Raw -6419211.050260 + Penalty 3581.826096 = -6415629.224164 nChanged 6 SP:Iteration 67Q (6065.728434 sec): 3 clusters Score: Raw -6419211.390822 + Penalty 3581.826096 = -6415629.564726 nChanged 4 SP:Iteration 68Q (6065.843628 sec): 3 clusters Score: Raw -6419211.594065 + Penalty 3581.826096 = -6415629.767969 nChanged 3 SP:Iteration 69Q (6065.973223 sec): 3 clusters Score: Raw -6419211.761436 + Penalty 3581.826096 = -6415629.935341 nChanged 5 SP:Iteration 70Q (6066.112221 sec): 3 clusters Score: Raw -6419212.038683 + Penalty 3581.826096 = -6415630.212587 nChanged 4 SP:Iteration 71Q (6066.242729 sec): 3 clusters Score: Raw -6419212.157833 + Penalty 3581.826096 = -6415630.331737 nChanged 3 SP:Iteration 72Q (6066.372727 sec): 3 clusters Score: Raw -6419212.279145 + Penalty 3581.826096 = -6415630.453049 nChanged 1 SP:Iteration 73Q (6066.496021 sec): 3 clusters Score: Raw -6419212.319155 + Penalty 3581.826096 = -6415630.493059 nChanged 2 SP:Iteration 74Q (6066.621353 sec): 3 clusters Score: Raw -6419212.462519 + Penalty 3581.826096 = -6415630.636423 nChanged 1 SP:Iteration 75Q (6066.744458 sec): 3 clusters Score: Raw -6419212.714105 + Penalty 3581.826096 = -6415630.888009 nChanged 7 SP:Iteration 76Q (6066.873473 sec): 3 clusters Score: Raw -6419213.693982 + Penalty 3581.826096 = -6415631.867886 nChanged 7 SP:Iteration 77Q (6067.007535 sec): 3 clusters Score: Raw -6419214.409347 + Penalty 3581.826096 = -6415632.583252 nChanged 7 SP:Iteration 78Q (6067.121760 sec): 3 clusters Score: Raw -6419214.902705 + Penalty 3581.826096 = -6415633.076609 nChanged 1 SP:Iteration 79Q (6067.252570 sec): 3 clusters Score: Raw -6419215.018246 + Penalty 3581.826096 = -6415633.192150 nChanged 5 SP:Iteration 80F (6067.408829 sec): 3 clusters Score: Raw -6419215.506683 + Penalty 3581.826096 = -6415633.680588 nChanged 7 SP:Iteration 81Q (6067.532728 sec): 3 clusters Score: Raw -6419215.864588 + Penalty 3581.826096 = -6415634.038493 nChanged 4 SP:Iteration 82Q (6067.660645 sec): 3 clusters Score: Raw -6419216.052846 + Penalty 3581.826096 = -6415634.226750 nChanged 4 SP:Iteration 83Q (6067.787348 sec): 3 clusters Score: Raw -6419216.365649 + Penalty 3581.826096 = -6415634.539553 nChanged 2 SP:Iteration 84Q (6067.922371 sec): 3 clusters Score: Raw -6419216.485063 + Penalty 3581.826096 = -6415634.658967 nChanged 1 SP:Iteration 85Q (6068.049732 sec): 3 clusters Score: Raw -6419216.546217 + Penalty 3581.826096 = -6415634.720121 nChanged 1 SP:Iteration 86Q (6068.177617 sec): 3 clusters Score: Raw -6419216.752569 + Penalty 3581.826096 = -6415634.926473 nChanged 2 SP:Iteration 87Q (6068.302928 sec): 3 clusters Score: Raw -6419217.012928 + Penalty 3581.826096 = -6415635.186832 nChanged 1 SP:Iteration 88Q (6068.432490 sec): 3 clusters Score: Raw -6419217.124838 + Penalty 3581.826096 = -6415635.298742 nChanged 1 SP:Iteration 89Q (6068.559121 sec): 3 clusters Score: Raw -6419217.137740 + Penalty 3581.826096 = -6415635.311645 nChanged 0 SP:Iteration 90F (6068.694216 sec): 3 clusters Score: Raw -6419217.137740 + Penalty 3581.826096 = -6415635.311645 nChanged 0 Trying to split cluster 19 (4026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6068.727099 sec): 2 clusters Score: Raw -425119.549123 + Penalty 1348.835899 = -423770.713225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6068.774089 sec): 3 clusters Score: Raw -423131.597161 + Penalty 2697.671797 = -420433.925364 nChanged 1572 SP:Iteration 1F (6068.830385 sec): 3 clusters Score: Raw -423992.356133 + Penalty 2697.671797 = -421294.684336 nChanged 329 SP:Iteration 2F (6068.881551 sec): 3 clusters Score: Raw -424187.847595 + Penalty 2697.671797 = -421490.175798 nChanged 231 SP:Iteration 3F (6068.940597 sec): 3 clusters Score: Raw -424340.062260 + Penalty 2697.671797 = -421642.390463 nChanged 207 SP:Iteration 4F (6068.995583 sec): 3 clusters Score: Raw -424471.127561 + Penalty 2697.671797 = -421773.455764 nChanged 178 SP:Iteration 5Q (6069.038594 sec): 3 clusters Score: Raw -424586.622592 + Penalty 2697.671797 = -421888.950795 nChanged 165 SP:Iteration 6Q (6069.091346 sec): 3 clusters Score: Raw -424707.448341 + Penalty 2697.671797 = -422009.776544 nChanged 148 SP:Iteration 7Q (6069.148691 sec): 3 clusters Score: Raw -424812.072415 + Penalty 2697.671797 = -422114.400618 nChanged 144 SP:Iteration 8Q (6069.203074 sec): 3 clusters Score: Raw -424915.753419 + Penalty 2697.671797 = -422218.081622 nChanged 124 SP:Iteration 9Q (6069.245738 sec): 3 clusters Score: Raw -425005.524513 + Penalty 2697.671797 = -422307.852716 nChanged 112 SP:Iteration 10Q (6069.295669 sec): 3 clusters Score: Raw -425061.705446 + Penalty 2697.671797 = -422364.033649 nChanged 93 SP:Iteration 11Q (6069.346641 sec): 3 clusters Score: Raw -425109.287202 + Penalty 2697.671797 = -422411.615405 nChanged 78 SP:Iteration 12Q (6069.412602 sec): 3 clusters Score: Raw -425150.323341 + Penalty 2697.671797 = -422452.651544 nChanged 80 SP:Iteration 13Q (6069.458919 sec): 3 clusters Score: Raw -425190.994014 + Penalty 2697.671797 = -422493.322217 nChanged 64 SP:Iteration 14Q (6069.507976 sec): 3 clusters Score: Raw -425221.370754 + Penalty 2697.671797 = -422523.698957 nChanged 64 SP:Iteration 15Q (6069.571909 sec): 3 clusters Score: Raw -425253.947615 + Penalty 2697.671797 = -422556.275818 nChanged 65 SP:Iteration 16Q (6069.613074 sec): 3 clusters Score: Raw -425279.251696 + Penalty 2697.671797 = -422581.579899 nChanged 39 SP:Iteration 17Q (6069.676466 sec): 3 clusters Score: Raw -425295.571339 + Penalty 2697.671797 = -422597.899542 nChanged 44 SP:Iteration 18Q (6069.729837 sec): 3 clusters Score: Raw -425315.443629 + Penalty 2697.671797 = -422617.771832 nChanged 32 SP:Iteration 19Q (6069.784724 sec): 3 clusters Score: Raw -425328.113920 + Penalty 2697.671797 = -422630.442123 nChanged 35 SP:Iteration 20F (6069.834668 sec): 3 clusters Score: Raw -425340.676376 + Penalty 2697.671797 = -422643.004579 nChanged 30 SP:Iteration 21Q (6069.878873 sec): 3 clusters Score: Raw -425351.526332 + Penalty 2697.671797 = -422653.854535 nChanged 36 SP:Iteration 22Q (6069.935137 sec): 3 clusters Score: Raw -425364.724897 + Penalty 2697.671797 = -422667.053100 nChanged 35 SP:Iteration 23Q (6069.991496 sec): 3 clusters Score: Raw -425377.159158 + Penalty 2697.671797 = -422679.487361 nChanged 22 SP:Iteration 24Q (6070.047669 sec): 3 clusters Score: Raw -425382.638927 + Penalty 2697.671797 = -422684.967129 nChanged 10 SP:Iteration 25Q (6070.097522 sec): 3 clusters Score: Raw -425385.826973 + Penalty 2697.671797 = -422688.155176 nChanged 13 SP:Iteration 26Q (6070.151426 sec): 3 clusters Score: Raw -425389.205057 + Penalty 2697.671797 = -422691.533260 nChanged 11 SP:Iteration 27Q (6070.213983 sec): 3 clusters Score: Raw -425392.779408 + Penalty 2697.671797 = -422695.107611 nChanged 9 SP:Iteration 28Q (6070.253029 sec): 3 clusters Score: Raw -425395.729929 + Penalty 2697.671797 = -422698.058132 nChanged 13 SP:Iteration 29Q (6070.313476 sec): 3 clusters Score: Raw -425399.766201 + Penalty 2697.671797 = -422702.094404 nChanged 13 SP:Iteration 30Q (6070.371897 sec): 3 clusters Score: Raw -425405.221400 + Penalty 2697.671797 = -422707.549603 nChanged 14 SP:Iteration 31Q (6070.428410 sec): 3 clusters Score: Raw -425411.376786 + Penalty 2697.671797 = -422713.704989 nChanged 16 SP:Iteration 32Q (6070.477228 sec): 3 clusters Score: Raw -425417.607028 + Penalty 2697.671797 = -422719.935231 nChanged 11 SP:Iteration 33Q (6070.530975 sec): 3 clusters Score: Raw -425420.607306 + Penalty 2697.671797 = -422722.935509 nChanged 6 SP:Iteration 34Q (6070.581482 sec): 3 clusters Score: Raw -425422.558902 + Penalty 2697.671797 = -422724.887105 nChanged 6 SP:Iteration 35Q (6070.623602 sec): 3 clusters Score: Raw -425424.523614 + Penalty 2697.671797 = -422726.851816 nChanged 9 SP:Iteration 36Q (6070.676658 sec): 3 clusters Score: Raw -425428.279244 + Penalty 2697.671797 = -422730.607447 nChanged 10 SP:Iteration 37Q (6070.738742 sec): 3 clusters Score: Raw -425432.925592 + Penalty 2697.671797 = -422735.253795 nChanged 14 SP:Iteration 38Q (6070.788052 sec): 3 clusters Score: Raw -425440.351485 + Penalty 2697.671797 = -422742.679688 nChanged 21 SP:Iteration 39Q (6070.842179 sec): 3 clusters Score: Raw -425452.699671 + Penalty 2697.671797 = -422755.027874 nChanged 19 SP:Iteration 40F (6070.900054 sec): 3 clusters Score: Raw -425460.707447 + Penalty 2697.671797 = -422763.035650 nChanged 16 SP:Iteration 41Q (6070.950476 sec): 3 clusters Score: Raw -425467.429912 + Penalty 2697.671797 = -422769.758115 nChanged 19 SP:Iteration 42Q (6071.005830 sec): 3 clusters Score: Raw -425476.150520 + Penalty 2697.671797 = -422778.478723 nChanged 21 SP:Iteration 43Q (6071.057114 sec): 3 clusters Score: Raw -425485.067104 + Penalty 2697.671797 = -422787.395307 nChanged 17 SP:Iteration 44Q (6071.096776 sec): 3 clusters Score: Raw -425492.312329 + Penalty 2697.671797 = -422794.640532 nChanged 13 SP:Iteration 45Q (6071.151083 sec): 3 clusters Score: Raw -425498.188254 + Penalty 2697.671797 = -422800.516457 nChanged 16 SP:Iteration 46Q (6071.208814 sec): 3 clusters Score: Raw -425505.589834 + Penalty 2697.671797 = -422807.918037 nChanged 9 SP:Iteration 47Q (6071.263257 sec): 3 clusters Score: Raw -425511.700192 + Penalty 2697.671797 = -422814.028395 nChanged 11 SP:Iteration 48Q (6071.315718 sec): 3 clusters Score: Raw -425516.367016 + Penalty 2697.671797 = -422818.695219 nChanged 9 SP:Iteration 49Q (6071.365271 sec): 3 clusters Score: Raw -425520.830503 + Penalty 2697.671797 = -422823.158706 nChanged 9 SP:Iteration 50Q (6071.416157 sec): 3 clusters Score: Raw -425524.122772 + Penalty 2697.671797 = -422826.450975 nChanged 7 SP:Iteration 51Q (6071.463169 sec): 3 clusters Score: Raw -425526.127177 + Penalty 2697.671797 = -422828.455380 nChanged 6 SP:Iteration 52Q (6071.515776 sec): 3 clusters Score: Raw -425528.426414 + Penalty 2697.671797 = -422830.754617 nChanged 3 SP:Iteration 53Q (6071.579369 sec): 3 clusters Score: Raw -425529.691291 + Penalty 2697.671797 = -422832.019494 nChanged 3 SP:Iteration 54Q (6071.633593 sec): 3 clusters Score: Raw -425530.567339 + Penalty 2697.671797 = -422832.895542 nChanged 3 SP:Iteration 55Q (6071.677681 sec): 3 clusters Score: Raw -425531.040947 + Penalty 2697.671797 = -422833.369150 nChanged 1 SP:Iteration 56Q (6071.740678 sec): 3 clusters Score: Raw -425531.285442 + Penalty 2697.671797 = -422833.613645 nChanged 2 SP:Iteration 57Q (6071.785133 sec): 3 clusters Score: Raw -425531.769378 + Penalty 2697.671797 = -422834.097581 nChanged 1 SP:Iteration 58Q (6071.845273 sec): 3 clusters Score: Raw -425531.860452 + Penalty 2697.671797 = -422834.188655 nChanged 2 SP:Iteration 59Q (6071.899940 sec): 3 clusters Score: Raw -425532.300971 + Penalty 2697.671797 = -422834.629174 nChanged 3 SP:Iteration 60F (6071.958843 sec): 3 clusters Score: Raw -425533.495078 + Penalty 2697.671797 = -422835.823281 nChanged 5 SP:Iteration 61Q (6072.002296 sec): 3 clusters Score: Raw -425535.404608 + Penalty 2697.671797 = -422837.732811 nChanged 7 SP:Iteration 62Q (6072.055562 sec): 3 clusters Score: Raw -425539.546121 + Penalty 2697.671797 = -422841.874324 nChanged 14 SP:Iteration 63Q (6072.115781 sec): 3 clusters Score: Raw -425548.837773 + Penalty 2697.671797 = -422851.165976 nChanged 14 SP:Iteration 64Q (6072.166030 sec): 3 clusters Score: Raw -425556.433572 + Penalty 2697.671797 = -422858.761775 nChanged 18 SP:Iteration 65Q (6072.220287 sec): 3 clusters Score: Raw -425565.632500 + Penalty 2697.671797 = -422867.960703 nChanged 11 SP:Iteration 66Q (6072.267832 sec): 3 clusters Score: Raw -425572.134517 + Penalty 2697.671797 = -422874.462720 nChanged 10 SP:Iteration 67Q (6072.324949 sec): 3 clusters Score: Raw -425576.584582 + Penalty 2697.671797 = -422878.912785 nChanged 9 SP:Iteration 68Q (6072.372870 sec): 3 clusters Score: Raw -425581.113716 + Penalty 2697.671797 = -422883.441919 nChanged 7 SP:Iteration 69Q (6072.435921 sec): 3 clusters Score: Raw -425584.301694 + Penalty 2697.671797 = -422886.629897 nChanged 10 SP:Iteration 70Q (6072.493238 sec): 3 clusters Score: Raw -425589.273082 + Penalty 2697.671797 = -422891.601285 nChanged 7 SP:Iteration 71Q (6072.542101 sec): 3 clusters Score: Raw -425592.528629 + Penalty 2697.671797 = -422894.856832 nChanged 8 SP:Iteration 72Q (6072.586675 sec): 3 clusters Score: Raw -425596.292306 + Penalty 2697.671797 = -422898.620509 nChanged 5 SP:Iteration 73Q (6072.638045 sec): 3 clusters Score: Raw -425598.507082 + Penalty 2697.671797 = -422900.835285 nChanged 6 SP:Iteration 74Q (6072.690546 sec): 3 clusters Score: Raw -425602.621895 + Penalty 2697.671797 = -422904.950098 nChanged 10 SP:Iteration 75Q (6072.744794 sec): 3 clusters Score: Raw -425607.945600 + Penalty 2697.671797 = -422910.273803 nChanged 9 SP:Iteration 76Q (6072.801528 sec): 3 clusters Score: Raw -425613.898008 + Penalty 2697.671797 = -422916.226211 nChanged 8 SP:Iteration 77Q (6072.843168 sec): 3 clusters Score: Raw -425619.680718 + Penalty 2697.671797 = -422922.008921 nChanged 11 SP:Iteration 78Q (6072.893226 sec): 3 clusters Score: Raw -425624.742346 + Penalty 2697.671797 = -422927.070549 nChanged 9 SP:Iteration 79Q (6072.948331 sec): 3 clusters Score: Raw -425628.635715 + Penalty 2697.671797 = -422930.963918 nChanged 6 SP:Iteration 80F (6073.000509 sec): 3 clusters Score: Raw -425631.315207 + Penalty 2697.671797 = -422933.643410 nChanged 3 SP:Iteration 81Q (6073.041790 sec): 3 clusters Score: Raw -425632.740316 + Penalty 2697.671797 = -422935.068519 nChanged 3 SP:Iteration 82Q (6073.097063 sec): 3 clusters Score: Raw -425633.496502 + Penalty 2697.671797 = -422935.824705 nChanged 1 SP:Iteration 83Q (6073.159575 sec): 3 clusters Score: Raw -425634.026091 + Penalty 2697.671797 = -422936.354294 nChanged 3 SP:Iteration 84Q (6073.204832 sec): 3 clusters Score: Raw -425635.296345 + Penalty 2697.671797 = -422937.624548 nChanged 2 SP:Iteration 85Q (6073.266032 sec): 3 clusters Score: Raw -425635.731539 + Penalty 2697.671797 = -422938.059742 nChanged 1 SP:Iteration 86Q (6073.313292 sec): 3 clusters Score: Raw -425636.203739 + Penalty 2697.671797 = -422938.531942 nChanged 1 SP:Iteration 87Q (6073.370845 sec): 3 clusters Score: Raw -425636.499731 + Penalty 2697.671797 = -422938.827934 nChanged 1 SP:Iteration 88Q (6073.422499 sec): 3 clusters Score: Raw -425636.654787 + Penalty 2697.671797 = -422938.982990 nChanged 0 SP:Iteration 89F (6073.470442 sec): 3 clusters Score: Raw -425636.654787 + Penalty 2697.671797 = -422938.982990 nChanged 0 Trying to split cluster 20 (8226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6073.504445 sec): 2 clusters Score: Raw -845962.739757 + Penalty 1464.946462 = -844497.793296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6073.566517 sec): 3 clusters Score: Raw -841478.048591 + Penalty 2929.892923 = -838548.155668 nChanged 3468 SP:Iteration 1F (6073.632534 sec): 3 clusters Score: Raw -843416.846775 + Penalty 2929.892923 = -840486.953852 nChanged 682 SP:Iteration 2F (6073.690392 sec): 3 clusters Score: Raw -843992.105859 + Penalty 2929.892923 = -841062.212935 nChanged 717 SP:Iteration 3F (6073.754319 sec): 3 clusters Score: Raw -844769.709087 + Penalty 2929.892923 = -841839.816164 nChanged 766 SP:Iteration 4F (6073.819923 sec): 3 clusters Score: Raw -845581.765448 + Penalty 2929.892923 = -842651.872525 nChanged 667 SP:Iteration 5F (6073.868581 sec): 3 clusters Score: Raw -846208.441610 + Penalty 2929.892923 = -843278.548687 nChanged 507 SP:Iteration 6F (6073.928555 sec): 3 clusters Score: Raw -846599.776588 + Penalty 2929.892923 = -843669.883665 nChanged 366 SP:Iteration 7Q (6073.986003 sec): 3 clusters Score: Raw -846820.744146 + Penalty 2929.892923 = -843890.851223 nChanged 226 SP:Iteration 8Q (6074.048329 sec): 3 clusters Score: Raw -846933.720576 + Penalty 2929.892923 = -844003.827652 nChanged 140 SP:Iteration 9Q (6074.107779 sec): 3 clusters Score: Raw -846995.832655 + Penalty 2929.892923 = -844065.939732 nChanged 101 SP:Iteration 10Q (6074.180908 sec): 3 clusters Score: Raw -847029.534749 + Penalty 2929.892923 = -844099.641826 nChanged 69 SP:Iteration 11Q (6074.244388 sec): 3 clusters Score: Raw -847050.716882 + Penalty 2929.892923 = -844120.823959 nChanged 50 SP:Iteration 12Q (6074.305494 sec): 3 clusters Score: Raw -847066.204445 + Penalty 2929.892923 = -844136.311521 nChanged 42 SP:Iteration 13Q (6074.356331 sec): 3 clusters Score: Raw -847079.273918 + Penalty 2929.892923 = -844149.380995 nChanged 38 SP:Iteration 14Q (6074.417604 sec): 3 clusters Score: Raw -847090.995342 + Penalty 2929.892923 = -844161.102419 nChanged 42 SP:Iteration 15Q (6074.485711 sec): 3 clusters Score: Raw -847104.880688 + Penalty 2929.892923 = -844174.987765 nChanged 38 SP:Iteration 16Q (6074.553977 sec): 3 clusters Score: Raw -847115.995709 + Penalty 2929.892923 = -844186.102786 nChanged 35 SP:Iteration 17Q (6074.613997 sec): 3 clusters Score: Raw -847124.927855 + Penalty 2929.892923 = -844195.034932 nChanged 29 SP:Iteration 18Q (6074.675091 sec): 3 clusters Score: Raw -847132.999122 + Penalty 2929.892923 = -844203.106198 nChanged 38 SP:Iteration 19Q (6074.734556 sec): 3 clusters Score: Raw -847144.058636 + Penalty 2929.892923 = -844214.165713 nChanged 37 SP:Iteration 20F (6074.794752 sec): 3 clusters Score: Raw -847155.686050 + Penalty 2929.892923 = -844225.793127 nChanged 41 SP:Iteration 21Q (6074.848050 sec): 3 clusters Score: Raw -847167.444161 + Penalty 2929.892923 = -844237.551237 nChanged 31 SP:Iteration 22Q (6074.901295 sec): 3 clusters Score: Raw -847177.445041 + Penalty 2929.892923 = -844247.552117 nChanged 38 SP:Iteration 23Q (6074.968555 sec): 3 clusters Score: Raw -847190.575035 + Penalty 2929.892923 = -844260.682112 nChanged 36 SP:Iteration 24Q (6075.028422 sec): 3 clusters Score: Raw -847202.332111 + Penalty 2929.892923 = -844272.439188 nChanged 37 SP:Iteration 25Q (6075.094933 sec): 3 clusters Score: Raw -847211.065362 + Penalty 2929.892923 = -844281.172439 nChanged 26 SP:Iteration 26Q (6075.149647 sec): 3 clusters Score: Raw -847218.683029 + Penalty 2929.892923 = -844288.790106 nChanged 22 SP:Iteration 27Q (6075.207462 sec): 3 clusters Score: Raw -847224.590459 + Penalty 2929.892923 = -844294.697535 nChanged 20 SP:Iteration 28Q (6075.270519 sec): 3 clusters Score: Raw -847230.616655 + Penalty 2929.892923 = -844300.723732 nChanged 22 SP:Iteration 29Q (6075.332183 sec): 3 clusters Score: Raw -847236.830102 + Penalty 2929.892923 = -844306.937178 nChanged 21 SP:Iteration 30Q (6075.391299 sec): 3 clusters Score: Raw -847243.364715 + Penalty 2929.892923 = -844313.471791 nChanged 17 SP:Iteration 31Q (6075.461903 sec): 3 clusters Score: Raw -847248.474000 + Penalty 2929.892923 = -844318.581077 nChanged 18 SP:Iteration 32Q (6075.517836 sec): 3 clusters Score: Raw -847253.637521 + Penalty 2929.892923 = -844323.744597 nChanged 16 SP:Iteration 33Q (6075.582375 sec): 3 clusters Score: Raw -847257.241515 + Penalty 2929.892923 = -844327.348592 nChanged 13 SP:Iteration 34Q (6075.642244 sec): 3 clusters Score: Raw -847262.873386 + Penalty 2929.892923 = -844332.980463 nChanged 17 SP:Iteration 35Q (6075.704747 sec): 3 clusters Score: Raw -847266.925357 + Penalty 2929.892923 = -844337.032433 nChanged 9 SP:Iteration 36Q (6075.767333 sec): 3 clusters Score: Raw -847269.165459 + Penalty 2929.892923 = -844339.272535 nChanged 9 SP:Iteration 37Q (6075.824113 sec): 3 clusters Score: Raw -847271.184382 + Penalty 2929.892923 = -844341.291458 nChanged 7 SP:Iteration 38Q (6075.876160 sec): 3 clusters Score: Raw -847272.940980 + Penalty 2929.892923 = -844343.048057 nChanged 12 SP:Iteration 39Q (6075.939454 sec): 3 clusters Score: Raw -847275.286961 + Penalty 2929.892923 = -844345.394037 nChanged 2 SP:Iteration 40F (6076.012864 sec): 3 clusters Score: Raw -847275.869435 + Penalty 2929.892923 = -844345.976512 nChanged 2 SP:Iteration 41Q (6076.076603 sec): 3 clusters Score: Raw -847276.007248 + Penalty 2929.892923 = -844346.114324 nChanged 0 SP:Iteration 42F (6076.139424 sec): 3 clusters Score: Raw -847276.007248 + Penalty 2929.892923 = -844346.114324 nChanged 0 Trying to split cluster 21 (7922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6076.176602 sec): 2 clusters Score: Raw -844117.348900 + Penalty 1458.827334 = -842658.521566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6076.239406 sec): 3 clusters Score: Raw -839724.343681 + Penalty 2917.654668 = -836806.689013 nChanged 3322 SP:Iteration 1F (6076.300612 sec): 3 clusters Score: Raw -841466.867901 + Penalty 2917.654668 = -838549.213234 nChanged 498 SP:Iteration 2F (6076.354988 sec): 3 clusters Score: Raw -841706.337964 + Penalty 2917.654668 = -838788.683296 nChanged 406 SP:Iteration 3F (6076.417520 sec): 3 clusters Score: Raw -841889.795821 + Penalty 2917.654668 = -838972.141153 nChanged 365 SP:Iteration 4Q (6076.475798 sec): 3 clusters Score: Raw -842056.441146 + Penalty 2917.654668 = -839138.786478 nChanged 320 SP:Iteration 5Q (6076.531630 sec): 3 clusters Score: Raw -842204.401623 + Penalty 2917.654668 = -839286.746955 nChanged 294 SP:Iteration 6Q (6076.590019 sec): 3 clusters Score: Raw -842339.522839 + Penalty 2917.654668 = -839421.868171 nChanged 282 SP:Iteration 7Q (6076.648600 sec): 3 clusters Score: Raw -842481.447084 + Penalty 2917.654668 = -839563.792416 nChanged 303 SP:Iteration 8Q (6076.702670 sec): 3 clusters Score: Raw -842677.847483 + Penalty 2917.654668 = -839760.192815 nChanged 350 SP:Iteration 9Q (6076.764580 sec): 3 clusters Score: Raw -842917.552218 + Penalty 2917.654668 = -839999.897550 nChanged 363 SP:Iteration 10Q (6076.824472 sec): 3 clusters Score: Raw -843165.511321 + Penalty 2917.654668 = -840247.856653 nChanged 329 SP:Iteration 11Q (6076.881386 sec): 3 clusters Score: Raw -843389.150133 + Penalty 2917.654668 = -840471.495465 nChanged 272 SP:Iteration 12Q (6076.934433 sec): 3 clusters Score: Raw -843544.447403 + Penalty 2917.654668 = -840626.792735 nChanged 217 SP:Iteration 13Q (6077.001641 sec): 3 clusters Score: Raw -843641.014909 + Penalty 2917.654668 = -840723.360241 nChanged 163 SP:Iteration 14Q (6077.057057 sec): 3 clusters Score: Raw -843695.757831 + Penalty 2917.654668 = -840778.103163 nChanged 96 SP:Iteration 15Q (6077.113447 sec): 3 clusters Score: Raw -843726.522423 + Penalty 2917.654668 = -840808.867755 nChanged 82 SP:Iteration 16Q (6077.173126 sec): 3 clusters Score: Raw -843750.574376 + Penalty 2917.654668 = -840832.919708 nChanged 72 SP:Iteration 17Q (6077.242681 sec): 3 clusters Score: Raw -843766.611050 + Penalty 2917.654668 = -840848.956382 nChanged 43 SP:Iteration 18Q (6077.297086 sec): 3 clusters Score: Raw -843776.974484 + Penalty 2917.654668 = -840859.319816 nChanged 41 SP:Iteration 19Q (6077.355717 sec): 3 clusters Score: Raw -843786.935763 + Penalty 2917.654668 = -840869.281095 nChanged 39 SP:Iteration 20F (6077.411822 sec): 3 clusters Score: Raw -843794.963454 + Penalty 2917.654668 = -840877.308786 nChanged 30 SP:Iteration 21Q (6077.473265 sec): 3 clusters Score: Raw -843802.025634 + Penalty 2917.654668 = -840884.370966 nChanged 37 SP:Iteration 22Q (6077.525949 sec): 3 clusters Score: Raw -843809.916987 + Penalty 2917.654668 = -840892.262319 nChanged 33 SP:Iteration 23Q (6077.585576 sec): 3 clusters Score: Raw -843817.458619 + Penalty 2917.654668 = -840899.803951 nChanged 30 SP:Iteration 24Q (6077.645182 sec): 3 clusters Score: Raw -843823.641556 + Penalty 2917.654668 = -840905.986888 nChanged 29 SP:Iteration 25Q (6077.698777 sec): 3 clusters Score: Raw -843827.908178 + Penalty 2917.654668 = -840910.253510 nChanged 21 SP:Iteration 26Q (6077.759986 sec): 3 clusters Score: Raw -843831.304656 + Penalty 2917.654668 = -840913.649988 nChanged 20 SP:Iteration 27Q (6077.829600 sec): 3 clusters Score: Raw -843834.673120 + Penalty 2917.654668 = -840917.018452 nChanged 17 SP:Iteration 28Q (6077.879475 sec): 3 clusters Score: Raw -843837.721033 + Penalty 2917.654668 = -840920.066365 nChanged 22 SP:Iteration 29Q (6077.936738 sec): 3 clusters Score: Raw -843840.781216 + Penalty 2917.654668 = -840923.126548 nChanged 20 SP:Iteration 30Q (6077.997070 sec): 3 clusters Score: Raw -843843.701484 + Penalty 2917.654668 = -840926.046816 nChanged 23 SP:Iteration 31Q (6078.062858 sec): 3 clusters Score: Raw -843847.911413 + Penalty 2917.654668 = -840930.256746 nChanged 19 SP:Iteration 32Q (6078.119713 sec): 3 clusters Score: Raw -843851.761441 + Penalty 2917.654668 = -840934.106773 nChanged 18 SP:Iteration 33Q (6078.176679 sec): 3 clusters Score: Raw -843854.172503 + Penalty 2917.654668 = -840936.517835 nChanged 17 SP:Iteration 34Q (6078.232822 sec): 3 clusters Score: Raw -843857.229306 + Penalty 2917.654668 = -840939.574638 nChanged 15 SP:Iteration 35Q (6078.297256 sec): 3 clusters Score: Raw -843859.043523 + Penalty 2917.654668 = -840941.388855 nChanged 9 SP:Iteration 36Q (6078.350470 sec): 3 clusters Score: Raw -843860.627550 + Penalty 2917.654668 = -840942.972882 nChanged 11 SP:Iteration 37Q (6078.409604 sec): 3 clusters Score: Raw -843862.312292 + Penalty 2917.654668 = -840944.657624 nChanged 7 SP:Iteration 38Q (6078.456180 sec): 3 clusters Score: Raw -843863.078478 + Penalty 2917.654668 = -840945.423810 nChanged 6 SP:Iteration 39Q (6078.517493 sec): 3 clusters Score: Raw -843863.753156 + Penalty 2917.654668 = -840946.098488 nChanged 7 SP:Iteration 40F (6078.581809 sec): 3 clusters Score: Raw -843864.798089 + Penalty 2917.654668 = -840947.143421 nChanged 10 SP:Iteration 41Q (6078.635622 sec): 3 clusters Score: Raw -843866.077871 + Penalty 2917.654668 = -840948.423203 nChanged 7 SP:Iteration 42Q (6078.692959 sec): 3 clusters Score: Raw -843866.758881 + Penalty 2917.654668 = -840949.104213 nChanged 6 SP:Iteration 43Q (6078.752645 sec): 3 clusters Score: Raw -843867.484170 + Penalty 2917.654668 = -840949.829502 nChanged 6 SP:Iteration 44Q (6078.810038 sec): 3 clusters Score: Raw -843868.396084 + Penalty 2917.654668 = -840950.741416 nChanged 6 SP:Iteration 45Q (6078.871886 sec): 3 clusters Score: Raw -843869.430483 + Penalty 2917.654668 = -840951.775815 nChanged 9 SP:Iteration 46Q (6078.925626 sec): 3 clusters Score: Raw -843871.006123 + Penalty 2917.654668 = -840953.351455 nChanged 12 SP:Iteration 47Q (6078.989449 sec): 3 clusters Score: Raw -843872.995054 + Penalty 2917.654668 = -840955.340386 nChanged 9 SP:Iteration 48Q (6079.041766 sec): 3 clusters Score: Raw -843874.070079 + Penalty 2917.654668 = -840956.415411 nChanged 4 SP:Iteration 49Q (6079.102189 sec): 3 clusters Score: Raw -843874.607643 + Penalty 2917.654668 = -840956.952975 nChanged 3 SP:Iteration 50Q (6079.159742 sec): 3 clusters Score: Raw -843874.986788 + Penalty 2917.654668 = -840957.332120 nChanged 2 SP:Iteration 51Q (6079.229174 sec): 3 clusters Score: Raw -843875.206509 + Penalty 2917.654668 = -840957.551841 nChanged 1 SP:Iteration 52Q (6079.282098 sec): 3 clusters Score: Raw -843875.292571 + Penalty 2917.654668 = -840957.637903 nChanged 2 SP:Iteration 53Q (6079.346347 sec): 3 clusters Score: Raw -843875.540023 + Penalty 2917.654668 = -840957.885355 nChanged 2 SP:Iteration 54Q (6079.408194 sec): 3 clusters Score: Raw -843875.685777 + Penalty 2917.654668 = -840958.031109 nChanged 0 SP:Iteration 55F (6079.467395 sec): 3 clusters Score: Raw -843875.685777 + Penalty 2917.654668 = -840958.031109 nChanged 0 Trying to split cluster 22 (9651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6079.503448 sec): 2 clusters Score: Raw -1020756.242809 + Penalty 1490.907733 = -1019265.335077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6079.566050 sec): 3 clusters Score: Raw -1015285.610777 + Penalty 2981.815465 = -1012303.795311 nChanged 4115 SP:Iteration 1F (6079.614507 sec): 3 clusters Score: Raw -1017524.748140 + Penalty 2981.815465 = -1014542.932675 nChanged 574 SP:Iteration 2F (6079.678666 sec): 3 clusters Score: Raw -1017777.671295 + Penalty 2981.815465 = -1014795.855830 nChanged 474 SP:Iteration 3Q (6079.743676 sec): 3 clusters Score: Raw -1018019.819325 + Penalty 2981.815465 = -1015038.003859 nChanged 459 SP:Iteration 4Q (6079.800789 sec): 3 clusters Score: Raw -1018254.490253 + Penalty 2981.815465 = -1015272.674788 nChanged 418 SP:Iteration 5Q (6079.856137 sec): 3 clusters Score: Raw -1018495.813334 + Penalty 2981.815465 = -1015513.997868 nChanged 439 SP:Iteration 6Q (6079.915705 sec): 3 clusters Score: Raw -1018771.726230 + Penalty 2981.815465 = -1015789.910765 nChanged 458 SP:Iteration 7Q (6079.987747 sec): 3 clusters Score: Raw -1019107.801102 + Penalty 2981.815465 = -1016125.985636 nChanged 491 SP:Iteration 8F (6080.051855 sec): 3 clusters Score: Raw -1019491.224679 + Penalty 2981.815465 = -1016509.409214 nChanged 457 SP:Iteration 9Q (6080.108229 sec): 3 clusters Score: Raw -1019867.467681 + Penalty 2981.815465 = -1016885.652216 nChanged 385 SP:Iteration 10Q (6080.170621 sec): 3 clusters Score: Raw -1020183.054808 + Penalty 2981.815465 = -1017201.239342 nChanged 265 SP:Iteration 11Q (6080.217447 sec): 3 clusters Score: Raw -1020395.284801 + Penalty 2981.815465 = -1017413.469336 nChanged 181 SP:Iteration 12Q (6080.278228 sec): 3 clusters Score: Raw -1020553.198285 + Penalty 2981.815465 = -1017571.382820 nChanged 152 SP:Iteration 13Q (6080.343954 sec): 3 clusters Score: Raw -1020672.631223 + Penalty 2981.815465 = -1017690.815758 nChanged 95 SP:Iteration 14Q (6080.397524 sec): 3 clusters Score: Raw -1020751.671763 + Penalty 2981.815465 = -1017769.856298 nChanged 76 SP:Iteration 15Q (6080.467138 sec): 3 clusters Score: Raw -1020812.020308 + Penalty 2981.815465 = -1017830.204843 nChanged 43 SP:Iteration 16Q (6080.520072 sec): 3 clusters Score: Raw -1020850.378005 + Penalty 2981.815465 = -1017868.562540 nChanged 34 SP:Iteration 17Q (6080.580772 sec): 3 clusters Score: Raw -1020879.308448 + Penalty 2981.815465 = -1017897.492983 nChanged 18 SP:Iteration 18Q (6080.640324 sec): 3 clusters Score: Raw -1020897.217859 + Penalty 2981.815465 = -1017915.402394 nChanged 18 SP:Iteration 19Q (6080.690078 sec): 3 clusters Score: Raw -1020917.201819 + Penalty 2981.815465 = -1017935.386354 nChanged 15 SP:Iteration 20F (6080.758512 sec): 3 clusters Score: Raw -1020930.320745 + Penalty 2981.815465 = -1017948.505280 nChanged 11 SP:Iteration 21Q (6080.815219 sec): 3 clusters Score: Raw -1020938.341777 + Penalty 2981.815465 = -1017956.526312 nChanged 6 SP:Iteration 22Q (6080.882560 sec): 3 clusters Score: Raw -1020943.035137 + Penalty 2981.815465 = -1017961.219672 nChanged 5 SP:Iteration 23Q (6080.926287 sec): 3 clusters Score: Raw -1020948.575793 + Penalty 2981.815465 = -1017966.760327 nChanged 2 SP:Iteration 24Q (6080.985401 sec): 3 clusters Score: Raw -1020952.410035 + Penalty 2981.815465 = -1017970.594570 nChanged 6 SP:Iteration 25Q (6081.038561 sec): 3 clusters Score: Raw -1020958.412163 + Penalty 2981.815465 = -1017976.596698 nChanged 2 SP:Iteration 26Q (6081.101570 sec): 3 clusters Score: Raw -1020960.025495 + Penalty 2981.815465 = -1017978.210030 nChanged 3 SP:Iteration 27Q (6081.159524 sec): 3 clusters Score: Raw -1020961.962057 + Penalty 2981.815465 = -1017980.146592 nChanged 3 SP:Iteration 28Q (6081.227202 sec): 3 clusters Score: Raw -1020964.926480 + Penalty 2981.815465 = -1017983.111015 nChanged 2 SP:Iteration 29Q (6081.276602 sec): 3 clusters Score: Raw -1020966.849272 + Penalty 2981.815465 = -1017985.033806 nChanged 2 SP:Iteration 30Q (6081.335442 sec): 3 clusters Score: Raw -1020970.614514 + Penalty 2981.815465 = -1017988.799049 nChanged 3 SP:Iteration 31Q (6081.405702 sec): 3 clusters Score: Raw -1020973.573453 + Penalty 2981.815465 = -1017991.757988 nChanged 4 SP:Iteration 32Q (6081.462805 sec): 3 clusters Score: Raw -1020980.244790 + Penalty 2981.815465 = -1017998.429325 nChanged 6 SP:Iteration 33Q (6081.520862 sec): 3 clusters Score: Raw -1020986.005420 + Penalty 2981.815465 = -1018004.189955 nChanged 2 SP:Iteration 34Q (6081.577504 sec): 3 clusters Score: Raw -1020986.797279 + Penalty 2981.815465 = -1018004.981813 nChanged 0 SP:Iteration 35F (6081.641397 sec): 3 clusters Score: Raw -1020986.797279 + Penalty 2981.815465 = -1018004.981813 nChanged 0 Trying to split cluster 23 (1229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6081.669966 sec): 2 clusters Score: Raw -132455.170832 + Penalty 1156.017868 = -131299.152965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6081.714402 sec): 3 clusters Score: Raw -132028.133001 + Penalty 2312.035736 = -129716.097266 nChanged 407 SP:Iteration 1F (6081.757071 sec): 3 clusters Score: Raw -132360.750022 + Penalty 2312.035736 = -130048.714286 nChanged 90 SP:Iteration 2F (6081.797976 sec): 3 clusters Score: Raw -132451.042836 + Penalty 2312.035736 = -130139.007101 nChanged 47 SP:Iteration 3Q (6081.846871 sec): 3 clusters Score: Raw -132507.320407 + Penalty 2312.035736 = -130195.284671 nChanged 33 SP:Iteration 4Q (6081.894497 sec): 3 clusters Score: Raw -132535.869946 + Penalty 2312.035736 = -130223.834210 nChanged 23 SP:Iteration 5Q (6081.942333 sec): 3 clusters Score: Raw -132557.314490 + Penalty 2312.035736 = -130245.278754 nChanged 14 SP:Iteration 6Q (6081.980753 sec): 3 clusters Score: Raw -132570.333586 + Penalty 2312.035736 = -130258.297850 nChanged 9 SP:Iteration 7Q (6082.027054 sec): 3 clusters Score: Raw -132581.269466 + Penalty 2312.035736 = -130269.233730 nChanged 9 SP:Iteration 8Q (6082.071643 sec): 3 clusters Score: Raw -132592.650787 + Penalty 2312.035736 = -130280.615052 nChanged 9 SP:Iteration 9Q (6082.116701 sec): 3 clusters Score: Raw -132604.123326 + Penalty 2312.035736 = -130292.087590 nChanged 10 SP:Iteration 10Q (6082.157616 sec): 3 clusters Score: Raw -132619.499588 + Penalty 2312.035736 = -130307.463852 nChanged 12 SP:Iteration 11Q (6082.203901 sec): 3 clusters Score: Raw -132632.464544 + Penalty 2312.035736 = -130320.428808 nChanged 9 SP:Iteration 12Q (6082.254475 sec): 3 clusters Score: Raw -132646.996135 + Penalty 2312.035736 = -130334.960399 nChanged 9 SP:Iteration 13Q (6082.299496 sec): 3 clusters Score: Raw -132656.343144 + Penalty 2312.035736 = -130344.307408 nChanged 4 SP:Iteration 14Q (6082.341746 sec): 3 clusters Score: Raw -132658.755172 + Penalty 2312.035736 = -130346.719436 nChanged 2 SP:Iteration 15Q (6082.370912 sec): 3 clusters Score: Raw -132659.246029 + Penalty 2312.035736 = -130347.210293 nChanged 1 SP:Iteration 16Q (6082.416906 sec): 3 clusters Score: Raw -132661.210288 + Penalty 2312.035736 = -130349.174552 nChanged 1 SP:Iteration 17Q (6082.474522 sec): 3 clusters Score: Raw -132662.146695 + Penalty 2312.035736 = -130350.110959 nChanged 1 SP:Iteration 18Q (6082.506435 sec): 3 clusters Score: Raw -132662.817907 + Penalty 2312.035736 = -130350.782171 nChanged 0 SP:Iteration 19F (6082.556277 sec): 3 clusters Score: Raw -132662.817907 + Penalty 2312.035736 = -130350.782171 nChanged 0 Trying to split cluster 24 (26944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6082.622909 sec): 2 clusters Score: Raw -2929526.494780 + Penalty 1657.746337 = -2927868.748444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6082.712495 sec): 3 clusters Score: Raw -2913186.340518 + Penalty 3315.492673 = -2909870.847845 nChanged 12231 SP:Iteration 1F (6082.801981 sec): 3 clusters Score: Raw -2920282.640540 + Penalty 3315.492673 = -2916967.147867 nChanged 1424 SP:Iteration 2F (6082.877618 sec): 3 clusters Score: Raw -2920914.424594 + Penalty 3315.492673 = -2917598.931921 nChanged 1476 SP:Iteration 3F (6082.973921 sec): 3 clusters Score: Raw -2921650.261668 + Penalty 3315.492673 = -2918334.768995 nChanged 1526 SP:Iteration 4F (6083.057689 sec): 3 clusters Score: Raw -2922562.500125 + Penalty 3315.492673 = -2919247.007452 nChanged 1567 SP:Iteration 5F (6083.149699 sec): 3 clusters Score: Raw -2923615.514059 + Penalty 3315.492673 = -2920300.021386 nChanged 1608 SP:Iteration 6F (6083.242806 sec): 3 clusters Score: Raw -2924743.478316 + Penalty 3315.492673 = -2921427.985643 nChanged 1552 SP:Iteration 7F (6083.331512 sec): 3 clusters Score: Raw -2925753.430350 + Penalty 3315.492673 = -2922437.937677 nChanged 1222 SP:Iteration 8Q (6083.420422 sec): 3 clusters Score: Raw -2926321.571867 + Penalty 3315.492673 = -2923006.079194 nChanged 860 SP:Iteration 9Q (6083.510733 sec): 3 clusters Score: Raw -2926578.960963 + Penalty 3315.492673 = -2923263.468289 nChanged 535 SP:Iteration 10Q (6083.601342 sec): 3 clusters Score: Raw -2926724.210115 + Penalty 3315.492673 = -2923408.717442 nChanged 395 SP:Iteration 11Q (6083.688850 sec): 3 clusters Score: Raw -2926817.866469 + Penalty 3315.492673 = -2923502.373796 nChanged 310 SP:Iteration 12Q (6083.779986 sec): 3 clusters Score: Raw -2926892.614011 + Penalty 3315.492673 = -2923577.121338 nChanged 301 SP:Iteration 13Q (6083.875291 sec): 3 clusters Score: Raw -2926960.794436 + Penalty 3315.492673 = -2923645.301763 nChanged 293 SP:Iteration 14Q (6083.958115 sec): 3 clusters Score: Raw -2927028.615497 + Penalty 3315.492673 = -2923713.122824 nChanged 284 SP:Iteration 15Q (6084.057204 sec): 3 clusters Score: Raw -2927095.024734 + Penalty 3315.492673 = -2923779.532061 nChanged 291 SP:Iteration 16Q (6084.152260 sec): 3 clusters Score: Raw -2927159.353134 + Penalty 3315.492673 = -2923843.860461 nChanged 279 SP:Iteration 17Q (6084.242232 sec): 3 clusters Score: Raw -2927218.051732 + Penalty 3315.492673 = -2923902.559059 nChanged 274 SP:Iteration 18Q (6084.325710 sec): 3 clusters Score: Raw -2927276.473701 + Penalty 3315.492673 = -2923960.981028 nChanged 253 SP:Iteration 19Q (6084.415253 sec): 3 clusters Score: Raw -2927328.332846 + Penalty 3315.492673 = -2924012.840173 nChanged 247 SP:Iteration 20F (6084.511534 sec): 3 clusters Score: Raw -2927375.095252 + Penalty 3315.492673 = -2924059.602579 nChanged 233 SP:Iteration 21Q (6084.596543 sec): 3 clusters Score: Raw -2927418.482701 + Penalty 3315.492673 = -2924102.990028 nChanged 216 SP:Iteration 22Q (6084.690048 sec): 3 clusters Score: Raw -2927455.724544 + Penalty 3315.492673 = -2924140.231871 nChanged 211 SP:Iteration 23Q (6084.784612 sec): 3 clusters Score: Raw -2927495.423522 + Penalty 3315.492673 = -2924179.930849 nChanged 214 SP:Iteration 24Q (6084.871937 sec): 3 clusters Score: Raw -2927536.043634 + Penalty 3315.492673 = -2924220.550961 nChanged 230 SP:Iteration 25Q (6084.971179 sec): 3 clusters Score: Raw -2927581.323996 + Penalty 3315.492673 = -2924265.831323 nChanged 223 SP:Iteration 26Q (6085.047032 sec): 3 clusters Score: Raw -2927630.415248 + Penalty 3315.492673 = -2924314.922575 nChanged 264 SP:Iteration 27Q (6085.143756 sec): 3 clusters Score: Raw -2927691.593557 + Penalty 3315.492673 = -2924376.100884 nChanged 288 SP:Iteration 28Q (6085.225536 sec): 3 clusters Score: Raw -2927763.495007 + Penalty 3315.492673 = -2924448.002334 nChanged 312 SP:Iteration 29Q (6085.316506 sec): 3 clusters Score: Raw -2927856.898914 + Penalty 3315.492673 = -2924541.406241 nChanged 341 SP:Iteration 30Q (6085.414595 sec): 3 clusters Score: Raw -2927968.557053 + Penalty 3315.492673 = -2924653.064380 nChanged 363 SP:Iteration 31Q (6085.506006 sec): 3 clusters Score: Raw -2928089.656891 + Penalty 3315.492673 = -2924774.164218 nChanged 356 SP:Iteration 32Q (6085.600262 sec): 3 clusters Score: Raw -2928213.965836 + Penalty 3315.492673 = -2924898.473163 nChanged 382 SP:Iteration 33Q (6085.679626 sec): 3 clusters Score: Raw -2928345.669252 + Penalty 3315.492673 = -2925030.176579 nChanged 380 SP:Iteration 34Q (6085.765471 sec): 3 clusters Score: Raw -2928484.853205 + Penalty 3315.492673 = -2925169.360532 nChanged 366 SP:Iteration 35Q (6085.867576 sec): 3 clusters Score: Raw -2928622.109559 + Penalty 3315.492673 = -2925306.616886 nChanged 374 SP:Iteration 36Q (6085.947443 sec): 3 clusters Score: Raw -2928760.700053 + Penalty 3315.492673 = -2925445.207380 nChanged 332 SP:Iteration 37Q (6086.042684 sec): 3 clusters Score: Raw -2928880.682258 + Penalty 3315.492673 = -2925565.189585 nChanged 316 SP:Iteration 38Q (6086.125766 sec): 3 clusters Score: Raw -2928993.329299 + Penalty 3315.492673 = -2925677.836626 nChanged 285 SP:Iteration 39Q (6086.220407 sec): 3 clusters Score: Raw -2929083.633653 + Penalty 3315.492673 = -2925768.140980 nChanged 265 SP:Iteration 40F (6086.299192 sec): 3 clusters Score: Raw -2929171.162208 + Penalty 3315.492673 = -2925855.669535 nChanged 250 SP:Iteration 41Q (6086.387016 sec): 3 clusters Score: Raw -2929250.752208 + Penalty 3315.492673 = -2925935.259535 nChanged 216 SP:Iteration 42Q (6086.474533 sec): 3 clusters Score: Raw -2929309.908046 + Penalty 3315.492673 = -2925994.415373 nChanged 200 SP:Iteration 43Q (6086.563887 sec): 3 clusters Score: Raw -2929359.370284 + Penalty 3315.492673 = -2926043.877611 nChanged 189 SP:Iteration 44Q (6086.657787 sec): 3 clusters Score: Raw -2929406.259823 + Penalty 3315.492673 = -2926090.767150 nChanged 203 SP:Iteration 45Q (6086.742197 sec): 3 clusters Score: Raw -2929453.774841 + Penalty 3315.492673 = -2926138.282168 nChanged 182 SP:Iteration 46Q (6086.839606 sec): 3 clusters Score: Raw -2929496.087620 + Penalty 3315.492673 = -2926180.594947 nChanged 181 SP:Iteration 47Q (6086.916160 sec): 3 clusters Score: Raw -2929532.164740 + Penalty 3315.492673 = -2926216.672067 nChanged 155 SP:Iteration 48Q (6087.013238 sec): 3 clusters Score: Raw -2929561.717020 + Penalty 3315.492673 = -2926246.224347 nChanged 144 SP:Iteration 49Q (6087.098442 sec): 3 clusters Score: Raw -2929588.816813 + Penalty 3315.492673 = -2926273.324140 nChanged 136 SP:Iteration 50Q (6087.184887 sec): 3 clusters Score: Raw -2929615.053889 + Penalty 3315.492673 = -2926299.561216 nChanged 123 SP:Iteration 51Q (6087.271813 sec): 3 clusters Score: Raw -2929636.012762 + Penalty 3315.492673 = -2926320.520089 nChanged 107 SP:Iteration 52Q (6087.363722 sec): 3 clusters Score: Raw -2929653.018390 + Penalty 3315.492673 = -2926337.525717 nChanged 104 SP:Iteration 53Q (6087.448000 sec): 3 clusters Score: Raw -2929669.338825 + Penalty 3315.492673 = -2926353.846152 nChanged 100 SP:Iteration 54Q (6087.534960 sec): 3 clusters Score: Raw -2929684.307629 + Penalty 3315.492673 = -2926368.814956 nChanged 97 SP:Iteration 55Q (6087.616624 sec): 3 clusters Score: Raw -2929700.069892 + Penalty 3315.492673 = -2926384.577219 nChanged 92 SP:Iteration 56Q (6087.708140 sec): 3 clusters Score: Raw -2929715.931948 + Penalty 3315.492673 = -2926400.439275 nChanged 100 SP:Iteration 57Q (6087.787738 sec): 3 clusters Score: Raw -2929732.066709 + Penalty 3315.492673 = -2926416.574036 nChanged 95 SP:Iteration 58Q (6087.885132 sec): 3 clusters Score: Raw -2929747.161821 + Penalty 3315.492673 = -2926431.669148 nChanged 80 SP:Iteration 59Q (6087.951675 sec): 3 clusters Score: Raw -2929758.483709 + Penalty 3315.492673 = -2926442.991036 nChanged 69 SP:Iteration 60F (6088.047007 sec): 3 clusters Score: Raw -2929765.713384 + Penalty 3315.492673 = -2926450.220711 nChanged 60 SP:Iteration 61Q (6088.125648 sec): 3 clusters Score: Raw -2929772.630774 + Penalty 3315.492673 = -2926457.138101 nChanged 54 SP:Iteration 62Q (6088.212716 sec): 3 clusters Score: Raw -2929777.999170 + Penalty 3315.492673 = -2926462.506497 nChanged 46 SP:Iteration 63Q (6088.311494 sec): 3 clusters Score: Raw -2929782.492123 + Penalty 3315.492673 = -2926466.999450 nChanged 47 SP:Iteration 64Q (6088.387929 sec): 3 clusters Score: Raw -2929787.464842 + Penalty 3315.492673 = -2926471.972169 nChanged 43 SP:Iteration 65Q (6088.480894 sec): 3 clusters Score: Raw -2929791.508084 + Penalty 3315.492673 = -2926476.015411 nChanged 35 SP:Iteration 66Q (6088.572351 sec): 3 clusters Score: Raw -2929793.859651 + Penalty 3315.492673 = -2926478.366978 nChanged 26 SP:Iteration 67Q (6088.650239 sec): 3 clusters Score: Raw -2929796.213300 + Penalty 3315.492673 = -2926480.720627 nChanged 26 SP:Iteration 68Q (6088.747362 sec): 3 clusters Score: Raw -2929798.452475 + Penalty 3315.492673 = -2926482.959802 nChanged 31 SP:Iteration 69Q (6088.828792 sec): 3 clusters Score: Raw -2929802.052202 + Penalty 3315.492673 = -2926486.559529 nChanged 36 SP:Iteration 70Q (6088.918768 sec): 3 clusters Score: Raw -2929805.974280 + Penalty 3315.492673 = -2926490.481607 nChanged 37 SP:Iteration 71Q (6089.001533 sec): 3 clusters Score: Raw -2929810.377527 + Penalty 3315.492673 = -2926494.884854 nChanged 32 SP:Iteration 72Q (6089.090552 sec): 3 clusters Score: Raw -2929812.999671 + Penalty 3315.492673 = -2926497.506998 nChanged 24 SP:Iteration 73Q (6089.174971 sec): 3 clusters Score: Raw -2929814.746249 + Penalty 3315.492673 = -2926499.253576 nChanged 18 SP:Iteration 74Q (6089.253384 sec): 3 clusters Score: Raw -2929816.527429 + Penalty 3315.492673 = -2926501.034756 nChanged 17 SP:Iteration 75Q (6089.344372 sec): 3 clusters Score: Raw -2929817.875287 + Penalty 3315.492673 = -2926502.382614 nChanged 21 SP:Iteration 76Q (6089.430585 sec): 3 clusters Score: Raw -2929819.517536 + Penalty 3315.492673 = -2926504.024863 nChanged 20 SP:Iteration 77Q (6089.509242 sec): 3 clusters Score: Raw -2929820.961679 + Penalty 3315.492673 = -2926505.469006 nChanged 19 SP:Iteration 78Q (6089.603976 sec): 3 clusters Score: Raw -2929822.090216 + Penalty 3315.492673 = -2926506.597543 nChanged 11 SP:Iteration 79Q (6089.686138 sec): 3 clusters Score: Raw -2929822.762793 + Penalty 3315.492673 = -2926507.270120 nChanged 13 SP:Iteration 80F (6089.767712 sec): 3 clusters Score: Raw -2929823.694003 + Penalty 3315.492673 = -2926508.201330 nChanged 14 SP:Iteration 81Q (6089.861050 sec): 3 clusters Score: Raw -2929825.033674 + Penalty 3315.492673 = -2926509.541001 nChanged 14 SP:Iteration 82Q (6089.940730 sec): 3 clusters Score: Raw -2929826.099612 + Penalty 3315.492673 = -2926510.606939 nChanged 13 SP:Iteration 83Q (6090.028468 sec): 3 clusters Score: Raw -2929826.760390 + Penalty 3315.492673 = -2926511.267717 nChanged 11 SP:Iteration 84Q (6090.123987 sec): 3 clusters Score: Raw -2929827.476389 + Penalty 3315.492673 = -2926511.983716 nChanged 12 SP:Iteration 85Q (6090.207817 sec): 3 clusters Score: Raw -2929828.147484 + Penalty 3315.492673 = -2926512.654811 nChanged 15 SP:Iteration 86Q (6090.296344 sec): 3 clusters Score: Raw -2929829.034608 + Penalty 3315.492673 = -2926513.541935 nChanged 16 SP:Iteration 87Q (6090.370137 sec): 3 clusters Score: Raw -2929830.213465 + Penalty 3315.492673 = -2926514.720792 nChanged 11 SP:Iteration 88Q (6090.455869 sec): 3 clusters Score: Raw -2929830.880248 + Penalty 3315.492673 = -2926515.387575 nChanged 11 SP:Iteration 89Q (6090.543204 sec): 3 clusters Score: Raw -2929831.663350 + Penalty 3315.492673 = -2926516.170677 nChanged 12 SP:Iteration 90Q (6090.620844 sec): 3 clusters Score: Raw -2929832.425931 + Penalty 3315.492673 = -2926516.933258 nChanged 11 SP:Iteration 91Q (6090.715293 sec): 3 clusters Score: Raw -2929833.354869 + Penalty 3315.492673 = -2926517.862196 nChanged 12 SP:Iteration 92Q (6090.791879 sec): 3 clusters Score: Raw -2929834.166686 + Penalty 3315.492673 = -2926518.674012 nChanged 7 SP:Iteration 93Q (6090.886102 sec): 3 clusters Score: Raw -2929834.641605 + Penalty 3315.492673 = -2926519.148932 nChanged 5 SP:Iteration 94Q (6090.972003 sec): 3 clusters Score: Raw -2929834.863910 + Penalty 3315.492673 = -2926519.371237 nChanged 4 SP:Iteration 95Q (6091.045055 sec): 3 clusters Score: Raw -2929835.170924 + Penalty 3315.492673 = -2926519.678251 nChanged 4 SP:Iteration 96Q (6091.138211 sec): 3 clusters Score: Raw -2929835.395414 + Penalty 3315.492673 = -2926519.902741 nChanged 2 SP:Iteration 97Q (6091.218419 sec): 3 clusters Score: Raw -2929835.510212 + Penalty 3315.492673 = -2926520.017539 nChanged 1 SP:Iteration 98Q (6091.309180 sec): 3 clusters Score: Raw -2929835.528370 + Penalty 3315.492673 = -2926520.035697 nChanged 0 SP:Iteration 99F (6091.394689 sec): 3 clusters Score: Raw -2929835.528370 + Penalty 3315.492673 = -2926520.035697 nChanged 0 Trying to split cluster 25 (3074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6091.418980 sec): 2 clusters Score: Raw -321964.089381 + Penalty 1304.994425 = -320659.094956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6091.476814 sec): 3 clusters Score: Raw -320500.021787 + Penalty 2609.988850 = -317890.032937 nChanged 1130 SP:Iteration 1F (6091.526246 sec): 3 clusters Score: Raw -321123.038712 + Penalty 2609.988850 = -318513.049862 nChanged 227 SP:Iteration 2F (6091.566242 sec): 3 clusters Score: Raw -321263.523996 + Penalty 2609.988850 = -318653.535146 nChanged 158 SP:Iteration 3F (6091.619613 sec): 3 clusters Score: Raw -321354.022600 + Penalty 2609.988850 = -318744.033749 nChanged 119 SP:Iteration 4Q (6091.658183 sec): 3 clusters Score: Raw -321421.804607 + Penalty 2609.988850 = -318811.815756 nChanged 96 SP:Iteration 5Q (6091.703127 sec): 3 clusters Score: Raw -321475.191422 + Penalty 2609.988850 = -318865.202572 nChanged 74 SP:Iteration 6Q (6091.755811 sec): 3 clusters Score: Raw -321526.379009 + Penalty 2609.988850 = -318916.390158 nChanged 69 SP:Iteration 7Q (6091.814869 sec): 3 clusters Score: Raw -321561.604523 + Penalty 2609.988850 = -318951.615672 nChanged 63 SP:Iteration 8Q (6091.860250 sec): 3 clusters Score: Raw -321596.524683 + Penalty 2609.988850 = -318986.535833 nChanged 68 SP:Iteration 9Q (6091.903668 sec): 3 clusters Score: Raw -321641.027664 + Penalty 2609.988850 = -319031.038814 nChanged 74 SP:Iteration 10Q (6091.966420 sec): 3 clusters Score: Raw -321687.462715 + Penalty 2609.988850 = -319077.473865 nChanged 56 SP:Iteration 11Q (6092.007062 sec): 3 clusters Score: Raw -321722.083498 + Penalty 2609.988850 = -319112.094648 nChanged 65 SP:Iteration 12Q (6092.070516 sec): 3 clusters Score: Raw -321763.229848 + Penalty 2609.988850 = -319153.240997 nChanged 51 SP:Iteration 13Q (6092.115113 sec): 3 clusters Score: Raw -321795.310958 + Penalty 2609.988850 = -319185.322108 nChanged 53 SP:Iteration 14Q (6092.171658 sec): 3 clusters Score: Raw -321833.332401 + Penalty 2609.988850 = -319223.343551 nChanged 50 SP:Iteration 15Q (6092.211895 sec): 3 clusters Score: Raw -321867.307469 + Penalty 2609.988850 = -319257.318618 nChanged 41 SP:Iteration 16Q (6092.263429 sec): 3 clusters Score: Raw -321892.790014 + Penalty 2609.988850 = -319282.801163 nChanged 34 SP:Iteration 17Q (6092.313383 sec): 3 clusters Score: Raw -321912.227257 + Penalty 2609.988850 = -319302.238407 nChanged 22 SP:Iteration 18Q (6092.360940 sec): 3 clusters Score: Raw -321924.362225 + Penalty 2609.988850 = -319314.373375 nChanged 23 SP:Iteration 19Q (6092.399238 sec): 3 clusters Score: Raw -321935.142522 + Penalty 2609.988850 = -319325.153671 nChanged 20 SP:Iteration 20F (6092.449532 sec): 3 clusters Score: Raw -321947.937468 + Penalty 2609.988850 = -319337.948618 nChanged 16 SP:Iteration 21Q (6092.504322 sec): 3 clusters Score: Raw -321957.238742 + Penalty 2609.988850 = -319347.249892 nChanged 18 SP:Iteration 22Q (6092.557019 sec): 3 clusters Score: Raw -321966.458448 + Penalty 2609.988850 = -319356.469597 nChanged 12 SP:Iteration 23Q (6092.605659 sec): 3 clusters Score: Raw -321972.124906 + Penalty 2609.988850 = -319362.136056 nChanged 17 SP:Iteration 24Q (6092.657878 sec): 3 clusters Score: Raw -321980.834437 + Penalty 2609.988850 = -319370.845587 nChanged 12 SP:Iteration 25Q (6092.701757 sec): 3 clusters Score: Raw -321987.324834 + Penalty 2609.988850 = -319377.335984 nChanged 16 SP:Iteration 26Q (6092.757650 sec): 3 clusters Score: Raw -322000.368676 + Penalty 2609.988850 = -319390.379825 nChanged 18 SP:Iteration 27Q (6092.806465 sec): 3 clusters Score: Raw -322016.238706 + Penalty 2609.988850 = -319406.249856 nChanged 18 SP:Iteration 28Q (6092.847466 sec): 3 clusters Score: Raw -322030.096501 + Penalty 2609.988850 = -319420.107650 nChanged 13 SP:Iteration 29Q (6092.898940 sec): 3 clusters Score: Raw -322037.943265 + Penalty 2609.988850 = -319427.954414 nChanged 5 SP:Iteration 30Q (6092.950709 sec): 3 clusters Score: Raw -322040.943024 + Penalty 2609.988850 = -319430.954174 nChanged 8 SP:Iteration 31Q (6092.995911 sec): 3 clusters Score: Raw -322045.300032 + Penalty 2609.988850 = -319435.311182 nChanged 3 SP:Iteration 32Q (6093.044710 sec): 3 clusters Score: Raw -322046.854935 + Penalty 2609.988850 = -319436.866085 nChanged 2 SP:Iteration 33Q (6093.103866 sec): 3 clusters Score: Raw -322048.387348 + Penalty 2609.988850 = -319438.398498 nChanged 3 SP:Iteration 34Q (6093.155717 sec): 3 clusters Score: Raw -322049.536619 + Penalty 2609.988850 = -319439.547769 nChanged 1 SP:Iteration 35Q (6093.202470 sec): 3 clusters Score: Raw -322049.824923 + Penalty 2609.988850 = -319439.836073 nChanged 1 SP:Iteration 36Q (6093.263204 sec): 3 clusters Score: Raw -322050.621103 + Penalty 2609.988850 = -319440.632253 nChanged 1 SP:Iteration 37Q (6093.302326 sec): 3 clusters Score: Raw -322052.271802 + Penalty 2609.988850 = -319442.282952 nChanged 4 SP:Iteration 38Q (6093.361249 sec): 3 clusters Score: Raw -322055.383320 + Penalty 2609.988850 = -319445.394470 nChanged 6 SP:Iteration 39Q (6093.408065 sec): 3 clusters Score: Raw -322059.513131 + Penalty 2609.988850 = -319449.524280 nChanged 4 SP:Iteration 40F (6093.455969 sec): 3 clusters Score: Raw -322060.871076 + Penalty 2609.988850 = -319450.882226 nChanged 2 SP:Iteration 41Q (6093.510770 sec): 3 clusters Score: Raw -322061.476720 + Penalty 2609.988850 = -319451.487870 nChanged 0 SP:Iteration 42F (6093.557702 sec): 3 clusters Score: Raw -322061.476720 + Penalty 2609.988850 = -319451.487870 nChanged 0 Trying to split cluster 26 (14466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6093.597508 sec): 2 clusters Score: Raw -1466833.074044 + Penalty 1556.677906 = -1465276.396137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6093.674752 sec): 3 clusters Score: Raw -1458394.334842 + Penalty 3113.355813 = -1455280.979029 nChanged 6319 SP:Iteration 1F (6093.732886 sec): 3 clusters Score: Raw -1462011.494526 + Penalty 3113.355813 = -1458898.138713 nChanged 920 SP:Iteration 2F (6093.806419 sec): 3 clusters Score: Raw -1462524.279055 + Penalty 3113.355813 = -1459410.923242 nChanged 862 SP:Iteration 3F (6093.878491 sec): 3 clusters Score: Raw -1463021.164462 + Penalty 3113.355813 = -1459907.808650 nChanged 870 SP:Iteration 4F (6093.945565 sec): 3 clusters Score: Raw -1463563.437849 + Penalty 3113.355813 = -1460450.082036 nChanged 868 SP:Iteration 5F (6094.012257 sec): 3 clusters Score: Raw -1464108.452671 + Penalty 3113.355813 = -1460995.096858 nChanged 848 SP:Iteration 6F (6094.088906 sec): 3 clusters Score: Raw -1464638.644985 + Penalty 3113.355813 = -1461525.289172 nChanged 751 SP:Iteration 7F (6094.155536 sec): 3 clusters Score: Raw -1465051.944094 + Penalty 3113.355813 = -1461938.588281 nChanged 572 SP:Iteration 8Q (6094.231516 sec): 3 clusters Score: Raw -1465318.455794 + Penalty 3113.355813 = -1462205.099981 nChanged 426 SP:Iteration 9Q (6094.296019 sec): 3 clusters Score: Raw -1465496.896324 + Penalty 3113.355813 = -1462383.540511 nChanged 352 SP:Iteration 10Q (6094.369356 sec): 3 clusters Score: Raw -1465632.510724 + Penalty 3113.355813 = -1462519.154911 nChanged 289 SP:Iteration 11Q (6094.439517 sec): 3 clusters Score: Raw -1465739.813056 + Penalty 3113.355813 = -1462626.457243 nChanged 292 SP:Iteration 12Q (6094.511766 sec): 3 clusters Score: Raw -1465864.985605 + Penalty 3113.355813 = -1462751.629792 nChanged 286 SP:Iteration 13Q (6094.579440 sec): 3 clusters Score: Raw -1465977.936350 + Penalty 3113.355813 = -1462864.580537 nChanged 251 SP:Iteration 14Q (6094.644641 sec): 3 clusters Score: Raw -1466063.326595 + Penalty 3113.355813 = -1462949.970782 nChanged 220 SP:Iteration 15Q (6094.708421 sec): 3 clusters Score: Raw -1466132.248050 + Penalty 3113.355813 = -1463018.892238 nChanged 195 SP:Iteration 16Q (6094.785073 sec): 3 clusters Score: Raw -1466189.895125 + Penalty 3113.355813 = -1463076.539312 nChanged 169 SP:Iteration 17Q (6094.853637 sec): 3 clusters Score: Raw -1466237.467424 + Penalty 3113.355813 = -1463124.111611 nChanged 153 SP:Iteration 18Q (6094.920893 sec): 3 clusters Score: Raw -1466275.886157 + Penalty 3113.355813 = -1463162.530344 nChanged 126 SP:Iteration 19Q (6094.989396 sec): 3 clusters Score: Raw -1466306.368666 + Penalty 3113.355813 = -1463193.012853 nChanged 115 SP:Iteration 20F (6095.054178 sec): 3 clusters Score: Raw -1466332.001412 + Penalty 3113.355813 = -1463218.645599 nChanged 98 SP:Iteration 21Q (6095.127291 sec): 3 clusters Score: Raw -1466359.307865 + Penalty 3113.355813 = -1463245.952052 nChanged 115 SP:Iteration 22Q (6095.194933 sec): 3 clusters Score: Raw -1466387.424322 + Penalty 3113.355813 = -1463274.068509 nChanged 115 SP:Iteration 23Q (6095.267818 sec): 3 clusters Score: Raw -1466413.516843 + Penalty 3113.355813 = -1463300.161030 nChanged 109 SP:Iteration 24Q (6095.343082 sec): 3 clusters Score: Raw -1466440.630474 + Penalty 3113.355813 = -1463327.274661 nChanged 112 SP:Iteration 25Q (6095.402950 sec): 3 clusters Score: Raw -1466468.105007 + Penalty 3113.355813 = -1463354.749194 nChanged 112 SP:Iteration 26Q (6095.482078 sec): 3 clusters Score: Raw -1466493.972154 + Penalty 3113.355813 = -1463380.616342 nChanged 110 SP:Iteration 27Q (6095.543471 sec): 3 clusters Score: Raw -1466520.882449 + Penalty 3113.355813 = -1463407.526636 nChanged 115 SP:Iteration 28Q (6095.612925 sec): 3 clusters Score: Raw -1466546.781650 + Penalty 3113.355813 = -1463433.425837 nChanged 128 SP:Iteration 29Q (6095.681237 sec): 3 clusters Score: Raw -1466574.497382 + Penalty 3113.355813 = -1463461.141569 nChanged 95 SP:Iteration 30Q (6095.765893 sec): 3 clusters Score: Raw -1466593.703008 + Penalty 3113.355813 = -1463480.347195 nChanged 71 SP:Iteration 31Q (6095.830490 sec): 3 clusters Score: Raw -1466608.469826 + Penalty 3113.355813 = -1463495.114013 nChanged 86 SP:Iteration 32Q (6095.904014 sec): 3 clusters Score: Raw -1466623.344244 + Penalty 3113.355813 = -1463509.988431 nChanged 70 SP:Iteration 33Q (6095.965780 sec): 3 clusters Score: Raw -1466636.495113 + Penalty 3113.355813 = -1463523.139300 nChanged 69 SP:Iteration 34Q (6096.032897 sec): 3 clusters Score: Raw -1466650.230513 + Penalty 3113.355813 = -1463536.874700 nChanged 77 SP:Iteration 35Q (6096.097802 sec): 3 clusters Score: Raw -1466666.986790 + Penalty 3113.355813 = -1463553.630978 nChanged 92 SP:Iteration 36Q (6096.168275 sec): 3 clusters Score: Raw -1466686.191315 + Penalty 3113.355813 = -1463572.835503 nChanged 92 SP:Iteration 37Q (6096.250120 sec): 3 clusters Score: Raw -1466705.091853 + Penalty 3113.355813 = -1463591.736040 nChanged 96 SP:Iteration 38Q (6096.317776 sec): 3 clusters Score: Raw -1466724.630163 + Penalty 3113.355813 = -1463611.274350 nChanged 94 SP:Iteration 39Q (6096.386577 sec): 3 clusters Score: Raw -1466740.310573 + Penalty 3113.355813 = -1463626.954761 nChanged 80 SP:Iteration 40F (6096.454862 sec): 3 clusters Score: Raw -1466754.039525 + Penalty 3113.355813 = -1463640.683712 nChanged 78 SP:Iteration 41Q (6096.517836 sec): 3 clusters Score: Raw -1466766.277013 + Penalty 3113.355813 = -1463652.921200 nChanged 74 SP:Iteration 42Q (6096.586096 sec): 3 clusters Score: Raw -1466779.143696 + Penalty 3113.355813 = -1463665.787883 nChanged 73 SP:Iteration 43Q (6096.666488 sec): 3 clusters Score: Raw -1466792.668531 + Penalty 3113.355813 = -1463679.312718 nChanged 74 SP:Iteration 44Q (6096.727102 sec): 3 clusters Score: Raw -1466810.437031 + Penalty 3113.355813 = -1463697.081218 nChanged 91 SP:Iteration 45Q (6096.806208 sec): 3 clusters Score: Raw -1466831.831378 + Penalty 3113.355813 = -1463718.475565 nChanged 88 SP:Iteration 46Q (6096.866797 sec): 3 clusters Score: Raw -1466849.974689 + Penalty 3113.355813 = -1463736.618876 nChanged 85 SP:Iteration 47Q (6096.945657 sec): 3 clusters Score: Raw -1466868.960473 + Penalty 3113.355813 = -1463755.604660 nChanged 99 SP:Iteration 48Q (6097.011738 sec): 3 clusters Score: Raw -1466890.987042 + Penalty 3113.355813 = -1463777.631229 nChanged 70 SP:Iteration 49Q (6097.075135 sec): 3 clusters Score: Raw -1466904.631212 + Penalty 3113.355813 = -1463791.275399 nChanged 58 SP:Iteration 50Q (6097.141019 sec): 3 clusters Score: Raw -1466915.320165 + Penalty 3113.355813 = -1463801.964352 nChanged 62 SP:Iteration 51Q (6097.206372 sec): 3 clusters Score: Raw -1466926.592975 + Penalty 3113.355813 = -1463813.237163 nChanged 49 SP:Iteration 52Q (6097.281588 sec): 3 clusters Score: Raw -1466933.590313 + Penalty 3113.355813 = -1463820.234500 nChanged 54 SP:Iteration 53Q (6097.341782 sec): 3 clusters Score: Raw -1466943.003702 + Penalty 3113.355813 = -1463829.647889 nChanged 52 SP:Iteration 54Q (6097.416410 sec): 3 clusters Score: Raw -1466951.925852 + Penalty 3113.355813 = -1463838.570039 nChanged 42 SP:Iteration 55Q (6097.478900 sec): 3 clusters Score: Raw -1466958.471494 + Penalty 3113.355813 = -1463845.115681 nChanged 37 SP:Iteration 56Q (6097.542900 sec): 3 clusters Score: Raw -1466964.042706 + Penalty 3113.355813 = -1463850.686894 nChanged 33 SP:Iteration 57Q (6097.611960 sec): 3 clusters Score: Raw -1466969.338792 + Penalty 3113.355813 = -1463855.982979 nChanged 40 SP:Iteration 58Q (6097.683461 sec): 3 clusters Score: Raw -1466977.463191 + Penalty 3113.355813 = -1463864.107378 nChanged 49 SP:Iteration 59Q (6097.741155 sec): 3 clusters Score: Raw -1466985.071659 + Penalty 3113.355813 = -1463871.715846 nChanged 33 SP:Iteration 60F (6097.822921 sec): 3 clusters Score: Raw -1466989.337877 + Penalty 3113.355813 = -1463875.982064 nChanged 35 SP:Iteration 61Q (6097.883633 sec): 3 clusters Score: Raw -1466994.724700 + Penalty 3113.355813 = -1463881.368887 nChanged 36 SP:Iteration 62Q (6097.954821 sec): 3 clusters Score: Raw -1466998.787079 + Penalty 3113.355813 = -1463885.431267 nChanged 26 SP:Iteration 63Q (6098.024769 sec): 3 clusters Score: Raw -1467001.415122 + Penalty 3113.355813 = -1463888.059309 nChanged 22 SP:Iteration 64Q (6098.095059 sec): 3 clusters Score: Raw -1467004.474906 + Penalty 3113.355813 = -1463891.119093 nChanged 27 SP:Iteration 65Q (6098.160991 sec): 3 clusters Score: Raw -1467007.144011 + Penalty 3113.355813 = -1463893.788198 nChanged 23 SP:Iteration 66Q (6098.219923 sec): 3 clusters Score: Raw -1467009.945673 + Penalty 3113.355813 = -1463896.589860 nChanged 21 SP:Iteration 67Q (6098.294635 sec): 3 clusters Score: Raw -1467013.099606 + Penalty 3113.355813 = -1463899.743793 nChanged 22 SP:Iteration 68Q (6098.353494 sec): 3 clusters Score: Raw -1467016.063078 + Penalty 3113.355813 = -1463902.707265 nChanged 20 SP:Iteration 69Q (6098.421619 sec): 3 clusters Score: Raw -1467019.354981 + Penalty 3113.355813 = -1463905.999168 nChanged 29 SP:Iteration 70Q (6098.498215 sec): 3 clusters Score: Raw -1467024.417167 + Penalty 3113.355813 = -1463911.061354 nChanged 40 SP:Iteration 71Q (6098.557796 sec): 3 clusters Score: Raw -1467032.208369 + Penalty 3113.355813 = -1463918.852556 nChanged 46 SP:Iteration 72Q (6098.629974 sec): 3 clusters Score: Raw -1467041.455170 + Penalty 3113.355813 = -1463928.099357 nChanged 46 SP:Iteration 73Q (6098.690721 sec): 3 clusters Score: Raw -1467050.912189 + Penalty 3113.355813 = -1463937.556377 nChanged 41 SP:Iteration 74Q (6098.765304 sec): 3 clusters Score: Raw -1467057.974826 + Penalty 3113.355813 = -1463944.619013 nChanged 37 SP:Iteration 75Q (6098.830472 sec): 3 clusters Score: Raw -1467065.120192 + Penalty 3113.355813 = -1463951.764379 nChanged 39 SP:Iteration 76Q (6098.899878 sec): 3 clusters Score: Raw -1467072.323860 + Penalty 3113.355813 = -1463958.968047 nChanged 36 SP:Iteration 77Q (6098.962316 sec): 3 clusters Score: Raw -1467077.711432 + Penalty 3113.355813 = -1463964.355619 nChanged 38 SP:Iteration 78Q (6099.041306 sec): 3 clusters Score: Raw -1467083.407213 + Penalty 3113.355813 = -1463970.051400 nChanged 43 SP:Iteration 79Q (6099.107590 sec): 3 clusters Score: Raw -1467090.954158 + Penalty 3113.355813 = -1463977.598345 nChanged 43 SP:Iteration 80F (6099.171500 sec): 3 clusters Score: Raw -1467099.808070 + Penalty 3113.355813 = -1463986.452257 nChanged 37 SP:Iteration 81Q (6099.244232 sec): 3 clusters Score: Raw -1467104.861790 + Penalty 3113.355813 = -1463991.505977 nChanged 27 SP:Iteration 82Q (6099.314093 sec): 3 clusters Score: Raw -1467109.167841 + Penalty 3113.355813 = -1463995.812028 nChanged 30 SP:Iteration 83Q (6099.382709 sec): 3 clusters Score: Raw -1467114.518757 + Penalty 3113.355813 = -1464001.162944 nChanged 32 SP:Iteration 84Q (6099.446317 sec): 3 clusters Score: Raw -1467119.346763 + Penalty 3113.355813 = -1464005.990950 nChanged 24 SP:Iteration 85Q (6099.514880 sec): 3 clusters Score: Raw -1467122.050227 + Penalty 3113.355813 = -1464008.694414 nChanged 23 SP:Iteration 86Q (6099.584505 sec): 3 clusters Score: Raw -1467124.597897 + Penalty 3113.355813 = -1464011.242084 nChanged 20 SP:Iteration 87Q (6099.652398 sec): 3 clusters Score: Raw -1467126.383250 + Penalty 3113.355813 = -1464013.027437 nChanged 21 SP:Iteration 88Q (6099.718544 sec): 3 clusters Score: Raw -1467128.469910 + Penalty 3113.355813 = -1464015.114097 nChanged 10 SP:Iteration 89Q (6099.784608 sec): 3 clusters Score: Raw -1467129.452745 + Penalty 3113.355813 = -1464016.096932 nChanged 12 SP:Iteration 90Q (6099.862351 sec): 3 clusters Score: Raw -1467130.586212 + Penalty 3113.355813 = -1464017.230399 nChanged 12 SP:Iteration 91Q (6099.922162 sec): 3 clusters Score: Raw -1467131.456179 + Penalty 3113.355813 = -1464018.100366 nChanged 12 SP:Iteration 92Q (6099.985398 sec): 3 clusters Score: Raw -1467132.770664 + Penalty 3113.355813 = -1464019.414851 nChanged 8 SP:Iteration 93Q (6100.052134 sec): 3 clusters Score: Raw -1467133.751435 + Penalty 3113.355813 = -1464020.395623 nChanged 9 SP:Iteration 94Q (6100.128420 sec): 3 clusters Score: Raw -1467134.661860 + Penalty 3113.355813 = -1464021.306047 nChanged 3 SP:Iteration 95Q (6100.190412 sec): 3 clusters Score: Raw -1467134.964095 + Penalty 3113.355813 = -1464021.608282 nChanged 3 SP:Iteration 96Q (6100.254238 sec): 3 clusters Score: Raw -1467135.149797 + Penalty 3113.355813 = -1464021.793984 nChanged 2 SP:Iteration 97Q (6100.322117 sec): 3 clusters Score: Raw -1467135.313618 + Penalty 3113.355813 = -1464021.957805 nChanged 1 SP:Iteration 98Q (6100.398710 sec): 3 clusters Score: Raw -1467135.448446 + Penalty 3113.355813 = -1464022.092633 nChanged 6 SP:Iteration 99Q (6100.464799 sec): 3 clusters Score: Raw -1467136.025642 + Penalty 3113.355813 = -1464022.669829 nChanged 6 SP:Iteration 100F (6100.534784 sec): 3 clusters Score: Raw -1467136.442749 + Penalty 3113.355813 = -1464023.086936 nChanged 7 SP:Iteration 101Q (6100.596585 sec): 3 clusters Score: Raw -1467137.347092 + Penalty 3113.355813 = -1464023.991279 nChanged 10 SP:Iteration 102Q (6100.667355 sec): 3 clusters Score: Raw -1467138.337938 + Penalty 3113.355813 = -1464024.982125 nChanged 7 SP:Iteration 103Q (6100.728643 sec): 3 clusters Score: Raw -1467138.973974 + Penalty 3113.355813 = -1464025.618161 nChanged 11 SP:Iteration 104Q (6100.801580 sec): 3 clusters Score: Raw -1467140.414179 + Penalty 3113.355813 = -1464027.058366 nChanged 6 SP:Iteration 105Q (6100.868723 sec): 3 clusters Score: Raw -1467141.034292 + Penalty 3113.355813 = -1464027.678479 nChanged 5 SP:Iteration 106Q (6100.935279 sec): 3 clusters Score: Raw -1467141.380157 + Penalty 3113.355813 = -1464028.024344 nChanged 5 SP:Iteration 107Q (6100.992821 sec): 3 clusters Score: Raw -1467141.827363 + Penalty 3113.355813 = -1464028.471550 nChanged 7 SP:Iteration 108Q (6101.056996 sec): 3 clusters Score: Raw -1467142.459851 + Penalty 3113.355813 = -1464029.104038 nChanged 8 SP:Iteration 109Q (6101.136578 sec): 3 clusters Score: Raw -1467143.716694 + Penalty 3113.355813 = -1464030.360881 nChanged 10 SP:Iteration 110Q (6101.195468 sec): 3 clusters Score: Raw -1467145.310647 + Penalty 3113.355813 = -1464031.954834 nChanged 15 SP:Iteration 111Q (6101.271165 sec): 3 clusters Score: Raw -1467147.859887 + Penalty 3113.355813 = -1464034.504074 nChanged 16 SP:Iteration 112Q (6101.336808 sec): 3 clusters Score: Raw -1467150.280694 + Penalty 3113.355813 = -1464036.924881 nChanged 14 SP:Iteration 113Q (6101.395791 sec): 3 clusters Score: Raw -1467151.969760 + Penalty 3113.355813 = -1464038.613947 nChanged 21 SP:Iteration 114Q (6101.467006 sec): 3 clusters Score: Raw -1467155.168093 + Penalty 3113.355813 = -1464041.812280 nChanged 18 SP:Iteration 115Q (6101.524442 sec): 3 clusters Score: Raw -1467159.016743 + Penalty 3113.355813 = -1464045.660930 nChanged 21 SP:Iteration 116Q (6101.588833 sec): 3 clusters Score: Raw -1467163.518857 + Penalty 3113.355813 = -1464050.163044 nChanged 22 SP:Iteration 117Q (6101.662207 sec): 3 clusters Score: Raw -1467166.407103 + Penalty 3113.355813 = -1464053.051290 nChanged 15 SP:Iteration 118Q (6101.714201 sec): 3 clusters Score: Raw -1467167.919040 + Penalty 3113.355813 = -1464054.563227 nChanged 10 SP:Iteration 119Q (6101.782420 sec): 3 clusters Score: Raw -1467168.583344 + Penalty 3113.355813 = -1464055.227531 nChanged 10 SP:Iteration 120F (6101.847062 sec): 3 clusters Score: Raw -1467169.354387 + Penalty 3113.355813 = -1464055.998575 nChanged 10 SP:Iteration 121Q (6101.916130 sec): 3 clusters Score: Raw -1467170.067583 + Penalty 3113.355813 = -1464056.711770 nChanged 5 SP:Iteration 122Q (6101.987939 sec): 3 clusters Score: Raw -1467170.482704 + Penalty 3113.355813 = -1464057.126891 nChanged 2 SP:Iteration 123Q (6102.055074 sec): 3 clusters Score: Raw -1467170.626122 + Penalty 3113.355813 = -1464057.270309 nChanged 1 SP:Iteration 124Q (6102.119783 sec): 3 clusters Score: Raw -1467170.665596 + Penalty 3113.355813 = -1464057.309783 nChanged 1 SP:Iteration 125Q (6102.183431 sec): 3 clusters Score: Raw -1467170.714247 + Penalty 3113.355813 = -1464057.358434 nChanged 0 SP:Iteration 126F (6102.262838 sec): 3 clusters Score: Raw -1467170.714247 + Penalty 3113.355813 = -1464057.358434 nChanged 0 Trying to split cluster 27 (7321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6102.294336 sec): 2 clusters Score: Raw -746796.855905 + Penalty 1446.006609 = -745350.849296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6102.340644 sec): 3 clusters Score: Raw -742772.533525 + Penalty 2892.013218 = -739880.520307 nChanged 3053 SP:Iteration 1F (6102.401200 sec): 3 clusters Score: Raw -744440.552632 + Penalty 2892.013218 = -741548.539414 nChanged 486 SP:Iteration 2F (6102.459702 sec): 3 clusters Score: Raw -744697.106869 + Penalty 2892.013218 = -741805.093651 nChanged 412 SP:Iteration 3F (6102.520811 sec): 3 clusters Score: Raw -744967.535605 + Penalty 2892.013218 = -742075.522386 nChanged 427 SP:Iteration 4F (6102.580928 sec): 3 clusters Score: Raw -745269.748803 + Penalty 2892.013218 = -742377.735585 nChanged 415 SP:Iteration 5F (6102.623726 sec): 3 clusters Score: Raw -745510.083131 + Penalty 2892.013218 = -742618.069913 nChanged 388 SP:Iteration 6F (6102.684165 sec): 3 clusters Score: Raw -745734.662196 + Penalty 2892.013218 = -742842.648978 nChanged 331 SP:Iteration 7Q (6102.742601 sec): 3 clusters Score: Raw -745917.019635 + Penalty 2892.013218 = -743025.006417 nChanged 285 SP:Iteration 8Q (6102.803811 sec): 3 clusters Score: Raw -746058.341345 + Penalty 2892.013218 = -743166.328127 nChanged 273 SP:Iteration 9Q (6102.865479 sec): 3 clusters Score: Raw -746193.520782 + Penalty 2892.013218 = -743301.507564 nChanged 225 SP:Iteration 10Q (6102.927759 sec): 3 clusters Score: Raw -746294.637522 + Penalty 2892.013218 = -743402.624304 nChanged 195 SP:Iteration 11Q (6102.981367 sec): 3 clusters Score: Raw -746388.095235 + Penalty 2892.013218 = -743496.082016 nChanged 176 SP:Iteration 12Q (6103.043217 sec): 3 clusters Score: Raw -746471.078551 + Penalty 2892.013218 = -743579.065333 nChanged 161 SP:Iteration 13Q (6103.090702 sec): 3 clusters Score: Raw -746552.283367 + Penalty 2892.013218 = -743660.270149 nChanged 174 SP:Iteration 14Q (6103.150629 sec): 3 clusters Score: Raw -746655.336099 + Penalty 2892.013218 = -743763.322881 nChanged 201 SP:Iteration 15Q (6103.207109 sec): 3 clusters Score: Raw -746788.040510 + Penalty 2892.013218 = -743896.027292 nChanged 193 SP:Iteration 16Q (6103.269112 sec): 3 clusters Score: Raw -746886.653813 + Penalty 2892.013218 = -743994.640595 nChanged 172 SP:Iteration 17Q (6103.329959 sec): 3 clusters Score: Raw -746971.385980 + Penalty 2892.013218 = -744079.372762 nChanged 157 SP:Iteration 18Q (6103.388266 sec): 3 clusters Score: Raw -747039.002654 + Penalty 2892.013218 = -744146.989436 nChanged 133 SP:Iteration 19Q (6103.432318 sec): 3 clusters Score: Raw -747090.671591 + Penalty 2892.013218 = -744198.658373 nChanged 106 SP:Iteration 20F (6103.494151 sec): 3 clusters Score: Raw -747131.489812 + Penalty 2892.013218 = -744239.476594 nChanged 86 SP:Iteration 21Q (6103.544056 sec): 3 clusters Score: Raw -747160.641987 + Penalty 2892.013218 = -744268.628769 nChanged 73 SP:Iteration 22Q (6103.608371 sec): 3 clusters Score: Raw -747180.745691 + Penalty 2892.013218 = -744288.732473 nChanged 62 SP:Iteration 23Q (6103.669978 sec): 3 clusters Score: Raw -747199.591574 + Penalty 2892.013218 = -744307.578356 nChanged 50 SP:Iteration 24Q (6103.720426 sec): 3 clusters Score: Raw -747214.091837 + Penalty 2892.013218 = -744322.078618 nChanged 48 SP:Iteration 25Q (6103.787817 sec): 3 clusters Score: Raw -747226.115681 + Penalty 2892.013218 = -744334.102463 nChanged 33 SP:Iteration 26Q (6103.832798 sec): 3 clusters Score: Raw -747233.965938 + Penalty 2892.013218 = -744341.952719 nChanged 27 SP:Iteration 27Q (6103.889881 sec): 3 clusters Score: Raw -747240.807678 + Penalty 2892.013218 = -744348.794460 nChanged 32 SP:Iteration 28Q (6103.950459 sec): 3 clusters Score: Raw -747247.649250 + Penalty 2892.013218 = -744355.636032 nChanged 27 SP:Iteration 29Q (6104.013130 sec): 3 clusters Score: Raw -747252.737158 + Penalty 2892.013218 = -744360.723940 nChanged 17 SP:Iteration 30Q (6104.060991 sec): 3 clusters Score: Raw -747256.149764 + Penalty 2892.013218 = -744364.136545 nChanged 20 SP:Iteration 31Q (6104.125817 sec): 3 clusters Score: Raw -747260.567158 + Penalty 2892.013218 = -744368.553940 nChanged 15 SP:Iteration 32Q (6104.178861 sec): 3 clusters Score: Raw -747264.869691 + Penalty 2892.013218 = -744372.856473 nChanged 18 SP:Iteration 33Q (6104.244657 sec): 3 clusters Score: Raw -747268.134444 + Penalty 2892.013218 = -744376.121226 nChanged 24 SP:Iteration 34Q (6104.291157 sec): 3 clusters Score: Raw -747272.961572 + Penalty 2892.013218 = -744380.948354 nChanged 25 SP:Iteration 35Q (6104.351667 sec): 3 clusters Score: Raw -747277.369807 + Penalty 2892.013218 = -744385.356589 nChanged 23 SP:Iteration 36Q (6104.399671 sec): 3 clusters Score: Raw -747282.148226 + Penalty 2892.013218 = -744390.135008 nChanged 18 SP:Iteration 37Q (6104.466130 sec): 3 clusters Score: Raw -747284.887702 + Penalty 2892.013218 = -744392.874484 nChanged 13 SP:Iteration 38Q (6104.520501 sec): 3 clusters Score: Raw -747287.609686 + Penalty 2892.013218 = -744395.596467 nChanged 9 SP:Iteration 39Q (6104.576451 sec): 3 clusters Score: Raw -747289.706128 + Penalty 2892.013218 = -744397.692910 nChanged 10 SP:Iteration 40F (6104.622146 sec): 3 clusters Score: Raw -747291.218326 + Penalty 2892.013218 = -744399.205108 nChanged 7 SP:Iteration 41Q (6104.683211 sec): 3 clusters Score: Raw -747292.360052 + Penalty 2892.013218 = -744400.346833 nChanged 4 SP:Iteration 42Q (6104.734890 sec): 3 clusters Score: Raw -747292.742875 + Penalty 2892.013218 = -744400.729656 nChanged 4 SP:Iteration 43Q (6104.792675 sec): 3 clusters Score: Raw -747293.335017 + Penalty 2892.013218 = -744401.321798 nChanged 5 SP:Iteration 44Q (6104.862391 sec): 3 clusters Score: Raw -747293.719956 + Penalty 2892.013218 = -744401.706738 nChanged 4 SP:Iteration 45Q (6104.907650 sec): 3 clusters Score: Raw -747294.475846 + Penalty 2892.013218 = -744402.462628 nChanged 3 SP:Iteration 46Q (6104.970950 sec): 3 clusters Score: Raw -747295.003156 + Penalty 2892.013218 = -744402.989938 nChanged 4 SP:Iteration 47Q (6105.029699 sec): 3 clusters Score: Raw -747295.662242 + Penalty 2892.013218 = -744403.649024 nChanged 5 SP:Iteration 48Q (6105.087303 sec): 3 clusters Score: Raw -747296.250807 + Penalty 2892.013218 = -744404.237589 nChanged 4 SP:Iteration 49Q (6105.136852 sec): 3 clusters Score: Raw -747296.775728 + Penalty 2892.013218 = -744404.762510 nChanged 5 SP:Iteration 50Q (6105.187509 sec): 3 clusters Score: Raw -747297.191172 + Penalty 2892.013218 = -744405.177954 nChanged 3 SP:Iteration 51Q (6105.248194 sec): 3 clusters Score: Raw -747297.578882 + Penalty 2892.013218 = -744405.565664 nChanged 3 SP:Iteration 52Q (6105.309401 sec): 3 clusters Score: Raw -747298.179541 + Penalty 2892.013218 = -744406.166323 nChanged 4 SP:Iteration 53Q (6105.369567 sec): 3 clusters Score: Raw -747298.890630 + Penalty 2892.013218 = -744406.877412 nChanged 5 SP:Iteration 54Q (6105.423647 sec): 3 clusters Score: Raw -747299.663619 + Penalty 2892.013218 = -744407.650401 nChanged 6 SP:Iteration 55Q (6105.480570 sec): 3 clusters Score: Raw -747300.549017 + Penalty 2892.013218 = -744408.535798 nChanged 5 SP:Iteration 56Q (6105.536493 sec): 3 clusters Score: Raw -747301.377817 + Penalty 2892.013218 = -744409.364599 nChanged 7 SP:Iteration 57Q (6105.586854 sec): 3 clusters Score: Raw -747302.281888 + Penalty 2892.013218 = -744410.268670 nChanged 5 SP:Iteration 58Q (6105.640426 sec): 3 clusters Score: Raw -747303.161965 + Penalty 2892.013218 = -744411.148747 nChanged 4 SP:Iteration 59Q (6105.692660 sec): 3 clusters Score: Raw -747303.763054 + Penalty 2892.013218 = -744411.749836 nChanged 5 SP:Iteration 60F (6105.755667 sec): 3 clusters Score: Raw -747304.635850 + Penalty 2892.013218 = -744412.622632 nChanged 5 SP:Iteration 61Q (6105.817413 sec): 3 clusters Score: Raw -747305.680897 + Penalty 2892.013218 = -744413.667679 nChanged 5 SP:Iteration 62Q (6105.873904 sec): 3 clusters Score: Raw -747306.765614 + Penalty 2892.013218 = -744414.752396 nChanged 3 SP:Iteration 63Q (6105.921955 sec): 3 clusters Score: Raw -747307.153301 + Penalty 2892.013218 = -744415.140083 nChanged 4 SP:Iteration 64Q (6105.981384 sec): 3 clusters Score: Raw -747307.727042 + Penalty 2892.013218 = -744415.713823 nChanged 1 SP:Iteration 65Q (6106.041316 sec): 3 clusters Score: Raw -747307.767569 + Penalty 2892.013218 = -744415.754350 nChanged 0 SP:Iteration 66F (6106.103341 sec): 3 clusters Score: Raw -747307.767569 + Penalty 2892.013218 = -744415.754350 nChanged 0 Trying to split cluster 28 (3278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6106.134645 sec): 2 clusters Score: Raw -320437.617590 + Penalty 1315.435673 = -319122.181916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6106.175787 sec): 3 clusters Score: Raw -318879.201086 + Penalty 2630.871347 = -316248.329739 nChanged 1239 SP:Iteration 1F (6106.224049 sec): 3 clusters Score: Raw -319773.610618 + Penalty 2630.871347 = -317142.739271 nChanged 337 SP:Iteration 2F (6106.282507 sec): 3 clusters Score: Raw -320120.744394 + Penalty 2630.871347 = -317489.873047 nChanged 264 SP:Iteration 3F (6106.327700 sec): 3 clusters Score: Raw -320367.849544 + Penalty 2630.871347 = -317736.978197 nChanged 190 SP:Iteration 4F (6106.367797 sec): 3 clusters Score: Raw -320512.384184 + Penalty 2630.871347 = -317881.512837 nChanged 141 SP:Iteration 5Q (6106.428157 sec): 3 clusters Score: Raw -320612.692851 + Penalty 2630.871347 = -317981.821504 nChanged 106 SP:Iteration 6Q (6106.483459 sec): 3 clusters Score: Raw -320676.119757 + Penalty 2630.871347 = -318045.248411 nChanged 74 SP:Iteration 7Q (6106.535175 sec): 3 clusters Score: Raw -320714.215179 + Penalty 2630.871347 = -318083.343832 nChanged 45 SP:Iteration 8Q (6106.585430 sec): 3 clusters Score: Raw -320739.348825 + Penalty 2630.871347 = -318108.477479 nChanged 31 SP:Iteration 9Q (6106.625828 sec): 3 clusters Score: Raw -320753.372183 + Penalty 2630.871347 = -318122.500836 nChanged 18 SP:Iteration 10Q (6106.678484 sec): 3 clusters Score: Raw -320762.030243 + Penalty 2630.871347 = -318131.158896 nChanged 15 SP:Iteration 11Q (6106.727897 sec): 3 clusters Score: Raw -320768.692433 + Penalty 2630.871347 = -318137.821086 nChanged 11 SP:Iteration 12Q (6106.764463 sec): 3 clusters Score: Raw -320772.240194 + Penalty 2630.871347 = -318141.368848 nChanged 4 SP:Iteration 13Q (6106.812865 sec): 3 clusters Score: Raw -320773.833170 + Penalty 2630.871347 = -318142.961823 nChanged 5 SP:Iteration 14Q (6106.860953 sec): 3 clusters Score: Raw -320775.652929 + Penalty 2630.871347 = -318144.781582 nChanged 4 SP:Iteration 15Q (6106.910727 sec): 3 clusters Score: Raw -320776.629007 + Penalty 2630.871347 = -318145.757661 nChanged 2 SP:Iteration 16Q (6106.961790 sec): 3 clusters Score: Raw -320777.011173 + Penalty 2630.871347 = -318146.139826 nChanged 2 SP:Iteration 17Q (6107.007028 sec): 3 clusters Score: Raw -320777.778530 + Penalty 2630.871347 = -318146.907183 nChanged 0 SP:Iteration 18F (6107.059580 sec): 3 clusters Score: Raw -320777.778530 + Penalty 2630.871347 = -318146.907183 nChanged 0 Trying to split cluster 29 (19372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6107.115864 sec): 2 clusters Score: Raw -2050466.896989 + Penalty 1604.132401 = -2048862.764588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6107.186925 sec): 3 clusters Score: Raw -2038795.414297 + Penalty 3208.264801 = -2035587.149496 nChanged 8788 SP:Iteration 1F (6107.271345 sec): 3 clusters Score: Raw -2043600.688150 + Penalty 3208.264801 = -2040392.423349 nChanged 1048 SP:Iteration 2F (6107.345742 sec): 3 clusters Score: Raw -2044020.495877 + Penalty 3208.264801 = -2040812.231076 nChanged 989 SP:Iteration 3F (6107.427819 sec): 3 clusters Score: Raw -2044407.401232 + Penalty 3208.264801 = -2041199.136430 nChanged 932 SP:Iteration 4Q (6107.504904 sec): 3 clusters Score: Raw -2044787.439627 + Penalty 3208.264801 = -2041579.174826 nChanged 964 SP:Iteration 5Q (6107.584040 sec): 3 clusters Score: Raw -2045261.404053 + Penalty 3208.264801 = -2042053.139252 nChanged 1015 SP:Iteration 6F (6107.660682 sec): 3 clusters Score: Raw -2045823.783651 + Penalty 3208.264801 = -2042615.518849 nChanged 1104 SP:Iteration 7F (6107.735155 sec): 3 clusters Score: Raw -2046524.312580 + Penalty 3208.264801 = -2043316.047779 nChanged 1204 SP:Iteration 8F (6107.800790 sec): 3 clusters Score: Raw -2047397.025633 + Penalty 3208.264801 = -2044188.760832 nChanged 1199 SP:Iteration 9F (6107.889389 sec): 3 clusters Score: Raw -2048342.686410 + Penalty 3208.264801 = -2045134.421609 nChanged 966 SP:Iteration 10Q (6107.966182 sec): 3 clusters Score: Raw -2049138.082204 + Penalty 3208.264801 = -2045929.817403 nChanged 732 SP:Iteration 11Q (6108.049306 sec): 3 clusters Score: Raw -2049775.493078 + Penalty 3208.264801 = -2046567.228277 nChanged 463 SP:Iteration 12Q (6108.122624 sec): 3 clusters Score: Raw -2050157.196245 + Penalty 3208.264801 = -2046948.931444 nChanged 242 SP:Iteration 13Q (6108.205467 sec): 3 clusters Score: Raw -2050348.665142 + Penalty 3208.264801 = -2047140.400341 nChanged 131 SP:Iteration 14Q (6108.273490 sec): 3 clusters Score: Raw -2050452.490433 + Penalty 3208.264801 = -2047244.225632 nChanged 57 SP:Iteration 15Q (6108.357990 sec): 3 clusters Score: Raw -2050496.739313 + Penalty 3208.264801 = -2047288.474512 nChanged 44 SP:Iteration 16Q (6108.416151 sec): 3 clusters Score: Raw -2050539.638041 + Penalty 3208.264801 = -2047331.373240 nChanged 30 SP:Iteration 17Q (6108.496263 sec): 3 clusters Score: Raw -2050564.016545 + Penalty 3208.264801 = -2047355.751744 nChanged 17 SP:Iteration 18Q (6108.560696 sec): 3 clusters Score: Raw -2050581.859386 + Penalty 3208.264801 = -2047373.594585 nChanged 17 SP:Iteration 19Q (6108.632311 sec): 3 clusters Score: Raw -2050597.778523 + Penalty 3208.264801 = -2047389.513722 nChanged 10 SP:Iteration 20F (6108.712922 sec): 3 clusters Score: Raw -2050610.188096 + Penalty 3208.264801 = -2047401.923295 nChanged 8 SP:Iteration 21Q (6108.777362 sec): 3 clusters Score: Raw -2050616.884194 + Penalty 3208.264801 = -2047408.619393 nChanged 2 SP:Iteration 22Q (6108.858929 sec): 3 clusters Score: Raw -2050619.045310 + Penalty 3208.264801 = -2047410.780509 nChanged 3 SP:Iteration 23Q (6108.926804 sec): 3 clusters Score: Raw -2050621.984442 + Penalty 3208.264801 = -2047413.719641 nChanged 4 SP:Iteration 24Q (6108.994890 sec): 3 clusters Score: Raw -2050625.009631 + Penalty 3208.264801 = -2047416.744830 nChanged 0 SP:Iteration 25F (6109.063212 sec): 3 clusters Score: Raw -2050625.009631 + Penalty 3208.264801 = -2047416.744830 nChanged 0 Trying to split cluster 30 (14680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6109.120024 sec): 2 clusters Score: Raw -1606216.233780 + Penalty 1559.064212 = -1604657.169569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6109.186525 sec): 3 clusters Score: Raw -1597628.111163 + Penalty 3118.128423 = -1594509.982739 nChanged 6514 SP:Iteration 1F (6109.257709 sec): 3 clusters Score: Raw -1601442.200255 + Penalty 3118.128423 = -1598324.071832 nChanged 1022 SP:Iteration 2F (6109.325265 sec): 3 clusters Score: Raw -1602055.004267 + Penalty 3118.128423 = -1598936.875844 nChanged 973 SP:Iteration 3F (6109.390368 sec): 3 clusters Score: Raw -1602711.929096 + Penalty 3118.128423 = -1599593.800673 nChanged 951 SP:Iteration 4F (6109.462781 sec): 3 clusters Score: Raw -1603360.184911 + Penalty 3118.128423 = -1600242.056488 nChanged 841 SP:Iteration 5F (6109.529944 sec): 3 clusters Score: Raw -1603898.534688 + Penalty 3118.128423 = -1600780.406265 nChanged 774 SP:Iteration 6F (6109.598672 sec): 3 clusters Score: Raw -1604364.084786 + Penalty 3118.128423 = -1601245.956362 nChanged 695 SP:Iteration 7Q (6109.669708 sec): 3 clusters Score: Raw -1604782.315232 + Penalty 3118.128423 = -1601664.186808 nChanged 565 SP:Iteration 8Q (6109.724777 sec): 3 clusters Score: Raw -1605074.530146 + Penalty 3118.128423 = -1601956.401723 nChanged 467 SP:Iteration 9Q (6109.798602 sec): 3 clusters Score: Raw -1605299.768219 + Penalty 3118.128423 = -1602181.639796 nChanged 387 SP:Iteration 10Q (6109.872053 sec): 3 clusters Score: Raw -1605467.417867 + Penalty 3118.128423 = -1602349.289444 nChanged 298 SP:Iteration 11Q (6109.930209 sec): 3 clusters Score: Raw -1605577.713289 + Penalty 3118.128423 = -1602459.584866 nChanged 235 SP:Iteration 12Q (6110.005039 sec): 3 clusters Score: Raw -1605659.830881 + Penalty 3118.128423 = -1602541.702457 nChanged 194 SP:Iteration 13Q (6110.071448 sec): 3 clusters Score: Raw -1605723.856965 + Penalty 3118.128423 = -1602605.728542 nChanged 183 SP:Iteration 14Q (6110.147633 sec): 3 clusters Score: Raw -1605795.154686 + Penalty 3118.128423 = -1602677.026263 nChanged 217 SP:Iteration 15Q (6110.216786 sec): 3 clusters Score: Raw -1605879.959703 + Penalty 3118.128423 = -1602761.831280 nChanged 202 SP:Iteration 16Q (6110.283876 sec): 3 clusters Score: Raw -1605949.804570 + Penalty 3118.128423 = -1602831.676146 nChanged 180 SP:Iteration 17Q (6110.358362 sec): 3 clusters Score: Raw -1606008.426691 + Penalty 3118.128423 = -1602890.298267 nChanged 177 SP:Iteration 18Q (6110.419874 sec): 3 clusters Score: Raw -1606073.826068 + Penalty 3118.128423 = -1602955.697645 nChanged 188 SP:Iteration 19Q (6110.498832 sec): 3 clusters Score: Raw -1606153.156611 + Penalty 3118.128423 = -1603035.028188 nChanged 197 SP:Iteration 20F (6110.558171 sec): 3 clusters Score: Raw -1606227.734761 + Penalty 3118.128423 = -1603109.606338 nChanged 181 SP:Iteration 21Q (6110.629950 sec): 3 clusters Score: Raw -1606294.020918 + Penalty 3118.128423 = -1603175.892494 nChanged 170 SP:Iteration 22Q (6110.693002 sec): 3 clusters Score: Raw -1606357.423651 + Penalty 3118.128423 = -1603239.295228 nChanged 153 SP:Iteration 23Q (6110.757570 sec): 3 clusters Score: Raw -1606406.334775 + Penalty 3118.128423 = -1603288.206352 nChanged 139 SP:Iteration 24Q (6110.834969 sec): 3 clusters Score: Raw -1606449.758758 + Penalty 3118.128423 = -1603331.630335 nChanged 127 SP:Iteration 25Q (6110.896107 sec): 3 clusters Score: Raw -1606488.912884 + Penalty 3118.128423 = -1603370.784461 nChanged 121 SP:Iteration 26Q (6110.967239 sec): 3 clusters Score: Raw -1606528.551533 + Penalty 3118.128423 = -1603410.423110 nChanged 108 SP:Iteration 27Q (6111.039266 sec): 3 clusters Score: Raw -1606566.287463 + Penalty 3118.128423 = -1603448.159039 nChanged 104 SP:Iteration 28Q (6111.105800 sec): 3 clusters Score: Raw -1606598.438212 + Penalty 3118.128423 = -1603480.309789 nChanged 108 SP:Iteration 29Q (6111.166597 sec): 3 clusters Score: Raw -1606636.107788 + Penalty 3118.128423 = -1603517.979365 nChanged 98 SP:Iteration 30Q (6111.240356 sec): 3 clusters Score: Raw -1606669.562924 + Penalty 3118.128423 = -1603551.434501 nChanged 110 SP:Iteration 31Q (6111.298829 sec): 3 clusters Score: Raw -1606709.693825 + Penalty 3118.128423 = -1603591.565402 nChanged 95 SP:Iteration 32Q (6111.371826 sec): 3 clusters Score: Raw -1606740.178520 + Penalty 3118.128423 = -1603622.050097 nChanged 76 SP:Iteration 33Q (6111.449568 sec): 3 clusters Score: Raw -1606759.087118 + Penalty 3118.128423 = -1603640.958695 nChanged 72 SP:Iteration 34Q (6111.514239 sec): 3 clusters Score: Raw -1606779.505900 + Penalty 3118.128423 = -1603661.377477 nChanged 59 SP:Iteration 35Q (6111.573761 sec): 3 clusters Score: Raw -1606797.890078 + Penalty 3118.128423 = -1603679.761655 nChanged 58 SP:Iteration 36Q (6111.634212 sec): 3 clusters Score: Raw -1606812.903522 + Penalty 3118.128423 = -1603694.775098 nChanged 50 SP:Iteration 37Q (6111.711265 sec): 3 clusters Score: Raw -1606823.159276 + Penalty 3118.128423 = -1603705.030853 nChanged 46 SP:Iteration 38Q (6111.776613 sec): 3 clusters Score: Raw -1606834.866997 + Penalty 3118.128423 = -1603716.738574 nChanged 38 SP:Iteration 39Q (6111.844560 sec): 3 clusters Score: Raw -1606844.191986 + Penalty 3118.128423 = -1603726.063563 nChanged 37 SP:Iteration 40F (6111.917384 sec): 3 clusters Score: Raw -1606852.088971 + Penalty 3118.128423 = -1603733.960548 nChanged 37 SP:Iteration 41Q (6111.980978 sec): 3 clusters Score: Raw -1606860.548059 + Penalty 3118.128423 = -1603742.419636 nChanged 42 SP:Iteration 42Q (6112.049083 sec): 3 clusters Score: Raw -1606869.847128 + Penalty 3118.128423 = -1603751.718705 nChanged 40 SP:Iteration 43Q (6112.114857 sec): 3 clusters Score: Raw -1606878.532418 + Penalty 3118.128423 = -1603760.403995 nChanged 33 SP:Iteration 44Q (6112.196633 sec): 3 clusters Score: Raw -1606883.959901 + Penalty 3118.128423 = -1603765.831478 nChanged 19 SP:Iteration 45Q (6112.258258 sec): 3 clusters Score: Raw -1606887.053670 + Penalty 3118.128423 = -1603768.925246 nChanged 19 SP:Iteration 46Q (6112.329447 sec): 3 clusters Score: Raw -1606890.611425 + Penalty 3118.128423 = -1603772.483002 nChanged 14 SP:Iteration 47Q (6112.393293 sec): 3 clusters Score: Raw -1606893.210010 + Penalty 3118.128423 = -1603775.081587 nChanged 12 SP:Iteration 48Q (6112.469236 sec): 3 clusters Score: Raw -1606895.180371 + Penalty 3118.128423 = -1603777.051948 nChanged 9 SP:Iteration 49Q (6112.526614 sec): 3 clusters Score: Raw -1606896.216362 + Penalty 3118.128423 = -1603778.087938 nChanged 6 SP:Iteration 50Q (6112.597761 sec): 3 clusters Score: Raw -1606897.440358 + Penalty 3118.128423 = -1603779.311935 nChanged 8 SP:Iteration 51Q (6112.663899 sec): 3 clusters Score: Raw -1606898.292239 + Penalty 3118.128423 = -1603780.163816 nChanged 4 SP:Iteration 52Q (6112.733259 sec): 3 clusters Score: Raw -1606898.744466 + Penalty 3118.128423 = -1603780.616043 nChanged 6 SP:Iteration 53Q (6112.796168 sec): 3 clusters Score: Raw -1606899.894692 + Penalty 3118.128423 = -1603781.766269 nChanged 10 SP:Iteration 54Q (6112.862195 sec): 3 clusters Score: Raw -1606901.220096 + Penalty 3118.128423 = -1603783.091673 nChanged 12 SP:Iteration 55Q (6112.940055 sec): 3 clusters Score: Raw -1606903.530647 + Penalty 3118.128423 = -1603785.402224 nChanged 7 SP:Iteration 56Q (6112.998701 sec): 3 clusters Score: Raw -1606904.351160 + Penalty 3118.128423 = -1603786.222736 nChanged 11 SP:Iteration 57Q (6113.075722 sec): 3 clusters Score: Raw -1606906.345351 + Penalty 3118.128423 = -1603788.216928 nChanged 12 SP:Iteration 58Q (6113.134212 sec): 3 clusters Score: Raw -1606907.949204 + Penalty 3118.128423 = -1603789.820781 nChanged 4 SP:Iteration 59Q (6113.198936 sec): 3 clusters Score: Raw -1606908.580078 + Penalty 3118.128423 = -1603790.451654 nChanged 2 SP:Iteration 60F (6113.275683 sec): 3 clusters Score: Raw -1606909.011708 + Penalty 3118.128423 = -1603790.883285 nChanged 1 SP:Iteration 61Q (6113.347093 sec): 3 clusters Score: Raw -1606909.107347 + Penalty 3118.128423 = -1603790.978924 nChanged 1 SP:Iteration 62Q (6113.405007 sec): 3 clusters Score: Raw -1606909.158886 + Penalty 3118.128423 = -1603791.030463 nChanged 0 SP:Iteration 63F (6113.475068 sec): 3 clusters Score: Raw -1606909.158886 + Penalty 3118.128423 = -1603791.030463 nChanged 0 Trying to split cluster 31 (3459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6113.514039 sec): 2 clusters Score: Raw -350329.402462 + Penalty 1324.169406 = -349005.233055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6113.568321 sec): 3 clusters Score: Raw -348640.903125 + Penalty 2648.338813 = -345992.564312 nChanged 1329 SP:Iteration 1F (6113.616507 sec): 3 clusters Score: Raw -349405.068310 + Penalty 2648.338813 = -346756.729497 nChanged 278 SP:Iteration 2F (6113.663304 sec): 3 clusters Score: Raw -349582.307459 + Penalty 2648.338813 = -346933.968646 nChanged 180 SP:Iteration 3F (6113.723307 sec): 3 clusters Score: Raw -349711.547007 + Penalty 2648.338813 = -347063.208194 nChanged 155 SP:Iteration 4Q (6113.776337 sec): 3 clusters Score: Raw -349841.865817 + Penalty 2648.338813 = -347193.527004 nChanged 161 SP:Iteration 5Q (6113.823149 sec): 3 clusters Score: Raw -349957.532446 + Penalty 2648.338813 = -347309.193633 nChanged 142 SP:Iteration 6Q (6113.878550 sec): 3 clusters Score: Raw -350068.238669 + Penalty 2648.338813 = -347419.899856 nChanged 161 SP:Iteration 7Q (6113.923134 sec): 3 clusters Score: Raw -350214.132773 + Penalty 2648.338813 = -347565.793961 nChanged 150 SP:Iteration 8Q (6113.964388 sec): 3 clusters Score: Raw -350344.814126 + Penalty 2648.338813 = -347696.475314 nChanged 139 SP:Iteration 9Q (6114.020336 sec): 3 clusters Score: Raw -350443.111639 + Penalty 2648.338813 = -347794.772826 nChanged 120 SP:Iteration 10Q (6114.061831 sec): 3 clusters Score: Raw -350521.170018 + Penalty 2648.338813 = -347872.831205 nChanged 92 SP:Iteration 11Q (6114.110663 sec): 3 clusters Score: Raw -350569.222794 + Penalty 2648.338813 = -347920.883981 nChanged 65 SP:Iteration 12Q (6114.166197 sec): 3 clusters Score: Raw -350604.558840 + Penalty 2648.338813 = -347956.220027 nChanged 55 SP:Iteration 13Q (6114.218134 sec): 3 clusters Score: Raw -350629.031643 + Penalty 2648.338813 = -347980.692830 nChanged 39 SP:Iteration 14Q (6114.272336 sec): 3 clusters Score: Raw -350646.551123 + Penalty 2648.338813 = -347998.212310 nChanged 31 SP:Iteration 15Q (6114.322236 sec): 3 clusters Score: Raw -350658.471301 + Penalty 2648.338813 = -348010.132488 nChanged 25 SP:Iteration 16Q (6114.362721 sec): 3 clusters Score: Raw -350668.063741 + Penalty 2648.338813 = -348019.724928 nChanged 28 SP:Iteration 17Q (6114.420103 sec): 3 clusters Score: Raw -350677.284290 + Penalty 2648.338813 = -348028.945477 nChanged 25 SP:Iteration 18Q (6114.469360 sec): 3 clusters Score: Raw -350686.644320 + Penalty 2648.338813 = -348038.305507 nChanged 18 SP:Iteration 19Q (6114.528072 sec): 3 clusters Score: Raw -350694.702540 + Penalty 2648.338813 = -348046.363727 nChanged 12 SP:Iteration 20F (6114.576929 sec): 3 clusters Score: Raw -350698.819277 + Penalty 2648.338813 = -348050.480464 nChanged 8 SP:Iteration 21Q (6114.623368 sec): 3 clusters Score: Raw -350701.321936 + Penalty 2648.338813 = -348052.983123 nChanged 9 SP:Iteration 22Q (6114.674536 sec): 3 clusters Score: Raw -350704.083527 + Penalty 2648.338813 = -348055.744714 nChanged 7 SP:Iteration 23Q (6114.716527 sec): 3 clusters Score: Raw -350705.818004 + Penalty 2648.338813 = -348057.479191 nChanged 2 SP:Iteration 24Q (6114.771455 sec): 3 clusters Score: Raw -350706.360931 + Penalty 2648.338813 = -348058.022118 nChanged 1 SP:Iteration 25Q (6114.811871 sec): 3 clusters Score: Raw -350706.780530 + Penalty 2648.338813 = -348058.441717 nChanged 2 SP:Iteration 26Q (6114.870739 sec): 3 clusters Score: Raw -350707.321946 + Penalty 2648.338813 = -348058.983133 nChanged 3 SP:Iteration 27Q (6114.912696 sec): 3 clusters Score: Raw -350708.566561 + Penalty 2648.338813 = -348060.227748 nChanged 4 SP:Iteration 28Q (6114.965052 sec): 3 clusters Score: Raw -350709.565379 + Penalty 2648.338813 = -348061.226566 nChanged 3 SP:Iteration 29Q (6115.024272 sec): 3 clusters Score: Raw -350710.261573 + Penalty 2648.338813 = -348061.922760 nChanged 2 SP:Iteration 30Q (6115.068228 sec): 3 clusters Score: Raw -350710.646225 + Penalty 2648.338813 = -348062.307412 nChanged 2 SP:Iteration 31Q (6115.114918 sec): 3 clusters Score: Raw -350711.226394 + Penalty 2648.338813 = -348062.887581 nChanged 1 SP:Iteration 32Q (6115.161134 sec): 3 clusters Score: Raw -350711.405059 + Penalty 2648.338813 = -348063.066246 nChanged 0 SP:Iteration 33F (6115.212316 sec): 3 clusters Score: Raw -350711.405059 + Penalty 2648.338813 = -348063.066246 nChanged 0 Trying to split cluster 32 (5135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6115.250338 sec): 2 clusters Score: Raw -496528.494206 + Penalty 1388.373207 = -495140.120998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6115.294471 sec): 3 clusters Score: Raw -493862.922456 + Penalty 2776.746415 = -491086.176041 nChanged 2066 SP:Iteration 1F (6115.349309 sec): 3 clusters Score: Raw -494986.169449 + Penalty 2776.746415 = -492209.423034 nChanged 398 SP:Iteration 2F (6115.398210 sec): 3 clusters Score: Raw -495246.888837 + Penalty 2776.746415 = -492470.142422 nChanged 321 SP:Iteration 3F (6115.452930 sec): 3 clusters Score: Raw -495478.383915 + Penalty 2776.746415 = -492701.637501 nChanged 280 SP:Iteration 4F (6115.516400 sec): 3 clusters Score: Raw -495676.938885 + Penalty 2776.746415 = -492900.192471 nChanged 286 SP:Iteration 5F (6115.558091 sec): 3 clusters Score: Raw -495920.191290 + Penalty 2776.746415 = -493143.444875 nChanged 283 SP:Iteration 6F (6115.613330 sec): 3 clusters Score: Raw -496174.356617 + Penalty 2776.746415 = -493397.610202 nChanged 293 SP:Iteration 7F (6115.671104 sec): 3 clusters Score: Raw -496445.355855 + Penalty 2776.746415 = -493668.609441 nChanged 250 SP:Iteration 8Q (6115.724445 sec): 3 clusters Score: Raw -496658.843812 + Penalty 2776.746415 = -493882.097397 nChanged 215 SP:Iteration 9Q (6115.773542 sec): 3 clusters Score: Raw -496822.345235 + Penalty 2776.746415 = -494045.598820 nChanged 153 SP:Iteration 10Q (6115.827528 sec): 3 clusters Score: Raw -496920.826219 + Penalty 2776.746415 = -494144.079804 nChanged 138 SP:Iteration 11Q (6115.883726 sec): 3 clusters Score: Raw -496996.485184 + Penalty 2776.746415 = -494219.738769 nChanged 91 SP:Iteration 12Q (6115.925499 sec): 3 clusters Score: Raw -497041.253148 + Penalty 2776.746415 = -494264.506733 nChanged 79 SP:Iteration 13Q (6115.977029 sec): 3 clusters Score: Raw -497083.723114 + Penalty 2776.746415 = -494306.976699 nChanged 66 SP:Iteration 14Q (6116.037188 sec): 3 clusters Score: Raw -497120.931548 + Penalty 2776.746415 = -494344.185133 nChanged 61 SP:Iteration 15Q (6116.091344 sec): 3 clusters Score: Raw -497153.321869 + Penalty 2776.746415 = -494376.575454 nChanged 63 SP:Iteration 16Q (6116.134605 sec): 3 clusters Score: Raw -497187.255119 + Penalty 2776.746415 = -494410.508704 nChanged 47 SP:Iteration 17Q (6116.187936 sec): 3 clusters Score: Raw -497207.540406 + Penalty 2776.746415 = -494430.793991 nChanged 57 SP:Iteration 18Q (6116.243318 sec): 3 clusters Score: Raw -497232.665333 + Penalty 2776.746415 = -494455.918919 nChanged 51 SP:Iteration 19Q (6116.295560 sec): 3 clusters Score: Raw -497259.095072 + Penalty 2776.746415 = -494482.348657 nChanged 45 SP:Iteration 20F (6116.343349 sec): 3 clusters Score: Raw -497277.973014 + Penalty 2776.746415 = -494501.226599 nChanged 43 SP:Iteration 21Q (6116.406781 sec): 3 clusters Score: Raw -497299.076607 + Penalty 2776.746415 = -494522.330192 nChanged 40 SP:Iteration 22Q (6116.447980 sec): 3 clusters Score: Raw -497319.750163 + Penalty 2776.746415 = -494543.003748 nChanged 42 SP:Iteration 23Q (6116.511634 sec): 3 clusters Score: Raw -497338.134134 + Penalty 2776.746415 = -494561.387719 nChanged 41 SP:Iteration 24Q (6116.568688 sec): 3 clusters Score: Raw -497360.816317 + Penalty 2776.746415 = -494584.069902 nChanged 42 SP:Iteration 25Q (6116.623962 sec): 3 clusters Score: Raw -497381.820112 + Penalty 2776.746415 = -494605.073698 nChanged 38 SP:Iteration 26Q (6116.675106 sec): 3 clusters Score: Raw -497398.855823 + Penalty 2776.746415 = -494622.109408 nChanged 39 SP:Iteration 27Q (6116.727289 sec): 3 clusters Score: Raw -497414.493013 + Penalty 2776.746415 = -494637.746598 nChanged 33 SP:Iteration 28Q (6116.764782 sec): 3 clusters Score: Raw -497428.037999 + Penalty 2776.746415 = -494651.291584 nChanged 27 SP:Iteration 29Q (6116.813820 sec): 3 clusters Score: Raw -497435.707695 + Penalty 2776.746415 = -494658.961280 nChanged 21 SP:Iteration 30Q (6116.870446 sec): 3 clusters Score: Raw -497442.544535 + Penalty 2776.746415 = -494665.798121 nChanged 12 SP:Iteration 31Q (6116.923164 sec): 3 clusters Score: Raw -497446.919867 + Penalty 2776.746415 = -494670.173452 nChanged 12 SP:Iteration 32Q (6116.972590 sec): 3 clusters Score: Raw -497451.639743 + Penalty 2776.746415 = -494674.893328 nChanged 18 SP:Iteration 33Q (6117.023587 sec): 3 clusters Score: Raw -497458.594560 + Penalty 2776.746415 = -494681.848145 nChanged 17 SP:Iteration 34Q (6117.077442 sec): 3 clusters Score: Raw -497462.650438 + Penalty 2776.746415 = -494685.904023 nChanged 10 SP:Iteration 35Q (6117.121732 sec): 3 clusters Score: Raw -497465.833225 + Penalty 2776.746415 = -494689.086810 nChanged 9 SP:Iteration 36Q (6117.178500 sec): 3 clusters Score: Raw -497468.098180 + Penalty 2776.746415 = -494691.351766 nChanged 5 SP:Iteration 37Q (6117.224188 sec): 3 clusters Score: Raw -497469.028119 + Penalty 2776.746415 = -494692.281704 nChanged 2 SP:Iteration 38Q (6117.290041 sec): 3 clusters Score: Raw -497469.827915 + Penalty 2776.746415 = -494693.081501 nChanged 2 SP:Iteration 39Q (6117.342721 sec): 3 clusters Score: Raw -497470.262686 + Penalty 2776.746415 = -494693.516271 nChanged 0 SP:Iteration 40F (6117.383801 sec): 3 clusters Score: Raw -497470.262686 + Penalty 2776.746415 = -494693.516271 nChanged 0 Trying to split cluster 33 (6432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6117.418376 sec): 2 clusters Score: Raw -677873.689458 + Penalty 1424.969132 = -676448.720327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6117.478259 sec): 3 clusters Score: Raw -674380.088198 + Penalty 2849.938264 = -671530.149935 nChanged 2681 SP:Iteration 1F (6117.531994 sec): 3 clusters Score: Raw -675808.055984 + Penalty 2849.938264 = -672958.117720 nChanged 421 SP:Iteration 2F (6117.592796 sec): 3 clusters Score: Raw -676016.851698 + Penalty 2849.938264 = -673166.913434 nChanged 329 SP:Iteration 3F (6117.645376 sec): 3 clusters Score: Raw -676160.555469 + Penalty 2849.938264 = -673310.617205 nChanged 270 SP:Iteration 4Q (6117.701998 sec): 3 clusters Score: Raw -676294.683732 + Penalty 2849.938264 = -673444.745469 nChanged 245 SP:Iteration 5Q (6117.757703 sec): 3 clusters Score: Raw -676421.186227 + Penalty 2849.938264 = -673571.247963 nChanged 253 SP:Iteration 6Q (6117.811246 sec): 3 clusters Score: Raw -676568.606029 + Penalty 2849.938264 = -673718.667765 nChanged 251 SP:Iteration 7Q (6117.867076 sec): 3 clusters Score: Raw -676721.576124 + Penalty 2849.938264 = -673871.637860 nChanged 244 SP:Iteration 8Q (6117.935353 sec): 3 clusters Score: Raw -676868.549476 + Penalty 2849.938264 = -674018.611212 nChanged 239 SP:Iteration 9Q (6117.986927 sec): 3 clusters Score: Raw -677006.662610 + Penalty 2849.938264 = -674156.724347 nChanged 220 SP:Iteration 10Q (6118.036280 sec): 3 clusters Score: Raw -677145.021940 + Penalty 2849.938264 = -674295.083676 nChanged 196 SP:Iteration 11Q (6118.086060 sec): 3 clusters Score: Raw -677273.301843 + Penalty 2849.938264 = -674423.363580 nChanged 182 SP:Iteration 12Q (6118.142573 sec): 3 clusters Score: Raw -677388.691443 + Penalty 2849.938264 = -674538.753179 nChanged 166 SP:Iteration 13Q (6118.200129 sec): 3 clusters Score: Raw -677487.847224 + Penalty 2849.938264 = -674637.908961 nChanged 162 SP:Iteration 14Q (6118.248766 sec): 3 clusters Score: Raw -677593.840821 + Penalty 2849.938264 = -674743.902558 nChanged 148 SP:Iteration 15Q (6118.309177 sec): 3 clusters Score: Raw -677703.952663 + Penalty 2849.938264 = -674854.014399 nChanged 127 SP:Iteration 16Q (6118.372369 sec): 3 clusters Score: Raw -677787.250829 + Penalty 2849.938264 = -674937.312565 nChanged 97 SP:Iteration 17Q (6118.429477 sec): 3 clusters Score: Raw -677847.186488 + Penalty 2849.938264 = -674997.248224 nChanged 85 SP:Iteration 18Q (6118.472088 sec): 3 clusters Score: Raw -677894.122949 + Penalty 2849.938264 = -675044.184686 nChanged 69 SP:Iteration 19Q (6118.526243 sec): 3 clusters Score: Raw -677944.174714 + Penalty 2849.938264 = -675094.236450 nChanged 58 SP:Iteration 20F (6118.579646 sec): 3 clusters Score: Raw -677992.201306 + Penalty 2849.938264 = -675142.263042 nChanged 57 SP:Iteration 21Q (6118.635821 sec): 3 clusters Score: Raw -678023.141661 + Penalty 2849.938264 = -675173.203398 nChanged 36 SP:Iteration 22Q (6118.683602 sec): 3 clusters Score: Raw -678042.313982 + Penalty 2849.938264 = -675192.375718 nChanged 24 SP:Iteration 23Q (6118.740213 sec): 3 clusters Score: Raw -678058.405008 + Penalty 2849.938264 = -675208.466745 nChanged 20 SP:Iteration 24Q (6118.800821 sec): 3 clusters Score: Raw -678070.614998 + Penalty 2849.938264 = -675220.676735 nChanged 18 SP:Iteration 25Q (6118.857235 sec): 3 clusters Score: Raw -678081.039567 + Penalty 2849.938264 = -675231.101304 nChanged 14 SP:Iteration 26Q (6118.904997 sec): 3 clusters Score: Raw -678091.100329 + Penalty 2849.938264 = -675241.162065 nChanged 15 SP:Iteration 27Q (6118.960864 sec): 3 clusters Score: Raw -678100.906526 + Penalty 2849.938264 = -675250.968262 nChanged 10 SP:Iteration 28Q (6119.014117 sec): 3 clusters Score: Raw -678107.747839 + Penalty 2849.938264 = -675257.809576 nChanged 10 SP:Iteration 29Q (6119.077693 sec): 3 clusters Score: Raw -678115.724886 + Penalty 2849.938264 = -675265.786623 nChanged 11 SP:Iteration 30Q (6119.123361 sec): 3 clusters Score: Raw -678125.198425 + Penalty 2849.938264 = -675275.260161 nChanged 12 SP:Iteration 31Q (6119.185042 sec): 3 clusters Score: Raw -678133.843924 + Penalty 2849.938264 = -675283.905660 nChanged 12 SP:Iteration 32Q (6119.233569 sec): 3 clusters Score: Raw -678142.162738 + Penalty 2849.938264 = -675292.224474 nChanged 9 SP:Iteration 33Q (6119.293793 sec): 3 clusters Score: Raw -678148.585835 + Penalty 2849.938264 = -675298.647571 nChanged 9 SP:Iteration 34Q (6119.349450 sec): 3 clusters Score: Raw -678153.807724 + Penalty 2849.938264 = -675303.869461 nChanged 5 SP:Iteration 35Q (6119.403643 sec): 3 clusters Score: Raw -678157.901791 + Penalty 2849.938264 = -675307.963527 nChanged 4 SP:Iteration 36Q (6119.449254 sec): 3 clusters Score: Raw -678160.436948 + Penalty 2849.938264 = -675310.498684 nChanged 2 SP:Iteration 37Q (6119.507722 sec): 3 clusters Score: Raw -678162.081853 + Penalty 2849.938264 = -675312.143589 nChanged 3 SP:Iteration 38Q (6119.568087 sec): 3 clusters Score: Raw -678163.904440 + Penalty 2849.938264 = -675313.966176 nChanged 0 SP:Iteration 39F (6119.618445 sec): 3 clusters Score: Raw -678163.904440 + Penalty 2849.938264 = -675313.966176 nChanged 0 Trying to split cluster 34 (17822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6119.666266 sec): 2 clusters Score: Raw -1828929.395336 + Penalty 1590.580701 = -1827338.814636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6119.739022 sec): 3 clusters Score: Raw -1818320.442028 + Penalty 3181.161402 = -1815139.280627 nChanged 8019 SP:Iteration 1F (6119.819250 sec): 3 clusters Score: Raw -1822988.337372 + Penalty 3181.161402 = -1819807.175970 nChanged 1217 SP:Iteration 2F (6119.896143 sec): 3 clusters Score: Raw -1823739.692593 + Penalty 3181.161402 = -1820558.531192 nChanged 1254 SP:Iteration 3F (6119.962243 sec): 3 clusters Score: Raw -1824565.809559 + Penalty 3181.161402 = -1821384.648157 nChanged 1232 SP:Iteration 4F (6120.043182 sec): 3 clusters Score: Raw -1825398.491175 + Penalty 3181.161402 = -1822217.329773 nChanged 1113 SP:Iteration 5F (6120.118894 sec): 3 clusters Score: Raw -1826199.881368 + Penalty 3181.161402 = -1823018.719967 nChanged 1023 SP:Iteration 6F (6120.188183 sec): 3 clusters Score: Raw -1826948.073714 + Penalty 3181.161402 = -1823766.912312 nChanged 799 SP:Iteration 7Q (6120.269552 sec): 3 clusters Score: Raw -1827548.893711 + Penalty 3181.161402 = -1824367.732309 nChanged 624 SP:Iteration 8Q (6120.336060 sec): 3 clusters Score: Raw -1828002.038155 + Penalty 3181.161402 = -1824820.876754 nChanged 445 SP:Iteration 9Q (6120.420219 sec): 3 clusters Score: Raw -1828324.028406 + Penalty 3181.161402 = -1825142.867005 nChanged 364 SP:Iteration 10Q (6120.486103 sec): 3 clusters Score: Raw -1828581.073872 + Penalty 3181.161402 = -1825399.912470 nChanged 276 SP:Iteration 11Q (6120.562183 sec): 3 clusters Score: Raw -1828743.553111 + Penalty 3181.161402 = -1825562.391709 nChanged 227 SP:Iteration 12Q (6120.634908 sec): 3 clusters Score: Raw -1828845.962931 + Penalty 3181.161402 = -1825664.801529 nChanged 185 SP:Iteration 13Q (6120.714883 sec): 3 clusters Score: Raw -1828915.762190 + Penalty 3181.161402 = -1825734.600789 nChanged 131 SP:Iteration 14Q (6120.783657 sec): 3 clusters Score: Raw -1828952.738710 + Penalty 3181.161402 = -1825771.577309 nChanged 105 SP:Iteration 15Q (6120.857673 sec): 3 clusters Score: Raw -1828981.261429 + Penalty 3181.161402 = -1825800.100028 nChanged 90 SP:Iteration 16Q (6120.940024 sec): 3 clusters Score: Raw -1829002.109727 + Penalty 3181.161402 = -1825820.948325 nChanged 74 SP:Iteration 17Q (6121.014496 sec): 3 clusters Score: Raw -1829018.026821 + Penalty 3181.161402 = -1825836.865420 nChanged 72 SP:Iteration 18Q (6121.078043 sec): 3 clusters Score: Raw -1829031.553757 + Penalty 3181.161402 = -1825850.392355 nChanged 62 SP:Iteration 19Q (6121.152419 sec): 3 clusters Score: Raw -1829045.547511 + Penalty 3181.161402 = -1825864.386110 nChanged 74 SP:Iteration 20F (6121.235390 sec): 3 clusters Score: Raw -1829063.835339 + Penalty 3181.161402 = -1825882.673938 nChanged 68 SP:Iteration 21Q (6121.311029 sec): 3 clusters Score: Raw -1829078.234786 + Penalty 3181.161402 = -1825897.073385 nChanged 63 SP:Iteration 22Q (6121.385628 sec): 3 clusters Score: Raw -1829091.170518 + Penalty 3181.161402 = -1825910.009116 nChanged 61 SP:Iteration 23Q (6121.451184 sec): 3 clusters Score: Raw -1829103.055445 + Penalty 3181.161402 = -1825921.894044 nChanged 56 SP:Iteration 24Q (6121.515648 sec): 3 clusters Score: Raw -1829113.636664 + Penalty 3181.161402 = -1825932.475262 nChanged 47 SP:Iteration 25Q (6121.598267 sec): 3 clusters Score: Raw -1829122.472787 + Penalty 3181.161402 = -1825941.311386 nChanged 44 SP:Iteration 26Q (6121.670151 sec): 3 clusters Score: Raw -1829131.949298 + Penalty 3181.161402 = -1825950.787896 nChanged 55 SP:Iteration 27Q (6121.745739 sec): 3 clusters Score: Raw -1829143.161411 + Penalty 3181.161402 = -1825962.000009 nChanged 45 SP:Iteration 28Q (6121.811490 sec): 3 clusters Score: Raw -1829150.036145 + Penalty 3181.161402 = -1825968.874744 nChanged 49 SP:Iteration 29Q (6121.884184 sec): 3 clusters Score: Raw -1829158.951430 + Penalty 3181.161402 = -1825977.790028 nChanged 46 SP:Iteration 30Q (6121.949430 sec): 3 clusters Score: Raw -1829167.566001 + Penalty 3181.161402 = -1825986.404600 nChanged 39 SP:Iteration 31Q (6122.026181 sec): 3 clusters Score: Raw -1829175.485767 + Penalty 3181.161402 = -1825994.324366 nChanged 43 SP:Iteration 32Q (6122.099110 sec): 3 clusters Score: Raw -1829184.881618 + Penalty 3181.161402 = -1826003.720217 nChanged 34 SP:Iteration 33Q (6122.170117 sec): 3 clusters Score: Raw -1829190.911283 + Penalty 3181.161402 = -1826009.749881 nChanged 33 SP:Iteration 34Q (6122.237186 sec): 3 clusters Score: Raw -1829196.045121 + Penalty 3181.161402 = -1826014.883719 nChanged 26 SP:Iteration 35Q (6122.316313 sec): 3 clusters Score: Raw -1829199.434791 + Penalty 3181.161402 = -1826018.273389 nChanged 21 SP:Iteration 36Q (6122.384906 sec): 3 clusters Score: Raw -1829201.944343 + Penalty 3181.161402 = -1826020.782942 nChanged 23 SP:Iteration 37Q (6122.459272 sec): 3 clusters Score: Raw -1829205.271388 + Penalty 3181.161402 = -1826024.109986 nChanged 20 SP:Iteration 38Q (6122.522122 sec): 3 clusters Score: Raw -1829208.138979 + Penalty 3181.161402 = -1826026.977577 nChanged 17 SP:Iteration 39Q (6122.600897 sec): 3 clusters Score: Raw -1829210.659343 + Penalty 3181.161402 = -1826029.497942 nChanged 14 SP:Iteration 40F (6122.674857 sec): 3 clusters Score: Raw -1829212.782895 + Penalty 3181.161402 = -1826031.621493 nChanged 14 SP:Iteration 41Q (6122.738942 sec): 3 clusters Score: Raw -1829215.436281 + Penalty 3181.161402 = -1826034.274879 nChanged 14 SP:Iteration 42Q (6122.801598 sec): 3 clusters Score: Raw -1829217.833247 + Penalty 3181.161402 = -1826036.671845 nChanged 16 SP:Iteration 43Q (6122.877317 sec): 3 clusters Score: Raw -1829220.292920 + Penalty 3181.161402 = -1826039.131518 nChanged 20 SP:Iteration 44Q (6122.937655 sec): 3 clusters Score: Raw -1829224.370355 + Penalty 3181.161402 = -1826043.208953 nChanged 29 SP:Iteration 45Q (6123.008507 sec): 3 clusters Score: Raw -1829230.430238 + Penalty 3181.161402 = -1826049.268836 nChanged 30 SP:Iteration 46Q (6123.080985 sec): 3 clusters Score: Raw -1829235.625037 + Penalty 3181.161402 = -1826054.463636 nChanged 30 SP:Iteration 47Q (6123.160000 sec): 3 clusters Score: Raw -1829240.921911 + Penalty 3181.161402 = -1826059.760509 nChanged 29 SP:Iteration 48Q (6123.234064 sec): 3 clusters Score: Raw -1829245.920770 + Penalty 3181.161402 = -1826064.759368 nChanged 23 SP:Iteration 49Q (6123.294609 sec): 3 clusters Score: Raw -1829249.329530 + Penalty 3181.161402 = -1826068.168128 nChanged 17 SP:Iteration 50Q (6123.361376 sec): 3 clusters Score: Raw -1829253.013703 + Penalty 3181.161402 = -1826071.852301 nChanged 21 SP:Iteration 51Q (6123.437273 sec): 3 clusters Score: Raw -1829257.471099 + Penalty 3181.161402 = -1826076.309697 nChanged 20 SP:Iteration 52Q (6123.505800 sec): 3 clusters Score: Raw -1829261.594737 + Penalty 3181.161402 = -1826080.433335 nChanged 13 SP:Iteration 53Q (6123.574975 sec): 3 clusters Score: Raw -1829263.757889 + Penalty 3181.161402 = -1826082.596488 nChanged 18 SP:Iteration 54Q (6123.651604 sec): 3 clusters Score: Raw -1829266.587080 + Penalty 3181.161402 = -1826085.425678 nChanged 14 SP:Iteration 55Q (6123.711646 sec): 3 clusters Score: Raw -1829268.585106 + Penalty 3181.161402 = -1826087.423704 nChanged 10 SP:Iteration 56Q (6123.793489 sec): 3 clusters Score: Raw -1829269.925796 + Penalty 3181.161402 = -1826088.764394 nChanged 7 SP:Iteration 57Q (6123.865167 sec): 3 clusters Score: Raw -1829270.545413 + Penalty 3181.161402 = -1826089.384011 nChanged 4 SP:Iteration 58Q (6123.928069 sec): 3 clusters Score: Raw -1829271.176178 + Penalty 3181.161402 = -1826090.014777 nChanged 7 SP:Iteration 59Q (6124.001926 sec): 3 clusters Score: Raw -1829272.126410 + Penalty 3181.161402 = -1826090.965008 nChanged 5 SP:Iteration 60F (6124.082459 sec): 3 clusters Score: Raw -1829272.653136 + Penalty 3181.161402 = -1826091.491735 nChanged 4 SP:Iteration 61Q (6124.152935 sec): 3 clusters Score: Raw -1829273.082643 + Penalty 3181.161402 = -1826091.921241 nChanged 3 SP:Iteration 62Q (6124.211926 sec): 3 clusters Score: Raw -1829273.821938 + Penalty 3181.161402 = -1826092.660536 nChanged 5 SP:Iteration 63Q (6124.291173 sec): 3 clusters Score: Raw -1829274.597503 + Penalty 3181.161402 = -1826093.436102 nChanged 7 SP:Iteration 64Q (6124.350775 sec): 3 clusters Score: Raw -1829275.876302 + Penalty 3181.161402 = -1826094.714900 nChanged 5 SP:Iteration 65Q (6124.420984 sec): 3 clusters Score: Raw -1829276.406300 + Penalty 3181.161402 = -1826095.244898 nChanged 1 SP:Iteration 66Q (6124.505839 sec): 3 clusters Score: Raw -1829276.448230 + Penalty 3181.161402 = -1826095.286829 nChanged 2 SP:Iteration 67Q (6124.578282 sec): 3 clusters Score: Raw -1829276.715352 + Penalty 3181.161402 = -1826095.553950 nChanged 3 SP:Iteration 68Q (6124.643322 sec): 3 clusters Score: Raw -1829277.069016 + Penalty 3181.161402 = -1826095.907615 nChanged 0 SP:Iteration 69F (6124.714448 sec): 3 clusters Score: Raw -1829277.069016 + Penalty 3181.161402 = -1826095.907615 nChanged 0 Trying to split cluster 35 (8859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6124.757521 sec): 2 clusters Score: Raw -942586.055673 + Penalty 1476.993240 = -941109.062433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6124.817761 sec): 3 clusters Score: Raw -937610.691903 + Penalty 2953.986480 = -934656.705422 nChanged 3784 SP:Iteration 1F (6124.871649 sec): 3 clusters Score: Raw -939732.849047 + Penalty 2953.986480 = -936778.862567 nChanged 552 SP:Iteration 2F (6124.934869 sec): 3 clusters Score: Raw -939978.729075 + Penalty 2953.986480 = -937024.742594 nChanged 466 SP:Iteration 3F (6124.999276 sec): 3 clusters Score: Raw -940195.545038 + Penalty 2953.986480 = -937241.558557 nChanged 433 SP:Iteration 4Q (6125.064145 sec): 3 clusters Score: Raw -940418.215469 + Penalty 2953.986480 = -937464.228988 nChanged 423 SP:Iteration 5Q (6125.111135 sec): 3 clusters Score: Raw -940647.420742 + Penalty 2953.986480 = -937693.434262 nChanged 435 SP:Iteration 6Q (6125.174233 sec): 3 clusters Score: Raw -940901.414056 + Penalty 2953.986480 = -937947.427575 nChanged 426 SP:Iteration 7Q (6125.242393 sec): 3 clusters Score: Raw -941132.922244 + Penalty 2953.986480 = -938178.935763 nChanged 377 SP:Iteration 8Q (6125.304387 sec): 3 clusters Score: Raw -941323.728531 + Penalty 2953.986480 = -938369.742051 nChanged 328 SP:Iteration 9Q (6125.356570 sec): 3 clusters Score: Raw -941513.474617 + Penalty 2953.986480 = -938559.488136 nChanged 302 SP:Iteration 10Q (6125.425313 sec): 3 clusters Score: Raw -941680.767119 + Penalty 2953.986480 = -938726.780638 nChanged 282 SP:Iteration 11Q (6125.476970 sec): 3 clusters Score: Raw -941859.301781 + Penalty 2953.986480 = -938905.315300 nChanged 272 SP:Iteration 12Q (6125.527687 sec): 3 clusters Score: Raw -942038.456056 + Penalty 2953.986480 = -939084.469575 nChanged 259 SP:Iteration 13Q (6125.599849 sec): 3 clusters Score: Raw -942194.235788 + Penalty 2953.986480 = -939240.249307 nChanged 194 SP:Iteration 14Q (6125.648713 sec): 3 clusters Score: Raw -942289.613714 + Penalty 2953.986480 = -939335.627234 nChanged 151 SP:Iteration 15Q (6125.716186 sec): 3 clusters Score: Raw -942362.721181 + Penalty 2953.986480 = -939408.734701 nChanged 130 SP:Iteration 16Q (6125.778096 sec): 3 clusters Score: Raw -942426.013716 + Penalty 2953.986480 = -939472.027235 nChanged 114 SP:Iteration 17Q (6125.828340 sec): 3 clusters Score: Raw -942484.554777 + Penalty 2953.986480 = -939530.568297 nChanged 114 SP:Iteration 18Q (6125.885256 sec): 3 clusters Score: Raw -942538.968040 + Penalty 2953.986480 = -939584.981560 nChanged 98 SP:Iteration 19Q (6125.941544 sec): 3 clusters Score: Raw -942583.749399 + Penalty 2953.986480 = -939629.762919 nChanged 84 SP:Iteration 20F (6126.005969 sec): 3 clusters Score: Raw -942623.085216 + Penalty 2953.986480 = -939669.098736 nChanged 86 SP:Iteration 21Q (6126.060786 sec): 3 clusters Score: Raw -942668.616583 + Penalty 2953.986480 = -939714.630103 nChanged 97 SP:Iteration 22Q (6126.124472 sec): 3 clusters Score: Raw -942713.261863 + Penalty 2953.986480 = -939759.275383 nChanged 86 SP:Iteration 23Q (6126.169693 sec): 3 clusters Score: Raw -942754.142240 + Penalty 2953.986480 = -939800.155759 nChanged 78 SP:Iteration 24Q (6126.225991 sec): 3 clusters Score: Raw -942795.108108 + Penalty 2953.986480 = -939841.121628 nChanged 80 SP:Iteration 25Q (6126.286257 sec): 3 clusters Score: Raw -942835.210125 + Penalty 2953.986480 = -939881.223644 nChanged 60 SP:Iteration 26Q (6126.354891 sec): 3 clusters Score: Raw -942864.541076 + Penalty 2953.986480 = -939910.554596 nChanged 55 SP:Iteration 27Q (6126.402277 sec): 3 clusters Score: Raw -942888.535831 + Penalty 2953.986480 = -939934.549351 nChanged 47 SP:Iteration 28Q (6126.460964 sec): 3 clusters Score: Raw -942906.823458 + Penalty 2953.986480 = -939952.836977 nChanged 43 SP:Iteration 29Q (6126.519543 sec): 3 clusters Score: Raw -942923.674288 + Penalty 2953.986480 = -939969.687808 nChanged 36 SP:Iteration 30Q (6126.577917 sec): 3 clusters Score: Raw -942937.377776 + Penalty 2953.986480 = -939983.391295 nChanged 40 SP:Iteration 31Q (6126.630926 sec): 3 clusters Score: Raw -942952.692652 + Penalty 2953.986480 = -939998.706172 nChanged 32 SP:Iteration 32Q (6126.692951 sec): 3 clusters Score: Raw -942964.813096 + Penalty 2953.986480 = -940010.826615 nChanged 30 SP:Iteration 33Q (6126.748831 sec): 3 clusters Score: Raw -942977.211274 + Penalty 2953.986480 = -940023.224793 nChanged 26 SP:Iteration 34Q (6126.810770 sec): 3 clusters Score: Raw -942986.022594 + Penalty 2953.986480 = -940032.036113 nChanged 21 SP:Iteration 35Q (6126.867409 sec): 3 clusters Score: Raw -942992.737256 + Penalty 2953.986480 = -940038.750776 nChanged 22 SP:Iteration 36Q (6126.922275 sec): 3 clusters Score: Raw -942999.421737 + Penalty 2953.986480 = -940045.435257 nChanged 15 SP:Iteration 37Q (6126.978078 sec): 3 clusters Score: Raw -943004.566676 + Penalty 2953.986480 = -940050.580196 nChanged 15 SP:Iteration 38Q (6127.033920 sec): 3 clusters Score: Raw -943008.795348 + Penalty 2953.986480 = -940054.808868 nChanged 13 SP:Iteration 39Q (6127.098916 sec): 3 clusters Score: Raw -943012.182672 + Penalty 2953.986480 = -940058.196191 nChanged 11 SP:Iteration 40F (6127.158836 sec): 3 clusters Score: Raw -943014.883380 + Penalty 2953.986480 = -940060.896900 nChanged 8 SP:Iteration 41Q (6127.220358 sec): 3 clusters Score: Raw -943016.602052 + Penalty 2953.986480 = -940062.615572 nChanged 6 SP:Iteration 42Q (6127.275826 sec): 3 clusters Score: Raw -943018.026678 + Penalty 2953.986480 = -940064.040198 nChanged 2 SP:Iteration 43Q (6127.334344 sec): 3 clusters Score: Raw -943018.462053 + Penalty 2953.986480 = -940064.475572 nChanged 2 SP:Iteration 44Q (6127.395453 sec): 3 clusters Score: Raw -943018.788291 + Penalty 2953.986480 = -940064.801810 nChanged 3 SP:Iteration 45Q (6127.443698 sec): 3 clusters Score: Raw -943019.294996 + Penalty 2953.986480 = -940065.308516 nChanged 0 SP:Iteration 46F (6127.509410 sec): 3 clusters Score: Raw -943019.294996 + Penalty 2953.986480 = -940065.308516 nChanged 0 Trying to split cluster 36 (5462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6127.529517 sec): 2 clusters Score: Raw -580554.233102 + Penalty 1398.405174 = -579155.827927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6127.585853 sec): 3 clusters Score: Raw -577623.255259 + Penalty 2796.810348 = -574826.444911 nChanged 2273 SP:Iteration 1F (6127.646279 sec): 3 clusters Score: Raw -578853.723898 + Penalty 2796.810348 = -576056.913550 nChanged 411 SP:Iteration 2F (6127.698173 sec): 3 clusters Score: Raw -579084.136457 + Penalty 2796.810348 = -576287.326109 nChanged 346 SP:Iteration 3F (6127.745507 sec): 3 clusters Score: Raw -579297.588431 + Penalty 2796.810348 = -576500.778083 nChanged 312 SP:Iteration 4F (6127.796925 sec): 3 clusters Score: Raw -579494.807602 + Penalty 2796.810348 = -576697.997254 nChanged 293 SP:Iteration 5F (6127.855081 sec): 3 clusters Score: Raw -579712.883291 + Penalty 2796.810348 = -576916.072942 nChanged 281 SP:Iteration 6F (6127.906804 sec): 3 clusters Score: Raw -579905.461977 + Penalty 2796.810348 = -577108.651629 nChanged 259 SP:Iteration 7Q (6127.962174 sec): 3 clusters Score: Raw -580087.458676 + Penalty 2796.810348 = -577290.648328 nChanged 212 SP:Iteration 8Q (6128.014158 sec): 3 clusters Score: Raw -580225.089336 + Penalty 2796.810348 = -577428.278988 nChanged 181 SP:Iteration 9Q (6128.070189 sec): 3 clusters Score: Raw -580341.640068 + Penalty 2796.810348 = -577544.829720 nChanged 167 SP:Iteration 10Q (6128.113831 sec): 3 clusters Score: Raw -580425.920668 + Penalty 2796.810348 = -577629.110320 nChanged 134 SP:Iteration 11Q (6128.165856 sec): 3 clusters Score: Raw -580491.374131 + Penalty 2796.810348 = -577694.563783 nChanged 107 SP:Iteration 12Q (6128.216054 sec): 3 clusters Score: Raw -580531.215391 + Penalty 2796.810348 = -577734.405043 nChanged 66 SP:Iteration 13Q (6128.281317 sec): 3 clusters Score: Raw -580552.006231 + Penalty 2796.810348 = -577755.195883 nChanged 43 SP:Iteration 14Q (6128.336257 sec): 3 clusters Score: Raw -580565.930322 + Penalty 2796.810348 = -577769.119974 nChanged 33 SP:Iteration 15Q (6128.386136 sec): 3 clusters Score: Raw -580575.155382 + Penalty 2796.810348 = -577778.345034 nChanged 33 SP:Iteration 16Q (6128.448955 sec): 3 clusters Score: Raw -580582.305002 + Penalty 2796.810348 = -577785.494654 nChanged 19 SP:Iteration 17Q (6128.507857 sec): 3 clusters Score: Raw -580586.613032 + Penalty 2796.810348 = -577789.802684 nChanged 10 SP:Iteration 18Q (6128.561227 sec): 3 clusters Score: Raw -580588.408707 + Penalty 2796.810348 = -577791.598359 nChanged 7 SP:Iteration 19Q (6128.603209 sec): 3 clusters Score: Raw -580589.557685 + Penalty 2796.810348 = -577792.747337 nChanged 5 SP:Iteration 20F (6128.665160 sec): 3 clusters Score: Raw -580590.285665 + Penalty 2796.810348 = -577793.475317 nChanged 4 SP:Iteration 21Q (6128.706662 sec): 3 clusters Score: Raw -580590.751363 + Penalty 2796.810348 = -577793.941015 nChanged 3 SP:Iteration 22Q (6128.764765 sec): 3 clusters Score: Raw -580591.436875 + Penalty 2796.810348 = -577794.626527 nChanged 4 SP:Iteration 23Q (6128.820197 sec): 3 clusters Score: Raw -580591.917099 + Penalty 2796.810348 = -577795.106751 nChanged 1 SP:Iteration 24Q (6128.865293 sec): 3 clusters Score: Raw -580592.089680 + Penalty 2796.810348 = -577795.279331 nChanged 3 SP:Iteration 25Q (6128.921555 sec): 3 clusters Score: Raw -580592.408927 + Penalty 2796.810348 = -577795.598579 nChanged 0 SP:Iteration 26F (6128.976948 sec): 3 clusters Score: Raw -580592.408927 + Penalty 2796.810348 = -577795.598579 nChanged 0 Trying to split cluster 37 (1607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6129.003804 sec): 2 clusters Score: Raw -175408.919592 + Penalty 1199.595209 = -174209.324382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6129.048663 sec): 3 clusters Score: Raw -174803.387216 + Penalty 2399.190419 = -172404.196797 nChanged 525 SP:Iteration 1F (6129.094985 sec): 3 clusters Score: Raw -175154.498720 + Penalty 2399.190419 = -172755.308301 nChanged 134 SP:Iteration 2F (6129.130643 sec): 3 clusters Score: Raw -175298.261229 + Penalty 2399.190419 = -172899.070810 nChanged 120 SP:Iteration 3F (6129.183080 sec): 3 clusters Score: Raw -175445.681446 + Penalty 2399.190419 = -173046.491028 nChanged 96 SP:Iteration 4F (6129.231426 sec): 3 clusters Score: Raw -175553.852949 + Penalty 2399.190419 = -173154.662530 nChanged 71 SP:Iteration 5Q (6129.278160 sec): 3 clusters Score: Raw -175632.186650 + Penalty 2399.190419 = -173232.996232 nChanged 55 SP:Iteration 6Q (6129.323090 sec): 3 clusters Score: Raw -175688.671993 + Penalty 2399.190419 = -173289.481574 nChanged 35 SP:Iteration 7Q (6129.369817 sec): 3 clusters Score: Raw -175719.435019 + Penalty 2399.190419 = -173320.244600 nChanged 24 SP:Iteration 8Q (6129.429807 sec): 3 clusters Score: Raw -175737.251103 + Penalty 2399.190419 = -173338.060684 nChanged 17 SP:Iteration 9Q (6129.472444 sec): 3 clusters Score: Raw -175748.692550 + Penalty 2399.190419 = -173349.502131 nChanged 9 SP:Iteration 10Q (6129.518914 sec): 3 clusters Score: Raw -175755.111754 + Penalty 2399.190419 = -173355.921335 nChanged 10 SP:Iteration 11Q (6129.562101 sec): 3 clusters Score: Raw -175762.961254 + Penalty 2399.190419 = -173363.770835 nChanged 5 SP:Iteration 12Q (6129.609569 sec): 3 clusters Score: Raw -175766.331581 + Penalty 2399.190419 = -173367.141162 nChanged 9 SP:Iteration 13Q (6129.657594 sec): 3 clusters Score: Raw -175771.102759 + Penalty 2399.190419 = -173371.912341 nChanged 7 SP:Iteration 14Q (6129.709811 sec): 3 clusters Score: Raw -175775.993639 + Penalty 2399.190419 = -173376.803220 nChanged 8 SP:Iteration 15Q (6129.753298 sec): 3 clusters Score: Raw -175781.410776 + Penalty 2399.190419 = -173382.220357 nChanged 8 SP:Iteration 16Q (6129.795609 sec): 3 clusters Score: Raw -175785.848459 + Penalty 2399.190419 = -173386.658040 nChanged 6 SP:Iteration 17Q (6129.841576 sec): 3 clusters Score: Raw -175788.407511 + Penalty 2399.190419 = -173389.217092 nChanged 8 SP:Iteration 18Q (6129.899543 sec): 3 clusters Score: Raw -175795.107172 + Penalty 2399.190419 = -173395.916753 nChanged 9 SP:Iteration 19Q (6129.939145 sec): 3 clusters Score: Raw -175803.054891 + Penalty 2399.190419 = -173403.864472 nChanged 10 SP:Iteration 20F (6129.986429 sec): 3 clusters Score: Raw -175811.717138 + Penalty 2399.190419 = -173412.526720 nChanged 12 SP:Iteration 21Q (6130.034964 sec): 3 clusters Score: Raw -175819.881875 + Penalty 2399.190419 = -173420.691456 nChanged 5 SP:Iteration 22Q (6130.087750 sec): 3 clusters Score: Raw -175822.779818 + Penalty 2399.190419 = -173423.589399 nChanged 10 SP:Iteration 23Q (6130.128248 sec): 3 clusters Score: Raw -175830.192800 + Penalty 2399.190419 = -173431.002382 nChanged 5 SP:Iteration 24Q (6130.173192 sec): 3 clusters Score: Raw -175832.124248 + Penalty 2399.190419 = -173432.933829 nChanged 1 SP:Iteration 25Q (6130.210581 sec): 3 clusters Score: Raw -175833.804586 + Penalty 2399.190419 = -173434.614168 nChanged 2 SP:Iteration 26Q (6130.269986 sec): 3 clusters Score: Raw -175836.648661 + Penalty 2399.190419 = -173437.458242 nChanged 3 SP:Iteration 27Q (6130.321782 sec): 3 clusters Score: Raw -175839.084228 + Penalty 2399.190419 = -173439.893810 nChanged 2 SP:Iteration 28Q (6130.367689 sec): 3 clusters Score: Raw -175839.938118 + Penalty 2399.190419 = -173440.747699 nChanged 3 SP:Iteration 29Q (6130.415068 sec): 3 clusters Score: Raw -175842.331805 + Penalty 2399.190419 = -173443.141386 nChanged 4 SP:Iteration 30Q (6130.466476 sec): 3 clusters Score: Raw -175844.878717 + Penalty 2399.190419 = -173445.688298 nChanged 1 SP:Iteration 31Q (6130.515635 sec): 3 clusters Score: Raw -175845.928971 + Penalty 2399.190419 = -173446.738552 nChanged 2 SP:Iteration 32Q (6130.564768 sec): 3 clusters Score: Raw -175847.743429 + Penalty 2399.190419 = -173448.553011 nChanged 0 SP:Iteration 33F (6130.599036 sec): 3 clusters Score: Raw -175847.743429 + Penalty 2399.190419 = -173448.553011 nChanged 0 Trying to split cluster 38 (27518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6130.670381 sec): 2 clusters Score: Raw -2999454.249264 + Penalty 1661.171787 = -2997793.077477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6130.757690 sec): 3 clusters Score: Raw -2982468.690063 + Penalty 3322.343575 = -2979146.346488 nChanged 12583 SP:Iteration 1F (6130.840525 sec): 3 clusters Score: Raw -2989527.871055 + Penalty 3322.343575 = -2986205.527480 nChanged 1371 SP:Iteration 2Q (6130.932993 sec): 3 clusters Score: Raw -2990020.263228 + Penalty 3322.343575 = -2986697.919653 nChanged 1315 SP:Iteration 3Q (6131.032104 sec): 3 clusters Score: Raw -2990517.772413 + Penalty 3322.343575 = -2987195.428838 nChanged 1246 SP:Iteration 4Q (6131.125724 sec): 3 clusters Score: Raw -2991014.438231 + Penalty 3322.343575 = -2987692.094657 nChanged 1215 SP:Iteration 5Q (6131.225205 sec): 3 clusters Score: Raw -2991537.631369 + Penalty 3322.343575 = -2988215.287794 nChanged 1255 SP:Iteration 6Q (6131.312195 sec): 3 clusters Score: Raw -2992170.213030 + Penalty 3322.343575 = -2988847.869456 nChanged 1413 SP:Iteration 7F (6131.406832 sec): 3 clusters Score: Raw -2993008.215346 + Penalty 3322.343575 = -2989685.871771 nChanged 1548 SP:Iteration 8F (6131.483235 sec): 3 clusters Score: Raw -2994039.100303 + Penalty 3322.343575 = -2990716.756728 nChanged 1499 SP:Iteration 9F (6131.577064 sec): 3 clusters Score: Raw -2995114.598654 + Penalty 3322.343575 = -2991792.255079 nChanged 1336 SP:Iteration 10Q (6131.661576 sec): 3 clusters Score: Raw -2996089.073633 + Penalty 3322.343575 = -2992766.730058 nChanged 1156 SP:Iteration 11Q (6131.756909 sec): 3 clusters Score: Raw -2996948.283156 + Penalty 3322.343575 = -2993625.939581 nChanged 952 SP:Iteration 12Q (6131.849647 sec): 3 clusters Score: Raw -2997646.854517 + Penalty 3322.343575 = -2994324.510943 nChanged 717 SP:Iteration 13Q (6131.945035 sec): 3 clusters Score: Raw -2998119.802809 + Penalty 3322.343575 = -2994797.459234 nChanged 511 SP:Iteration 14Q (6132.031353 sec): 3 clusters Score: Raw -2998435.677209 + Penalty 3322.343575 = -2995113.333634 nChanged 424 SP:Iteration 15Q (6132.117653 sec): 3 clusters Score: Raw -2998723.598978 + Penalty 3322.343575 = -2995401.255404 nChanged 384 SP:Iteration 16Q (6132.195680 sec): 3 clusters Score: Raw -2998959.377817 + Penalty 3322.343575 = -2995637.034242 nChanged 285 SP:Iteration 17Q (6132.284406 sec): 3 clusters Score: Raw -2999135.887987 + Penalty 3322.343575 = -2995813.544412 nChanged 230 SP:Iteration 18Q (6132.361738 sec): 3 clusters Score: Raw -2999286.957225 + Penalty 3322.343575 = -2995964.613650 nChanged 197 SP:Iteration 19Q (6132.448221 sec): 3 clusters Score: Raw -2999410.933452 + Penalty 3322.343575 = -2996088.589878 nChanged 162 SP:Iteration 20F (6132.537617 sec): 3 clusters Score: Raw -2999520.738995 + Penalty 3322.343575 = -2996198.395420 nChanged 151 SP:Iteration 21Q (6132.618971 sec): 3 clusters Score: Raw -2999620.656899 + Penalty 3322.343575 = -2996298.313324 nChanged 120 SP:Iteration 22Q (6132.711081 sec): 3 clusters Score: Raw -2999694.920987 + Penalty 3322.343575 = -2996372.577412 nChanged 92 SP:Iteration 23Q (6132.787270 sec): 3 clusters Score: Raw -2999744.378167 + Penalty 3322.343575 = -2996422.034592 nChanged 83 SP:Iteration 24Q (6132.870423 sec): 3 clusters Score: Raw -2999782.815801 + Penalty 3322.343575 = -2996460.472227 nChanged 65 SP:Iteration 25Q (6132.953541 sec): 3 clusters Score: Raw -2999811.875030 + Penalty 3322.343575 = -2996489.531456 nChanged 41 SP:Iteration 26Q (6133.039412 sec): 3 clusters Score: Raw -2999828.902385 + Penalty 3322.343575 = -2996506.558810 nChanged 35 SP:Iteration 27Q (6133.119953 sec): 3 clusters Score: Raw -2999844.815211 + Penalty 3322.343575 = -2996522.471636 nChanged 27 SP:Iteration 28Q (6133.198053 sec): 3 clusters Score: Raw -2999857.053005 + Penalty 3322.343575 = -2996534.709430 nChanged 20 SP:Iteration 29Q (6133.282115 sec): 3 clusters Score: Raw -2999864.787039 + Penalty 3322.343575 = -2996542.443465 nChanged 16 SP:Iteration 30Q (6133.359072 sec): 3 clusters Score: Raw -2999871.472804 + Penalty 3322.343575 = -2996549.129229 nChanged 16 SP:Iteration 31Q (6133.431334 sec): 3 clusters Score: Raw -2999879.673565 + Penalty 3322.343575 = -2996557.329990 nChanged 24 SP:Iteration 32Q (6133.521246 sec): 3 clusters Score: Raw -2999890.047317 + Penalty 3322.343575 = -2996567.703742 nChanged 17 SP:Iteration 33Q (6133.600171 sec): 3 clusters Score: Raw -2999897.161902 + Penalty 3322.343575 = -2996574.818327 nChanged 14 SP:Iteration 34Q (6133.674636 sec): 3 clusters Score: Raw -2999901.455155 + Penalty 3322.343575 = -2996579.111580 nChanged 11 SP:Iteration 35Q (6133.766621 sec): 3 clusters Score: Raw -2999905.169314 + Penalty 3322.343575 = -2996582.825739 nChanged 7 SP:Iteration 36Q (6133.843287 sec): 3 clusters Score: Raw -2999907.196194 + Penalty 3322.343575 = -2996584.852619 nChanged 1 SP:Iteration 37Q (6133.936504 sec): 3 clusters Score: Raw -2999907.533192 + Penalty 3322.343575 = -2996585.189617 nChanged 4 SP:Iteration 38Q (6134.020468 sec): 3 clusters Score: Raw -2999908.533282 + Penalty 3322.343575 = -2996586.189707 nChanged 5 SP:Iteration 39Q (6134.103689 sec): 3 clusters Score: Raw -2999909.926632 + Penalty 3322.343575 = -2996587.583057 nChanged 4 SP:Iteration 40F (6134.191547 sec): 3 clusters Score: Raw -2999911.985849 + Penalty 3322.343575 = -2996589.642274 nChanged 4 SP:Iteration 41Q (6134.265399 sec): 3 clusters Score: Raw -2999913.746142 + Penalty 3322.343575 = -2996591.402567 nChanged 3 SP:Iteration 42Q (6134.355798 sec): 3 clusters Score: Raw -2999915.548662 + Penalty 3322.343575 = -2996593.205087 nChanged 6 SP:Iteration 43Q (6134.435404 sec): 3 clusters Score: Raw -2999918.012005 + Penalty 3322.343575 = -2996595.668430 nChanged 6 SP:Iteration 44Q (6134.510744 sec): 3 clusters Score: Raw -2999921.115548 + Penalty 3322.343575 = -2996598.771973 nChanged 6 SP:Iteration 45Q (6134.586699 sec): 3 clusters Score: Raw -2999923.853450 + Penalty 3322.343575 = -2996601.509875 nChanged 3 SP:Iteration 46Q (6134.672213 sec): 3 clusters Score: Raw -2999925.014343 + Penalty 3322.343575 = -2996602.670769 nChanged 2 SP:Iteration 47Q (6134.744136 sec): 3 clusters Score: Raw -2999925.670543 + Penalty 3322.343575 = -2996603.326968 nChanged 1 SP:Iteration 48Q (6134.825278 sec): 3 clusters Score: Raw -2999926.121854 + Penalty 3322.343575 = -2996603.778280 nChanged 1 SP:Iteration 49Q (6134.906996 sec): 3 clusters Score: Raw -2999926.592326 + Penalty 3322.343575 = -2996604.248751 nChanged 0 SP:Iteration 50F (6135.002636 sec): 3 clusters Score: Raw -2999926.592326 + Penalty 3322.343575 = -2996604.248751 nChanged 0 Trying to split cluster 39 (2209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6135.028393 sec): 2 clusters Score: Raw -222275.914927 + Penalty 1251.297971 = -221024.616956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6135.077490 sec): 3 clusters Score: Raw -221297.787854 + Penalty 2502.595941 = -218795.191913 nChanged 783 SP:Iteration 1F (6135.128808 sec): 3 clusters Score: Raw -221771.961751 + Penalty 2502.595941 = -219269.365810 nChanged 165 SP:Iteration 2F (6135.173771 sec): 3 clusters Score: Raw -221934.891327 + Penalty 2502.595941 = -219432.295386 nChanged 144 SP:Iteration 3F (6135.229672 sec): 3 clusters Score: Raw -222064.230780 + Penalty 2502.595941 = -219561.634839 nChanged 85 SP:Iteration 4Q (6135.276984 sec): 3 clusters Score: Raw -222133.891535 + Penalty 2502.595941 = -219631.295594 nChanged 93 SP:Iteration 5Q (6135.321163 sec): 3 clusters Score: Raw -222205.355384 + Penalty 2502.595941 = -219702.759443 nChanged 71 SP:Iteration 6Q (6135.365100 sec): 3 clusters Score: Raw -222254.602902 + Penalty 2502.595941 = -219752.006961 nChanged 55 SP:Iteration 7Q (6135.424956 sec): 3 clusters Score: Raw -222288.947050 + Penalty 2502.595941 = -219786.351109 nChanged 54 SP:Iteration 8Q (6135.467603 sec): 3 clusters Score: Raw -222322.986118 + Penalty 2502.595941 = -219820.390177 nChanged 42 SP:Iteration 9Q (6135.520901 sec): 3 clusters Score: Raw -222356.390905 + Penalty 2502.595941 = -219853.794963 nChanged 50 SP:Iteration 10Q (6135.556801 sec): 3 clusters Score: Raw -222387.770669 + Penalty 2502.595941 = -219885.174728 nChanged 39 SP:Iteration 11Q (6135.603243 sec): 3 clusters Score: Raw -222413.307882 + Penalty 2502.595941 = -219910.711941 nChanged 37 SP:Iteration 12Q (6135.645955 sec): 3 clusters Score: Raw -222438.307521 + Penalty 2502.595941 = -219935.711580 nChanged 28 SP:Iteration 13Q (6135.698556 sec): 3 clusters Score: Raw -222455.316860 + Penalty 2502.595941 = -219952.720919 nChanged 36 SP:Iteration 14Q (6135.751679 sec): 3 clusters Score: Raw -222475.816689 + Penalty 2502.595941 = -219973.220748 nChanged 27 SP:Iteration 15Q (6135.798894 sec): 3 clusters Score: Raw -222494.449552 + Penalty 2502.595941 = -219991.853611 nChanged 26 SP:Iteration 16Q (6135.847225 sec): 3 clusters Score: Raw -222514.167501 + Penalty 2502.595941 = -220011.571560 nChanged 26 SP:Iteration 17Q (6135.898730 sec): 3 clusters Score: Raw -222533.230517 + Penalty 2502.595941 = -220030.634576 nChanged 20 SP:Iteration 18Q (6135.934645 sec): 3 clusters Score: Raw -222548.614525 + Penalty 2502.595941 = -220046.018584 nChanged 27 SP:Iteration 19Q (6135.984524 sec): 3 clusters Score: Raw -222568.086081 + Penalty 2502.595941 = -220065.490140 nChanged 22 SP:Iteration 20F (6136.039552 sec): 3 clusters Score: Raw -222582.354126 + Penalty 2502.595941 = -220079.758185 nChanged 23 SP:Iteration 21Q (6136.077554 sec): 3 clusters Score: Raw -222596.816705 + Penalty 2502.595941 = -220094.220763 nChanged 24 SP:Iteration 22Q (6136.130953 sec): 3 clusters Score: Raw -222614.900994 + Penalty 2502.595941 = -220112.305052 nChanged 23 SP:Iteration 23Q (6136.177957 sec): 3 clusters Score: Raw -222629.274813 + Penalty 2502.595941 = -220126.678872 nChanged 21 SP:Iteration 24Q (6136.228161 sec): 3 clusters Score: Raw -222639.581167 + Penalty 2502.595941 = -220136.985226 nChanged 15 SP:Iteration 25Q (6136.277011 sec): 3 clusters Score: Raw -222648.937202 + Penalty 2502.595941 = -220146.341261 nChanged 9 SP:Iteration 26Q (6136.331013 sec): 3 clusters Score: Raw -222652.638971 + Penalty 2502.595941 = -220150.043030 nChanged 5 SP:Iteration 27Q (6136.375741 sec): 3 clusters Score: Raw -222655.644097 + Penalty 2502.595941 = -220153.048156 nChanged 5 SP:Iteration 28Q (6136.424079 sec): 3 clusters Score: Raw -222658.459850 + Penalty 2502.595941 = -220155.863908 nChanged 4 SP:Iteration 29Q (6136.470234 sec): 3 clusters Score: Raw -222660.620749 + Penalty 2502.595941 = -220158.024808 nChanged 6 SP:Iteration 30Q (6136.510994 sec): 3 clusters Score: Raw -222662.133921 + Penalty 2502.595941 = -220159.537980 nChanged 2 SP:Iteration 31Q (6136.557921 sec): 3 clusters Score: Raw -222663.649880 + Penalty 2502.595941 = -220161.053939 nChanged 5 SP:Iteration 32Q (6136.605485 sec): 3 clusters Score: Raw -222666.255993 + Penalty 2502.595941 = -220163.660052 nChanged 2 SP:Iteration 33Q (6136.656147 sec): 3 clusters Score: Raw -222667.107411 + Penalty 2502.595941 = -220164.511469 nChanged 3 SP:Iteration 34Q (6136.689967 sec): 3 clusters Score: Raw -222668.425239 + Penalty 2502.595941 = -220165.829298 nChanged 0 SP:Iteration 35F (6136.737743 sec): 3 clusters Score: Raw -222668.425239 + Penalty 2502.595941 = -220165.829298 nChanged 0 Trying to split cluster 40 (5820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6136.775112 sec): 2 clusters Score: Raw -609757.057085 + Penalty 1408.721525 = -608348.335560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6136.819980 sec): 3 clusters Score: Raw -606685.792092 + Penalty 2817.443051 = -603868.349041 nChanged 2386 SP:Iteration 1F (6136.883191 sec): 3 clusters Score: Raw -608001.965721 + Penalty 2817.443051 = -605184.522670 nChanged 426 SP:Iteration 2F (6136.933528 sec): 3 clusters Score: Raw -608227.210316 + Penalty 2817.443051 = -605409.767265 nChanged 323 SP:Iteration 3F (6136.983335 sec): 3 clusters Score: Raw -608402.265647 + Penalty 2817.443051 = -605584.822596 nChanged 269 SP:Iteration 4Q (6137.037630 sec): 3 clusters Score: Raw -608532.774417 + Penalty 2817.443051 = -605715.331366 nChanged 222 SP:Iteration 5Q (6137.099460 sec): 3 clusters Score: Raw -608625.910328 + Penalty 2817.443051 = -605808.467277 nChanged 165 SP:Iteration 6Q (6137.159077 sec): 3 clusters Score: Raw -608680.237475 + Penalty 2817.443051 = -605862.794424 nChanged 132 SP:Iteration 7Q (6137.213230 sec): 3 clusters Score: Raw -608729.823529 + Penalty 2817.443051 = -605912.380478 nChanged 126 SP:Iteration 8Q (6137.264783 sec): 3 clusters Score: Raw -608773.008020 + Penalty 2817.443051 = -605955.564969 nChanged 108 SP:Iteration 9Q (6137.320909 sec): 3 clusters Score: Raw -608805.740374 + Penalty 2817.443051 = -605988.297323 nChanged 106 SP:Iteration 10Q (6137.372284 sec): 3 clusters Score: Raw -608838.573822 + Penalty 2817.443051 = -606021.130771 nChanged 95 SP:Iteration 11Q (6137.422108 sec): 3 clusters Score: Raw -608869.732618 + Penalty 2817.443051 = -606052.289568 nChanged 92 SP:Iteration 12Q (6137.489749 sec): 3 clusters Score: Raw -608896.921029 + Penalty 2817.443051 = -606079.477978 nChanged 83 SP:Iteration 13Q (6137.539479 sec): 3 clusters Score: Raw -608923.792611 + Penalty 2817.443051 = -606106.349560 nChanged 87 SP:Iteration 14Q (6137.597873 sec): 3 clusters Score: Raw -608950.784728 + Penalty 2817.443051 = -606133.341678 nChanged 85 SP:Iteration 15Q (6137.651546 sec): 3 clusters Score: Raw -608981.907165 + Penalty 2817.443051 = -606164.464114 nChanged 101 SP:Iteration 16Q (6137.703522 sec): 3 clusters Score: Raw -609020.641820 + Penalty 2817.443051 = -606203.198769 nChanged 120 SP:Iteration 17Q (6137.756427 sec): 3 clusters Score: Raw -609061.983118 + Penalty 2817.443051 = -606244.540067 nChanged 103 SP:Iteration 18Q (6137.813442 sec): 3 clusters Score: Raw -609095.927344 + Penalty 2817.443051 = -606278.484293 nChanged 99 SP:Iteration 19Q (6137.869535 sec): 3 clusters Score: Raw -609129.341526 + Penalty 2817.443051 = -606311.898475 nChanged 94 SP:Iteration 20F (6137.933789 sec): 3 clusters Score: Raw -609160.990716 + Penalty 2817.443051 = -606343.547665 nChanged 97 SP:Iteration 21Q (6137.990345 sec): 3 clusters Score: Raw -609193.970488 + Penalty 2817.443051 = -606376.527438 nChanged 90 SP:Iteration 22Q (6138.050465 sec): 3 clusters Score: Raw -609228.991856 + Penalty 2817.443051 = -606411.548805 nChanged 92 SP:Iteration 23Q (6138.101761 sec): 3 clusters Score: Raw -609264.168974 + Penalty 2817.443051 = -606446.725923 nChanged 93 SP:Iteration 24Q (6138.157835 sec): 3 clusters Score: Raw -609302.634712 + Penalty 2817.443051 = -606485.191661 nChanged 112 SP:Iteration 25Q (6138.213903 sec): 3 clusters Score: Raw -609351.569457 + Penalty 2817.443051 = -606534.126406 nChanged 119 SP:Iteration 26Q (6138.273166 sec): 3 clusters Score: Raw -609410.677174 + Penalty 2817.443051 = -606593.234123 nChanged 106 SP:Iteration 27Q (6138.331478 sec): 3 clusters Score: Raw -609454.917720 + Penalty 2817.443051 = -606637.474669 nChanged 88 SP:Iteration 28Q (6138.387987 sec): 3 clusters Score: Raw -609490.581298 + Penalty 2817.443051 = -606673.138248 nChanged 75 SP:Iteration 29Q (6138.437875 sec): 3 clusters Score: Raw -609524.100137 + Penalty 2817.443051 = -606706.657086 nChanged 74 SP:Iteration 30Q (6138.485948 sec): 3 clusters Score: Raw -609557.226079 + Penalty 2817.443051 = -606739.783028 nChanged 62 SP:Iteration 31Q (6138.542486 sec): 3 clusters Score: Raw -609583.661832 + Penalty 2817.443051 = -606766.218781 nChanged 64 SP:Iteration 32Q (6138.597300 sec): 3 clusters Score: Raw -609613.547771 + Penalty 2817.443051 = -606796.104720 nChanged 44 SP:Iteration 33Q (6138.656138 sec): 3 clusters Score: Raw -609633.450761 + Penalty 2817.443051 = -606816.007710 nChanged 45 SP:Iteration 34Q (6138.711334 sec): 3 clusters Score: Raw -609654.988075 + Penalty 2817.443051 = -606837.545025 nChanged 40 SP:Iteration 35Q (6138.769565 sec): 3 clusters Score: Raw -609674.186866 + Penalty 2817.443051 = -606856.743816 nChanged 29 SP:Iteration 36Q (6138.825875 sec): 3 clusters Score: Raw -609688.762222 + Penalty 2817.443051 = -606871.319171 nChanged 30 SP:Iteration 37Q (6138.879403 sec): 3 clusters Score: Raw -609705.154182 + Penalty 2817.443051 = -606887.711131 nChanged 28 SP:Iteration 38Q (6138.929853 sec): 3 clusters Score: Raw -609722.133008 + Penalty 2817.443051 = -606904.689957 nChanged 35 SP:Iteration 39Q (6138.991871 sec): 3 clusters Score: Raw -609743.208950 + Penalty 2817.443051 = -606925.765899 nChanged 24 SP:Iteration 40F (6139.039401 sec): 3 clusters Score: Raw -609759.322540 + Penalty 2817.443051 = -606941.879489 nChanged 18 SP:Iteration 41Q (6139.099873 sec): 3 clusters Score: Raw -609770.589831 + Penalty 2817.443051 = -606953.146780 nChanged 22 SP:Iteration 42Q (6139.154948 sec): 3 clusters Score: Raw -609786.907760 + Penalty 2817.443051 = -606969.464710 nChanged 23 SP:Iteration 43Q (6139.196311 sec): 3 clusters Score: Raw -609799.666865 + Penalty 2817.443051 = -606982.223814 nChanged 25 SP:Iteration 44Q (6139.262341 sec): 3 clusters Score: Raw -609813.485246 + Penalty 2817.443051 = -606996.042196 nChanged 19 SP:Iteration 45Q (6139.320898 sec): 3 clusters Score: Raw -609823.255185 + Penalty 2817.443051 = -607005.812135 nChanged 23 SP:Iteration 46Q (6139.371754 sec): 3 clusters Score: Raw -609839.165164 + Penalty 2817.443051 = -607021.722113 nChanged 21 SP:Iteration 47Q (6139.421742 sec): 3 clusters Score: Raw -609857.584973 + Penalty 2817.443051 = -607040.141923 nChanged 13 SP:Iteration 48Q (6139.472818 sec): 3 clusters Score: Raw -609865.367408 + Penalty 2817.443051 = -607047.924358 nChanged 10 SP:Iteration 49Q (6139.536144 sec): 3 clusters Score: Raw -609870.503851 + Penalty 2817.443051 = -607053.060800 nChanged 5 SP:Iteration 50Q (6139.586967 sec): 3 clusters Score: Raw -609874.237470 + Penalty 2817.443051 = -607056.794419 nChanged 6 SP:Iteration 51Q (6139.644419 sec): 3 clusters Score: Raw -609878.372039 + Penalty 2817.443051 = -607060.928988 nChanged 6 SP:Iteration 52Q (6139.690808 sec): 3 clusters Score: Raw -609883.404180 + Penalty 2817.443051 = -607065.961129 nChanged 5 SP:Iteration 53Q (6139.748760 sec): 3 clusters Score: Raw -609888.128544 + Penalty 2817.443051 = -607070.685493 nChanged 7 SP:Iteration 54Q (6139.802366 sec): 3 clusters Score: Raw -609892.244573 + Penalty 2817.443051 = -607074.801522 nChanged 5 SP:Iteration 55Q (6139.857102 sec): 3 clusters Score: Raw -609895.775995 + Penalty 2817.443051 = -607078.332945 nChanged 8 SP:Iteration 56Q (6139.915974 sec): 3 clusters Score: Raw -609900.611868 + Penalty 2817.443051 = -607083.168817 nChanged 7 SP:Iteration 57Q (6139.971469 sec): 3 clusters Score: Raw -609902.810873 + Penalty 2817.443051 = -607085.367822 nChanged 3 SP:Iteration 58Q (6140.015985 sec): 3 clusters Score: Raw -609904.275048 + Penalty 2817.443051 = -607086.831997 nChanged 0 SP:Iteration 59F (6140.078019 sec): 3 clusters Score: Raw -609904.275048 + Penalty 2817.443051 = -607086.831997 nChanged 0 Trying to split cluster 41 (29665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6140.142717 sec): 2 clusters Score: Raw -3109369.563631 + Penalty 1673.380017 = -3107696.183614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6140.230529 sec): 3 clusters Score: Raw -3090928.523639 + Penalty 3346.760033 = -3087581.763606 nChanged 13710 SP:Iteration 1F (6140.326932 sec): 3 clusters Score: Raw -3098527.610508 + Penalty 3346.760033 = -3095180.850475 nChanged 1449 SP:Iteration 2Q (6140.424131 sec): 3 clusters Score: Raw -3099043.183543 + Penalty 3346.760033 = -3095696.423510 nChanged 1418 SP:Iteration 3Q (6140.525131 sec): 3 clusters Score: Raw -3099620.530873 + Penalty 3346.760033 = -3096273.770840 nChanged 1524 SP:Iteration 4F (6140.620258 sec): 3 clusters Score: Raw -3100396.731714 + Penalty 3346.760033 = -3097049.971681 nChanged 1800 SP:Iteration 5F (6140.709110 sec): 3 clusters Score: Raw -3101526.784179 + Penalty 3346.760033 = -3098180.024146 nChanged 2097 SP:Iteration 6F (6140.807082 sec): 3 clusters Score: Raw -3103106.541115 + Penalty 3346.760033 = -3099759.781082 nChanged 2157 SP:Iteration 7F (6140.911134 sec): 3 clusters Score: Raw -3104890.545361 + Penalty 3346.760033 = -3101543.785327 nChanged 1968 SP:Iteration 8F (6141.001971 sec): 3 clusters Score: Raw -3106609.028805 + Penalty 3346.760033 = -3103262.268772 nChanged 1465 SP:Iteration 9Q (6141.099382 sec): 3 clusters Score: Raw -3107880.373838 + Penalty 3346.760033 = -3104533.613805 nChanged 906 SP:Iteration 10Q (6141.194613 sec): 3 clusters Score: Raw -3108647.743282 + Penalty 3346.760033 = -3105300.983249 nChanged 554 SP:Iteration 11Q (6141.282742 sec): 3 clusters Score: Raw -3109125.016488 + Penalty 3346.760033 = -3105778.256455 nChanged 319 SP:Iteration 12Q (6141.364612 sec): 3 clusters Score: Raw -3109354.161868 + Penalty 3346.760033 = -3106007.401835 nChanged 218 SP:Iteration 13Q (6141.456225 sec): 3 clusters Score: Raw -3109500.554054 + Penalty 3346.760033 = -3106153.794020 nChanged 133 SP:Iteration 14Q (6141.549122 sec): 3 clusters Score: Raw -3109586.327457 + Penalty 3346.760033 = -3106239.567424 nChanged 109 SP:Iteration 15Q (6141.635152 sec): 3 clusters Score: Raw -3109653.850655 + Penalty 3346.760033 = -3106307.090621 nChanged 67 SP:Iteration 16Q (6141.721566 sec): 3 clusters Score: Raw -3109691.279294 + Penalty 3346.760033 = -3106344.519261 nChanged 51 SP:Iteration 17Q (6141.800914 sec): 3 clusters Score: Raw -3109715.342149 + Penalty 3346.760033 = -3106368.582116 nChanged 36 SP:Iteration 18Q (6141.894457 sec): 3 clusters Score: Raw -3109732.515595 + Penalty 3346.760033 = -3106385.755562 nChanged 33 SP:Iteration 19Q (6141.972132 sec): 3 clusters Score: Raw -3109748.222918 + Penalty 3346.760033 = -3106401.462885 nChanged 22 SP:Iteration 20F (6142.060530 sec): 3 clusters Score: Raw -3109757.380540 + Penalty 3346.760033 = -3106410.620507 nChanged 23 SP:Iteration 21Q (6142.142088 sec): 3 clusters Score: Raw -3109769.531645 + Penalty 3346.760033 = -3106422.771612 nChanged 23 SP:Iteration 22Q (6142.224932 sec): 3 clusters Score: Raw -3109784.426600 + Penalty 3346.760033 = -3106437.666567 nChanged 24 SP:Iteration 23Q (6142.314384 sec): 3 clusters Score: Raw -3109799.518252 + Penalty 3346.760033 = -3106452.758219 nChanged 25 SP:Iteration 24Q (6142.395646 sec): 3 clusters Score: Raw -3109816.392574 + Penalty 3346.760033 = -3106469.632541 nChanged 36 SP:Iteration 25Q (6142.481163 sec): 3 clusters Score: Raw -3109847.258895 + Penalty 3346.760033 = -3106500.498862 nChanged 42 SP:Iteration 26Q (6142.551495 sec): 3 clusters Score: Raw -3109880.703004 + Penalty 3346.760033 = -3106533.942971 nChanged 36 SP:Iteration 27Q (6142.636306 sec): 3 clusters Score: Raw -3109905.440478 + Penalty 3346.760033 = -3106558.680445 nChanged 32 SP:Iteration 28Q (6142.724741 sec): 3 clusters Score: Raw -3109929.882541 + Penalty 3346.760033 = -3106583.122508 nChanged 27 SP:Iteration 29Q (6142.807773 sec): 3 clusters Score: Raw -3109943.296221 + Penalty 3346.760033 = -3106596.536188 nChanged 17 SP:Iteration 30Q (6142.900039 sec): 3 clusters Score: Raw -3109952.532119 + Penalty 3346.760033 = -3106605.772085 nChanged 22 SP:Iteration 31Q (6142.972117 sec): 3 clusters Score: Raw -3109965.484826 + Penalty 3346.760033 = -3106618.724793 nChanged 20 SP:Iteration 32Q (6143.056878 sec): 3 clusters Score: Raw -3109977.105015 + Penalty 3346.760033 = -3106630.344982 nChanged 15 SP:Iteration 33Q (6143.145736 sec): 3 clusters Score: Raw -3109988.592540 + Penalty 3346.760033 = -3106641.832507 nChanged 16 SP:Iteration 34Q (6143.239235 sec): 3 clusters Score: Raw -3109997.329302 + Penalty 3346.760033 = -3106650.569269 nChanged 12 SP:Iteration 35Q (6143.322292 sec): 3 clusters Score: Raw -3110003.313506 + Penalty 3346.760033 = -3106656.553473 nChanged 11 SP:Iteration 36Q (6143.412089 sec): 3 clusters Score: Raw -3110010.684435 + Penalty 3346.760033 = -3106663.924402 nChanged 14 SP:Iteration 37Q (6143.498122 sec): 3 clusters Score: Raw -3110018.801811 + Penalty 3346.760033 = -3106672.041778 nChanged 16 SP:Iteration 38Q (6143.576630 sec): 3 clusters Score: Raw -3110028.844033 + Penalty 3346.760033 = -3106682.084000 nChanged 13 SP:Iteration 39Q (6143.676698 sec): 3 clusters Score: Raw -3110033.583867 + Penalty 3346.760033 = -3106686.823834 nChanged 4 SP:Iteration 40F (6143.766766 sec): 3 clusters Score: Raw -3110035.449099 + Penalty 3346.760033 = -3106688.689066 nChanged 2 SP:Iteration 41Q (6143.840100 sec): 3 clusters Score: Raw -3110035.946930 + Penalty 3346.760033 = -3106689.186897 nChanged 1 SP:Iteration 42Q (6143.927150 sec): 3 clusters Score: Raw -3110036.101844 + Penalty 3346.760033 = -3106689.341811 nChanged 0 SP:Iteration 43F (6144.020608 sec): 3 clusters Score: Raw -3110036.101844 + Penalty 3346.760033 = -3106689.341811 nChanged 0 Trying to split cluster 42 (5135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6144.058006 sec): 2 clusters Score: Raw -547835.902335 + Penalty 1388.373207 = -546447.529128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6144.113207 sec): 3 clusters Score: Raw -545179.629548 + Penalty 2776.746415 = -542402.883134 nChanged 2104 SP:Iteration 1F (6144.169281 sec): 3 clusters Score: Raw -546329.012771 + Penalty 2776.746415 = -543552.266356 nChanged 359 SP:Iteration 2F (6144.214150 sec): 3 clusters Score: Raw -546502.888091 + Penalty 2776.746415 = -543726.141676 nChanged 243 SP:Iteration 3Q (6144.269162 sec): 3 clusters Score: Raw -546609.249668 + Penalty 2776.746415 = -543832.503253 nChanged 182 SP:Iteration 4Q (6144.317822 sec): 3 clusters Score: Raw -546685.428944 + Penalty 2776.746415 = -543908.682529 nChanged 141 SP:Iteration 5Q (6144.388035 sec): 3 clusters Score: Raw -546735.020799 + Penalty 2776.746415 = -543958.274384 nChanged 114 SP:Iteration 6Q (6144.436570 sec): 3 clusters Score: Raw -546777.472011 + Penalty 2776.746415 = -544000.725597 nChanged 111 SP:Iteration 7Q (6144.484614 sec): 3 clusters Score: Raw -546822.936991 + Penalty 2776.746415 = -544046.190577 nChanged 111 SP:Iteration 8Q (6144.535258 sec): 3 clusters Score: Raw -546867.644259 + Penalty 2776.746415 = -544090.897844 nChanged 112 SP:Iteration 9Q (6144.602693 sec): 3 clusters Score: Raw -546907.290422 + Penalty 2776.746415 = -544130.544007 nChanged 110 SP:Iteration 10Q (6144.649882 sec): 3 clusters Score: Raw -546952.630771 + Penalty 2776.746415 = -544175.884356 nChanged 104 SP:Iteration 11Q (6144.710723 sec): 3 clusters Score: Raw -547003.659886 + Penalty 2776.746415 = -544226.913472 nChanged 95 SP:Iteration 12Q (6144.768808 sec): 3 clusters Score: Raw -547044.528408 + Penalty 2776.746415 = -544267.781993 nChanged 107 SP:Iteration 13Q (6144.820955 sec): 3 clusters Score: Raw -547091.322103 + Penalty 2776.746415 = -544314.575688 nChanged 111 SP:Iteration 14Q (6144.878989 sec): 3 clusters Score: Raw -547141.771718 + Penalty 2776.746415 = -544365.025303 nChanged 97 SP:Iteration 15Q (6144.931400 sec): 3 clusters Score: Raw -547190.590890 + Penalty 2776.746415 = -544413.844476 nChanged 104 SP:Iteration 16Q (6144.980875 sec): 3 clusters Score: Raw -547238.030054 + Penalty 2776.746415 = -544461.283639 nChanged 89 SP:Iteration 17Q (6145.035654 sec): 3 clusters Score: Raw -547283.518965 + Penalty 2776.746415 = -544506.772550 nChanged 99 SP:Iteration 18Q (6145.091345 sec): 3 clusters Score: Raw -547332.841320 + Penalty 2776.746415 = -544556.094905 nChanged 108 SP:Iteration 19Q (6145.130944 sec): 3 clusters Score: Raw -547384.536497 + Penalty 2776.746415 = -544607.790082 nChanged 89 SP:Iteration 20F (6145.194950 sec): 3 clusters Score: Raw -547415.198910 + Penalty 2776.746415 = -544638.452495 nChanged 67 SP:Iteration 21Q (6145.251816 sec): 3 clusters Score: Raw -547446.190692 + Penalty 2776.746415 = -544669.444278 nChanged 65 SP:Iteration 22Q (6145.295340 sec): 3 clusters Score: Raw -547467.938462 + Penalty 2776.746415 = -544691.192047 nChanged 46 SP:Iteration 23Q (6145.354899 sec): 3 clusters Score: Raw -547482.083958 + Penalty 2776.746415 = -544705.337544 nChanged 39 SP:Iteration 24Q (6145.406652 sec): 3 clusters Score: Raw -547492.576507 + Penalty 2776.746415 = -544715.830092 nChanged 27 SP:Iteration 25Q (6145.463289 sec): 3 clusters Score: Raw -547501.680226 + Penalty 2776.746415 = -544724.933811 nChanged 37 SP:Iteration 26Q (6145.519275 sec): 3 clusters Score: Raw -547514.007622 + Penalty 2776.746415 = -544737.261207 nChanged 39 SP:Iteration 27Q (6145.574774 sec): 3 clusters Score: Raw -547522.396120 + Penalty 2776.746415 = -544745.649705 nChanged 25 SP:Iteration 28Q (6145.623445 sec): 3 clusters Score: Raw -547528.943601 + Penalty 2776.746415 = -544752.197186 nChanged 15 SP:Iteration 29Q (6145.685069 sec): 3 clusters Score: Raw -547533.321832 + Penalty 2776.746415 = -544756.575417 nChanged 26 SP:Iteration 30Q (6145.728390 sec): 3 clusters Score: Raw -547544.598260 + Penalty 2776.746415 = -544767.851845 nChanged 29 SP:Iteration 31Q (6145.780542 sec): 3 clusters Score: Raw -547554.908951 + Penalty 2776.746415 = -544778.162536 nChanged 31 SP:Iteration 32Q (6145.832155 sec): 3 clusters Score: Raw -547565.755660 + Penalty 2776.746415 = -544789.009245 nChanged 34 SP:Iteration 33Q (6145.895584 sec): 3 clusters Score: Raw -547575.811967 + Penalty 2776.746415 = -544799.065553 nChanged 37 SP:Iteration 34Q (6145.938764 sec): 3 clusters Score: Raw -547589.744761 + Penalty 2776.746415 = -544812.998346 nChanged 36 SP:Iteration 35Q (6145.989940 sec): 3 clusters Score: Raw -547602.703382 + Penalty 2776.746415 = -544825.956967 nChanged 35 SP:Iteration 36Q (6146.051886 sec): 3 clusters Score: Raw -547614.008055 + Penalty 2776.746415 = -544837.261641 nChanged 32 SP:Iteration 37Q (6146.102110 sec): 3 clusters Score: Raw -547625.141742 + Penalty 2776.746415 = -544848.395327 nChanged 32 SP:Iteration 38Q (6146.157831 sec): 3 clusters Score: Raw -547634.479569 + Penalty 2776.746415 = -544857.733154 nChanged 23 SP:Iteration 39Q (6146.220928 sec): 3 clusters Score: Raw -547641.206796 + Penalty 2776.746415 = -544864.460381 nChanged 35 SP:Iteration 40F (6146.268706 sec): 3 clusters Score: Raw -547653.639107 + Penalty 2776.746415 = -544876.892693 nChanged 41 SP:Iteration 41Q (6146.327170 sec): 3 clusters Score: Raw -547667.773905 + Penalty 2776.746415 = -544891.027490 nChanged 36 SP:Iteration 42Q (6146.373658 sec): 3 clusters Score: Raw -547677.061305 + Penalty 2776.746415 = -544900.314891 nChanged 28 SP:Iteration 43Q (6146.426322 sec): 3 clusters Score: Raw -547684.303122 + Penalty 2776.746415 = -544907.556707 nChanged 20 SP:Iteration 44Q (6146.481739 sec): 3 clusters Score: Raw -547691.938131 + Penalty 2776.746415 = -544915.191716 nChanged 23 SP:Iteration 45Q (6146.542397 sec): 3 clusters Score: Raw -547702.025946 + Penalty 2776.746415 = -544925.279532 nChanged 31 SP:Iteration 46Q (6146.584990 sec): 3 clusters Score: Raw -547715.849954 + Penalty 2776.746415 = -544939.103539 nChanged 46 SP:Iteration 47Q (6146.647884 sec): 3 clusters Score: Raw -547736.601411 + Penalty 2776.746415 = -544959.854997 nChanged 45 SP:Iteration 48Q (6146.693986 sec): 3 clusters Score: Raw -547755.367663 + Penalty 2776.746415 = -544978.621248 nChanged 37 SP:Iteration 49Q (6146.754331 sec): 3 clusters Score: Raw -547768.789271 + Penalty 2776.746415 = -544992.042856 nChanged 30 SP:Iteration 50Q (6146.798655 sec): 3 clusters Score: Raw -547779.860709 + Penalty 2776.746415 = -545003.114294 nChanged 35 SP:Iteration 51Q (6146.850102 sec): 3 clusters Score: Raw -547792.847900 + Penalty 2776.746415 = -545016.101485 nChanged 37 SP:Iteration 52Q (6146.904535 sec): 3 clusters Score: Raw -547808.715308 + Penalty 2776.746415 = -545031.968893 nChanged 37 SP:Iteration 53Q (6146.966296 sec): 3 clusters Score: Raw -547822.613055 + Penalty 2776.746415 = -545045.866640 nChanged 33 SP:Iteration 54Q (6147.020459 sec): 3 clusters Score: Raw -547833.836589 + Penalty 2776.746415 = -545057.090174 nChanged 33 SP:Iteration 55Q (6147.060528 sec): 3 clusters Score: Raw -547847.116417 + Penalty 2776.746415 = -545070.370003 nChanged 35 SP:Iteration 56Q (6147.123071 sec): 3 clusters Score: Raw -547863.185137 + Penalty 2776.746415 = -545086.438723 nChanged 36 SP:Iteration 57Q (6147.168804 sec): 3 clusters Score: Raw -547878.382367 + Penalty 2776.746415 = -545101.635952 nChanged 27 SP:Iteration 58Q (6147.228811 sec): 3 clusters Score: Raw -547889.350579 + Penalty 2776.746415 = -545112.604164 nChanged 18 SP:Iteration 59Q (6147.281907 sec): 3 clusters Score: Raw -547894.534811 + Penalty 2776.746415 = -545117.788396 nChanged 9 SP:Iteration 60F (6147.339798 sec): 3 clusters Score: Raw -547896.692035 + Penalty 2776.746415 = -545119.945620 nChanged 4 SP:Iteration 61Q (6147.395106 sec): 3 clusters Score: Raw -547897.985167 + Penalty 2776.746415 = -545121.238752 nChanged 7 SP:Iteration 62Q (6147.448276 sec): 3 clusters Score: Raw -547899.467390 + Penalty 2776.746415 = -545122.720975 nChanged 5 SP:Iteration 63Q (6147.496662 sec): 3 clusters Score: Raw -547900.226129 + Penalty 2776.746415 = -545123.479714 nChanged 1 SP:Iteration 64Q (6147.552144 sec): 3 clusters Score: Raw -547900.635283 + Penalty 2776.746415 = -545123.888868 nChanged 1 SP:Iteration 65Q (6147.598779 sec): 3 clusters Score: Raw -547900.760174 + Penalty 2776.746415 = -545124.013760 nChanged 1 SP:Iteration 66Q (6147.663555 sec): 3 clusters Score: Raw -547900.883032 + Penalty 2776.746415 = -545124.136618 nChanged 1 SP:Iteration 67Q (6147.716640 sec): 3 clusters Score: Raw -547901.168686 + Penalty 2776.746415 = -545124.422271 nChanged 1 SP:Iteration 68Q (6147.767484 sec): 3 clusters Score: Raw -547901.528786 + Penalty 2776.746415 = -545124.782371 nChanged 1 SP:Iteration 69Q (6147.815949 sec): 3 clusters Score: Raw -547901.832142 + Penalty 2776.746415 = -545125.085727 nChanged 2 SP:Iteration 70Q (6147.876876 sec): 3 clusters Score: Raw -547902.473048 + Penalty 2776.746415 = -545125.726634 nChanged 2 SP:Iteration 71Q (6147.935593 sec): 3 clusters Score: Raw -547902.761974 + Penalty 2776.746415 = -545126.015559 nChanged 2 SP:Iteration 72Q (6147.982840 sec): 3 clusters Score: Raw -547903.275982 + Penalty 2776.746415 = -545126.529567 nChanged 4 SP:Iteration 73Q (6148.035355 sec): 3 clusters Score: Raw -547904.247940 + Penalty 2776.746415 = -545127.501525 nChanged 4 SP:Iteration 74Q (6148.083390 sec): 3 clusters Score: Raw -547904.917558 + Penalty 2776.746415 = -545128.171144 nChanged 0 SP:Iteration 75F (6148.146761 sec): 3 clusters Score: Raw -547904.917558 + Penalty 2776.746415 = -545128.171144 nChanged 0 Trying to split cluster 43 (33381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6148.221191 sec): 2 clusters Score: Raw -3637416.889521 + Penalty 1692.558100 = -3635724.331421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6148.328947 sec): 3 clusters Score: Raw -3616729.773837 + Penalty 3385.116200 = -3613344.657636 nChanged 15330 SP:Iteration 1F (6148.431076 sec): 3 clusters Score: Raw -3625229.520114 + Penalty 3385.116200 = -3621844.403914 nChanged 1659 SP:Iteration 2Q (6148.532070 sec): 3 clusters Score: Raw -3625817.574443 + Penalty 3385.116200 = -3622432.458243 nChanged 1704 SP:Iteration 3F (6148.633734 sec): 3 clusters Score: Raw -3626527.261121 + Penalty 3385.116200 = -3623142.144921 nChanged 1889 SP:Iteration 4F (6148.734107 sec): 3 clusters Score: Raw -3627492.204661 + Penalty 3385.116200 = -3624107.088461 nChanged 2131 SP:Iteration 5F (6148.828731 sec): 3 clusters Score: Raw -3628764.841488 + Penalty 3385.116200 = -3625379.725288 nChanged 2244 SP:Iteration 6F (6148.926015 sec): 3 clusters Score: Raw -3630295.756860 + Penalty 3385.116200 = -3626910.640660 nChanged 2131 SP:Iteration 7F (6149.024650 sec): 3 clusters Score: Raw -3631875.794103 + Penalty 3385.116200 = -3628490.677903 nChanged 1900 SP:Iteration 8F (6149.119281 sec): 3 clusters Score: Raw -3633370.670848 + Penalty 3385.116200 = -3629985.554647 nChanged 1563 SP:Iteration 9Q (6149.218632 sec): 3 clusters Score: Raw -3634734.816180 + Penalty 3385.116200 = -3631349.699979 nChanged 1139 SP:Iteration 10Q (6149.322294 sec): 3 clusters Score: Raw -3635727.452846 + Penalty 3385.116200 = -3632342.336646 nChanged 799 SP:Iteration 11Q (6149.422023 sec): 3 clusters Score: Raw -3636394.755999 + Penalty 3385.116200 = -3633009.639799 nChanged 532 SP:Iteration 12Q (6149.522885 sec): 3 clusters Score: Raw -3636833.917457 + Penalty 3385.116200 = -3633448.801257 nChanged 365 SP:Iteration 13Q (6149.616541 sec): 3 clusters Score: Raw -3637098.186840 + Penalty 3385.116200 = -3633713.070639 nChanged 261 SP:Iteration 14Q (6149.693435 sec): 3 clusters Score: Raw -3637284.754527 + Penalty 3385.116200 = -3633899.638327 nChanged 207 SP:Iteration 15Q (6149.782271 sec): 3 clusters Score: Raw -3637421.718948 + Penalty 3385.116200 = -3634036.602748 nChanged 185 SP:Iteration 16Q (6149.869484 sec): 3 clusters Score: Raw -3637540.818253 + Penalty 3385.116200 = -3634155.702053 nChanged 151 SP:Iteration 17Q (6149.961276 sec): 3 clusters Score: Raw -3637624.671256 + Penalty 3385.116200 = -3634239.555056 nChanged 129 SP:Iteration 18Q (6150.053042 sec): 3 clusters Score: Raw -3637681.327473 + Penalty 3385.116200 = -3634296.211273 nChanged 113 SP:Iteration 19Q (6150.151421 sec): 3 clusters Score: Raw -3637733.609501 + Penalty 3385.116200 = -3634348.493300 nChanged 104 SP:Iteration 20F (6150.240559 sec): 3 clusters Score: Raw -3637784.450237 + Penalty 3385.116200 = -3634399.334037 nChanged 110 SP:Iteration 21Q (6150.339776 sec): 3 clusters Score: Raw -3637836.055766 + Penalty 3385.116200 = -3634450.939566 nChanged 89 SP:Iteration 22Q (6150.428412 sec): 3 clusters Score: Raw -3637867.941135 + Penalty 3385.116200 = -3634482.824934 nChanged 57 SP:Iteration 23Q (6150.509875 sec): 3 clusters Score: Raw -3637883.491275 + Penalty 3385.116200 = -3634498.375074 nChanged 46 SP:Iteration 24Q (6150.604062 sec): 3 clusters Score: Raw -3637896.022904 + Penalty 3385.116200 = -3634510.906704 nChanged 33 SP:Iteration 25Q (6150.699090 sec): 3 clusters Score: Raw -3637905.705457 + Penalty 3385.116200 = -3634520.589256 nChanged 27 SP:Iteration 26Q (6150.790819 sec): 3 clusters Score: Raw -3637911.746317 + Penalty 3385.116200 = -3634526.630116 nChanged 19 SP:Iteration 27Q (6150.875900 sec): 3 clusters Score: Raw -3637916.286708 + Penalty 3385.116200 = -3634531.170508 nChanged 12 SP:Iteration 28Q (6150.971104 sec): 3 clusters Score: Raw -3637918.401036 + Penalty 3385.116200 = -3634533.284836 nChanged 10 SP:Iteration 29Q (6151.067503 sec): 3 clusters Score: Raw -3637919.739257 + Penalty 3385.116200 = -3634534.623056 nChanged 4 SP:Iteration 30Q (6151.159727 sec): 3 clusters Score: Raw -3637920.301221 + Penalty 3385.116200 = -3634535.185020 nChanged 4 SP:Iteration 31Q (6151.254117 sec): 3 clusters Score: Raw -3637920.857551 + Penalty 3385.116200 = -3634535.741351 nChanged 3 SP:Iteration 32Q (6151.350464 sec): 3 clusters Score: Raw -3637921.610013 + Penalty 3385.116200 = -3634536.493813 nChanged 3 SP:Iteration 33Q (6151.441841 sec): 3 clusters Score: Raw -3637922.612830 + Penalty 3385.116200 = -3634537.496630 nChanged 5 SP:Iteration 34Q (6151.534779 sec): 3 clusters Score: Raw -3637923.609601 + Penalty 3385.116200 = -3634538.493400 nChanged 3 SP:Iteration 35Q (6151.620304 sec): 3 clusters Score: Raw -3637924.178622 + Penalty 3385.116200 = -3634539.062422 nChanged 2 SP:Iteration 36Q (6151.711697 sec): 3 clusters Score: Raw -3637924.313507 + Penalty 3385.116200 = -3634539.197307 nChanged 0 SP:Iteration 37F (6151.826350 sec): 3 clusters Score: Raw -3637924.313507 + Penalty 3385.116200 = -3634539.197307 nChanged 0 Trying to split cluster 44 (11820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6151.865995 sec): 2 clusters Score: Raw -1287288.145725 + Penalty 1523.851597 = -1285764.294128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6151.933038 sec): 3 clusters Score: Raw -1280553.075649 + Penalty 3047.703195 = -1277505.372455 nChanged 5156 SP:Iteration 1F (6152.004542 sec): 3 clusters Score: Raw -1283578.606644 + Penalty 3047.703195 = -1280530.903449 nChanged 852 SP:Iteration 2F (6152.069587 sec): 3 clusters Score: Raw -1284094.568603 + Penalty 3047.703195 = -1281046.865409 nChanged 835 SP:Iteration 3F (6152.135847 sec): 3 clusters Score: Raw -1284686.639653 + Penalty 3047.703195 = -1281638.936458 nChanged 856 SP:Iteration 4F (6152.205685 sec): 3 clusters Score: Raw -1285327.330926 + Penalty 3047.703195 = -1282279.627732 nChanged 754 SP:Iteration 5F (6152.265777 sec): 3 clusters Score: Raw -1285935.922764 + Penalty 3047.703195 = -1282888.219569 nChanged 658 SP:Iteration 6F (6152.331547 sec): 3 clusters Score: Raw -1286497.570878 + Penalty 3047.703195 = -1283449.867683 nChanged 531 SP:Iteration 7Q (6152.398753 sec): 3 clusters Score: Raw -1286948.582642 + Penalty 3047.703195 = -1283900.879448 nChanged 407 SP:Iteration 8Q (6152.465873 sec): 3 clusters Score: Raw -1287242.568096 + Penalty 3047.703195 = -1284194.864902 nChanged 269 SP:Iteration 9Q (6152.528611 sec): 3 clusters Score: Raw -1287396.381080 + Penalty 3047.703195 = -1284348.677885 nChanged 176 SP:Iteration 10Q (6152.587529 sec): 3 clusters Score: Raw -1287477.957742 + Penalty 3047.703195 = -1284430.254548 nChanged 123 SP:Iteration 11Q (6152.647764 sec): 3 clusters Score: Raw -1287520.583247 + Penalty 3047.703195 = -1284472.880052 nChanged 91 SP:Iteration 12Q (6152.721536 sec): 3 clusters Score: Raw -1287545.720306 + Penalty 3047.703195 = -1284498.017112 nChanged 61 SP:Iteration 13Q (6152.771776 sec): 3 clusters Score: Raw -1287562.943961 + Penalty 3047.703195 = -1284515.240766 nChanged 47 SP:Iteration 14Q (6152.840449 sec): 3 clusters Score: Raw -1287574.400638 + Penalty 3047.703195 = -1284526.697443 nChanged 43 SP:Iteration 15Q (6152.905606 sec): 3 clusters Score: Raw -1287587.179127 + Penalty 3047.703195 = -1284539.475933 nChanged 44 SP:Iteration 16Q (6152.958214 sec): 3 clusters Score: Raw -1287599.903818 + Penalty 3047.703195 = -1284552.200623 nChanged 40 SP:Iteration 17Q (6153.023903 sec): 3 clusters Score: Raw -1287611.155041 + Penalty 3047.703195 = -1284563.451846 nChanged 37 SP:Iteration 18Q (6153.088441 sec): 3 clusters Score: Raw -1287618.671445 + Penalty 3047.703195 = -1284570.968251 nChanged 29 SP:Iteration 19Q (6153.164701 sec): 3 clusters Score: Raw -1287625.049756 + Penalty 3047.703195 = -1284577.346562 nChanged 26 SP:Iteration 20F (6153.231842 sec): 3 clusters Score: Raw -1287630.444581 + Penalty 3047.703195 = -1284582.741387 nChanged 22 SP:Iteration 21Q (6153.287021 sec): 3 clusters Score: Raw -1287634.524763 + Penalty 3047.703195 = -1284586.821569 nChanged 22 SP:Iteration 22Q (6153.359915 sec): 3 clusters Score: Raw -1287638.217339 + Penalty 3047.703195 = -1284590.514145 nChanged 19 SP:Iteration 23Q (6153.428712 sec): 3 clusters Score: Raw -1287641.303184 + Penalty 3047.703195 = -1284593.599990 nChanged 18 SP:Iteration 24Q (6153.491036 sec): 3 clusters Score: Raw -1287643.888270 + Penalty 3047.703195 = -1284596.185076 nChanged 16 SP:Iteration 25Q (6153.560407 sec): 3 clusters Score: Raw -1287646.211664 + Penalty 3047.703195 = -1284598.508469 nChanged 17 SP:Iteration 26Q (6153.625014 sec): 3 clusters Score: Raw -1287648.981802 + Penalty 3047.703195 = -1284601.278607 nChanged 15 SP:Iteration 27Q (6153.688538 sec): 3 clusters Score: Raw -1287651.178492 + Penalty 3047.703195 = -1284603.475297 nChanged 11 SP:Iteration 28Q (6153.746741 sec): 3 clusters Score: Raw -1287652.757155 + Penalty 3047.703195 = -1284605.053961 nChanged 11 SP:Iteration 29Q (6153.808695 sec): 3 clusters Score: Raw -1287655.027530 + Penalty 3047.703195 = -1284607.324336 nChanged 14 SP:Iteration 30Q (6153.877119 sec): 3 clusters Score: Raw -1287656.897035 + Penalty 3047.703195 = -1284609.193840 nChanged 8 SP:Iteration 31Q (6153.946242 sec): 3 clusters Score: Raw -1287657.980433 + Penalty 3047.703195 = -1284610.277238 nChanged 6 SP:Iteration 32Q (6154.006374 sec): 3 clusters Score: Raw -1287658.704157 + Penalty 3047.703195 = -1284611.000963 nChanged 8 SP:Iteration 33Q (6154.079716 sec): 3 clusters Score: Raw -1287659.974673 + Penalty 3047.703195 = -1284612.271479 nChanged 12 SP:Iteration 34Q (6154.137339 sec): 3 clusters Score: Raw -1287661.959316 + Penalty 3047.703195 = -1284614.256121 nChanged 11 SP:Iteration 35Q (6154.207778 sec): 3 clusters Score: Raw -1287664.044216 + Penalty 3047.703195 = -1284616.341021 nChanged 12 SP:Iteration 36Q (6154.277732 sec): 3 clusters Score: Raw -1287665.619380 + Penalty 3047.703195 = -1284617.916186 nChanged 11 SP:Iteration 37Q (6154.341756 sec): 3 clusters Score: Raw -1287667.345479 + Penalty 3047.703195 = -1284619.642285 nChanged 13 SP:Iteration 38Q (6154.408575 sec): 3 clusters Score: Raw -1287669.545497 + Penalty 3047.703195 = -1284621.842302 nChanged 10 SP:Iteration 39Q (6154.464199 sec): 3 clusters Score: Raw -1287671.357400 + Penalty 3047.703195 = -1284623.654205 nChanged 8 SP:Iteration 40F (6154.544430 sec): 3 clusters Score: Raw -1287672.885765 + Penalty 3047.703195 = -1284625.182570 nChanged 8 SP:Iteration 41Q (6154.607781 sec): 3 clusters Score: Raw -1287674.597140 + Penalty 3047.703195 = -1284626.893946 nChanged 8 SP:Iteration 42Q (6154.667541 sec): 3 clusters Score: Raw -1287675.595009 + Penalty 3047.703195 = -1284627.891814 nChanged 5 SP:Iteration 43Q (6154.721367 sec): 3 clusters Score: Raw -1287676.362611 + Penalty 3047.703195 = -1284628.659417 nChanged 3 SP:Iteration 44Q (6154.790535 sec): 3 clusters Score: Raw -1287676.802233 + Penalty 3047.703195 = -1284629.099039 nChanged 5 SP:Iteration 45Q (6154.850697 sec): 3 clusters Score: Raw -1287677.414589 + Penalty 3047.703195 = -1284629.711394 nChanged 4 SP:Iteration 46Q (6154.921177 sec): 3 clusters Score: Raw -1287677.717821 + Penalty 3047.703195 = -1284630.014627 nChanged 2 SP:Iteration 47Q (6154.988960 sec): 3 clusters Score: Raw -1287677.814616 + Penalty 3047.703195 = -1284630.111421 nChanged 1 SP:Iteration 48Q (6155.042572 sec): 3 clusters Score: Raw -1287678.041539 + Penalty 3047.703195 = -1284630.338345 nChanged 1 SP:Iteration 49Q (6155.101607 sec): 3 clusters Score: Raw -1287678.208429 + Penalty 3047.703195 = -1284630.505235 nChanged 2 SP:Iteration 50Q (6155.178023 sec): 3 clusters Score: Raw -1287678.372499 + Penalty 3047.703195 = -1284630.669305 nChanged 2 SP:Iteration 51Q (6155.241252 sec): 3 clusters Score: Raw -1287678.544668 + Penalty 3047.703195 = -1284630.841473 nChanged 3 SP:Iteration 52Q (6155.306255 sec): 3 clusters Score: Raw -1287679.060036 + Penalty 3047.703195 = -1284631.356841 nChanged 3 SP:Iteration 53Q (6155.372860 sec): 3 clusters Score: Raw -1287679.627012 + Penalty 3047.703195 = -1284631.923818 nChanged 4 SP:Iteration 54Q (6155.430930 sec): 3 clusters Score: Raw -1287680.143553 + Penalty 3047.703195 = -1284632.440359 nChanged 3 SP:Iteration 55Q (6155.499405 sec): 3 clusters Score: Raw -1287680.339676 + Penalty 3047.703195 = -1284632.636481 nChanged 2 SP:Iteration 56Q (6155.556878 sec): 3 clusters Score: Raw -1287680.463075 + Penalty 3047.703195 = -1284632.759881 nChanged 0 SP:Iteration 57F (6155.624671 sec): 3 clusters Score: Raw -1287680.463075 + Penalty 3047.703195 = -1284632.759881 nChanged 0 Trying to split cluster 45 (7702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6155.659671 sec): 2 clusters Score: Raw -821624.812855 + Penalty 1454.250739 = -820170.562116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6155.731783 sec): 3 clusters Score: Raw -817398.046046 + Penalty 2908.501477 = -814489.544569 nChanged 3242 SP:Iteration 1F (6155.796509 sec): 3 clusters Score: Raw -819125.364655 + Penalty 2908.501477 = -816216.863177 nChanged 513 SP:Iteration 2F (6155.843313 sec): 3 clusters Score: Raw -819383.977279 + Penalty 2908.501477 = -816475.475802 nChanged 429 SP:Iteration 3F (6155.909424 sec): 3 clusters Score: Raw -819628.993987 + Penalty 2908.501477 = -816720.492509 nChanged 405 SP:Iteration 4F (6155.955862 sec): 3 clusters Score: Raw -819875.891633 + Penalty 2908.501477 = -816967.390156 nChanged 378 SP:Iteration 5Q (6156.022592 sec): 3 clusters Score: Raw -820160.817968 + Penalty 2908.501477 = -817252.316491 nChanged 412 SP:Iteration 6F (6156.074761 sec): 3 clusters Score: Raw -820463.114124 + Penalty 2908.501477 = -817554.612647 nChanged 412 SP:Iteration 7F (6156.127469 sec): 3 clusters Score: Raw -820755.696871 + Penalty 2908.501477 = -817847.195394 nChanged 363 SP:Iteration 8Q (6156.186374 sec): 3 clusters Score: Raw -820991.150829 + Penalty 2908.501477 = -818082.649352 nChanged 260 SP:Iteration 9Q (6156.238812 sec): 3 clusters Score: Raw -821129.286305 + Penalty 2908.501477 = -818220.784828 nChanged 204 SP:Iteration 10Q (6156.303800 sec): 3 clusters Score: Raw -821218.241581 + Penalty 2908.501477 = -818309.740103 nChanged 132 SP:Iteration 11Q (6156.361514 sec): 3 clusters Score: Raw -821267.771305 + Penalty 2908.501477 = -818359.269828 nChanged 124 SP:Iteration 12Q (6156.416654 sec): 3 clusters Score: Raw -821315.790344 + Penalty 2908.501477 = -818407.288867 nChanged 118 SP:Iteration 13Q (6156.473383 sec): 3 clusters Score: Raw -821368.223471 + Penalty 2908.501477 = -818459.721994 nChanged 115 SP:Iteration 14Q (6156.529571 sec): 3 clusters Score: Raw -821418.555304 + Penalty 2908.501477 = -818510.053827 nChanged 110 SP:Iteration 15Q (6156.588778 sec): 3 clusters Score: Raw -821461.613167 + Penalty 2908.501477 = -818553.111690 nChanged 95 SP:Iteration 16Q (6156.653304 sec): 3 clusters Score: Raw -821497.896625 + Penalty 2908.501477 = -818589.395147 nChanged 90 SP:Iteration 17Q (6156.710043 sec): 3 clusters Score: Raw -821527.831548 + Penalty 2908.501477 = -818619.330071 nChanged 76 SP:Iteration 18Q (6156.758061 sec): 3 clusters Score: Raw -821559.272510 + Penalty 2908.501477 = -818650.771033 nChanged 84 SP:Iteration 19Q (6156.822649 sec): 3 clusters Score: Raw -821594.349438 + Penalty 2908.501477 = -818685.847961 nChanged 79 SP:Iteration 20F (6156.885564 sec): 3 clusters Score: Raw -821623.657802 + Penalty 2908.501477 = -818715.156325 nChanged 48 SP:Iteration 21Q (6156.946299 sec): 3 clusters Score: Raw -821637.895877 + Penalty 2908.501477 = -818729.394400 nChanged 47 SP:Iteration 22Q (6157.003639 sec): 3 clusters Score: Raw -821650.742779 + Penalty 2908.501477 = -818742.241302 nChanged 33 SP:Iteration 23Q (6157.065221 sec): 3 clusters Score: Raw -821660.029673 + Penalty 2908.501477 = -818751.528196 nChanged 41 SP:Iteration 24Q (6157.123166 sec): 3 clusters Score: Raw -821671.803578 + Penalty 2908.501477 = -818763.302101 nChanged 31 SP:Iteration 25Q (6157.179138 sec): 3 clusters Score: Raw -821680.133386 + Penalty 2908.501477 = -818771.631909 nChanged 37 SP:Iteration 26Q (6157.230871 sec): 3 clusters Score: Raw -821692.489247 + Penalty 2908.501477 = -818783.987770 nChanged 29 SP:Iteration 27Q (6157.292194 sec): 3 clusters Score: Raw -821700.980529 + Penalty 2908.501477 = -818792.479052 nChanged 31 SP:Iteration 28Q (6157.351226 sec): 3 clusters Score: Raw -821710.683343 + Penalty 2908.501477 = -818802.181866 nChanged 25 SP:Iteration 29Q (6157.418099 sec): 3 clusters Score: Raw -821718.867744 + Penalty 2908.501477 = -818810.366267 nChanged 28 SP:Iteration 30Q (6157.462751 sec): 3 clusters Score: Raw -821725.989429 + Penalty 2908.501477 = -818817.487951 nChanged 15 SP:Iteration 31Q (6157.521403 sec): 3 clusters Score: Raw -821729.812498 + Penalty 2908.501477 = -818821.311021 nChanged 9 SP:Iteration 32Q (6157.579308 sec): 3 clusters Score: Raw -821731.681561 + Penalty 2908.501477 = -818823.180084 nChanged 7 SP:Iteration 33Q (6157.636684 sec): 3 clusters Score: Raw -821732.757214 + Penalty 2908.501477 = -818824.255737 nChanged 6 SP:Iteration 34Q (6157.706505 sec): 3 clusters Score: Raw -821733.576799 + Penalty 2908.501477 = -818825.075322 nChanged 8 SP:Iteration 35Q (6157.748137 sec): 3 clusters Score: Raw -821734.736218 + Penalty 2908.501477 = -818826.234741 nChanged 10 SP:Iteration 36Q (6157.806342 sec): 3 clusters Score: Raw -821736.676258 + Penalty 2908.501477 = -818828.174780 nChanged 8 SP:Iteration 37Q (6157.855707 sec): 3 clusters Score: Raw -821738.453608 + Penalty 2908.501477 = -818829.952130 nChanged 13 SP:Iteration 38Q (6157.904439 sec): 3 clusters Score: Raw -821741.505887 + Penalty 2908.501477 = -818833.004410 nChanged 8 SP:Iteration 39Q (6157.968690 sec): 3 clusters Score: Raw -821742.961708 + Penalty 2908.501477 = -818834.460231 nChanged 7 SP:Iteration 40F (6158.026756 sec): 3 clusters Score: Raw -821744.081798 + Penalty 2908.501477 = -818835.580321 nChanged 7 SP:Iteration 41Q (6158.076821 sec): 3 clusters Score: Raw -821745.383149 + Penalty 2908.501477 = -818836.881672 nChanged 5 SP:Iteration 42Q (6158.143251 sec): 3 clusters Score: Raw -821746.447151 + Penalty 2908.501477 = -818837.945674 nChanged 7 SP:Iteration 43Q (6158.187582 sec): 3 clusters Score: Raw -821748.516019 + Penalty 2908.501477 = -818840.014542 nChanged 8 SP:Iteration 44Q (6158.244167 sec): 3 clusters Score: Raw -821750.486082 + Penalty 2908.501477 = -818841.984605 nChanged 9 SP:Iteration 45Q (6158.305185 sec): 3 clusters Score: Raw -821754.623354 + Penalty 2908.501477 = -818846.121877 nChanged 17 SP:Iteration 46Q (6158.362571 sec): 3 clusters Score: Raw -821760.610179 + Penalty 2908.501477 = -818852.108702 nChanged 18 SP:Iteration 47Q (6158.409534 sec): 3 clusters Score: Raw -821766.172563 + Penalty 2908.501477 = -818857.671086 nChanged 18 SP:Iteration 48Q (6158.479563 sec): 3 clusters Score: Raw -821771.469778 + Penalty 2908.501477 = -818862.968301 nChanged 23 SP:Iteration 49Q (6158.534635 sec): 3 clusters Score: Raw -821778.880490 + Penalty 2908.501477 = -818870.379012 nChanged 22 SP:Iteration 50Q (6158.587984 sec): 3 clusters Score: Raw -821787.283764 + Penalty 2908.501477 = -818878.782287 nChanged 25 SP:Iteration 51Q (6158.642750 sec): 3 clusters Score: Raw -821799.187418 + Penalty 2908.501477 = -818890.685941 nChanged 29 SP:Iteration 52Q (6158.710006 sec): 3 clusters Score: Raw -821808.026264 + Penalty 2908.501477 = -818899.524786 nChanged 25 SP:Iteration 53Q (6158.765271 sec): 3 clusters Score: Raw -821816.150636 + Penalty 2908.501477 = -818907.649159 nChanged 29 SP:Iteration 54Q (6158.824341 sec): 3 clusters Score: Raw -821827.747148 + Penalty 2908.501477 = -818919.245671 nChanged 39 SP:Iteration 55Q (6158.881485 sec): 3 clusters Score: Raw -821842.004506 + Penalty 2908.501477 = -818933.503028 nChanged 34 SP:Iteration 56Q (6158.938673 sec): 3 clusters Score: Raw -821854.942942 + Penalty 2908.501477 = -818946.441464 nChanged 33 SP:Iteration 57Q (6158.997106 sec): 3 clusters Score: Raw -821866.372911 + Penalty 2908.501477 = -818957.871434 nChanged 31 SP:Iteration 58Q (6159.050540 sec): 3 clusters Score: Raw -821880.093507 + Penalty 2908.501477 = -818971.592030 nChanged 33 SP:Iteration 59Q (6159.109168 sec): 3 clusters Score: Raw -821893.088302 + Penalty 2908.501477 = -818984.586825 nChanged 24 SP:Iteration 60F (6159.165320 sec): 3 clusters Score: Raw -821904.628534 + Penalty 2908.501477 = -818996.127057 nChanged 20 SP:Iteration 61Q (6159.215036 sec): 3 clusters Score: Raw -821911.321487 + Penalty 2908.501477 = -819002.820010 nChanged 17 SP:Iteration 62Q (6159.279629 sec): 3 clusters Score: Raw -821918.121182 + Penalty 2908.501477 = -819009.619705 nChanged 14 SP:Iteration 63Q (6159.339005 sec): 3 clusters Score: Raw -821922.620341 + Penalty 2908.501477 = -819014.118864 nChanged 11 SP:Iteration 64Q (6159.385359 sec): 3 clusters Score: Raw -821926.128578 + Penalty 2908.501477 = -819017.627101 nChanged 6 SP:Iteration 65Q (6159.449413 sec): 3 clusters Score: Raw -821928.537423 + Penalty 2908.501477 = -819020.035946 nChanged 7 SP:Iteration 66Q (6159.501068 sec): 3 clusters Score: Raw -821931.556560 + Penalty 2908.501477 = -819023.055083 nChanged 10 SP:Iteration 67Q (6159.556012 sec): 3 clusters Score: Raw -821935.347228 + Penalty 2908.501477 = -819026.845751 nChanged 5 SP:Iteration 68Q (6159.607174 sec): 3 clusters Score: Raw -821937.281006 + Penalty 2908.501477 = -819028.779529 nChanged 4 SP:Iteration 69Q (6159.666051 sec): 3 clusters Score: Raw -821938.547078 + Penalty 2908.501477 = -819030.045600 nChanged 5 SP:Iteration 70Q (6159.726054 sec): 3 clusters Score: Raw -821940.295500 + Penalty 2908.501477 = -819031.794023 nChanged 5 SP:Iteration 71Q (6159.787173 sec): 3 clusters Score: Raw -821941.122028 + Penalty 2908.501477 = -819032.620551 nChanged 4 SP:Iteration 72Q (6159.838160 sec): 3 clusters Score: Raw -821942.628280 + Penalty 2908.501477 = -819034.126803 nChanged 5 SP:Iteration 73Q (6159.888763 sec): 3 clusters Score: Raw -821945.757827 + Penalty 2908.501477 = -819037.256350 nChanged 6 SP:Iteration 74Q (6159.951704 sec): 3 clusters Score: Raw -821950.156981 + Penalty 2908.501477 = -819041.655504 nChanged 10 SP:Iteration 75Q (6159.995593 sec): 3 clusters Score: Raw -821954.219524 + Penalty 2908.501477 = -819045.718047 nChanged 9 SP:Iteration 76Q (6160.051607 sec): 3 clusters Score: Raw -821958.646292 + Penalty 2908.501477 = -819050.144815 nChanged 8 SP:Iteration 77Q (6160.107637 sec): 3 clusters Score: Raw -821962.747218 + Penalty 2908.501477 = -819054.245741 nChanged 8 SP:Iteration 78Q (6160.167277 sec): 3 clusters Score: Raw -821966.037479 + Penalty 2908.501477 = -819057.536002 nChanged 10 SP:Iteration 79Q (6160.224931 sec): 3 clusters Score: Raw -821970.439200 + Penalty 2908.501477 = -819061.937722 nChanged 10 SP:Iteration 80F (6160.280441 sec): 3 clusters Score: Raw -821973.499221 + Penalty 2908.501477 = -819064.997744 nChanged 4 SP:Iteration 81Q (6160.333996 sec): 3 clusters Score: Raw -821975.096822 + Penalty 2908.501477 = -819066.595345 nChanged 5 SP:Iteration 82Q (6160.392979 sec): 3 clusters Score: Raw -821977.052796 + Penalty 2908.501477 = -819068.551319 nChanged 4 SP:Iteration 83Q (6160.455821 sec): 3 clusters Score: Raw -821978.692523 + Penalty 2908.501477 = -819070.191046 nChanged 1 SP:Iteration 84Q (6160.503584 sec): 3 clusters Score: Raw -821978.786212 + Penalty 2908.501477 = -819070.284735 nChanged 0 SP:Iteration 85F (6160.573728 sec): 3 clusters Score: Raw -821978.786212 + Penalty 2908.501477 = -819070.284735 nChanged 0 Iteration 179Q (6166.619340 sec): 47 clusters Score: Raw -50081459.291034 + Penalty 97976.798046 = -49983482.492987 nChanged 1916 Iteration 180F (6180.687102 sec): 47 clusters Score: Raw -50083418.177784 + Penalty 97976.798046 = -49985441.379738 nChanged 2900 Iteration 181Q (6186.674652 sec): 47 clusters Score: Raw -50084748.346544 + Penalty 97976.798046 = -49986771.548498 nChanged 2092 Iteration 182Q (6192.600617 sec): 47 clusters Score: Raw -50085432.785573 + Penalty 97976.798046 = -49987455.987527 nChanged 1675 Iteration 183Q (6198.265117 sec): 47 clusters Score: Raw -50085830.934687 + Penalty 97976.798046 = -49987854.136641 nChanged 1292 Iteration 184Q (6204.322373 sec): 47 clusters Score: Raw -50086083.111885 + Penalty 97976.798046 = -49988106.313839 nChanged 1114 Iteration 185Q (6210.092816 sec): 47 clusters Score: Raw -50086242.229544 + Penalty 97976.798046 = -49988265.431498 nChanged 920 Iteration 186Q (6215.987481 sec): 47 clusters Score: Raw -50086354.927624 + Penalty 97976.798046 = -49988378.129578 nChanged 746 Iteration 187Q (6221.602115 sec): 47 clusters Score: Raw -50086435.190967 + Penalty 97976.798046 = -49988458.392921 nChanged 619 Iteration 188Q (6227.431967 sec): 47 clusters Score: Raw -50086499.879106 + Penalty 97976.798046 = -49988523.081060 nChanged 522 Iteration 189Q (6233.344325 sec): 47 clusters Score: Raw -50086544.865481 + Penalty 97976.798046 = -49988568.067435 nChanged 434 Iteration 190Q (6239.287620 sec): 47 clusters Score: Raw -50086585.374725 + Penalty 97976.798046 = -49988608.576679 nChanged 385 Iteration 191Q (6244.935596 sec): 47 clusters Score: Raw -50086620.099376 + Penalty 97976.798046 = -49988643.301329 nChanged 360 Iteration 192Q (6250.275433 sec): 47 clusters Score: Raw -50086648.985181 + Penalty 97976.798046 = -49988672.187135 nChanged 344 Iteration 193Q (6255.910974 sec): 47 clusters Score: Raw -50086679.913522 + Penalty 97976.798046 = -49988703.115475 nChanged 335 Iteration 194Q (6261.657742 sec): 47 clusters Score: Raw -50086706.972755 + Penalty 97976.798046 = -49988730.174709 nChanged 310 Iteration 195Q (6267.572162 sec): 47 clusters Score: Raw -50086731.007848 + Penalty 97976.798046 = -49988754.209802 nChanged 296 Iteration 196Q (6272.762673 sec): 47 clusters Score: Raw -50086755.895338 + Penalty 97976.798046 = -49988779.097291 nChanged 283 Iteration 197Q (6278.523465 sec): 47 clusters Score: Raw -50086774.777909 + Penalty 97976.798046 = -49988797.979862 nChanged 252 Iteration 198Q (6284.337303 sec): 47 clusters Score: Raw -50086790.798043 + Penalty 97976.798046 = -49988813.999996 nChanged 226 Iteration 199Q (6290.146314 sec): 47 clusters Score: Raw -50086803.757345 + Penalty 97976.798046 = -49988826.959298 nChanged 219 Iteration 200F (6304.248603 sec): 47 clusters Score: Raw -50086816.786214 + Penalty 97976.798046 = -49988839.988167 nChanged 203 Iteration 201Q (6310.035015 sec): 47 clusters Score: Raw -50086829.098339 + Penalty 97976.798046 = -49988852.300293 nChanged 193 Iteration 202Q (6315.388301 sec): 47 clusters Score: Raw -50086841.446208 + Penalty 97976.798046 = -49988864.648162 nChanged 190 Iteration 203Q (6320.986455 sec): 47 clusters Score: Raw -50086853.098058 + Penalty 97976.798046 = -49988876.300012 nChanged 184 Iteration 204Q (6326.755410 sec): 47 clusters Score: Raw -50086863.184418 + Penalty 97976.798046 = -49988886.386371 nChanged 157 Iteration 205Q (6332.260089 sec): 47 clusters Score: Raw -50086871.789751 + Penalty 97976.798046 = -49988894.991704 nChanged 158 Iteration 206Q (6338.084754 sec): 47 clusters Score: Raw -50086879.777219 + Penalty 97976.798046 = -49988902.979172 nChanged 156 Iteration 207Q (6343.830103 sec): 47 clusters Score: Raw -50086889.894836 + Penalty 97976.798046 = -49988913.096789 nChanged 152 Iteration 208Q (6349.578587 sec): 47 clusters Score: Raw -50086898.762882 + Penalty 97976.798046 = -49988921.964836 nChanged 156 Iteration 209Q (6354.953523 sec): 47 clusters Score: Raw -50086906.857093 + Penalty 97976.798046 = -49988930.059046 nChanged 163 Iteration 210Q (6361.011564 sec): 47 clusters Score: Raw -50086914.414771 + Penalty 97976.798046 = -49988937.616725 nChanged 161 Iteration 211Q (6366.868168 sec): 47 clusters Score: Raw -50086921.050874 + Penalty 97976.798046 = -49988944.252828 nChanged 167 Iteration 212Q (6372.861452 sec): 47 clusters Score: Raw -50086928.136036 + Penalty 97976.798046 = -49988951.337990 nChanged 167 Iteration 213Q (6378.509105 sec): 47 clusters Score: Raw -50086935.218393 + Penalty 97976.798046 = -49988958.420347 nChanged 175 Iteration 214Q (6384.043253 sec): 47 clusters Score: Raw -50086942.543116 + Penalty 97976.798046 = -49988965.745070 nChanged 163 Iteration 215Q (6389.914654 sec): 47 clusters Score: Raw -50086949.458678 + Penalty 97976.798046 = -49988972.660632 nChanged 164 Iteration 216Q (6395.802807 sec): 47 clusters Score: Raw -50086955.860909 + Penalty 97976.798046 = -49988979.062863 nChanged 175 Iteration 217Q (6401.105573 sec): 47 clusters Score: Raw -50086962.903086 + Penalty 97976.798046 = -49988986.105039 nChanged 191 Iteration 218Q (6406.852224 sec): 47 clusters Score: Raw -50086971.049759 + Penalty 97976.798046 = -49988994.251713 nChanged 170 Writing temp clu file Because OldScore, -49988986.105039, is greater than current (better) Score,-49988994.251713 Compute initial score before splitting: Score: Raw -50086971.049759 + Penalty 97976.798046 = -49988994.251713 Trying to split cluster 1 (988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6407.044893 sec): 2 clusters Score: Raw -86177.427738 + Penalty 1120.548438 = -85056.879300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6407.094223 sec): 3 clusters Score: Raw -85939.642463 + Penalty 2241.096877 = -83698.545586 nChanged 328 SP:Iteration 1F (6407.142713 sec): 3 clusters Score: Raw -86317.255634 + Penalty 2241.096877 = -84076.158758 nChanged 114 SP:Iteration 2F (6407.180138 sec): 3 clusters Score: Raw -86557.355240 + Penalty 2241.096877 = -84316.258364 nChanged 94 SP:Iteration 3F (6407.239309 sec): 3 clusters Score: Raw -86765.865111 + Penalty 2241.096877 = -84524.768234 nChanged 78 SP:Iteration 4F (6407.284598 sec): 3 clusters Score: Raw -86933.880323 + Penalty 2241.096877 = -84692.783446 nChanged 44 SP:Iteration 5Q (6407.331744 sec): 3 clusters Score: Raw -87089.876778 + Penalty 2241.096877 = -84848.779901 nChanged 24 SP:Iteration 6Q (6407.383568 sec): 3 clusters Score: Raw -87167.504572 + Penalty 2241.096877 = -84926.407695 nChanged 26 SP:Iteration 7Q (6407.423673 sec): 3 clusters Score: Raw -87218.772035 + Penalty 2241.096877 = -84977.675159 nChanged 17 SP:Iteration 8Q (6407.474787 sec): 3 clusters Score: Raw -87248.157947 + Penalty 2241.096877 = -85007.061070 nChanged 7 SP:Iteration 9Q (6407.515973 sec): 3 clusters Score: Raw -87260.161496 + Penalty 2241.096877 = -85019.064619 nChanged 3 SP:Iteration 10Q (6407.562750 sec): 3 clusters Score: Raw -87268.519294 + Penalty 2241.096877 = -85027.422417 nChanged 3 SP:Iteration 11Q (6407.621362 sec): 3 clusters Score: Raw -87272.246707 + Penalty 2241.096877 = -85031.149830 nChanged 3 SP:Iteration 12Q (6407.654191 sec): 3 clusters Score: Raw -87275.968463 + Penalty 2241.096877 = -85034.871586 nChanged 1 SP:Iteration 13Q (6407.692059 sec): 3 clusters Score: Raw -87277.962612 + Penalty 2241.096877 = -85036.865735 nChanged 1 SP:Iteration 14Q (6407.735787 sec): 3 clusters Score: Raw -87309.494068 + Penalty 2241.096877 = -85068.397192 nChanged 1 SP:Iteration 15Q (6407.782003 sec): 3 clusters Score: Raw -87323.721922 + Penalty 2241.096877 = -85082.625045 nChanged 1 SP:Iteration 16Q (6407.821739 sec): 3 clusters Score: Raw -87336.644824 + Penalty 2241.096877 = -85095.547947 nChanged 1 SP:Iteration 17Q (6407.868197 sec): 3 clusters Score: Raw -87342.288514 + Penalty 2241.096877 = -85101.191637 nChanged 2 SP:Iteration 18Q (6407.923238 sec): 3 clusters Score: Raw -87386.668437 + Penalty 2241.096877 = -85145.571561 nChanged 1 SP:Iteration 19Q (6407.970362 sec): 3 clusters Score: Raw -87402.244503 + Penalty 2241.096877 = -85161.147626 nChanged 1 SP:Iteration 20F (6408.016987 sec): 3 clusters Score: Raw -87409.863881 + Penalty 2241.096877 = -85168.767004 nChanged 1 SP:Iteration 21Q (6408.057080 sec): 3 clusters Score: Raw -87412.129215 + Penalty 2241.096877 = -85171.032338 nChanged 1 SP:Iteration 22Q (6408.108161 sec): 3 clusters Score: Raw -87414.018090 + Penalty 2241.096877 = -85172.921214 nChanged 2 SP:Iteration 23Q (6408.147170 sec): 3 clusters Score: Raw -87417.198268 + Penalty 2241.096877 = -85176.101391 nChanged 0 SP:Iteration 24F (6408.193930 sec): 3 clusters Score: Raw -87417.198268 + Penalty 2241.096877 = -85176.101391 nChanged 0 Score: Raw -50088215.843590 + Penalty 100106.728439 = -49988109.115151 Splitting cluster 1 changes total score from -49988994.251713 to -49988109.115151 So it's not getting split. Trying to split cluster 2 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6422.521414 sec): 2 clusters Score: Raw -30283.285340 + Penalty 966.555686 = -29316.729654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6422.569629 sec): 3 clusters Score: Raw -30341.312829 + Penalty 1933.111371 = -28408.201457 nChanged 74 SP:Iteration 1F (6422.614268 sec): 3 clusters Score: Raw -30547.235391 + Penalty 1933.111371 = -28614.124019 nChanged 36 SP:Iteration 2F (6422.663611 sec): 3 clusters Score: Raw -30661.741142 + Penalty 1933.111371 = -28728.629770 nChanged 27 SP:Iteration 3F (6422.709879 sec): 3 clusters Score: Raw -30751.847081 + Penalty 1933.111371 = -28818.735710 nChanged 22 SP:Iteration 4F (6422.749724 sec): 3 clusters Score: Raw -30916.768619 + Penalty 1933.111371 = -28983.657248 nChanged 19 SP:Iteration 5Q (6422.801881 sec): 3 clusters Score: Raw -30983.302297 + Penalty 1933.111371 = -29050.190926 nChanged 8 SP:Iteration 6Q (6422.850140 sec): 3 clusters Score: Raw -31004.045197 + Penalty 1933.111371 = -29070.933826 nChanged 4 SP:Iteration 7Q (6422.895086 sec): 3 clusters Score: Raw -31023.396392 + Penalty 1933.111371 = -29090.285021 nChanged 5 SP:Iteration 8Q (6422.931252 sec): 3 clusters Score: Raw -31041.895236 + Penalty 1933.111371 = -29108.783864 nChanged 2 SP:Iteration 9Q (6422.980090 sec): 3 clusters Score: Raw -31048.304922 + Penalty 1933.111371 = -29115.193551 nChanged 1 SP:Iteration 10Q (6423.024505 sec): 3 clusters Score: Raw -31052.871828 + Penalty 1933.111371 = -29119.760456 nChanged 0 SP:Iteration 11F (6423.068253 sec): 3 clusters Score: Raw -31052.871828 + Penalty 1933.111371 = -29119.760456 nChanged 0 Trying to split cluster 3 (5579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6423.110621 sec): 2 clusters Score: Raw -539135.331853 + Penalty 1401.849285 = -537733.482569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6423.170835 sec): 3 clusters Score: Raw -536223.331920 + Penalty 2803.698569 = -533419.633351 nChanged 2307 SP:Iteration 1F (6423.220571 sec): 3 clusters Score: Raw -537498.081204 + Penalty 2803.698569 = -534694.382635 nChanged 383 SP:Iteration 2F (6423.275838 sec): 3 clusters Score: Raw -537675.739656 + Penalty 2803.698569 = -534872.041087 nChanged 305 SP:Iteration 3F (6423.324035 sec): 3 clusters Score: Raw -537811.315362 + Penalty 2803.698569 = -535007.616793 nChanged 233 SP:Iteration 4Q (6423.377828 sec): 3 clusters Score: Raw -537913.090571 + Penalty 2803.698569 = -535109.392002 nChanged 199 SP:Iteration 5Q (6423.435553 sec): 3 clusters Score: Raw -538016.442684 + Penalty 2803.698569 = -535212.744115 nChanged 205 SP:Iteration 6Q (6423.492818 sec): 3 clusters Score: Raw -538131.633389 + Penalty 2803.698569 = -535327.934819 nChanged 196 SP:Iteration 7Q (6423.544619 sec): 3 clusters Score: Raw -538233.456346 + Penalty 2803.698569 = -535429.757777 nChanged 182 SP:Iteration 8Q (6423.602601 sec): 3 clusters Score: Raw -538325.548066 + Penalty 2803.698569 = -535521.849497 nChanged 170 SP:Iteration 9Q (6423.649025 sec): 3 clusters Score: Raw -538421.777829 + Penalty 2803.698569 = -535618.079260 nChanged 165 SP:Iteration 10Q (6423.713062 sec): 3 clusters Score: Raw -538508.562286 + Penalty 2803.698569 = -535704.863717 nChanged 149 SP:Iteration 11Q (6423.766813 sec): 3 clusters Score: Raw -538585.756125 + Penalty 2803.698569 = -535782.057556 nChanged 113 SP:Iteration 12Q (6423.822688 sec): 3 clusters Score: Raw -538647.411274 + Penalty 2803.698569 = -535843.712705 nChanged 135 SP:Iteration 13Q (6423.878073 sec): 3 clusters Score: Raw -538728.452369 + Penalty 2803.698569 = -535924.753799 nChanged 127 SP:Iteration 14Q (6423.933565 sec): 3 clusters Score: Raw -538792.082637 + Penalty 2803.698569 = -535988.384068 nChanged 110 SP:Iteration 15Q (6423.988911 sec): 3 clusters Score: Raw -538843.354530 + Penalty 2803.698569 = -536039.655961 nChanged 84 SP:Iteration 16Q (6424.042727 sec): 3 clusters Score: Raw -538887.580550 + Penalty 2803.698569 = -536083.881981 nChanged 82 SP:Iteration 17Q (6424.092213 sec): 3 clusters Score: Raw -538930.452346 + Penalty 2803.698569 = -536126.753777 nChanged 83 SP:Iteration 18Q (6424.152080 sec): 3 clusters Score: Raw -538980.130915 + Penalty 2803.698569 = -536176.432346 nChanged 70 SP:Iteration 19Q (6424.204716 sec): 3 clusters Score: Raw -539026.901267 + Penalty 2803.698569 = -536223.202698 nChanged 70 SP:Iteration 20F (6424.249856 sec): 3 clusters Score: Raw -539068.289520 + Penalty 2803.698569 = -536264.590951 nChanged 48 SP:Iteration 21Q (6424.315591 sec): 3 clusters Score: Raw -539091.640733 + Penalty 2803.698569 = -536287.942164 nChanged 43 SP:Iteration 22Q (6424.371111 sec): 3 clusters Score: Raw -539113.466282 + Penalty 2803.698569 = -536309.767713 nChanged 37 SP:Iteration 23Q (6424.417097 sec): 3 clusters Score: Raw -539132.251822 + Penalty 2803.698569 = -536328.553253 nChanged 41 SP:Iteration 24Q (6424.475259 sec): 3 clusters Score: Raw -539158.607573 + Penalty 2803.698569 = -536354.909004 nChanged 40 SP:Iteration 25Q (6424.535304 sec): 3 clusters Score: Raw -539174.388452 + Penalty 2803.698569 = -536370.689883 nChanged 28 SP:Iteration 26Q (6424.581428 sec): 3 clusters Score: Raw -539186.881143 + Penalty 2803.698569 = -536383.182574 nChanged 28 SP:Iteration 27Q (6424.647228 sec): 3 clusters Score: Raw -539202.845792 + Penalty 2803.698569 = -536399.147223 nChanged 22 SP:Iteration 28Q (6424.687165 sec): 3 clusters Score: Raw -539214.020049 + Penalty 2803.698569 = -536410.321480 nChanged 16 SP:Iteration 29Q (6424.738896 sec): 3 clusters Score: Raw -539222.255070 + Penalty 2803.698569 = -536418.556501 nChanged 14 SP:Iteration 30Q (6424.795373 sec): 3 clusters Score: Raw -539228.896003 + Penalty 2803.698569 = -536425.197434 nChanged 11 SP:Iteration 31Q (6424.841780 sec): 3 clusters Score: Raw -539233.702684 + Penalty 2803.698569 = -536430.004115 nChanged 6 SP:Iteration 32Q (6424.900326 sec): 3 clusters Score: Raw -539236.129887 + Penalty 2803.698569 = -536432.431318 nChanged 6 SP:Iteration 33Q (6424.954246 sec): 3 clusters Score: Raw -539238.799580 + Penalty 2803.698569 = -536435.101011 nChanged 4 SP:Iteration 34Q (6425.011383 sec): 3 clusters Score: Raw -539240.086314 + Penalty 2803.698569 = -536436.387745 nChanged 4 SP:Iteration 35Q (6425.062356 sec): 3 clusters Score: Raw -539241.215744 + Penalty 2803.698569 = -536437.517175 nChanged 3 SP:Iteration 36Q (6425.118400 sec): 3 clusters Score: Raw -539242.098731 + Penalty 2803.698569 = -536438.400162 nChanged 5 SP:Iteration 37Q (6425.174698 sec): 3 clusters Score: Raw -539243.799136 + Penalty 2803.698569 = -536440.100567 nChanged 2 SP:Iteration 38Q (6425.229648 sec): 3 clusters Score: Raw -539244.285351 + Penalty 2803.698569 = -536440.586782 nChanged 1 SP:Iteration 39Q (6425.271597 sec): 3 clusters Score: Raw -539244.425304 + Penalty 2803.698569 = -536440.726735 nChanged 1 SP:Iteration 40F (6425.331773 sec): 3 clusters Score: Raw -539244.700485 + Penalty 2803.698569 = -536441.001916 nChanged 1 SP:Iteration 41Q (6425.385570 sec): 3 clusters Score: Raw -539244.783316 + Penalty 2803.698569 = -536441.084747 nChanged 0 SP:Iteration 42F (6425.429243 sec): 3 clusters Score: Raw -539244.783316 + Penalty 2803.698569 = -536441.084747 nChanged 0 Trying to split cluster 4 (4193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6425.468127 sec): 2 clusters Score: Raw -431411.575732 + Penalty 1355.440409 = -430056.135323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6425.513055 sec): 3 clusters Score: Raw -429340.000218 + Penalty 2710.880818 = -426629.119401 nChanged 1610 SP:Iteration 1F (6425.571972 sec): 3 clusters Score: Raw -430263.013905 + Penalty 2710.880818 = -427552.133087 nChanged 315 SP:Iteration 2F (6425.615415 sec): 3 clusters Score: Raw -430449.822298 + Penalty 2710.880818 = -427738.941480 nChanged 229 SP:Iteration 3F (6425.661158 sec): 3 clusters Score: Raw -430605.726193 + Penalty 2710.880818 = -427894.845375 nChanged 203 SP:Iteration 4Q (6425.703865 sec): 3 clusters Score: Raw -430745.641469 + Penalty 2710.880818 = -428034.760652 nChanged 185 SP:Iteration 5Q (6425.752050 sec): 3 clusters Score: Raw -430865.674832 + Penalty 2710.880818 = -428154.794014 nChanged 155 SP:Iteration 6Q (6425.807354 sec): 3 clusters Score: Raw -430961.408595 + Penalty 2710.880818 = -428250.527777 nChanged 131 SP:Iteration 7Q (6425.852907 sec): 3 clusters Score: Raw -431047.823642 + Penalty 2710.880818 = -428336.942824 nChanged 123 SP:Iteration 8Q (6425.909632 sec): 3 clusters Score: Raw -431141.874081 + Penalty 2710.880818 = -428430.993264 nChanged 117 SP:Iteration 9Q (6425.954899 sec): 3 clusters Score: Raw -431232.569667 + Penalty 2710.880818 = -428521.688849 nChanged 97 SP:Iteration 10Q (6426.001292 sec): 3 clusters Score: Raw -431311.441441 + Penalty 2710.880818 = -428600.560624 nChanged 83 SP:Iteration 11Q (6426.053863 sec): 3 clusters Score: Raw -431384.851713 + Penalty 2710.880818 = -428673.970895 nChanged 80 SP:Iteration 12Q (6426.106471 sec): 3 clusters Score: Raw -431461.462049 + Penalty 2710.880818 = -428750.581232 nChanged 49 SP:Iteration 13Q (6426.164314 sec): 3 clusters Score: Raw -431501.508291 + Penalty 2710.880818 = -428790.627473 nChanged 32 SP:Iteration 14Q (6426.208754 sec): 3 clusters Score: Raw -431529.253605 + Penalty 2710.880818 = -428818.372787 nChanged 33 SP:Iteration 15Q (6426.262093 sec): 3 clusters Score: Raw -431561.093244 + Penalty 2710.880818 = -428850.212426 nChanged 25 SP:Iteration 16Q (6426.307791 sec): 3 clusters Score: Raw -431586.179973 + Penalty 2710.880818 = -428875.299156 nChanged 17 SP:Iteration 17Q (6426.356686 sec): 3 clusters Score: Raw -431601.295397 + Penalty 2710.880818 = -428890.414579 nChanged 14 SP:Iteration 18Q (6426.405760 sec): 3 clusters Score: Raw -431612.634580 + Penalty 2710.880818 = -428901.753762 nChanged 13 SP:Iteration 19Q (6426.463662 sec): 3 clusters Score: Raw -431627.031324 + Penalty 2710.880818 = -428916.150506 nChanged 14 SP:Iteration 20F (6426.511723 sec): 3 clusters Score: Raw -431638.582304 + Penalty 2710.880818 = -428927.701486 nChanged 4 SP:Iteration 21Q (6426.558494 sec): 3 clusters Score: Raw -431641.146826 + Penalty 2710.880818 = -428930.266008 nChanged 0 SP:Iteration 22F (6426.605044 sec): 3 clusters Score: Raw -431641.146826 + Penalty 2710.880818 = -428930.266008 nChanged 0 Trying to split cluster 5 (13541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6426.644486 sec): 2 clusters Score: Raw -1440983.197613 + Penalty 1545.940077 = -1439437.257535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6426.709826 sec): 3 clusters Score: Raw -1433049.365298 + Penalty 3091.880155 = -1429957.485143 nChanged 5976 SP:Iteration 1F (6426.780849 sec): 3 clusters Score: Raw -1436138.171597 + Penalty 3091.880155 = -1433046.291442 nChanged 727 SP:Iteration 2F (6426.832139 sec): 3 clusters Score: Raw -1436405.584970 + Penalty 3091.880155 = -1433313.704815 nChanged 642 SP:Iteration 3Q (6426.898565 sec): 3 clusters Score: Raw -1436651.742468 + Penalty 3091.880155 = -1433559.862314 nChanged 601 SP:Iteration 4Q (6426.971420 sec): 3 clusters Score: Raw -1436886.085111 + Penalty 3091.880155 = -1433794.204957 nChanged 599 SP:Iteration 5Q (6427.033544 sec): 3 clusters Score: Raw -1437171.673546 + Penalty 3091.880155 = -1434079.793391 nChanged 647 SP:Iteration 6Q (6427.096911 sec): 3 clusters Score: Raw -1437515.986760 + Penalty 3091.880155 = -1434424.106605 nChanged 708 SP:Iteration 7F (6427.161497 sec): 3 clusters Score: Raw -1437940.098568 + Penalty 3091.880155 = -1434848.218413 nChanged 736 SP:Iteration 8F (6427.227242 sec): 3 clusters Score: Raw -1438436.862257 + Penalty 3091.880155 = -1435344.982102 nChanged 789 SP:Iteration 9F (6427.287991 sec): 3 clusters Score: Raw -1439031.466810 + Penalty 3091.880155 = -1435939.586656 nChanged 735 SP:Iteration 10F (6427.350143 sec): 3 clusters Score: Raw -1439575.128724 + Penalty 3091.880155 = -1436483.248570 nChanged 586 SP:Iteration 11Q (6427.426522 sec): 3 clusters Score: Raw -1440022.758668 + Penalty 3091.880155 = -1436930.878513 nChanged 463 SP:Iteration 12Q (6427.487062 sec): 3 clusters Score: Raw -1440405.243382 + Penalty 3091.880155 = -1437313.363227 nChanged 334 SP:Iteration 13Q (6427.543063 sec): 3 clusters Score: Raw -1440690.276085 + Penalty 3091.880155 = -1437598.395930 nChanged 222 SP:Iteration 14Q (6427.604366 sec): 3 clusters Score: Raw -1440897.889346 + Penalty 3091.880155 = -1437806.009191 nChanged 130 SP:Iteration 15Q (6427.673713 sec): 3 clusters Score: Raw -1441021.648759 + Penalty 3091.880155 = -1437929.768604 nChanged 84 SP:Iteration 16Q (6427.738836 sec): 3 clusters Score: Raw -1441089.253577 + Penalty 3091.880155 = -1437997.373422 nChanged 54 SP:Iteration 17Q (6427.800334 sec): 3 clusters Score: Raw -1441125.241462 + Penalty 3091.880155 = -1438033.361307 nChanged 27 SP:Iteration 18Q (6427.865274 sec): 3 clusters Score: Raw -1441144.198893 + Penalty 3091.880155 = -1438052.318738 nChanged 15 SP:Iteration 19Q (6427.928881 sec): 3 clusters Score: Raw -1441159.384074 + Penalty 3091.880155 = -1438067.503919 nChanged 20 SP:Iteration 20F (6427.989161 sec): 3 clusters Score: Raw -1441175.831213 + Penalty 3091.880155 = -1438083.951059 nChanged 17 SP:Iteration 21Q (6428.055937 sec): 3 clusters Score: Raw -1441187.398936 + Penalty 3091.880155 = -1438095.518781 nChanged 12 SP:Iteration 22Q (6428.113170 sec): 3 clusters Score: Raw -1441197.468673 + Penalty 3091.880155 = -1438105.588518 nChanged 11 SP:Iteration 23Q (6428.186433 sec): 3 clusters Score: Raw -1441206.731662 + Penalty 3091.880155 = -1438114.851508 nChanged 7 SP:Iteration 24Q (6428.249035 sec): 3 clusters Score: Raw -1441212.574465 + Penalty 3091.880155 = -1438120.694311 nChanged 5 SP:Iteration 25Q (6428.311845 sec): 3 clusters Score: Raw -1441217.236739 + Penalty 3091.880155 = -1438125.356584 nChanged 5 SP:Iteration 26Q (6428.377328 sec): 3 clusters Score: Raw -1441220.320712 + Penalty 3091.880155 = -1438128.440557 nChanged 5 SP:Iteration 27Q (6428.444327 sec): 3 clusters Score: Raw -1441223.984948 + Penalty 3091.880155 = -1438132.104793 nChanged 3 SP:Iteration 28Q (6428.500292 sec): 3 clusters Score: Raw -1441227.215796 + Penalty 3091.880155 = -1438135.335641 nChanged 4 SP:Iteration 29Q (6428.574168 sec): 3 clusters Score: Raw -1441230.103828 + Penalty 3091.880155 = -1438138.223674 nChanged 3 SP:Iteration 30Q (6428.628295 sec): 3 clusters Score: Raw -1441232.448346 + Penalty 3091.880155 = -1438140.568191 nChanged 3 SP:Iteration 31Q (6428.703372 sec): 3 clusters Score: Raw -1441234.262342 + Penalty 3091.880155 = -1438142.382187 nChanged 2 SP:Iteration 32Q (6428.763087 sec): 3 clusters Score: Raw -1441236.000033 + Penalty 3091.880155 = -1438144.119879 nChanged 3 SP:Iteration 33Q (6428.820975 sec): 3 clusters Score: Raw -1441237.685507 + Penalty 3091.880155 = -1438145.805353 nChanged 0 SP:Iteration 34F (6428.899871 sec): 3 clusters Score: Raw -1441237.685507 + Penalty 3091.880155 = -1438145.805353 nChanged 0 Trying to split cluster 6 (11958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6428.940636 sec): 2 clusters Score: Raw -1223950.329724 + Penalty 1525.737816 = -1222424.591908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6429.007804 sec): 3 clusters Score: Raw -1217102.859729 + Penalty 3051.475632 = -1214051.384097 nChanged 5213 SP:Iteration 1F (6429.067470 sec): 3 clusters Score: Raw -1219981.894678 + Penalty 3051.475632 = -1216930.419046 nChanged 847 SP:Iteration 2F (6429.123836 sec): 3 clusters Score: Raw -1220460.427501 + Penalty 3051.475632 = -1217408.951869 nChanged 851 SP:Iteration 3F (6429.197014 sec): 3 clusters Score: Raw -1221039.460951 + Penalty 3051.475632 = -1217987.985320 nChanged 807 SP:Iteration 4F (6429.261521 sec): 3 clusters Score: Raw -1221642.054839 + Penalty 3051.475632 = -1218590.579207 nChanged 816 SP:Iteration 5F (6429.332737 sec): 3 clusters Score: Raw -1222224.921647 + Penalty 3051.475632 = -1219173.446015 nChanged 697 SP:Iteration 6F (6429.396346 sec): 3 clusters Score: Raw -1222647.812297 + Penalty 3051.475632 = -1219596.336665 nChanged 554 SP:Iteration 7Q (6429.456850 sec): 3 clusters Score: Raw -1222922.368440 + Penalty 3051.475632 = -1219870.892809 nChanged 397 SP:Iteration 8Q (6429.521981 sec): 3 clusters Score: Raw -1223096.034135 + Penalty 3051.475632 = -1220044.558503 nChanged 322 SP:Iteration 9Q (6429.600935 sec): 3 clusters Score: Raw -1223235.940700 + Penalty 3051.475632 = -1220184.465069 nChanged 261 SP:Iteration 10Q (6429.657700 sec): 3 clusters Score: Raw -1223341.343113 + Penalty 3051.475632 = -1220289.867482 nChanged 212 SP:Iteration 11Q (6429.735495 sec): 3 clusters Score: Raw -1223430.148337 + Penalty 3051.475632 = -1220378.672706 nChanged 205 SP:Iteration 12Q (6429.795275 sec): 3 clusters Score: Raw -1223513.931065 + Penalty 3051.475632 = -1220462.455434 nChanged 161 SP:Iteration 13Q (6429.866683 sec): 3 clusters Score: Raw -1223578.882698 + Penalty 3051.475632 = -1220527.407066 nChanged 123 SP:Iteration 14Q (6429.932047 sec): 3 clusters Score: Raw -1223627.415640 + Penalty 3051.475632 = -1220575.940008 nChanged 123 SP:Iteration 15Q (6430.001115 sec): 3 clusters Score: Raw -1223675.853140 + Penalty 3051.475632 = -1220624.377508 nChanged 114 SP:Iteration 16Q (6430.064758 sec): 3 clusters Score: Raw -1223722.337704 + Penalty 3051.475632 = -1220670.862072 nChanged 99 SP:Iteration 17Q (6430.129095 sec): 3 clusters Score: Raw -1223761.995794 + Penalty 3051.475632 = -1220710.520162 nChanged 95 SP:Iteration 18Q (6430.194826 sec): 3 clusters Score: Raw -1223799.054095 + Penalty 3051.475632 = -1220747.578464 nChanged 91 SP:Iteration 19Q (6430.257787 sec): 3 clusters Score: Raw -1223829.949755 + Penalty 3051.475632 = -1220778.474123 nChanged 62 SP:Iteration 20F (6430.324080 sec): 3 clusters Score: Raw -1223850.365133 + Penalty 3051.475632 = -1220798.889501 nChanged 45 SP:Iteration 21Q (6430.385512 sec): 3 clusters Score: Raw -1223868.328046 + Penalty 3051.475632 = -1220816.852415 nChanged 52 SP:Iteration 22Q (6430.453770 sec): 3 clusters Score: Raw -1223886.677080 + Penalty 3051.475632 = -1220835.201449 nChanged 43 SP:Iteration 23Q (6430.509489 sec): 3 clusters Score: Raw -1223903.677866 + Penalty 3051.475632 = -1220852.202235 nChanged 51 SP:Iteration 24Q (6430.583457 sec): 3 clusters Score: Raw -1223922.723289 + Penalty 3051.475632 = -1220871.247657 nChanged 46 SP:Iteration 25Q (6430.644248 sec): 3 clusters Score: Raw -1223940.269077 + Penalty 3051.475632 = -1220888.793446 nChanged 54 SP:Iteration 26Q (6430.702128 sec): 3 clusters Score: Raw -1223963.711923 + Penalty 3051.475632 = -1220912.236292 nChanged 53 SP:Iteration 27Q (6430.770057 sec): 3 clusters Score: Raw -1223983.724641 + Penalty 3051.475632 = -1220932.249010 nChanged 49 SP:Iteration 28Q (6430.831353 sec): 3 clusters Score: Raw -1224006.989188 + Penalty 3051.475632 = -1220955.513556 nChanged 51 SP:Iteration 29Q (6430.890681 sec): 3 clusters Score: Raw -1224029.662435 + Penalty 3051.475632 = -1220978.186804 nChanged 42 SP:Iteration 30Q (6430.961025 sec): 3 clusters Score: Raw -1224051.948125 + Penalty 3051.475632 = -1221000.472493 nChanged 45 SP:Iteration 31Q (6431.018923 sec): 3 clusters Score: Raw -1224075.481796 + Penalty 3051.475632 = -1221024.006164 nChanged 43 SP:Iteration 32Q (6431.087898 sec): 3 clusters Score: Raw -1224098.017993 + Penalty 3051.475632 = -1221046.542362 nChanged 37 SP:Iteration 33Q (6431.136120 sec): 3 clusters Score: Raw -1224122.010524 + Penalty 3051.475632 = -1221070.534892 nChanged 36 SP:Iteration 34Q (6431.200064 sec): 3 clusters Score: Raw -1224140.309636 + Penalty 3051.475632 = -1221088.834005 nChanged 23 SP:Iteration 35Q (6431.264759 sec): 3 clusters Score: Raw -1224153.079486 + Penalty 3051.475632 = -1221101.603854 nChanged 19 SP:Iteration 36Q (6431.334145 sec): 3 clusters Score: Raw -1224163.831859 + Penalty 3051.475632 = -1221112.356227 nChanged 17 SP:Iteration 37Q (6431.397581 sec): 3 clusters Score: Raw -1224170.457932 + Penalty 3051.475632 = -1221118.982301 nChanged 9 SP:Iteration 38Q (6431.456068 sec): 3 clusters Score: Raw -1224175.379338 + Penalty 3051.475632 = -1221123.903706 nChanged 8 SP:Iteration 39Q (6431.515430 sec): 3 clusters Score: Raw -1224179.289670 + Penalty 3051.475632 = -1221127.814039 nChanged 5 SP:Iteration 40F (6431.575675 sec): 3 clusters Score: Raw -1224181.032161 + Penalty 3051.475632 = -1221129.556530 nChanged 4 SP:Iteration 41Q (6431.643732 sec): 3 clusters Score: Raw -1224182.317169 + Penalty 3051.475632 = -1221130.841537 nChanged 3 SP:Iteration 42Q (6431.693212 sec): 3 clusters Score: Raw -1224183.371851 + Penalty 3051.475632 = -1221131.896219 nChanged 0 SP:Iteration 43F (6431.757362 sec): 3 clusters Score: Raw -1224183.371851 + Penalty 3051.475632 = -1221131.896219 nChanged 0 Trying to split cluster 7 (7760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6431.783197 sec): 2 clusters Score: Raw -789118.263028 + Penalty 1455.469862 = -787662.793166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6431.843108 sec): 3 clusters Score: Raw -784878.027097 + Penalty 2910.939724 = -781967.087372 nChanged 3240 SP:Iteration 1F (6431.894585 sec): 3 clusters Score: Raw -786608.755833 + Penalty 2910.939724 = -783697.816108 nChanged 501 SP:Iteration 2F (6431.953084 sec): 3 clusters Score: Raw -786863.304083 + Penalty 2910.939724 = -783952.364359 nChanged 425 SP:Iteration 3F (6432.015120 sec): 3 clusters Score: Raw -787098.051015 + Penalty 2910.939724 = -784187.111291 nChanged 392 SP:Iteration 4F (6432.063443 sec): 3 clusters Score: Raw -787305.939102 + Penalty 2910.939724 = -784394.999377 nChanged 336 SP:Iteration 5Q (6432.125575 sec): 3 clusters Score: Raw -787482.205896 + Penalty 2910.939724 = -784571.266172 nChanged 330 SP:Iteration 6Q (6432.182963 sec): 3 clusters Score: Raw -787679.038593 + Penalty 2910.939724 = -784768.098869 nChanged 323 SP:Iteration 7Q (6432.240206 sec): 3 clusters Score: Raw -787870.918566 + Penalty 2910.939724 = -784959.978842 nChanged 312 SP:Iteration 8Q (6432.295924 sec): 3 clusters Score: Raw -788059.472429 + Penalty 2910.939724 = -785148.532705 nChanged 292 SP:Iteration 9Q (6432.358608 sec): 3 clusters Score: Raw -788219.431251 + Penalty 2910.939724 = -785308.491526 nChanged 273 SP:Iteration 10Q (6432.409969 sec): 3 clusters Score: Raw -788384.971332 + Penalty 2910.939724 = -785474.031608 nChanged 258 SP:Iteration 11Q (6432.467687 sec): 3 clusters Score: Raw -788515.959297 + Penalty 2910.939724 = -785605.019573 nChanged 203 SP:Iteration 12Q (6432.533885 sec): 3 clusters Score: Raw -788607.810946 + Penalty 2910.939724 = -785696.871222 nChanged 159 SP:Iteration 13Q (6432.586250 sec): 3 clusters Score: Raw -788669.289825 + Penalty 2910.939724 = -785758.350101 nChanged 127 SP:Iteration 14Q (6432.631948 sec): 3 clusters Score: Raw -788718.193844 + Penalty 2910.939724 = -785807.254120 nChanged 116 SP:Iteration 15Q (6432.684713 sec): 3 clusters Score: Raw -788758.052504 + Penalty 2910.939724 = -785847.112779 nChanged 92 SP:Iteration 16Q (6432.739758 sec): 3 clusters Score: Raw -788789.523647 + Penalty 2910.939724 = -785878.583923 nChanged 89 SP:Iteration 17Q (6432.805451 sec): 3 clusters Score: Raw -788814.186115 + Penalty 2910.939724 = -785903.246391 nChanged 71 SP:Iteration 18Q (6432.850562 sec): 3 clusters Score: Raw -788833.511477 + Penalty 2910.939724 = -785922.571753 nChanged 63 SP:Iteration 19Q (6432.903569 sec): 3 clusters Score: Raw -788849.756790 + Penalty 2910.939724 = -785938.817065 nChanged 52 SP:Iteration 20F (6432.951283 sec): 3 clusters Score: Raw -788859.843212 + Penalty 2910.939724 = -785948.903488 nChanged 35 SP:Iteration 21Q (6433.017742 sec): 3 clusters Score: Raw -788865.847327 + Penalty 2910.939724 = -785954.907603 nChanged 25 SP:Iteration 22Q (6433.067918 sec): 3 clusters Score: Raw -788869.594950 + Penalty 2910.939724 = -785958.655226 nChanged 21 SP:Iteration 23Q (6433.127116 sec): 3 clusters Score: Raw -788872.915988 + Penalty 2910.939724 = -785961.976264 nChanged 18 SP:Iteration 24Q (6433.174219 sec): 3 clusters Score: Raw -788875.386521 + Penalty 2910.939724 = -785964.446797 nChanged 19 SP:Iteration 25Q (6433.231500 sec): 3 clusters Score: Raw -788878.105199 + Penalty 2910.939724 = -785967.165474 nChanged 19 SP:Iteration 26Q (6433.284769 sec): 3 clusters Score: Raw -788880.944589 + Penalty 2910.939724 = -785970.004864 nChanged 18 SP:Iteration 27Q (6433.351715 sec): 3 clusters Score: Raw -788883.409382 + Penalty 2910.939724 = -785972.469657 nChanged 20 SP:Iteration 28Q (6433.390461 sec): 3 clusters Score: Raw -788886.594436 + Penalty 2910.939724 = -785975.654712 nChanged 13 SP:Iteration 29Q (6433.442997 sec): 3 clusters Score: Raw -788888.121698 + Penalty 2910.939724 = -785977.181973 nChanged 11 SP:Iteration 30Q (6433.500463 sec): 3 clusters Score: Raw -788889.032756 + Penalty 2910.939724 = -785978.093031 nChanged 7 SP:Iteration 31Q (6433.563561 sec): 3 clusters Score: Raw -788889.922061 + Penalty 2910.939724 = -785978.982337 nChanged 6 SP:Iteration 32Q (6433.624859 sec): 3 clusters Score: Raw -788890.869507 + Penalty 2910.939724 = -785979.929783 nChanged 6 SP:Iteration 33Q (6433.671926 sec): 3 clusters Score: Raw -788892.030592 + Penalty 2910.939724 = -785981.090868 nChanged 10 SP:Iteration 34Q (6433.733680 sec): 3 clusters Score: Raw -788893.910954 + Penalty 2910.939724 = -785982.971230 nChanged 15 SP:Iteration 35Q (6433.788872 sec): 3 clusters Score: Raw -788896.603821 + Penalty 2910.939724 = -785985.664096 nChanged 17 SP:Iteration 36Q (6433.847174 sec): 3 clusters Score: Raw -788898.885797 + Penalty 2910.939724 = -785987.946072 nChanged 15 SP:Iteration 37Q (6433.914638 sec): 3 clusters Score: Raw -788900.815722 + Penalty 2910.939724 = -785989.875998 nChanged 14 SP:Iteration 38Q (6433.966319 sec): 3 clusters Score: Raw -788902.851526 + Penalty 2910.939724 = -785991.911801 nChanged 15 SP:Iteration 39Q (6434.033243 sec): 3 clusters Score: Raw -788905.197312 + Penalty 2910.939724 = -785994.257588 nChanged 15 SP:Iteration 40F (6434.081227 sec): 3 clusters Score: Raw -788907.207276 + Penalty 2910.939724 = -785996.267552 nChanged 19 SP:Iteration 41Q (6434.127234 sec): 3 clusters Score: Raw -788909.718921 + Penalty 2910.939724 = -785998.779196 nChanged 15 SP:Iteration 42Q (6434.199933 sec): 3 clusters Score: Raw -788911.997675 + Penalty 2910.939724 = -786001.057950 nChanged 12 SP:Iteration 43Q (6434.247631 sec): 3 clusters Score: Raw -788914.036824 + Penalty 2910.939724 = -786003.097099 nChanged 14 SP:Iteration 44Q (6434.308692 sec): 3 clusters Score: Raw -788916.581093 + Penalty 2910.939724 = -786005.641369 nChanged 25 SP:Iteration 45Q (6434.356182 sec): 3 clusters Score: Raw -788920.214322 + Penalty 2910.939724 = -786009.274597 nChanged 14 SP:Iteration 46Q (6434.423309 sec): 3 clusters Score: Raw -788921.965488 + Penalty 2910.939724 = -786011.025764 nChanged 9 SP:Iteration 47Q (6434.474790 sec): 3 clusters Score: Raw -788923.493334 + Penalty 2910.939724 = -786012.553610 nChanged 4 SP:Iteration 48Q (6434.529822 sec): 3 clusters Score: Raw -788923.724946 + Penalty 2910.939724 = -786012.785221 nChanged 0 SP:Iteration 49F (6434.597152 sec): 3 clusters Score: Raw -788923.724946 + Penalty 2910.939724 = -786012.785221 nChanged 0 Trying to split cluster 8 (10025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6434.633993 sec): 2 clusters Score: Raw -1021497.530972 + Penalty 1497.086053 = -1020000.444918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6434.700245 sec): 3 clusters Score: Raw -1015864.633194 + Penalty 2994.172107 = -1012870.461087 nChanged 4265 SP:Iteration 1F (6434.755263 sec): 3 clusters Score: Raw -1018176.210227 + Penalty 2994.172107 = -1015182.038120 nChanged 637 SP:Iteration 2F (6434.818007 sec): 3 clusters Score: Raw -1018466.936968 + Penalty 2994.172107 = -1015472.764861 nChanged 560 SP:Iteration 3F (6434.884637 sec): 3 clusters Score: Raw -1018726.755925 + Penalty 2994.172107 = -1015732.583818 nChanged 486 SP:Iteration 4Q (6434.957285 sec): 3 clusters Score: Raw -1018964.728219 + Penalty 2994.172107 = -1015970.556112 nChanged 451 SP:Iteration 5Q (6435.017842 sec): 3 clusters Score: Raw -1019199.661359 + Penalty 2994.172107 = -1016205.489252 nChanged 448 SP:Iteration 6Q (6435.086715 sec): 3 clusters Score: Raw -1019436.670114 + Penalty 2994.172107 = -1016442.498007 nChanged 421 SP:Iteration 7Q (6435.151229 sec): 3 clusters Score: Raw -1019681.002697 + Penalty 2994.172107 = -1016686.830590 nChanged 398 SP:Iteration 8Q (6435.215576 sec): 3 clusters Score: Raw -1019936.913482 + Penalty 2994.172107 = -1016942.741375 nChanged 399 SP:Iteration 9Q (6435.276071 sec): 3 clusters Score: Raw -1020173.038395 + Penalty 2994.172107 = -1017178.866288 nChanged 353 SP:Iteration 10Q (6435.342267 sec): 3 clusters Score: Raw -1020365.163897 + Penalty 2994.172107 = -1017370.991790 nChanged 292 SP:Iteration 11Q (6435.404110 sec): 3 clusters Score: Raw -1020522.622889 + Penalty 2994.172107 = -1017528.450782 nChanged 274 SP:Iteration 12Q (6435.471131 sec): 3 clusters Score: Raw -1020655.677790 + Penalty 2994.172107 = -1017661.505683 nChanged 224 SP:Iteration 13Q (6435.530546 sec): 3 clusters Score: Raw -1020752.943977 + Penalty 2994.172107 = -1017758.771870 nChanged 177 SP:Iteration 14Q (6435.597407 sec): 3 clusters Score: Raw -1020821.269411 + Penalty 2994.172107 = -1017827.097304 nChanged 148 SP:Iteration 15Q (6435.658316 sec): 3 clusters Score: Raw -1020885.958314 + Penalty 2994.172107 = -1017891.786207 nChanged 136 SP:Iteration 16Q (6435.716008 sec): 3 clusters Score: Raw -1020950.035832 + Penalty 2994.172107 = -1017955.863725 nChanged 145 SP:Iteration 17Q (6435.783261 sec): 3 clusters Score: Raw -1021031.831634 + Penalty 2994.172107 = -1018037.659527 nChanged 135 SP:Iteration 18Q (6435.850277 sec): 3 clusters Score: Raw -1021107.464498 + Penalty 2994.172107 = -1018113.292391 nChanged 135 SP:Iteration 19Q (6435.914189 sec): 3 clusters Score: Raw -1021173.602667 + Penalty 2994.172107 = -1018179.430560 nChanged 110 SP:Iteration 20F (6435.974305 sec): 3 clusters Score: Raw -1021219.856912 + Penalty 2994.172107 = -1018225.684806 nChanged 105 SP:Iteration 21Q (6436.035654 sec): 3 clusters Score: Raw -1021255.363781 + Penalty 2994.172107 = -1018261.191674 nChanged 94 SP:Iteration 22Q (6436.097736 sec): 3 clusters Score: Raw -1021278.943458 + Penalty 2994.172107 = -1018284.771351 nChanged 70 SP:Iteration 23Q (6436.160502 sec): 3 clusters Score: Raw -1021298.732401 + Penalty 2994.172107 = -1018304.560294 nChanged 58 SP:Iteration 24Q (6436.221619 sec): 3 clusters Score: Raw -1021314.206276 + Penalty 2994.172107 = -1018320.034169 nChanged 72 SP:Iteration 25Q (6436.280420 sec): 3 clusters Score: Raw -1021332.672677 + Penalty 2994.172107 = -1018338.500570 nChanged 60 SP:Iteration 26Q (6436.335934 sec): 3 clusters Score: Raw -1021347.132507 + Penalty 2994.172107 = -1018352.960400 nChanged 52 SP:Iteration 27Q (6436.397029 sec): 3 clusters Score: Raw -1021360.651113 + Penalty 2994.172107 = -1018366.479006 nChanged 50 SP:Iteration 28Q (6436.456323 sec): 3 clusters Score: Raw -1021371.703147 + Penalty 2994.172107 = -1018377.531040 nChanged 50 SP:Iteration 29Q (6436.529389 sec): 3 clusters Score: Raw -1021383.040974 + Penalty 2994.172107 = -1018388.868868 nChanged 50 SP:Iteration 30Q (6436.577640 sec): 3 clusters Score: Raw -1021401.017410 + Penalty 2994.172107 = -1018406.845303 nChanged 69 SP:Iteration 31Q (6436.640542 sec): 3 clusters Score: Raw -1021426.525817 + Penalty 2994.172107 = -1018432.353710 nChanged 66 SP:Iteration 32Q (6436.700363 sec): 3 clusters Score: Raw -1021449.104515 + Penalty 2994.172107 = -1018454.932408 nChanged 62 SP:Iteration 33Q (6436.765686 sec): 3 clusters Score: Raw -1021471.271746 + Penalty 2994.172107 = -1018477.099639 nChanged 65 SP:Iteration 34Q (6436.825205 sec): 3 clusters Score: Raw -1021492.708089 + Penalty 2994.172107 = -1018498.535982 nChanged 74 SP:Iteration 35Q (6436.884745 sec): 3 clusters Score: Raw -1021519.767299 + Penalty 2994.172107 = -1018525.595192 nChanged 67 SP:Iteration 36Q (6436.947047 sec): 3 clusters Score: Raw -1021539.575069 + Penalty 2994.172107 = -1018545.402962 nChanged 61 SP:Iteration 37Q (6437.006245 sec): 3 clusters Score: Raw -1021557.333970 + Penalty 2994.172107 = -1018563.161863 nChanged 61 SP:Iteration 38Q (6437.070848 sec): 3 clusters Score: Raw -1021573.017056 + Penalty 2994.172107 = -1018578.844949 nChanged 61 SP:Iteration 39Q (6437.130943 sec): 3 clusters Score: Raw -1021592.644358 + Penalty 2994.172107 = -1018598.472251 nChanged 63 SP:Iteration 40F (6437.193177 sec): 3 clusters Score: Raw -1021609.716723 + Penalty 2994.172107 = -1018615.544617 nChanged 55 SP:Iteration 41Q (6437.247769 sec): 3 clusters Score: Raw -1021624.462142 + Penalty 2994.172107 = -1018630.290035 nChanged 50 SP:Iteration 42Q (6437.310889 sec): 3 clusters Score: Raw -1021640.836936 + Penalty 2994.172107 = -1018646.664829 nChanged 56 SP:Iteration 43Q (6437.374239 sec): 3 clusters Score: Raw -1021659.487127 + Penalty 2994.172107 = -1018665.315020 nChanged 66 SP:Iteration 44Q (6437.436218 sec): 3 clusters Score: Raw -1021681.394408 + Penalty 2994.172107 = -1018687.222301 nChanged 67 SP:Iteration 45Q (6437.489827 sec): 3 clusters Score: Raw -1021706.175116 + Penalty 2994.172107 = -1018712.003009 nChanged 66 SP:Iteration 46Q (6437.556999 sec): 3 clusters Score: Raw -1021735.552633 + Penalty 2994.172107 = -1018741.380526 nChanged 90 SP:Iteration 47Q (6437.602004 sec): 3 clusters Score: Raw -1021776.015530 + Penalty 2994.172107 = -1018781.843423 nChanged 82 SP:Iteration 48Q (6437.656575 sec): 3 clusters Score: Raw -1021808.405845 + Penalty 2994.172107 = -1018814.233738 nChanged 70 SP:Iteration 49Q (6437.724233 sec): 3 clusters Score: Raw -1021834.873402 + Penalty 2994.172107 = -1018840.701295 nChanged 74 SP:Iteration 50Q (6437.778048 sec): 3 clusters Score: Raw -1021865.256946 + Penalty 2994.172107 = -1018871.084839 nChanged 72 SP:Iteration 51Q (6437.832126 sec): 3 clusters Score: Raw -1021895.074264 + Penalty 2994.172107 = -1018900.902157 nChanged 61 SP:Iteration 52Q (6437.895155 sec): 3 clusters Score: Raw -1021913.528294 + Penalty 2994.172107 = -1018919.356187 nChanged 44 SP:Iteration 53Q (6437.949201 sec): 3 clusters Score: Raw -1021924.837259 + Penalty 2994.172107 = -1018930.665152 nChanged 46 SP:Iteration 54Q (6438.012094 sec): 3 clusters Score: Raw -1021941.214144 + Penalty 2994.172107 = -1018947.042038 nChanged 53 SP:Iteration 55Q (6438.071236 sec): 3 clusters Score: Raw -1021957.524794 + Penalty 2994.172107 = -1018963.352687 nChanged 37 SP:Iteration 56Q (6438.137138 sec): 3 clusters Score: Raw -1021967.124802 + Penalty 2994.172107 = -1018972.952695 nChanged 33 SP:Iteration 57Q (6438.190350 sec): 3 clusters Score: Raw -1021973.195943 + Penalty 2994.172107 = -1018979.023836 nChanged 20 SP:Iteration 58Q (6438.250598 sec): 3 clusters Score: Raw -1021978.539338 + Penalty 2994.172107 = -1018984.367232 nChanged 31 SP:Iteration 59Q (6438.309623 sec): 3 clusters Score: Raw -1021985.194808 + Penalty 2994.172107 = -1018991.022701 nChanged 24 SP:Iteration 60F (6438.368750 sec): 3 clusters Score: Raw -1021990.894727 + Penalty 2994.172107 = -1018996.722620 nChanged 19 SP:Iteration 61Q (6438.422821 sec): 3 clusters Score: Raw -1021995.105094 + Penalty 2994.172107 = -1019000.932987 nChanged 13 SP:Iteration 62Q (6438.477815 sec): 3 clusters Score: Raw -1021997.447505 + Penalty 2994.172107 = -1019003.275398 nChanged 7 SP:Iteration 63Q (6438.536699 sec): 3 clusters Score: Raw -1021998.697925 + Penalty 2994.172107 = -1019004.525818 nChanged 6 SP:Iteration 64Q (6438.598236 sec): 3 clusters Score: Raw -1021999.835443 + Penalty 2994.172107 = -1019005.663336 nChanged 8 SP:Iteration 65Q (6438.651637 sec): 3 clusters Score: Raw -1022001.799612 + Penalty 2994.172107 = -1019007.627505 nChanged 13 SP:Iteration 66Q (6438.709574 sec): 3 clusters Score: Raw -1022004.304223 + Penalty 2994.172107 = -1019010.132116 nChanged 14 SP:Iteration 67Q (6438.766472 sec): 3 clusters Score: Raw -1022007.781945 + Penalty 2994.172107 = -1019013.609839 nChanged 15 SP:Iteration 68Q (6438.827668 sec): 3 clusters Score: Raw -1022011.225735 + Penalty 2994.172107 = -1019017.053628 nChanged 14 SP:Iteration 69Q (6438.887147 sec): 3 clusters Score: Raw -1022013.771308 + Penalty 2994.172107 = -1019019.599201 nChanged 7 SP:Iteration 70Q (6438.947236 sec): 3 clusters Score: Raw -1022014.635443 + Penalty 2994.172107 = -1019020.463336 nChanged 5 SP:Iteration 71Q (6438.998583 sec): 3 clusters Score: Raw -1022015.518561 + Penalty 2994.172107 = -1019021.346454 nChanged 3 SP:Iteration 72Q (6439.065479 sec): 3 clusters Score: Raw -1022016.096261 + Penalty 2994.172107 = -1019021.924154 nChanged 2 SP:Iteration 73Q (6439.116015 sec): 3 clusters Score: Raw -1022016.319020 + Penalty 2994.172107 = -1019022.146913 nChanged 0 SP:Iteration 74F (6439.170896 sec): 3 clusters Score: Raw -1022016.319020 + Penalty 2994.172107 = -1019022.146913 nChanged 0 Trying to split cluster 9 (7037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6439.209162 sec): 2 clusters Score: Raw -693482.770257 + Penalty 1439.577299 = -692043.192959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6439.256365 sec): 3 clusters Score: Raw -689659.757661 + Penalty 2879.154597 = -686780.603064 nChanged 3001 SP:Iteration 1F (6439.308314 sec): 3 clusters Score: Raw -691265.171576 + Penalty 2879.154597 = -688386.016979 nChanged 467 SP:Iteration 2F (6439.366780 sec): 3 clusters Score: Raw -691496.719658 + Penalty 2879.154597 = -688617.565061 nChanged 389 SP:Iteration 3F (6439.425662 sec): 3 clusters Score: Raw -691696.304777 + Penalty 2879.154597 = -688817.150180 nChanged 325 SP:Iteration 4Q (6439.479083 sec): 3 clusters Score: Raw -691905.693925 + Penalty 2879.154597 = -689026.539328 nChanged 332 SP:Iteration 5Q (6439.529125 sec): 3 clusters Score: Raw -692130.044343 + Penalty 2879.154597 = -689250.889746 nChanged 327 SP:Iteration 6Q (6439.583886 sec): 3 clusters Score: Raw -692352.962547 + Penalty 2879.154597 = -689473.807950 nChanged 308 SP:Iteration 7Q (6439.647411 sec): 3 clusters Score: Raw -692567.940394 + Penalty 2879.154597 = -689688.785797 nChanged 320 SP:Iteration 8Q (6439.692073 sec): 3 clusters Score: Raw -692805.642997 + Penalty 2879.154597 = -689926.488400 nChanged 314 SP:Iteration 9Q (6439.750789 sec): 3 clusters Score: Raw -693046.783822 + Penalty 2879.154597 = -690167.629225 nChanged 281 SP:Iteration 10Q (6439.810311 sec): 3 clusters Score: Raw -693262.435681 + Penalty 2879.154597 = -690383.281084 nChanged 265 SP:Iteration 11Q (6439.864678 sec): 3 clusters Score: Raw -693465.109087 + Penalty 2879.154597 = -690585.954490 nChanged 218 SP:Iteration 12Q (6439.923878 sec): 3 clusters Score: Raw -693639.397394 + Penalty 2879.154597 = -690760.242796 nChanged 192 SP:Iteration 13Q (6439.976661 sec): 3 clusters Score: Raw -693799.553125 + Penalty 2879.154597 = -690920.398528 nChanged 184 SP:Iteration 14Q (6440.028100 sec): 3 clusters Score: Raw -693999.757599 + Penalty 2879.154597 = -691120.603002 nChanged 187 SP:Iteration 15Q (6440.087562 sec): 3 clusters Score: Raw -694288.134276 + Penalty 2879.154597 = -691408.979679 nChanged 213 SP:Iteration 16Q (6440.155891 sec): 3 clusters Score: Raw -694776.508387 + Penalty 2879.154597 = -691897.353790 nChanged 176 SP:Iteration 17Q (6440.214451 sec): 3 clusters Score: Raw -695183.396565 + Penalty 2879.154597 = -692304.241968 nChanged 128 SP:Iteration 18Q (6440.270948 sec): 3 clusters Score: Raw -695515.187545 + Penalty 2879.154597 = -692636.032948 nChanged 138 SP:Iteration 19Q (6440.311647 sec): 3 clusters Score: Raw -695802.508296 + Penalty 2879.154597 = -692923.353699 nChanged 104 SP:Iteration 20F (6440.366158 sec): 3 clusters Score: Raw -695906.765534 + Penalty 2879.154597 = -693027.610937 nChanged 29 SP:Iteration 21Q (6440.425427 sec): 3 clusters Score: Raw -695922.421816 + Penalty 2879.154597 = -693043.267219 nChanged 15 SP:Iteration 22Q (6440.485177 sec): 3 clusters Score: Raw -695927.163296 + Penalty 2879.154597 = -693048.008699 nChanged 3 SP:Iteration 23Q (6440.541645 sec): 3 clusters Score: Raw -695927.698666 + Penalty 2879.154597 = -693048.544069 nChanged 1 SP:Iteration 24Q (6440.586894 sec): 3 clusters Score: Raw -695927.789954 + Penalty 2879.154597 = -693048.635357 nChanged 1 SP:Iteration 25Q (6440.639568 sec): 3 clusters Score: Raw -695927.863219 + Penalty 2879.154597 = -693048.708622 nChanged 0 SP:Iteration 26F (6440.700174 sec): 3 clusters Score: Raw -695927.863219 + Penalty 2879.154597 = -693048.708622 nChanged 0 Score: Raw -50089421.166022 + Penalty 100106.728439 = -49989314.437583 Splitting cluster 9 changes total score from -49988994.251713 to -49989314.437583 So it's getting split into cluster 47. Trying to split cluster 10 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6455.140724 sec): 2 clusters Score: Raw -16557.267777 + Penalty 891.279502 = -15665.988276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6455.182385 sec): 3 clusters Score: Raw -16703.452266 + Penalty 1782.559003 = -14920.893263 nChanged 53 SP:Iteration 1F (6455.231201 sec): 3 clusters Score: Raw -16886.940356 + Penalty 1782.559003 = -15104.381352 nChanged 18 SP:Iteration 2F (6455.271332 sec): 3 clusters Score: Raw -16988.437989 + Penalty 1782.559003 = -15205.878986 nChanged 9 SP:Iteration 3Q (6455.318747 sec): 3 clusters Score: Raw -17034.248565 + Penalty 1782.559003 = -15251.689561 nChanged 6 SP:Iteration 4Q (6455.365130 sec): 3 clusters Score: Raw -17114.245723 + Penalty 1782.559003 = -15331.686720 nChanged 6 SP:Iteration 5Q (6455.411977 sec): 3 clusters Score: Raw -17202.755479 + Penalty 1782.559003 = -15420.196476 nChanged 6 SP:Iteration 6Q (6455.446053 sec): 3 clusters Score: Raw -17244.460669 + Penalty 1782.559003 = -15461.901665 nChanged 4 SP:Iteration 7Q (6455.500291 sec): 3 clusters Score: Raw -17264.618825 + Penalty 1782.559003 = -15482.059822 nChanged 5 SP:Iteration 8Q (6455.536923 sec): 3 clusters Score: Raw -17282.085302 + Penalty 1782.559003 = -15499.526299 nChanged 3 SP:Iteration 9Q (6455.590380 sec): 3 clusters Score: Raw -17293.157203 + Penalty 1782.559003 = -15510.598200 nChanged 1 SP:Iteration 10Q (6455.634210 sec): 3 clusters Score: Raw -17298.119882 + Penalty 1782.559003 = -15515.560879 nChanged 1 SP:Iteration 11Q (6455.675555 sec): 3 clusters Score: Raw -17302.280953 + Penalty 1782.559003 = -15519.721949 nChanged 0 SP:Iteration 12F (6455.717230 sec): 3 clusters Score: Raw -17302.704086 + Penalty 1782.559003 = -15520.145083 nChanged 1 SP:Iteration 13Q (6455.772070 sec): 3 clusters Score: Raw -17306.452957 + Penalty 1782.559003 = -15523.893953 nChanged 1 SP:Iteration 14Q (6455.818915 sec): 3 clusters Score: Raw -17317.553695 + Penalty 1782.559003 = -15534.994692 nChanged 0 SP:Iteration 15F (6455.866566 sec): 3 clusters Score: Raw -17317.553695 + Penalty 1782.559003 = -15534.994692 nChanged 0 Trying to split cluster 11 (3987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6455.897367 sec): 2 clusters Score: Raw -386327.033039 + Penalty 1347.254081 = -384979.778958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6455.942113 sec): 3 clusters Score: Raw -384366.317804 + Penalty 2694.508163 = -381671.809641 nChanged 1605 SP:Iteration 1F (6455.987201 sec): 3 clusters Score: Raw -385370.576485 + Penalty 2694.508163 = -382676.068322 nChanged 294 SP:Iteration 2F (6456.041602 sec): 3 clusters Score: Raw -385540.969201 + Penalty 2694.508163 = -382846.461038 nChanged 198 SP:Iteration 3Q (6456.091277 sec): 3 clusters Score: Raw -385649.226151 + Penalty 2694.508163 = -382954.717989 nChanged 166 SP:Iteration 4Q (6456.139707 sec): 3 clusters Score: Raw -385735.591539 + Penalty 2694.508163 = -383041.083376 nChanged 137 SP:Iteration 5Q (6456.179914 sec): 3 clusters Score: Raw -385804.178611 + Penalty 2694.508163 = -383109.670448 nChanged 110 SP:Iteration 6Q (6456.233765 sec): 3 clusters Score: Raw -385855.922175 + Penalty 2694.508163 = -383161.414012 nChanged 98 SP:Iteration 7Q (6456.279089 sec): 3 clusters Score: Raw -385909.456006 + Penalty 2694.508163 = -383214.947843 nChanged 96 SP:Iteration 8Q (6456.339202 sec): 3 clusters Score: Raw -385958.609443 + Penalty 2694.508163 = -383264.101280 nChanged 82 SP:Iteration 9Q (6456.381215 sec): 3 clusters Score: Raw -385996.394832 + Penalty 2694.508163 = -383301.886669 nChanged 74 SP:Iteration 10Q (6456.447721 sec): 3 clusters Score: Raw -386032.497274 + Penalty 2694.508163 = -383337.989111 nChanged 70 SP:Iteration 11Q (6456.502713 sec): 3 clusters Score: Raw -386067.564548 + Penalty 2694.508163 = -383373.056385 nChanged 55 SP:Iteration 12Q (6456.549540 sec): 3 clusters Score: Raw -386095.200215 + Penalty 2694.508163 = -383400.692052 nChanged 56 SP:Iteration 13Q (6456.597441 sec): 3 clusters Score: Raw -386119.418623 + Penalty 2694.508163 = -383424.910460 nChanged 46 SP:Iteration 14Q (6456.644472 sec): 3 clusters Score: Raw -386138.142299 + Penalty 2694.508163 = -383443.634136 nChanged 56 SP:Iteration 15Q (6456.689830 sec): 3 clusters Score: Raw -386161.641309 + Penalty 2694.508163 = -383467.133146 nChanged 44 SP:Iteration 16Q (6456.738152 sec): 3 clusters Score: Raw -386178.701921 + Penalty 2694.508163 = -383484.193758 nChanged 46 SP:Iteration 17Q (6456.784020 sec): 3 clusters Score: Raw -386198.553803 + Penalty 2694.508163 = -383504.045640 nChanged 50 SP:Iteration 18Q (6456.825353 sec): 3 clusters Score: Raw -386218.055905 + Penalty 2694.508163 = -383523.547742 nChanged 39 SP:Iteration 19Q (6456.885714 sec): 3 clusters Score: Raw -386232.005698 + Penalty 2694.508163 = -383537.497535 nChanged 34 SP:Iteration 20F (6456.938296 sec): 3 clusters Score: Raw -386242.924844 + Penalty 2694.508163 = -383548.416681 nChanged 34 SP:Iteration 21Q (6456.979550 sec): 3 clusters Score: Raw -386255.075283 + Penalty 2694.508163 = -383560.567121 nChanged 34 SP:Iteration 22Q (6457.016237 sec): 3 clusters Score: Raw -386270.813990 + Penalty 2694.508163 = -383576.305827 nChanged 31 SP:Iteration 23Q (6457.068025 sec): 3 clusters Score: Raw -386289.095192 + Penalty 2694.508163 = -383594.587030 nChanged 47 SP:Iteration 24Q (6457.112227 sec): 3 clusters Score: Raw -386316.557266 + Penalty 2694.508163 = -383622.049103 nChanged 54 SP:Iteration 25Q (6457.168990 sec): 3 clusters Score: Raw -386354.576801 + Penalty 2694.508163 = -383660.068639 nChanged 47 SP:Iteration 26Q (6457.213136 sec): 3 clusters Score: Raw -386383.936648 + Penalty 2694.508163 = -383689.428485 nChanged 44 SP:Iteration 27Q (6457.263101 sec): 3 clusters Score: Raw -386412.776440 + Penalty 2694.508163 = -383718.268277 nChanged 35 SP:Iteration 28Q (6457.311212 sec): 3 clusters Score: Raw -386426.478193 + Penalty 2694.508163 = -383731.970030 nChanged 19 SP:Iteration 29Q (6457.360072 sec): 3 clusters Score: Raw -386433.154565 + Penalty 2694.508163 = -383738.646403 nChanged 16 SP:Iteration 30Q (6457.401735 sec): 3 clusters Score: Raw -386442.057260 + Penalty 2694.508163 = -383747.549097 nChanged 20 SP:Iteration 31Q (6457.456120 sec): 3 clusters Score: Raw -386453.153050 + Penalty 2694.508163 = -383758.644887 nChanged 17 SP:Iteration 32Q (6457.501812 sec): 3 clusters Score: Raw -386464.735146 + Penalty 2694.508163 = -383770.226984 nChanged 23 SP:Iteration 33Q (6457.548339 sec): 3 clusters Score: Raw -386478.176410 + Penalty 2694.508163 = -383783.668247 nChanged 13 SP:Iteration 34Q (6457.595682 sec): 3 clusters Score: Raw -386487.898712 + Penalty 2694.508163 = -383793.390550 nChanged 16 SP:Iteration 35Q (6457.638719 sec): 3 clusters Score: Raw -386495.895302 + Penalty 2694.508163 = -383801.387139 nChanged 14 SP:Iteration 36Q (6457.700726 sec): 3 clusters Score: Raw -386503.197278 + Penalty 2694.508163 = -383808.689115 nChanged 13 SP:Iteration 37Q (6457.741906 sec): 3 clusters Score: Raw -386510.394712 + Penalty 2694.508163 = -383815.886549 nChanged 8 SP:Iteration 38Q (6457.784953 sec): 3 clusters Score: Raw -386517.174209 + Penalty 2694.508163 = -383822.666046 nChanged 8 SP:Iteration 39Q (6457.833798 sec): 3 clusters Score: Raw -386520.084481 + Penalty 2694.508163 = -383825.576318 nChanged 6 SP:Iteration 40F (6457.880866 sec): 3 clusters Score: Raw -386523.130234 + Penalty 2694.508163 = -383828.622072 nChanged 5 SP:Iteration 41Q (6457.928548 sec): 3 clusters Score: Raw -386525.191473 + Penalty 2694.508163 = -383830.683310 nChanged 5 SP:Iteration 42Q (6457.976965 sec): 3 clusters Score: Raw -386527.092907 + Penalty 2694.508163 = -383832.584744 nChanged 5 SP:Iteration 43Q (6458.034885 sec): 3 clusters Score: Raw -386530.596508 + Penalty 2694.508163 = -383836.088346 nChanged 6 SP:Iteration 44Q (6458.084333 sec): 3 clusters Score: Raw -386532.231320 + Penalty 2694.508163 = -383837.723158 nChanged 4 SP:Iteration 45Q (6458.126855 sec): 3 clusters Score: Raw -386534.571103 + Penalty 2694.508163 = -383840.062940 nChanged 9 SP:Iteration 46Q (6458.175471 sec): 3 clusters Score: Raw -386539.187568 + Penalty 2694.508163 = -383844.679405 nChanged 5 SP:Iteration 47Q (6458.223950 sec): 3 clusters Score: Raw -386540.888484 + Penalty 2694.508163 = -383846.380321 nChanged 2 SP:Iteration 48Q (6458.274132 sec): 3 clusters Score: Raw -386541.952813 + Penalty 2694.508163 = -383847.444650 nChanged 4 SP:Iteration 49Q (6458.320815 sec): 3 clusters Score: Raw -386543.877184 + Penalty 2694.508163 = -383849.369021 nChanged 5 SP:Iteration 50Q (6458.369414 sec): 3 clusters Score: Raw -386545.749635 + Penalty 2694.508163 = -383851.241472 nChanged 7 SP:Iteration 51Q (6458.415288 sec): 3 clusters Score: Raw -386548.036766 + Penalty 2694.508163 = -383853.528603 nChanged 3 SP:Iteration 52Q (6458.462955 sec): 3 clusters Score: Raw -386548.686119 + Penalty 2694.508163 = -383854.177956 nChanged 1 SP:Iteration 53Q (6458.503869 sec): 3 clusters Score: Raw -386548.858662 + Penalty 2694.508163 = -383854.350499 nChanged 0 SP:Iteration 54F (6458.549688 sec): 3 clusters Score: Raw -386548.858662 + Penalty 2694.508163 = -383854.350499 nChanged 0 Trying to split cluster 12 (31334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6458.617382 sec): 2 clusters Score: Raw -3305250.265218 + Penalty 1682.274595 = -3303567.990623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6458.708096 sec): 3 clusters Score: Raw -3285845.354494 + Penalty 3364.549191 = -3282480.805304 nChanged 14534 SP:Iteration 1F (6458.798430 sec): 3 clusters Score: Raw -3294351.766213 + Penalty 3364.549191 = -3290987.217022 nChanged 1918 SP:Iteration 2F (6458.895023 sec): 3 clusters Score: Raw -3295336.493008 + Penalty 3364.549191 = -3291971.943817 nChanged 2135 SP:Iteration 3F (6458.986370 sec): 3 clusters Score: Raw -3296541.296297 + Penalty 3364.549191 = -3293176.747106 nChanged 2106 SP:Iteration 4F (6459.074880 sec): 3 clusters Score: Raw -3297735.174595 + Penalty 3364.549191 = -3294370.625404 nChanged 1933 SP:Iteration 5F (6459.167450 sec): 3 clusters Score: Raw -3298847.713493 + Penalty 3364.549191 = -3295483.164302 nChanged 1697 SP:Iteration 6F (6459.268188 sec): 3 clusters Score: Raw -3299757.378009 + Penalty 3364.549191 = -3296392.828818 nChanged 1430 SP:Iteration 7Q (6459.361578 sec): 3 clusters Score: Raw -3300472.154283 + Penalty 3364.549191 = -3297107.605092 nChanged 1181 SP:Iteration 8Q (6459.455774 sec): 3 clusters Score: Raw -3301066.254305 + Penalty 3364.549191 = -3297701.705115 nChanged 1076 SP:Iteration 9Q (6459.540389 sec): 3 clusters Score: Raw -3301663.535242 + Penalty 3364.549191 = -3298298.986051 nChanged 1047 SP:Iteration 10Q (6459.635380 sec): 3 clusters Score: Raw -3302287.628021 + Penalty 3364.549191 = -3298923.078830 nChanged 1036 SP:Iteration 11Q (6459.735597 sec): 3 clusters Score: Raw -3302954.159569 + Penalty 3364.549191 = -3299589.610378 nChanged 900 SP:Iteration 12Q (6459.824548 sec): 3 clusters Score: Raw -3303546.210598 + Penalty 3364.549191 = -3300181.661407 nChanged 741 SP:Iteration 13Q (6459.912021 sec): 3 clusters Score: Raw -3304043.711898 + Penalty 3364.549191 = -3300679.162707 nChanged 596 SP:Iteration 14Q (6460.009187 sec): 3 clusters Score: Raw -3304426.150139 + Penalty 3364.549191 = -3301061.600949 nChanged 463 SP:Iteration 15Q (6460.087215 sec): 3 clusters Score: Raw -3304725.120700 + Penalty 3364.549191 = -3301360.571509 nChanged 351 SP:Iteration 16Q (6460.179479 sec): 3 clusters Score: Raw -3304952.734875 + Penalty 3364.549191 = -3301588.185685 nChanged 253 SP:Iteration 17Q (6460.273120 sec): 3 clusters Score: Raw -3305128.593999 + Penalty 3364.549191 = -3301764.044809 nChanged 180 SP:Iteration 18Q (6460.359252 sec): 3 clusters Score: Raw -3305246.004380 + Penalty 3364.549191 = -3301881.455189 nChanged 104 SP:Iteration 19Q (6460.448475 sec): 3 clusters Score: Raw -3305313.510072 + Penalty 3364.549191 = -3301948.960881 nChanged 80 SP:Iteration 20F (6460.539927 sec): 3 clusters Score: Raw -3305357.603722 + Penalty 3364.549191 = -3301993.054531 nChanged 59 SP:Iteration 21Q (6460.626962 sec): 3 clusters Score: Raw -3305388.849768 + Penalty 3364.549191 = -3302024.300577 nChanged 32 SP:Iteration 22Q (6460.699344 sec): 3 clusters Score: Raw -3305404.622566 + Penalty 3364.549191 = -3302040.073375 nChanged 20 SP:Iteration 23Q (6460.795197 sec): 3 clusters Score: Raw -3305414.407092 + Penalty 3364.549191 = -3302049.857901 nChanged 12 SP:Iteration 24Q (6460.878521 sec): 3 clusters Score: Raw -3305420.400820 + Penalty 3364.549191 = -3302055.851629 nChanged 6 SP:Iteration 25Q (6460.955371 sec): 3 clusters Score: Raw -3305423.830600 + Penalty 3364.549191 = -3302059.281409 nChanged 10 SP:Iteration 26Q (6461.047294 sec): 3 clusters Score: Raw -3305428.277863 + Penalty 3364.549191 = -3302063.728672 nChanged 5 SP:Iteration 27Q (6461.135131 sec): 3 clusters Score: Raw -3305431.360973 + Penalty 3364.549191 = -3302066.811782 nChanged 7 SP:Iteration 28Q (6461.216432 sec): 3 clusters Score: Raw -3305435.345508 + Penalty 3364.549191 = -3302070.796317 nChanged 8 SP:Iteration 29Q (6461.306346 sec): 3 clusters Score: Raw -3305439.631862 + Penalty 3364.549191 = -3302075.082671 nChanged 8 SP:Iteration 30Q (6461.386696 sec): 3 clusters Score: Raw -3305444.676672 + Penalty 3364.549191 = -3302080.127481 nChanged 9 SP:Iteration 31Q (6461.475875 sec): 3 clusters Score: Raw -3305449.850204 + Penalty 3364.549191 = -3302085.301013 nChanged 10 SP:Iteration 32Q (6461.554254 sec): 3 clusters Score: Raw -3305455.038141 + Penalty 3364.549191 = -3302090.488951 nChanged 8 SP:Iteration 33Q (6461.644374 sec): 3 clusters Score: Raw -3305458.802229 + Penalty 3364.549191 = -3302094.253038 nChanged 6 SP:Iteration 34Q (6461.723437 sec): 3 clusters Score: Raw -3305461.200797 + Penalty 3364.549191 = -3302096.651607 nChanged 4 SP:Iteration 35Q (6461.806475 sec): 3 clusters Score: Raw -3305462.862779 + Penalty 3364.549191 = -3302098.313588 nChanged 4 SP:Iteration 36Q (6461.887374 sec): 3 clusters Score: Raw -3305464.115993 + Penalty 3364.549191 = -3302099.566803 nChanged 0 SP:Iteration 37F (6461.989928 sec): 3 clusters Score: Raw -3305464.115993 + Penalty 3364.549191 = -3302099.566803 nChanged 0 Trying to split cluster 13 (22943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6462.034894 sec): 2 clusters Score: Raw -2478778.837470 + Penalty 1631.624826 = -2477147.212644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6462.116818 sec): 3 clusters Score: Raw -2464760.307948 + Penalty 3263.249651 = -2461497.058296 nChanged 10465 SP:Iteration 1F (6462.199805 sec): 3 clusters Score: Raw -2470620.378135 + Penalty 3263.249651 = -2467357.128484 nChanged 1192 SP:Iteration 2F (6462.293766 sec): 3 clusters Score: Raw -2471053.601836 + Penalty 3263.249651 = -2467790.352184 nChanged 1132 SP:Iteration 3Q (6462.377431 sec): 3 clusters Score: Raw -2471509.984436 + Penalty 3263.249651 = -2468246.734785 nChanged 1162 SP:Iteration 4F (6462.465573 sec): 3 clusters Score: Raw -2472033.918658 + Penalty 3263.249651 = -2468770.669007 nChanged 1165 SP:Iteration 5F (6462.538663 sec): 3 clusters Score: Raw -2472634.521647 + Penalty 3263.249651 = -2469371.271996 nChanged 1281 SP:Iteration 6F (6462.620245 sec): 3 clusters Score: Raw -2473454.245225 + Penalty 3263.249651 = -2470190.995573 nChanged 1428 SP:Iteration 7F (6462.694671 sec): 3 clusters Score: Raw -2474500.010351 + Penalty 3263.249651 = -2471236.760700 nChanged 1338 SP:Iteration 8F (6462.781958 sec): 3 clusters Score: Raw -2475533.389299 + Penalty 3263.249651 = -2472270.139648 nChanged 1164 SP:Iteration 9F (6462.860883 sec): 3 clusters Score: Raw -2476490.224875 + Penalty 3263.249651 = -2473226.975224 nChanged 891 SP:Iteration 10Q (6462.944461 sec): 3 clusters Score: Raw -2477198.491099 + Penalty 3263.249651 = -2473935.241448 nChanged 660 SP:Iteration 11Q (6463.017465 sec): 3 clusters Score: Raw -2477713.869304 + Penalty 3263.249651 = -2474450.619652 nChanged 478 SP:Iteration 12Q (6463.100464 sec): 3 clusters Score: Raw -2478049.907534 + Penalty 3263.249651 = -2474786.657882 nChanged 347 SP:Iteration 13Q (6463.172078 sec): 3 clusters Score: Raw -2478254.940204 + Penalty 3263.249651 = -2474991.690553 nChanged 276 SP:Iteration 14Q (6463.254847 sec): 3 clusters Score: Raw -2478391.877526 + Penalty 3263.249651 = -2475128.627875 nChanged 203 SP:Iteration 15Q (6463.327908 sec): 3 clusters Score: Raw -2478492.404162 + Penalty 3263.249651 = -2475229.154511 nChanged 181 SP:Iteration 16Q (6463.397787 sec): 3 clusters Score: Raw -2478592.004087 + Penalty 3263.249651 = -2475328.754435 nChanged 176 SP:Iteration 17Q (6463.478895 sec): 3 clusters Score: Raw -2478682.443934 + Penalty 3263.249651 = -2475419.194282 nChanged 149 SP:Iteration 18Q (6463.542142 sec): 3 clusters Score: Raw -2478741.117948 + Penalty 3263.249651 = -2475477.868297 nChanged 107 SP:Iteration 19Q (6463.618940 sec): 3 clusters Score: Raw -2478776.123297 + Penalty 3263.249651 = -2475512.873645 nChanged 93 SP:Iteration 20F (6463.699204 sec): 3 clusters Score: Raw -2478811.826200 + Penalty 3263.249651 = -2475548.576549 nChanged 83 SP:Iteration 21Q (6463.772361 sec): 3 clusters Score: Raw -2478844.439550 + Penalty 3263.249651 = -2475581.189898 nChanged 77 SP:Iteration 22Q (6463.852125 sec): 3 clusters Score: Raw -2478871.335308 + Penalty 3263.249651 = -2475608.085656 nChanged 75 SP:Iteration 23Q (6463.928553 sec): 3 clusters Score: Raw -2478894.178957 + Penalty 3263.249651 = -2475630.929306 nChanged 66 SP:Iteration 24Q (6464.012848 sec): 3 clusters Score: Raw -2478918.642795 + Penalty 3263.249651 = -2475655.393143 nChanged 52 SP:Iteration 25Q (6464.088764 sec): 3 clusters Score: Raw -2478934.532574 + Penalty 3263.249651 = -2475671.282923 nChanged 41 SP:Iteration 26Q (6464.163322 sec): 3 clusters Score: Raw -2478946.385156 + Penalty 3263.249651 = -2475683.135505 nChanged 44 SP:Iteration 27Q (6464.234966 sec): 3 clusters Score: Raw -2478960.639997 + Penalty 3263.249651 = -2475697.390346 nChanged 44 SP:Iteration 28Q (6464.301262 sec): 3 clusters Score: Raw -2478973.926461 + Penalty 3263.249651 = -2475710.676809 nChanged 42 SP:Iteration 29Q (6464.372331 sec): 3 clusters Score: Raw -2478989.093472 + Penalty 3263.249651 = -2475725.843821 nChanged 45 SP:Iteration 30Q (6464.446433 sec): 3 clusters Score: Raw -2479003.904816 + Penalty 3263.249651 = -2475740.655164 nChanged 42 SP:Iteration 31Q (6464.523947 sec): 3 clusters Score: Raw -2479020.538766 + Penalty 3263.249651 = -2475757.289114 nChanged 52 SP:Iteration 32Q (6464.602702 sec): 3 clusters Score: Raw -2479036.287122 + Penalty 3263.249651 = -2475773.037470 nChanged 44 SP:Iteration 33Q (6464.667840 sec): 3 clusters Score: Raw -2479051.287244 + Penalty 3263.249651 = -2475788.037593 nChanged 38 SP:Iteration 34Q (6464.732465 sec): 3 clusters Score: Raw -2479064.629245 + Penalty 3263.249651 = -2475801.379594 nChanged 43 SP:Iteration 35Q (6464.804761 sec): 3 clusters Score: Raw -2479082.026441 + Penalty 3263.249651 = -2475818.776789 nChanged 51 SP:Iteration 36Q (6464.892362 sec): 3 clusters Score: Raw -2479107.562729 + Penalty 3263.249651 = -2475844.313077 nChanged 55 SP:Iteration 37Q (6464.958828 sec): 3 clusters Score: Raw -2479135.674826 + Penalty 3263.249651 = -2475872.425175 nChanged 57 SP:Iteration 38Q (6465.027086 sec): 3 clusters Score: Raw -2479160.037805 + Penalty 3263.249651 = -2475896.788154 nChanged 50 SP:Iteration 39Q (6465.114318 sec): 3 clusters Score: Raw -2479180.205494 + Penalty 3263.249651 = -2475916.955843 nChanged 49 SP:Iteration 40F (6465.188385 sec): 3 clusters Score: Raw -2479201.614729 + Penalty 3263.249651 = -2475938.365077 nChanged 44 SP:Iteration 41Q (6465.268776 sec): 3 clusters Score: Raw -2479219.721287 + Penalty 3263.249651 = -2475956.471635 nChanged 45 SP:Iteration 42Q (6465.342859 sec): 3 clusters Score: Raw -2479236.532022 + Penalty 3263.249651 = -2475973.282370 nChanged 40 SP:Iteration 43Q (6465.410908 sec): 3 clusters Score: Raw -2479251.980311 + Penalty 3263.249651 = -2475988.730660 nChanged 42 SP:Iteration 44Q (6465.483659 sec): 3 clusters Score: Raw -2479266.823022 + Penalty 3263.249651 = -2476003.573371 nChanged 40 SP:Iteration 45Q (6465.565118 sec): 3 clusters Score: Raw -2479282.556592 + Penalty 3263.249651 = -2476019.306941 nChanged 50 SP:Iteration 46Q (6465.643754 sec): 3 clusters Score: Raw -2479306.292972 + Penalty 3263.249651 = -2476043.043320 nChanged 42 SP:Iteration 47Q (6465.709014 sec): 3 clusters Score: Raw -2479329.325004 + Penalty 3263.249651 = -2476066.075353 nChanged 57 SP:Iteration 48Q (6465.787476 sec): 3 clusters Score: Raw -2479358.287603 + Penalty 3263.249651 = -2476095.037952 nChanged 69 SP:Iteration 49Q (6465.857195 sec): 3 clusters Score: Raw -2479392.134085 + Penalty 3263.249651 = -2476128.884434 nChanged 71 SP:Iteration 50Q (6465.933387 sec): 3 clusters Score: Raw -2479421.424614 + Penalty 3263.249651 = -2476158.174962 nChanged 58 SP:Iteration 51Q (6466.007090 sec): 3 clusters Score: Raw -2479444.517717 + Penalty 3263.249651 = -2476181.268066 nChanged 54 SP:Iteration 52Q (6466.083676 sec): 3 clusters Score: Raw -2479463.215071 + Penalty 3263.249651 = -2476199.965420 nChanged 30 SP:Iteration 53Q (6466.168092 sec): 3 clusters Score: Raw -2479471.242624 + Penalty 3263.249651 = -2476207.992972 nChanged 30 SP:Iteration 54Q (6466.240536 sec): 3 clusters Score: Raw -2479481.136696 + Penalty 3263.249651 = -2476217.887044 nChanged 39 SP:Iteration 55Q (6466.318937 sec): 3 clusters Score: Raw -2479493.700844 + Penalty 3263.249651 = -2476230.451193 nChanged 30 SP:Iteration 56Q (6466.391414 sec): 3 clusters Score: Raw -2479501.670886 + Penalty 3263.249651 = -2476238.421234 nChanged 21 SP:Iteration 57Q (6466.469257 sec): 3 clusters Score: Raw -2479505.925271 + Penalty 3263.249651 = -2476242.675620 nChanged 12 SP:Iteration 58Q (6466.546873 sec): 3 clusters Score: Raw -2479508.870961 + Penalty 3263.249651 = -2476245.621310 nChanged 8 SP:Iteration 59Q (6466.621778 sec): 3 clusters Score: Raw -2479510.537729 + Penalty 3263.249651 = -2476247.288078 nChanged 6 SP:Iteration 60F (6466.702852 sec): 3 clusters Score: Raw -2479511.781847 + Penalty 3263.249651 = -2476248.532196 nChanged 3 SP:Iteration 61Q (6466.774042 sec): 3 clusters Score: Raw -2479512.423534 + Penalty 3263.249651 = -2476249.173883 nChanged 4 SP:Iteration 62Q (6466.855236 sec): 3 clusters Score: Raw -2479513.128269 + Penalty 3263.249651 = -2476249.878618 nChanged 4 SP:Iteration 63Q (6466.920208 sec): 3 clusters Score: Raw -2479513.642037 + Penalty 3263.249651 = -2476250.392386 nChanged 4 SP:Iteration 64Q (6467.000738 sec): 3 clusters Score: Raw -2479514.314839 + Penalty 3263.249651 = -2476251.065188 nChanged 1 SP:Iteration 65Q (6467.070765 sec): 3 clusters Score: Raw -2479514.480723 + Penalty 3263.249651 = -2476251.231071 nChanged 0 SP:Iteration 66F (6467.147849 sec): 3 clusters Score: Raw -2479514.480723 + Penalty 3263.249651 = -2476251.231071 nChanged 0 Trying to split cluster 14 (3886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6467.177940 sec): 2 clusters Score: Raw -373476.643179 + Penalty 1343.084540 = -372133.558639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6467.219026 sec): 3 clusters Score: Raw -371552.548603 + Penalty 2686.169080 = -368866.379524 nChanged 1560 SP:Iteration 1F (6467.266321 sec): 3 clusters Score: Raw -372535.112312 + Penalty 2686.169080 = -369848.943233 nChanged 347 SP:Iteration 2F (6467.312082 sec): 3 clusters Score: Raw -372860.487790 + Penalty 2686.169080 = -370174.318711 nChanged 272 SP:Iteration 3F (6467.355572 sec): 3 clusters Score: Raw -373131.079696 + Penalty 2686.169080 = -370444.910616 nChanged 278 SP:Iteration 4F (6467.411712 sec): 3 clusters Score: Raw -373353.678815 + Penalty 2686.169080 = -370667.509736 nChanged 234 SP:Iteration 5F (6467.453172 sec): 3 clusters Score: Raw -373529.626349 + Penalty 2686.169080 = -370843.457269 nChanged 189 SP:Iteration 6Q (6467.500174 sec): 3 clusters Score: Raw -373671.220595 + Penalty 2686.169080 = -370985.051515 nChanged 147 SP:Iteration 7Q (6467.545752 sec): 3 clusters Score: Raw -373760.062021 + Penalty 2686.169080 = -371073.892942 nChanged 116 SP:Iteration 8Q (6467.603916 sec): 3 clusters Score: Raw -373822.505023 + Penalty 2686.169080 = -371136.335943 nChanged 87 SP:Iteration 9Q (6467.647070 sec): 3 clusters Score: Raw -373864.152257 + Penalty 2686.169080 = -371177.983177 nChanged 63 SP:Iteration 10Q (6467.691383 sec): 3 clusters Score: Raw -373894.046653 + Penalty 2686.169080 = -371207.877573 nChanged 54 SP:Iteration 11Q (6467.754139 sec): 3 clusters Score: Raw -373913.073291 + Penalty 2686.169080 = -371226.904211 nChanged 46 SP:Iteration 12Q (6467.799892 sec): 3 clusters Score: Raw -373932.516407 + Penalty 2686.169080 = -371246.347328 nChanged 43 SP:Iteration 13Q (6467.836474 sec): 3 clusters Score: Raw -373947.923475 + Penalty 2686.169080 = -371261.754395 nChanged 35 SP:Iteration 14Q (6467.880742 sec): 3 clusters Score: Raw -373960.718680 + Penalty 2686.169080 = -371274.549601 nChanged 29 SP:Iteration 15Q (6467.939150 sec): 3 clusters Score: Raw -373972.220024 + Penalty 2686.169080 = -371286.050944 nChanged 32 SP:Iteration 16Q (6467.974989 sec): 3 clusters Score: Raw -373983.742762 + Penalty 2686.169080 = -371297.573683 nChanged 27 SP:Iteration 17Q (6468.024100 sec): 3 clusters Score: Raw -373993.101799 + Penalty 2686.169080 = -371306.932719 nChanged 27 SP:Iteration 18Q (6468.085793 sec): 3 clusters Score: Raw -374004.480424 + Penalty 2686.169080 = -371318.311344 nChanged 24 SP:Iteration 19Q (6468.130513 sec): 3 clusters Score: Raw -374011.889829 + Penalty 2686.169080 = -371325.720749 nChanged 15 SP:Iteration 20F (6468.180674 sec): 3 clusters Score: Raw -374015.907032 + Penalty 2686.169080 = -371329.737952 nChanged 8 SP:Iteration 21Q (6468.232298 sec): 3 clusters Score: Raw -374017.787007 + Penalty 2686.169080 = -371331.617928 nChanged 5 SP:Iteration 22Q (6468.279963 sec): 3 clusters Score: Raw -374019.363646 + Penalty 2686.169080 = -371333.194566 nChanged 5 SP:Iteration 23Q (6468.332097 sec): 3 clusters Score: Raw -374022.091043 + Penalty 2686.169080 = -371335.921964 nChanged 6 SP:Iteration 24Q (6468.384762 sec): 3 clusters Score: Raw -374023.794010 + Penalty 2686.169080 = -371337.624930 nChanged 5 SP:Iteration 25Q (6468.430032 sec): 3 clusters Score: Raw -374024.717431 + Penalty 2686.169080 = -371338.548351 nChanged 2 SP:Iteration 26Q (6468.470485 sec): 3 clusters Score: Raw -374025.058242 + Penalty 2686.169080 = -371338.889162 nChanged 3 SP:Iteration 27Q (6468.531617 sec): 3 clusters Score: Raw -374025.932846 + Penalty 2686.169080 = -371339.763767 nChanged 2 SP:Iteration 28Q (6468.577271 sec): 3 clusters Score: Raw -374026.455416 + Penalty 2686.169080 = -371340.286336 nChanged 2 SP:Iteration 29Q (6468.629047 sec): 3 clusters Score: Raw -374027.567216 + Penalty 2686.169080 = -371341.398136 nChanged 3 SP:Iteration 30Q (6468.675580 sec): 3 clusters Score: Raw -374028.292536 + Penalty 2686.169080 = -371342.123456 nChanged 3 SP:Iteration 31Q (6468.726926 sec): 3 clusters Score: Raw -374029.064126 + Penalty 2686.169080 = -371342.895047 nChanged 3 SP:Iteration 32Q (6468.778162 sec): 3 clusters Score: Raw -374029.765263 + Penalty 2686.169080 = -371343.596183 nChanged 0 SP:Iteration 33F (6468.821057 sec): 3 clusters Score: Raw -374029.765263 + Penalty 2686.169080 = -371343.596183 nChanged 0 Trying to split cluster 15 (2252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6468.839448 sec): 2 clusters Score: Raw -200174.186063 + Penalty 1254.430773 = -198919.755290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6468.890838 sec): 3 clusters Score: Raw -199222.853506 + Penalty 2508.861547 = -196713.991959 nChanged 819 SP:Iteration 1F (6468.932313 sec): 3 clusters Score: Raw -199811.369355 + Penalty 2508.861547 = -197302.507808 nChanged 203 SP:Iteration 2F (6468.990621 sec): 3 clusters Score: Raw -199958.420047 + Penalty 2508.861547 = -197449.558500 nChanged 109 SP:Iteration 3Q (6469.039089 sec): 3 clusters Score: Raw -200050.418788 + Penalty 2508.861547 = -197541.557241 nChanged 96 SP:Iteration 4Q (6469.076061 sec): 3 clusters Score: Raw -200137.111927 + Penalty 2508.861547 = -197628.250381 nChanged 68 SP:Iteration 5Q (6469.125102 sec): 3 clusters Score: Raw -200196.029219 + Penalty 2508.861547 = -197687.167672 nChanged 74 SP:Iteration 6Q (6469.167667 sec): 3 clusters Score: Raw -200275.954044 + Penalty 2508.861547 = -197767.092498 nChanged 63 SP:Iteration 7Q (6469.222645 sec): 3 clusters Score: Raw -200349.156798 + Penalty 2508.861547 = -197840.295251 nChanged 72 SP:Iteration 8Q (6469.265240 sec): 3 clusters Score: Raw -200435.138583 + Penalty 2508.861547 = -197926.277036 nChanged 70 SP:Iteration 9Q (6469.314538 sec): 3 clusters Score: Raw -200495.882645 + Penalty 2508.861547 = -197987.021099 nChanged 51 SP:Iteration 10Q (6469.352297 sec): 3 clusters Score: Raw -200547.237823 + Penalty 2508.861547 = -198038.376276 nChanged 45 SP:Iteration 11Q (6469.407043 sec): 3 clusters Score: Raw -200589.146455 + Penalty 2508.861547 = -198080.284909 nChanged 39 SP:Iteration 12Q (6469.445318 sec): 3 clusters Score: Raw -200634.530755 + Penalty 2508.861547 = -198125.669208 nChanged 41 SP:Iteration 13Q (6469.484938 sec): 3 clusters Score: Raw -200742.033580 + Penalty 2508.861547 = -198233.172033 nChanged 52 SP:Iteration 14Q (6469.544107 sec): 3 clusters Score: Raw -200810.642468 + Penalty 2508.861547 = -198301.780922 nChanged 52 SP:Iteration 15Q (6469.586667 sec): 3 clusters Score: Raw -200850.060867 + Penalty 2508.861547 = -198341.199320 nChanged 38 SP:Iteration 16Q (6469.621047 sec): 3 clusters Score: Raw -200879.159801 + Penalty 2508.861547 = -198370.298255 nChanged 33 SP:Iteration 17Q (6469.670662 sec): 3 clusters Score: Raw -200900.369473 + Penalty 2508.861547 = -198391.507927 nChanged 16 SP:Iteration 18Q (6469.718062 sec): 3 clusters Score: Raw -200911.331402 + Penalty 2508.861547 = -198402.469856 nChanged 22 SP:Iteration 19Q (6469.759930 sec): 3 clusters Score: Raw -200926.240623 + Penalty 2508.861547 = -198417.379076 nChanged 13 SP:Iteration 20F (6469.813565 sec): 3 clusters Score: Raw -200959.673344 + Penalty 2508.861547 = -198450.811798 nChanged 12 SP:Iteration 21Q (6469.860929 sec): 3 clusters Score: Raw -200983.912968 + Penalty 2508.861547 = -198475.051422 nChanged 16 SP:Iteration 22Q (6469.906365 sec): 3 clusters Score: Raw -200991.748817 + Penalty 2508.861547 = -198482.887270 nChanged 7 SP:Iteration 23Q (6469.947743 sec): 3 clusters Score: Raw -200995.895704 + Penalty 2508.861547 = -198487.034157 nChanged 8 SP:Iteration 24Q (6469.993936 sec): 3 clusters Score: Raw -201000.910135 + Penalty 2508.861547 = -198492.048589 nChanged 6 SP:Iteration 25Q (6470.040147 sec): 3 clusters Score: Raw -201004.536978 + Penalty 2508.861547 = -198495.675432 nChanged 4 SP:Iteration 26Q (6470.077167 sec): 3 clusters Score: Raw -201007.687007 + Penalty 2508.861547 = -198498.825461 nChanged 7 SP:Iteration 27Q (6470.120911 sec): 3 clusters Score: Raw -201014.599059 + Penalty 2508.861547 = -198505.737513 nChanged 8 SP:Iteration 28Q (6470.176303 sec): 3 clusters Score: Raw -201020.814571 + Penalty 2508.861547 = -198511.953024 nChanged 8 SP:Iteration 29Q (6470.211438 sec): 3 clusters Score: Raw -201025.643330 + Penalty 2508.861547 = -198516.781783 nChanged 5 SP:Iteration 30Q (6470.259337 sec): 3 clusters Score: Raw -201027.654738 + Penalty 2508.861547 = -198518.793192 nChanged 3 SP:Iteration 31Q (6470.306653 sec): 3 clusters Score: Raw -201030.431375 + Penalty 2508.861547 = -198521.569828 nChanged 0 SP:Iteration 32F (6470.351305 sec): 3 clusters Score: Raw -201030.431375 + Penalty 2508.861547 = -198521.569828 nChanged 0 Trying to split cluster 16 (1422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6470.372425 sec): 2 clusters Score: Raw -162042.717038 + Penalty 1179.720687 = -160862.996351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6470.410340 sec): 3 clusters Score: Raw -161509.133755 + Penalty 2359.441373 = -159149.692382 nChanged 458 SP:Iteration 1F (6470.454868 sec): 3 clusters Score: Raw -161858.365211 + Penalty 2359.441373 = -159498.923838 nChanged 117 SP:Iteration 2F (6470.499304 sec): 3 clusters Score: Raw -161958.028071 + Penalty 2359.441373 = -159598.586697 nChanged 65 SP:Iteration 3Q (6470.544449 sec): 3 clusters Score: Raw -162009.348924 + Penalty 2359.441373 = -159649.907551 nChanged 42 SP:Iteration 4Q (6470.597552 sec): 3 clusters Score: Raw -162047.582942 + Penalty 2359.441373 = -159688.141569 nChanged 31 SP:Iteration 5Q (6470.632929 sec): 3 clusters Score: Raw -162075.238836 + Penalty 2359.441373 = -159715.797462 nChanged 20 SP:Iteration 6Q (6470.678976 sec): 3 clusters Score: Raw -162093.023765 + Penalty 2359.441373 = -159733.582392 nChanged 15 SP:Iteration 7Q (6470.735979 sec): 3 clusters Score: Raw -162100.544768 + Penalty 2359.441373 = -159741.103394 nChanged 15 SP:Iteration 8Q (6470.770118 sec): 3 clusters Score: Raw -162110.590387 + Penalty 2359.441373 = -159751.149013 nChanged 11 SP:Iteration 9Q (6470.818073 sec): 3 clusters Score: Raw -162116.310217 + Penalty 2359.441373 = -159756.868844 nChanged 7 SP:Iteration 10Q (6470.855847 sec): 3 clusters Score: Raw -162120.747612 + Penalty 2359.441373 = -159761.306239 nChanged 7 SP:Iteration 11Q (6470.904903 sec): 3 clusters Score: Raw -162126.719226 + Penalty 2359.441373 = -159767.277853 nChanged 12 SP:Iteration 12Q (6470.942945 sec): 3 clusters Score: Raw -162133.563459 + Penalty 2359.441373 = -159774.122086 nChanged 6 SP:Iteration 13Q (6470.986525 sec): 3 clusters Score: Raw -162136.632441 + Penalty 2359.441373 = -159777.191068 nChanged 2 SP:Iteration 14Q (6471.030930 sec): 3 clusters Score: Raw -162137.240866 + Penalty 2359.441373 = -159777.799492 nChanged 2 SP:Iteration 15Q (6471.085982 sec): 3 clusters Score: Raw -162138.877002 + Penalty 2359.441373 = -159779.435629 nChanged 2 SP:Iteration 16Q (6471.118312 sec): 3 clusters Score: Raw -162140.927916 + Penalty 2359.441373 = -159781.486543 nChanged 5 SP:Iteration 17Q (6471.170434 sec): 3 clusters Score: Raw -162143.324653 + Penalty 2359.441373 = -159783.883280 nChanged 2 SP:Iteration 18Q (6471.209801 sec): 3 clusters Score: Raw -162144.793544 + Penalty 2359.441373 = -159785.352171 nChanged 4 SP:Iteration 19Q (6471.255889 sec): 3 clusters Score: Raw -162146.962334 + Penalty 2359.441373 = -159787.520961 nChanged 6 SP:Iteration 20F (6471.302620 sec): 3 clusters Score: Raw -162149.968947 + Penalty 2359.441373 = -159790.527574 nChanged 6 SP:Iteration 21Q (6471.352953 sec): 3 clusters Score: Raw -162153.039238 + Penalty 2359.441373 = -159793.597864 nChanged 4 SP:Iteration 22Q (6471.388545 sec): 3 clusters Score: Raw -162154.419024 + Penalty 2359.441373 = -159794.977651 nChanged 4 SP:Iteration 23Q (6471.437959 sec): 3 clusters Score: Raw -162155.864036 + Penalty 2359.441373 = -159796.422663 nChanged 3 SP:Iteration 24Q (6471.477981 sec): 3 clusters Score: Raw -162158.353378 + Penalty 2359.441373 = -159798.912004 nChanged 7 SP:Iteration 25Q (6471.530300 sec): 3 clusters Score: Raw -162161.381769 + Penalty 2359.441373 = -159801.940396 nChanged 5 SP:Iteration 26Q (6471.567198 sec): 3 clusters Score: Raw -162163.688848 + Penalty 2359.441373 = -159804.247475 nChanged 1 SP:Iteration 27Q (6471.623326 sec): 3 clusters Score: Raw -162164.080247 + Penalty 2359.441373 = -159804.638873 nChanged 1 SP:Iteration 28Q (6471.650778 sec): 3 clusters Score: Raw -162164.203700 + Penalty 2359.441373 = -159804.762327 nChanged 0 SP:Iteration 29F (6471.698024 sec): 3 clusters Score: Raw -162164.203700 + Penalty 2359.441373 = -159804.762327 nChanged 0 Trying to split cluster 17 (1057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6471.719848 sec): 2 clusters Score: Raw -105517.417399 + Penalty 1131.518373 = -104385.899026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6471.752995 sec): 3 clusters Score: Raw -105175.741592 + Penalty 2263.036745 = -102912.704846 nChanged 325 SP:Iteration 1F (6471.807503 sec): 3 clusters Score: Raw -105522.415645 + Penalty 2263.036745 = -103259.378900 nChanged 100 SP:Iteration 2F (6471.855828 sec): 3 clusters Score: Raw -105666.808301 + Penalty 2263.036745 = -103403.771556 nChanged 61 SP:Iteration 3F (6471.896755 sec): 3 clusters Score: Raw -105745.416940 + Penalty 2263.036745 = -103482.380195 nChanged 39 SP:Iteration 4Q (6471.939587 sec): 3 clusters Score: Raw -105804.878172 + Penalty 2263.036745 = -103541.841427 nChanged 38 SP:Iteration 5Q (6471.975313 sec): 3 clusters Score: Raw -105857.056470 + Penalty 2263.036745 = -103594.019725 nChanged 30 SP:Iteration 6Q (6472.012304 sec): 3 clusters Score: Raw -105902.125917 + Penalty 2263.036745 = -103639.089172 nChanged 31 SP:Iteration 7Q (6472.059939 sec): 3 clusters Score: Raw -105954.628012 + Penalty 2263.036745 = -103691.591266 nChanged 28 SP:Iteration 8Q (6472.100334 sec): 3 clusters Score: Raw -105986.899186 + Penalty 2263.036745 = -103723.862441 nChanged 26 SP:Iteration 9Q (6472.140768 sec): 3 clusters Score: Raw -106022.945855 + Penalty 2263.036745 = -103759.909110 nChanged 19 SP:Iteration 10Q (6472.187408 sec): 3 clusters Score: Raw -106046.117044 + Penalty 2263.036745 = -103783.080299 nChanged 14 SP:Iteration 11Q (6472.222054 sec): 3 clusters Score: Raw -106064.677803 + Penalty 2263.036745 = -103801.641057 nChanged 10 SP:Iteration 12Q (6472.258214 sec): 3 clusters Score: Raw -106071.467200 + Penalty 2263.036745 = -103808.430455 nChanged 5 SP:Iteration 13Q (6472.295648 sec): 3 clusters Score: Raw -106074.689533 + Penalty 2263.036745 = -103811.652787 nChanged 1 SP:Iteration 14Q (6472.330955 sec): 3 clusters Score: Raw -106075.090877 + Penalty 2263.036745 = -103812.054131 nChanged 0 SP:Iteration 15F (6472.371093 sec): 3 clusters Score: Raw -106075.090877 + Penalty 2263.036745 = -103812.054131 nChanged 0 Trying to split cluster 18 (60256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6472.468211 sec): 2 clusters Score: Raw -6337462.202384 + Penalty 1788.533083 = -6335673.669302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6472.616033 sec): 3 clusters Score: Raw -6299265.905028 + Penalty 3577.066165 = -6295688.838862 nChanged 28305 SP:Iteration 1F (6472.765151 sec): 3 clusters Score: Raw -6315906.003819 + Penalty 3577.066165 = -6312328.937654 nChanged 2912 SP:Iteration 2Q (6472.902820 sec): 3 clusters Score: Raw -6317167.795107 + Penalty 3577.066165 = -6313590.728942 nChanged 3291 SP:Iteration 3F (6473.048018 sec): 3 clusters Score: Raw -6318817.328247 + Penalty 3577.066165 = -6315240.262082 nChanged 3617 SP:Iteration 4F (6473.183433 sec): 3 clusters Score: Raw -6320945.919322 + Penalty 3577.066165 = -6317368.853156 nChanged 3944 SP:Iteration 5F (6473.316699 sec): 3 clusters Score: Raw -6323806.871891 + Penalty 3577.066165 = -6320229.805726 nChanged 4036 SP:Iteration 6F (6473.453772 sec): 3 clusters Score: Raw -6327225.806113 + Penalty 3577.066165 = -6323648.739948 nChanged 3687 SP:Iteration 7F (6473.597907 sec): 3 clusters Score: Raw -6330292.225273 + Penalty 3577.066165 = -6326715.159108 nChanged 2881 SP:Iteration 8Q (6473.741986 sec): 3 clusters Score: Raw -6332185.463215 + Penalty 3577.066165 = -6328608.397050 nChanged 1909 SP:Iteration 9Q (6473.886833 sec): 3 clusters Score: Raw -6333113.965977 + Penalty 3577.066165 = -6329536.899812 nChanged 1306 SP:Iteration 10Q (6474.019351 sec): 3 clusters Score: Raw -6333600.225564 + Penalty 3577.066165 = -6330023.159399 nChanged 951 SP:Iteration 11Q (6474.149417 sec): 3 clusters Score: Raw -6333911.920034 + Penalty 3577.066165 = -6330334.853868 nChanged 814 SP:Iteration 12Q (6474.289007 sec): 3 clusters Score: Raw -6334167.558247 + Penalty 3577.066165 = -6330590.492082 nChanged 718 SP:Iteration 13Q (6474.421479 sec): 3 clusters Score: Raw -6334388.179535 + Penalty 3577.066165 = -6330811.113369 nChanged 712 SP:Iteration 14Q (6474.551879 sec): 3 clusters Score: Raw -6334609.158667 + Penalty 3577.066165 = -6331032.092502 nChanged 684 SP:Iteration 15Q (6474.691735 sec): 3 clusters Score: Raw -6334828.573609 + Penalty 3577.066165 = -6331251.507444 nChanged 677 SP:Iteration 16Q (6474.824197 sec): 3 clusters Score: Raw -6335056.625135 + Penalty 3577.066165 = -6331479.558970 nChanged 681 SP:Iteration 17Q (6474.963790 sec): 3 clusters Score: Raw -6335296.939557 + Penalty 3577.066165 = -6331719.873391 nChanged 652 SP:Iteration 18Q (6475.090524 sec): 3 clusters Score: Raw -6335553.122970 + Penalty 3577.066165 = -6331976.056805 nChanged 687 SP:Iteration 19Q (6475.222296 sec): 3 clusters Score: Raw -6335839.079167 + Penalty 3577.066165 = -6332262.013002 nChanged 645 SP:Iteration 20F (6475.369321 sec): 3 clusters Score: Raw -6336134.099279 + Penalty 3577.066165 = -6332557.033114 nChanged 656 SP:Iteration 21Q (6475.485207 sec): 3 clusters Score: Raw -6336428.113967 + Penalty 3577.066165 = -6332851.047802 nChanged 558 SP:Iteration 22Q (6475.618052 sec): 3 clusters Score: Raw -6336665.151034 + Penalty 3577.066165 = -6333088.084869 nChanged 508 SP:Iteration 23Q (6475.741049 sec): 3 clusters Score: Raw -6336874.510586 + Penalty 3577.066165 = -6333297.444421 nChanged 450 SP:Iteration 24Q (6475.879825 sec): 3 clusters Score: Raw -6337056.745687 + Penalty 3577.066165 = -6333479.679522 nChanged 396 SP:Iteration 25Q (6476.019466 sec): 3 clusters Score: Raw -6337206.155449 + Penalty 3577.066165 = -6333629.089284 nChanged 320 SP:Iteration 26Q (6476.145143 sec): 3 clusters Score: Raw -6337318.039219 + Penalty 3577.066165 = -6333740.973054 nChanged 260 SP:Iteration 27Q (6476.261782 sec): 3 clusters Score: Raw -6337401.993541 + Penalty 3577.066165 = -6333824.927376 nChanged 229 SP:Iteration 28Q (6476.372508 sec): 3 clusters Score: Raw -6337478.086825 + Penalty 3577.066165 = -6333901.020660 nChanged 192 SP:Iteration 29Q (6476.503764 sec): 3 clusters Score: Raw -6337536.350280 + Penalty 3577.066165 = -6333959.284115 nChanged 164 SP:Iteration 30Q (6476.637449 sec): 3 clusters Score: Raw -6337580.003186 + Penalty 3577.066165 = -6334002.937021 nChanged 135 SP:Iteration 31Q (6476.750918 sec): 3 clusters Score: Raw -6337619.611199 + Penalty 3577.066165 = -6334042.545034 nChanged 117 SP:Iteration 32Q (6476.868970 sec): 3 clusters Score: Raw -6337659.024943 + Penalty 3577.066165 = -6334081.958777 nChanged 110 SP:Iteration 33Q (6476.988654 sec): 3 clusters Score: Raw -6337693.250597 + Penalty 3577.066165 = -6334116.184432 nChanged 94 SP:Iteration 34Q (6477.112382 sec): 3 clusters Score: Raw -6337721.436834 + Penalty 3577.066165 = -6334144.370669 nChanged 77 SP:Iteration 35Q (6477.240960 sec): 3 clusters Score: Raw -6337741.843903 + Penalty 3577.066165 = -6334164.777738 nChanged 59 SP:Iteration 36Q (6477.356324 sec): 3 clusters Score: Raw -6337755.942726 + Penalty 3577.066165 = -6334178.876561 nChanged 49 SP:Iteration 37Q (6477.477759 sec): 3 clusters Score: Raw -6337767.647448 + Penalty 3577.066165 = -6334190.581282 nChanged 46 SP:Iteration 38Q (6477.607787 sec): 3 clusters Score: Raw -6337779.265840 + Penalty 3577.066165 = -6334202.199674 nChanged 47 SP:Iteration 39Q (6477.721494 sec): 3 clusters Score: Raw -6337792.416733 + Penalty 3577.066165 = -6334215.350568 nChanged 48 SP:Iteration 40F (6477.870791 sec): 3 clusters Score: Raw -6337807.152063 + Penalty 3577.066165 = -6334230.085898 nChanged 48 SP:Iteration 41Q (6477.975685 sec): 3 clusters Score: Raw -6337820.721614 + Penalty 3577.066165 = -6334243.655449 nChanged 36 SP:Iteration 42Q (6478.095550 sec): 3 clusters Score: Raw -6337832.912589 + Penalty 3577.066165 = -6334255.846424 nChanged 33 SP:Iteration 43Q (6478.217706 sec): 3 clusters Score: Raw -6337842.500649 + Penalty 3577.066165 = -6334265.434484 nChanged 33 SP:Iteration 44Q (6478.340352 sec): 3 clusters Score: Raw -6337855.046589 + Penalty 3577.066165 = -6334277.980423 nChanged 31 SP:Iteration 45Q (6478.468348 sec): 3 clusters Score: Raw -6337866.860015 + Penalty 3577.066165 = -6334289.793849 nChanged 28 SP:Iteration 46Q (6478.578667 sec): 3 clusters Score: Raw -6337876.412907 + Penalty 3577.066165 = -6334299.346742 nChanged 20 SP:Iteration 47Q (6478.694561 sec): 3 clusters Score: Raw -6337881.328431 + Penalty 3577.066165 = -6334304.262266 nChanged 15 SP:Iteration 48Q (6478.816522 sec): 3 clusters Score: Raw -6337884.753829 + Penalty 3577.066165 = -6334307.687663 nChanged 12 SP:Iteration 49Q (6478.937582 sec): 3 clusters Score: Raw -6337887.107305 + Penalty 3577.066165 = -6334310.041140 nChanged 13 SP:Iteration 50Q (6479.060872 sec): 3 clusters Score: Raw -6337889.317217 + Penalty 3577.066165 = -6334312.251052 nChanged 5 SP:Iteration 51Q (6479.184557 sec): 3 clusters Score: Raw -6337890.846330 + Penalty 3577.066165 = -6334313.780165 nChanged 13 SP:Iteration 52Q (6479.300878 sec): 3 clusters Score: Raw -6337895.429542 + Penalty 3577.066165 = -6334318.363377 nChanged 15 SP:Iteration 53Q (6479.411823 sec): 3 clusters Score: Raw -6337900.032639 + Penalty 3577.066165 = -6334322.966474 nChanged 15 SP:Iteration 54Q (6479.543660 sec): 3 clusters Score: Raw -6337903.701421 + Penalty 3577.066165 = -6334326.635256 nChanged 13 SP:Iteration 55Q (6479.662713 sec): 3 clusters Score: Raw -6337907.551847 + Penalty 3577.066165 = -6334330.485682 nChanged 20 SP:Iteration 56Q (6479.786301 sec): 3 clusters Score: Raw -6337913.422458 + Penalty 3577.066165 = -6334336.356292 nChanged 13 SP:Iteration 57Q (6479.916220 sec): 3 clusters Score: Raw -6337916.553291 + Penalty 3577.066165 = -6334339.487126 nChanged 13 SP:Iteration 58Q (6480.036491 sec): 3 clusters Score: Raw -6337919.751245 + Penalty 3577.066165 = -6334342.685080 nChanged 9 SP:Iteration 59Q (6480.160485 sec): 3 clusters Score: Raw -6337921.926975 + Penalty 3577.066165 = -6334344.860810 nChanged 8 SP:Iteration 60F (6480.301940 sec): 3 clusters Score: Raw -6337924.130280 + Penalty 3577.066165 = -6334347.064115 nChanged 12 SP:Iteration 61Q (6480.418934 sec): 3 clusters Score: Raw -6337928.000943 + Penalty 3577.066165 = -6334350.934777 nChanged 13 SP:Iteration 62Q (6480.553564 sec): 3 clusters Score: Raw -6337932.463182 + Penalty 3577.066165 = -6334355.397017 nChanged 17 SP:Iteration 63Q (6480.686859 sec): 3 clusters Score: Raw -6337938.809292 + Penalty 3577.066165 = -6334361.743127 nChanged 13 SP:Iteration 64Q (6480.810473 sec): 3 clusters Score: Raw -6337942.604446 + Penalty 3577.066165 = -6334365.538280 nChanged 11 SP:Iteration 65Q (6480.934125 sec): 3 clusters Score: Raw -6337945.672784 + Penalty 3577.066165 = -6334368.606619 nChanged 9 SP:Iteration 66Q (6481.055060 sec): 3 clusters Score: Raw -6337948.508967 + Penalty 3577.066165 = -6334371.442801 nChanged 12 SP:Iteration 67Q (6481.175181 sec): 3 clusters Score: Raw -6337951.554768 + Penalty 3577.066165 = -6334374.488603 nChanged 16 SP:Iteration 68Q (6481.295984 sec): 3 clusters Score: Raw -6337955.453208 + Penalty 3577.066165 = -6334378.387043 nChanged 11 SP:Iteration 69Q (6481.412573 sec): 3 clusters Score: Raw -6337958.137024 + Penalty 3577.066165 = -6334381.070858 nChanged 8 SP:Iteration 70Q (6481.531814 sec): 3 clusters Score: Raw -6337960.556760 + Penalty 3577.066165 = -6334383.490595 nChanged 7 SP:Iteration 71Q (6481.655058 sec): 3 clusters Score: Raw -6337962.371894 + Penalty 3577.066165 = -6334385.305729 nChanged 3 SP:Iteration 72Q (6481.766252 sec): 3 clusters Score: Raw -6337963.290389 + Penalty 3577.066165 = -6334386.224224 nChanged 3 SP:Iteration 73Q (6481.876482 sec): 3 clusters Score: Raw -6337964.002412 + Penalty 3577.066165 = -6334386.936247 nChanged 4 SP:Iteration 74Q (6481.996590 sec): 3 clusters Score: Raw -6337964.917758 + Penalty 3577.066165 = -6334387.851593 nChanged 5 SP:Iteration 75Q (6482.137726 sec): 3 clusters Score: Raw -6337966.713372 + Penalty 3577.066165 = -6334389.647207 nChanged 9 SP:Iteration 76Q (6482.255473 sec): 3 clusters Score: Raw -6337968.579487 + Penalty 3577.066165 = -6334391.513322 nChanged 5 SP:Iteration 77Q (6482.378550 sec): 3 clusters Score: Raw -6337969.518095 + Penalty 3577.066165 = -6334392.451930 nChanged 2 SP:Iteration 78Q (6482.494178 sec): 3 clusters Score: Raw -6337969.769527 + Penalty 3577.066165 = -6334392.703362 nChanged 1 SP:Iteration 79Q (6482.625071 sec): 3 clusters Score: Raw -6337969.995279 + Penalty 3577.066165 = -6334392.929113 nChanged 2 SP:Iteration 80F (6482.775779 sec): 3 clusters Score: Raw -6337970.769238 + Penalty 3577.066165 = -6334393.703073 nChanged 4 SP:Iteration 81Q (6482.900527 sec): 3 clusters Score: Raw -6337971.583571 + Penalty 3577.066165 = -6334394.517406 nChanged 1 SP:Iteration 82Q (6482.999026 sec): 3 clusters Score: Raw -6337971.945544 + Penalty 3577.066165 = -6334394.879379 nChanged 0 SP:Iteration 83F (6483.135698 sec): 3 clusters Score: Raw -6337971.945544 + Penalty 3577.066165 = -6334394.879379 nChanged 0 Trying to split cluster 19 (4057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6483.159335 sec): 2 clusters Score: Raw -428364.449531 + Penalty 1350.082348 = -427014.367184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6483.216480 sec): 3 clusters Score: Raw -426283.235603 + Penalty 2700.164696 = -423583.070907 nChanged 1624 SP:Iteration 1F (6483.259131 sec): 3 clusters Score: Raw -427275.486851 + Penalty 2700.164696 = -424575.322156 nChanged 288 SP:Iteration 2F (6483.311111 sec): 3 clusters Score: Raw -427444.039166 + Penalty 2700.164696 = -424743.874470 nChanged 191 SP:Iteration 3Q (6483.364779 sec): 3 clusters Score: Raw -427553.205234 + Penalty 2700.164696 = -424853.040538 nChanged 168 SP:Iteration 4Q (6483.422952 sec): 3 clusters Score: Raw -427645.696692 + Penalty 2700.164696 = -424945.531996 nChanged 138 SP:Iteration 5Q (6483.475638 sec): 3 clusters Score: Raw -427738.098632 + Penalty 2700.164696 = -425037.933937 nChanged 124 SP:Iteration 6Q (6483.519874 sec): 3 clusters Score: Raw -427850.829409 + Penalty 2700.164696 = -425150.664714 nChanged 145 SP:Iteration 7Q (6483.574895 sec): 3 clusters Score: Raw -427975.336721 + Penalty 2700.164696 = -425275.172025 nChanged 164 SP:Iteration 8Q (6483.613569 sec): 3 clusters Score: Raw -428106.599839 + Penalty 2700.164696 = -425406.435144 nChanged 159 SP:Iteration 9Q (6483.665358 sec): 3 clusters Score: Raw -428218.516328 + Penalty 2700.164696 = -425518.351632 nChanged 151 SP:Iteration 10Q (6483.717814 sec): 3 clusters Score: Raw -428324.582004 + Penalty 2700.164696 = -425624.417308 nChanged 122 SP:Iteration 11Q (6483.778388 sec): 3 clusters Score: Raw -428396.682128 + Penalty 2700.164696 = -425696.517433 nChanged 106 SP:Iteration 12Q (6483.824737 sec): 3 clusters Score: Raw -428450.600164 + Penalty 2700.164696 = -425750.435468 nChanged 86 SP:Iteration 13Q (6483.869141 sec): 3 clusters Score: Raw -428490.668618 + Penalty 2700.164696 = -425790.503923 nChanged 68 SP:Iteration 14Q (6483.920537 sec): 3 clusters Score: Raw -428521.407445 + Penalty 2700.164696 = -425821.242749 nChanged 53 SP:Iteration 15Q (6483.978968 sec): 3 clusters Score: Raw -428540.984967 + Penalty 2700.164696 = -425840.820271 nChanged 28 SP:Iteration 16Q (6484.028810 sec): 3 clusters Score: Raw -428551.496369 + Penalty 2700.164696 = -425851.331673 nChanged 27 SP:Iteration 17Q (6484.074948 sec): 3 clusters Score: Raw -428559.796539 + Penalty 2700.164696 = -425859.631844 nChanged 23 SP:Iteration 18Q (6484.133431 sec): 3 clusters Score: Raw -428568.318637 + Penalty 2700.164696 = -425868.153942 nChanged 18 SP:Iteration 19Q (6484.176239 sec): 3 clusters Score: Raw -428573.810567 + Penalty 2700.164696 = -425873.645872 nChanged 17 SP:Iteration 20F (6484.220970 sec): 3 clusters Score: Raw -428581.332586 + Penalty 2700.164696 = -425881.167891 nChanged 23 SP:Iteration 21Q (6484.280033 sec): 3 clusters Score: Raw -428589.513696 + Penalty 2700.164696 = -425889.349001 nChanged 30 SP:Iteration 22Q (6484.323287 sec): 3 clusters Score: Raw -428601.242125 + Penalty 2700.164696 = -425901.077429 nChanged 32 SP:Iteration 23Q (6484.374398 sec): 3 clusters Score: Raw -428616.445111 + Penalty 2700.164696 = -425916.280415 nChanged 29 SP:Iteration 24Q (6484.421007 sec): 3 clusters Score: Raw -428631.913062 + Penalty 2700.164696 = -425931.748367 nChanged 23 SP:Iteration 25Q (6484.480360 sec): 3 clusters Score: Raw -428640.362100 + Penalty 2700.164696 = -425940.197404 nChanged 25 SP:Iteration 26Q (6484.517543 sec): 3 clusters Score: Raw -428649.938019 + Penalty 2700.164696 = -425949.773323 nChanged 22 SP:Iteration 27Q (6484.564105 sec): 3 clusters Score: Raw -428657.154592 + Penalty 2700.164696 = -425956.989897 nChanged 26 SP:Iteration 28Q (6484.610393 sec): 3 clusters Score: Raw -428666.917641 + Penalty 2700.164696 = -425966.752945 nChanged 16 SP:Iteration 29Q (6484.658733 sec): 3 clusters Score: Raw -428675.173085 + Penalty 2700.164696 = -425975.008390 nChanged 20 SP:Iteration 30Q (6484.706560 sec): 3 clusters Score: Raw -428683.573924 + Penalty 2700.164696 = -425983.409229 nChanged 23 SP:Iteration 31Q (6484.762969 sec): 3 clusters Score: Raw -428691.200851 + Penalty 2700.164696 = -425991.036155 nChanged 20 SP:Iteration 32Q (6484.804926 sec): 3 clusters Score: Raw -428698.008471 + Penalty 2700.164696 = -425997.843776 nChanged 14 SP:Iteration 33Q (6484.849786 sec): 3 clusters Score: Raw -428702.117505 + Penalty 2700.164696 = -426001.952809 nChanged 10 SP:Iteration 34Q (6484.907509 sec): 3 clusters Score: Raw -428704.219573 + Penalty 2700.164696 = -426004.054878 nChanged 6 SP:Iteration 35Q (6484.947783 sec): 3 clusters Score: Raw -428705.291367 + Penalty 2700.164696 = -426005.126672 nChanged 3 SP:Iteration 36Q (6485.006427 sec): 3 clusters Score: Raw -428705.865394 + Penalty 2700.164696 = -426005.700698 nChanged 5 SP:Iteration 37Q (6485.052790 sec): 3 clusters Score: Raw -428706.679777 + Penalty 2700.164696 = -426006.515081 nChanged 2 SP:Iteration 38Q (6485.097451 sec): 3 clusters Score: Raw -428707.059549 + Penalty 2700.164696 = -426006.894853 nChanged 1 SP:Iteration 39Q (6485.146775 sec): 3 clusters Score: Raw -428707.276361 + Penalty 2700.164696 = -426007.111666 nChanged 0 SP:Iteration 40F (6485.200384 sec): 3 clusters Score: Raw -428707.276361 + Penalty 2700.164696 = -426007.111666 nChanged 0 Trying to split cluster 20 (8024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6485.219947 sec): 2 clusters Score: Raw -826002.691766 + Penalty 1460.906254 = -824541.785513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6485.285059 sec): 3 clusters Score: Raw -821600.713626 + Penalty 2921.812507 = -818678.901119 nChanged 3420 SP:Iteration 1F (6485.328597 sec): 3 clusters Score: Raw -823764.315326 + Penalty 2921.812507 = -820842.502819 nChanged 736 SP:Iteration 2F (6485.384180 sec): 3 clusters Score: Raw -824581.560767 + Penalty 2921.812507 = -821659.748260 nChanged 802 SP:Iteration 3F (6485.434465 sec): 3 clusters Score: Raw -825504.116256 + Penalty 2921.812507 = -822582.303749 nChanged 756 SP:Iteration 4F (6485.502534 sec): 3 clusters Score: Raw -826237.640025 + Penalty 2921.812507 = -823315.827518 nChanged 538 SP:Iteration 5F (6485.554791 sec): 3 clusters Score: Raw -826704.572479 + Penalty 2921.812507 = -823782.759972 nChanged 345 SP:Iteration 6Q (6485.603567 sec): 3 clusters Score: Raw -826963.926744 + Penalty 2921.812507 = -824042.114237 nChanged 222 SP:Iteration 7Q (6485.665762 sec): 3 clusters Score: Raw -827119.634155 + Penalty 2921.812507 = -824197.821648 nChanged 137 SP:Iteration 8Q (6485.713645 sec): 3 clusters Score: Raw -827217.951386 + Penalty 2921.812507 = -824296.138879 nChanged 103 SP:Iteration 9Q (6485.774753 sec): 3 clusters Score: Raw -827281.498932 + Penalty 2921.812507 = -824359.686425 nChanged 75 SP:Iteration 10Q (6485.834391 sec): 3 clusters Score: Raw -827322.691657 + Penalty 2921.812507 = -824400.879150 nChanged 52 SP:Iteration 11Q (6485.886332 sec): 3 clusters Score: Raw -827347.175530 + Penalty 2921.812507 = -824425.363023 nChanged 32 SP:Iteration 12Q (6485.948312 sec): 3 clusters Score: Raw -827362.124790 + Penalty 2921.812507 = -824440.312283 nChanged 27 SP:Iteration 13Q (6486.013138 sec): 3 clusters Score: Raw -827376.113938 + Penalty 2921.812507 = -824454.301431 nChanged 23 SP:Iteration 14Q (6486.070236 sec): 3 clusters Score: Raw -827385.187238 + Penalty 2921.812507 = -824463.374730 nChanged 20 SP:Iteration 15Q (6486.125278 sec): 3 clusters Score: Raw -827389.735404 + Penalty 2921.812507 = -824467.922897 nChanged 12 SP:Iteration 16Q (6486.178287 sec): 3 clusters Score: Raw -827392.187417 + Penalty 2921.812507 = -824470.374910 nChanged 7 SP:Iteration 17Q (6486.236892 sec): 3 clusters Score: Raw -827393.293959 + Penalty 2921.812507 = -824471.481451 nChanged 3 SP:Iteration 18Q (6486.278330 sec): 3 clusters Score: Raw -827393.904280 + Penalty 2921.812507 = -824472.091773 nChanged 2 SP:Iteration 19Q (6486.324836 sec): 3 clusters Score: Raw -827394.342074 + Penalty 2921.812507 = -824472.529567 nChanged 2 SP:Iteration 20F (6486.376545 sec): 3 clusters Score: Raw -827394.675416 + Penalty 2921.812507 = -824472.862909 nChanged 0 Trying to split cluster 21 (8094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6486.417360 sec): 2 clusters Score: Raw -862216.136507 + Penalty 1462.317728 = -860753.818779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6486.465924 sec): 3 clusters Score: Raw -857738.386457 + Penalty 2924.635456 = -854813.751001 nChanged 3373 SP:Iteration 1F (6486.521748 sec): 3 clusters Score: Raw -859520.058589 + Penalty 2924.635456 = -856595.423134 nChanged 542 SP:Iteration 2F (6486.577200 sec): 3 clusters Score: Raw -859752.809759 + Penalty 2924.635456 = -856828.174304 nChanged 437 SP:Iteration 3F (6486.631293 sec): 3 clusters Score: Raw -859931.669912 + Penalty 2924.635456 = -857007.034456 nChanged 347 SP:Iteration 4Q (6486.694022 sec): 3 clusters Score: Raw -860077.873343 + Penalty 2924.635456 = -857153.237887 nChanged 304 SP:Iteration 5Q (6486.744440 sec): 3 clusters Score: Raw -860210.807300 + Penalty 2924.635456 = -857286.171844 nChanged 303 SP:Iteration 6Q (6486.799428 sec): 3 clusters Score: Raw -860347.582209 + Penalty 2924.635456 = -857422.946753 nChanged 308 SP:Iteration 7Q (6486.866548 sec): 3 clusters Score: Raw -860501.696232 + Penalty 2924.635456 = -857577.060776 nChanged 356 SP:Iteration 8Q (6486.917514 sec): 3 clusters Score: Raw -860705.722363 + Penalty 2924.635456 = -857781.086907 nChanged 360 SP:Iteration 9Q (6486.980738 sec): 3 clusters Score: Raw -860921.674826 + Penalty 2924.635456 = -857997.039370 nChanged 335 SP:Iteration 10Q (6487.029872 sec): 3 clusters Score: Raw -861141.861019 + Penalty 2924.635456 = -858217.225563 nChanged 320 SP:Iteration 11Q (6487.085680 sec): 3 clusters Score: Raw -861349.256374 + Penalty 2924.635456 = -858424.620919 nChanged 293 SP:Iteration 12Q (6487.150246 sec): 3 clusters Score: Raw -861543.775883 + Penalty 2924.635456 = -858619.140427 nChanged 249 SP:Iteration 13Q (6487.209723 sec): 3 clusters Score: Raw -861715.059689 + Penalty 2924.635456 = -858790.424234 nChanged 219 SP:Iteration 14Q (6487.265478 sec): 3 clusters Score: Raw -861849.926324 + Penalty 2924.635456 = -858925.290868 nChanged 168 SP:Iteration 15Q (6487.314691 sec): 3 clusters Score: Raw -861959.820889 + Penalty 2924.635456 = -859035.185433 nChanged 143 SP:Iteration 16Q (6487.370935 sec): 3 clusters Score: Raw -862038.025448 + Penalty 2924.635456 = -859113.389992 nChanged 120 SP:Iteration 17Q (6487.425469 sec): 3 clusters Score: Raw -862102.268565 + Penalty 2924.635456 = -859177.633110 nChanged 87 SP:Iteration 18Q (6487.476618 sec): 3 clusters Score: Raw -862156.918526 + Penalty 2924.635456 = -859232.283070 nChanged 77 SP:Iteration 19Q (6487.531998 sec): 3 clusters Score: Raw -862201.471622 + Penalty 2924.635456 = -859276.836166 nChanged 66 SP:Iteration 20F (6487.586948 sec): 3 clusters Score: Raw -862234.062825 + Penalty 2924.635456 = -859309.427369 nChanged 51 SP:Iteration 21Q (6487.640500 sec): 3 clusters Score: Raw -862256.562474 + Penalty 2924.635456 = -859331.927018 nChanged 47 SP:Iteration 22Q (6487.703651 sec): 3 clusters Score: Raw -862275.420234 + Penalty 2924.635456 = -859350.784778 nChanged 41 SP:Iteration 23Q (6487.751850 sec): 3 clusters Score: Raw -862292.552427 + Penalty 2924.635456 = -859367.916972 nChanged 37 SP:Iteration 24Q (6487.815809 sec): 3 clusters Score: Raw -862308.736319 + Penalty 2924.635456 = -859384.100863 nChanged 29 SP:Iteration 25Q (6487.870133 sec): 3 clusters Score: Raw -862320.303237 + Penalty 2924.635456 = -859395.667781 nChanged 29 SP:Iteration 26Q (6487.914906 sec): 3 clusters Score: Raw -862330.763644 + Penalty 2924.635456 = -859406.128189 nChanged 23 SP:Iteration 27Q (6487.970701 sec): 3 clusters Score: Raw -862339.990729 + Penalty 2924.635456 = -859415.355274 nChanged 21 SP:Iteration 28Q (6488.028885 sec): 3 clusters Score: Raw -862346.050547 + Penalty 2924.635456 = -859421.415091 nChanged 19 SP:Iteration 29Q (6488.085753 sec): 3 clusters Score: Raw -862352.379542 + Penalty 2924.635456 = -859427.744087 nChanged 16 SP:Iteration 30Q (6488.150733 sec): 3 clusters Score: Raw -862357.392862 + Penalty 2924.635456 = -859432.757406 nChanged 17 SP:Iteration 31Q (6488.195110 sec): 3 clusters Score: Raw -862362.975273 + Penalty 2924.635456 = -859438.339818 nChanged 16 SP:Iteration 32Q (6488.257387 sec): 3 clusters Score: Raw -862369.466231 + Penalty 2924.635456 = -859444.830775 nChanged 21 SP:Iteration 33Q (6488.299880 sec): 3 clusters Score: Raw -862379.125250 + Penalty 2924.635456 = -859454.489794 nChanged 19 SP:Iteration 34Q (6488.355914 sec): 3 clusters Score: Raw -862389.905385 + Penalty 2924.635456 = -859465.269929 nChanged 16 SP:Iteration 35Q (6488.408241 sec): 3 clusters Score: Raw -862396.045900 + Penalty 2924.635456 = -859471.410444 nChanged 16 SP:Iteration 36Q (6488.477811 sec): 3 clusters Score: Raw -862401.514506 + Penalty 2924.635456 = -859476.879050 nChanged 13 SP:Iteration 37Q (6488.534433 sec): 3 clusters Score: Raw -862406.624520 + Penalty 2924.635456 = -859481.989064 nChanged 12 SP:Iteration 38Q (6488.578968 sec): 3 clusters Score: Raw -862411.618032 + Penalty 2924.635456 = -859486.982576 nChanged 20 SP:Iteration 39Q (6488.635103 sec): 3 clusters Score: Raw -862418.863706 + Penalty 2924.635456 = -859494.228250 nChanged 17 SP:Iteration 40F (6488.687196 sec): 3 clusters Score: Raw -862425.984698 + Penalty 2924.635456 = -859501.349242 nChanged 15 SP:Iteration 41Q (6488.734856 sec): 3 clusters Score: Raw -862431.270069 + Penalty 2924.635456 = -859506.634613 nChanged 13 SP:Iteration 42Q (6488.799330 sec): 3 clusters Score: Raw -862436.313431 + Penalty 2924.635456 = -859511.677975 nChanged 7 SP:Iteration 43Q (6488.839760 sec): 3 clusters Score: Raw -862439.898246 + Penalty 2924.635456 = -859515.262791 nChanged 14 SP:Iteration 44Q (6488.903768 sec): 3 clusters Score: Raw -862445.434161 + Penalty 2924.635456 = -859520.798705 nChanged 8 SP:Iteration 45Q (6488.963707 sec): 3 clusters Score: Raw -862447.717462 + Penalty 2924.635456 = -859523.082006 nChanged 6 SP:Iteration 46Q (6489.013697 sec): 3 clusters Score: Raw -862450.242670 + Penalty 2924.635456 = -859525.607214 nChanged 6 SP:Iteration 47Q (6489.063235 sec): 3 clusters Score: Raw -862452.857598 + Penalty 2924.635456 = -859528.222142 nChanged 5 SP:Iteration 48Q (6489.123439 sec): 3 clusters Score: Raw -862454.000768 + Penalty 2924.635456 = -859529.365312 nChanged 5 SP:Iteration 49Q (6489.172261 sec): 3 clusters Score: Raw -862455.436599 + Penalty 2924.635456 = -859530.801143 nChanged 5 SP:Iteration 50Q (6489.226794 sec): 3 clusters Score: Raw -862457.494366 + Penalty 2924.635456 = -859532.858910 nChanged 3 SP:Iteration 51Q (6489.279813 sec): 3 clusters Score: Raw -862459.470584 + Penalty 2924.635456 = -859534.835129 nChanged 5 SP:Iteration 52Q (6489.347080 sec): 3 clusters Score: Raw -862460.933824 + Penalty 2924.635456 = -859536.298368 nChanged 7 SP:Iteration 53Q (6489.394924 sec): 3 clusters Score: Raw -862463.085899 + Penalty 2924.635456 = -859538.450444 nChanged 7 SP:Iteration 54Q (6489.450219 sec): 3 clusters Score: Raw -862465.054498 + Penalty 2924.635456 = -859540.419043 nChanged 3 SP:Iteration 55Q (6489.511577 sec): 3 clusters Score: Raw -862465.407378 + Penalty 2924.635456 = -859540.771923 nChanged 1 SP:Iteration 56Q (6489.564277 sec): 3 clusters Score: Raw -862465.539060 + Penalty 2924.635456 = -859540.903604 nChanged 0 SP:Iteration 57F (6489.609126 sec): 3 clusters Score: Raw -862465.539060 + Penalty 2924.635456 = -859540.903604 nChanged 0 Trying to split cluster 22 (9643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6489.650923 sec): 2 clusters Score: Raw -1019953.941741 + Penalty 1490.772976 = -1018463.168765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6489.702899 sec): 3 clusters Score: Raw -1014531.786314 + Penalty 2981.545951 = -1011550.240363 nChanged 4179 SP:Iteration 1F (6489.756727 sec): 3 clusters Score: Raw -1016717.018159 + Penalty 2981.545951 = -1013735.472207 nChanged 599 SP:Iteration 2F (6489.816815 sec): 3 clusters Score: Raw -1016957.263291 + Penalty 2981.545951 = -1013975.717340 nChanged 471 SP:Iteration 3Q (6489.881430 sec): 3 clusters Score: Raw -1017134.070577 + Penalty 2981.545951 = -1014152.524626 nChanged 397 SP:Iteration 4Q (6489.948049 sec): 3 clusters Score: Raw -1017289.564938 + Penalty 2981.545951 = -1014308.018987 nChanged 395 SP:Iteration 5Q (6490.013865 sec): 3 clusters Score: Raw -1017474.214670 + Penalty 2981.545951 = -1014492.668718 nChanged 419 SP:Iteration 6Q (6490.067967 sec): 3 clusters Score: Raw -1017665.569592 + Penalty 2981.545951 = -1014684.023641 nChanged 423 SP:Iteration 7Q (6490.140155 sec): 3 clusters Score: Raw -1017880.251254 + Penalty 2981.545951 = -1014898.705303 nChanged 426 SP:Iteration 8Q (6490.189977 sec): 3 clusters Score: Raw -1018137.392982 + Penalty 2981.545951 = -1015155.847030 nChanged 464 SP:Iteration 9Q (6490.245520 sec): 3 clusters Score: Raw -1018455.345091 + Penalty 2981.545951 = -1015473.799140 nChanged 466 SP:Iteration 10Q (6490.314054 sec): 3 clusters Score: Raw -1018802.940281 + Penalty 2981.545951 = -1015821.394330 nChanged 442 SP:Iteration 11Q (6490.367972 sec): 3 clusters Score: Raw -1019169.760889 + Penalty 2981.545951 = -1016188.214938 nChanged 374 SP:Iteration 12Q (6490.434253 sec): 3 clusters Score: Raw -1019496.818591 + Penalty 2981.545951 = -1016515.272640 nChanged 247 SP:Iteration 13Q (6490.495244 sec): 3 clusters Score: Raw -1019742.043266 + Penalty 2981.545951 = -1016760.497315 nChanged 174 SP:Iteration 14Q (6490.550784 sec): 3 clusters Score: Raw -1019915.694117 + Penalty 2981.545951 = -1016934.148166 nChanged 88 SP:Iteration 15Q (6490.606988 sec): 3 clusters Score: Raw -1019988.693514 + Penalty 2981.545951 = -1017007.147563 nChanged 49 SP:Iteration 16Q (6490.662743 sec): 3 clusters Score: Raw -1020026.524185 + Penalty 2981.545951 = -1017044.978234 nChanged 24 SP:Iteration 17Q (6490.731904 sec): 3 clusters Score: Raw -1020046.215421 + Penalty 2981.545951 = -1017064.669470 nChanged 11 SP:Iteration 18Q (6490.791477 sec): 3 clusters Score: Raw -1020057.232409 + Penalty 2981.545951 = -1017075.686458 nChanged 8 SP:Iteration 19Q (6490.837125 sec): 3 clusters Score: Raw -1020066.060076 + Penalty 2981.545951 = -1017084.514125 nChanged 15 SP:Iteration 20F (6490.897192 sec): 3 clusters Score: Raw -1020079.104181 + Penalty 2981.545951 = -1017097.558230 nChanged 8 SP:Iteration 21Q (6490.958644 sec): 3 clusters Score: Raw -1020084.605339 + Penalty 2981.545951 = -1017103.059388 nChanged 3 SP:Iteration 22Q (6491.011347 sec): 3 clusters Score: Raw -1020088.788138 + Penalty 2981.545951 = -1017107.242187 nChanged 4 SP:Iteration 23Q (6491.071037 sec): 3 clusters Score: Raw -1020091.317695 + Penalty 2981.545951 = -1017109.771743 nChanged 3 SP:Iteration 24Q (6491.125857 sec): 3 clusters Score: Raw -1020093.616550 + Penalty 2981.545951 = -1017112.070598 nChanged 1 SP:Iteration 25Q (6491.169732 sec): 3 clusters Score: Raw -1020093.967869 + Penalty 2981.545951 = -1017112.421918 nChanged 0 SP:Iteration 26F (6491.231994 sec): 3 clusters Score: Raw -1020093.967869 + Penalty 2981.545951 = -1017112.421918 nChanged 0 Trying to split cluster 23 (1235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6491.248909 sec): 2 clusters Score: Raw -133068.888752 + Penalty 1156.809265 = -131912.079486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6491.290948 sec): 3 clusters Score: Raw -132620.120999 + Penalty 2313.618531 = -130306.502468 nChanged 406 SP:Iteration 1F (6491.344709 sec): 3 clusters Score: Raw -132938.409811 + Penalty 2313.618531 = -130624.791280 nChanged 85 SP:Iteration 2F (6491.377155 sec): 3 clusters Score: Raw -133020.005315 + Penalty 2313.618531 = -130706.386784 nChanged 48 SP:Iteration 3Q (6491.430507 sec): 3 clusters Score: Raw -133069.950611 + Penalty 2313.618531 = -130756.332081 nChanged 44 SP:Iteration 4Q (6491.474503 sec): 3 clusters Score: Raw -133120.735869 + Penalty 2313.618531 = -130807.117338 nChanged 30 SP:Iteration 5Q (6491.520347 sec): 3 clusters Score: Raw -133150.532687 + Penalty 2313.618531 = -130836.914156 nChanged 21 SP:Iteration 6Q (6491.564319 sec): 3 clusters Score: Raw -133170.930913 + Penalty 2313.618531 = -130857.312382 nChanged 21 SP:Iteration 7Q (6491.600545 sec): 3 clusters Score: Raw -133188.060295 + Penalty 2313.618531 = -130874.441764 nChanged 13 SP:Iteration 8Q (6491.645810 sec): 3 clusters Score: Raw -133195.013376 + Penalty 2313.618531 = -130881.394845 nChanged 9 SP:Iteration 9Q (6491.698860 sec): 3 clusters Score: Raw -133202.921959 + Penalty 2313.618531 = -130889.303428 nChanged 7 SP:Iteration 10Q (6491.735813 sec): 3 clusters Score: Raw -133207.026287 + Penalty 2313.618531 = -130893.407756 nChanged 5 SP:Iteration 11Q (6491.784809 sec): 3 clusters Score: Raw -133211.504488 + Penalty 2313.618531 = -130897.885957 nChanged 7 SP:Iteration 12Q (6491.820038 sec): 3 clusters Score: Raw -133218.516163 + Penalty 2313.618531 = -130904.897632 nChanged 6 SP:Iteration 13Q (6491.857627 sec): 3 clusters Score: Raw -133223.465789 + Penalty 2313.618531 = -130909.847258 nChanged 2 SP:Iteration 14Q (6491.905578 sec): 3 clusters Score: Raw -133224.883308 + Penalty 2313.618531 = -130911.264777 nChanged 1 SP:Iteration 15Q (6491.958237 sec): 3 clusters Score: Raw -133226.933643 + Penalty 2313.618531 = -130913.315112 nChanged 2 SP:Iteration 16Q (6491.997275 sec): 3 clusters Score: Raw -133228.657747 + Penalty 2313.618531 = -130915.039216 nChanged 3 SP:Iteration 17Q (6492.035948 sec): 3 clusters Score: Raw -133230.393852 + Penalty 2313.618531 = -130916.775321 nChanged 3 SP:Iteration 18Q (6492.087412 sec): 3 clusters Score: Raw -133231.349544 + Penalty 2313.618531 = -130917.731013 nChanged 1 SP:Iteration 19Q (6492.123304 sec): 3 clusters Score: Raw -133233.378948 + Penalty 2313.618531 = -130919.760417 nChanged 0 SP:Iteration 20F (6492.177132 sec): 3 clusters Score: Raw -133233.378948 + Penalty 2313.618531 = -130919.760417 nChanged 0 Trying to split cluster 24 (25857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6492.232096 sec): 2 clusters Score: Raw -2816100.067404 + Penalty 1651.054703 = -2814449.012701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6492.326850 sec): 3 clusters Score: Raw -2800220.355478 + Penalty 3302.109407 = -2796918.246071 nChanged 11931 SP:Iteration 1F (6492.406865 sec): 3 clusters Score: Raw -2806785.612061 + Penalty 3302.109407 = -2803483.502654 nChanged 1254 SP:Iteration 2Q (6492.490124 sec): 3 clusters Score: Raw -2807294.049880 + Penalty 3302.109407 = -2803991.940473 nChanged 1320 SP:Iteration 3F (6492.578451 sec): 3 clusters Score: Raw -2807955.507737 + Penalty 3302.109407 = -2804653.398330 nChanged 1504 SP:Iteration 4F (6492.674144 sec): 3 clusters Score: Raw -2808865.203547 + Penalty 3302.109407 = -2805563.094140 nChanged 1652 SP:Iteration 5F (6492.751596 sec): 3 clusters Score: Raw -2810019.368300 + Penalty 3302.109407 = -2806717.258893 nChanged 1806 SP:Iteration 6F (6492.842620 sec): 3 clusters Score: Raw -2811411.111047 + Penalty 3302.109407 = -2808109.001640 nChanged 1649 SP:Iteration 7F (6492.925865 sec): 3 clusters Score: Raw -2812705.449259 + Penalty 3302.109407 = -2809403.339852 nChanged 1385 SP:Iteration 8F (6493.011519 sec): 3 clusters Score: Raw -2813721.905836 + Penalty 3302.109407 = -2810419.796430 nChanged 1062 SP:Iteration 9Q (6493.095972 sec): 3 clusters Score: Raw -2814400.917093 + Penalty 3302.109407 = -2811098.807686 nChanged 765 SP:Iteration 10Q (6493.184909 sec): 3 clusters Score: Raw -2814836.619434 + Penalty 3302.109407 = -2811534.510027 nChanged 561 SP:Iteration 11Q (6493.276502 sec): 3 clusters Score: Raw -2815155.537272 + Penalty 3302.109407 = -2811853.427866 nChanged 509 SP:Iteration 12Q (6493.355888 sec): 3 clusters Score: Raw -2815440.006435 + Penalty 3302.109407 = -2812137.897029 nChanged 456 SP:Iteration 13Q (6493.444723 sec): 3 clusters Score: Raw -2815671.434303 + Penalty 3302.109407 = -2812369.324896 nChanged 374 SP:Iteration 14Q (6493.516248 sec): 3 clusters Score: Raw -2815836.019803 + Penalty 3302.109407 = -2812533.910396 nChanged 346 SP:Iteration 15Q (6493.591526 sec): 3 clusters Score: Raw -2815990.485047 + Penalty 3302.109407 = -2812688.375640 nChanged 315 SP:Iteration 16Q (6493.679412 sec): 3 clusters Score: Raw -2816109.192694 + Penalty 3302.109407 = -2812807.083288 nChanged 224 SP:Iteration 17Q (6493.769579 sec): 3 clusters Score: Raw -2816180.107125 + Penalty 3302.109407 = -2812877.997718 nChanged 186 SP:Iteration 18Q (6493.848615 sec): 3 clusters Score: Raw -2816230.391454 + Penalty 3302.109407 = -2812928.282047 nChanged 156 SP:Iteration 19Q (6493.932001 sec): 3 clusters Score: Raw -2816269.319986 + Penalty 3302.109407 = -2812967.210579 nChanged 145 SP:Iteration 20F (6494.020281 sec): 3 clusters Score: Raw -2816300.914412 + Penalty 3302.109407 = -2812998.805006 nChanged 122 SP:Iteration 21Q (6494.098172 sec): 3 clusters Score: Raw -2816325.495174 + Penalty 3302.109407 = -2813023.385767 nChanged 108 SP:Iteration 22Q (6494.175770 sec): 3 clusters Score: Raw -2816343.520861 + Penalty 3302.109407 = -2813041.411454 nChanged 86 SP:Iteration 23Q (6494.257407 sec): 3 clusters Score: Raw -2816355.387247 + Penalty 3302.109407 = -2813053.277840 nChanged 75 SP:Iteration 24Q (6494.341720 sec): 3 clusters Score: Raw -2816366.786999 + Penalty 3302.109407 = -2813064.677592 nChanged 72 SP:Iteration 25Q (6494.417846 sec): 3 clusters Score: Raw -2816376.421157 + Penalty 3302.109407 = -2813074.311750 nChanged 62 SP:Iteration 26Q (6494.507801 sec): 3 clusters Score: Raw -2816383.027342 + Penalty 3302.109407 = -2813080.917935 nChanged 45 SP:Iteration 27Q (6494.586923 sec): 3 clusters Score: Raw -2816387.570611 + Penalty 3302.109407 = -2813085.461204 nChanged 35 SP:Iteration 28Q (6494.675701 sec): 3 clusters Score: Raw -2816391.550877 + Penalty 3302.109407 = -2813089.441470 nChanged 34 SP:Iteration 29Q (6494.756691 sec): 3 clusters Score: Raw -2816394.710997 + Penalty 3302.109407 = -2813092.601590 nChanged 23 SP:Iteration 30Q (6494.837721 sec): 3 clusters Score: Raw -2816396.490758 + Penalty 3302.109407 = -2813094.381351 nChanged 16 SP:Iteration 31Q (6494.917988 sec): 3 clusters Score: Raw -2816397.894009 + Penalty 3302.109407 = -2813095.784602 nChanged 19 SP:Iteration 32Q (6495.000102 sec): 3 clusters Score: Raw -2816399.290137 + Penalty 3302.109407 = -2813097.180730 nChanged 15 SP:Iteration 33Q (6495.077823 sec): 3 clusters Score: Raw -2816400.706494 + Penalty 3302.109407 = -2813098.597087 nChanged 14 SP:Iteration 34Q (6495.170360 sec): 3 clusters Score: Raw -2816401.659520 + Penalty 3302.109407 = -2813099.550113 nChanged 7 SP:Iteration 35Q (6495.245652 sec): 3 clusters Score: Raw -2816402.182164 + Penalty 3302.109407 = -2813100.072757 nChanged 4 SP:Iteration 36Q (6495.317357 sec): 3 clusters Score: Raw -2816402.492858 + Penalty 3302.109407 = -2813100.383451 nChanged 7 SP:Iteration 37Q (6495.409955 sec): 3 clusters Score: Raw -2816403.039538 + Penalty 3302.109407 = -2813100.930132 nChanged 5 SP:Iteration 38Q (6495.489268 sec): 3 clusters Score: Raw -2816403.405942 + Penalty 3302.109407 = -2813101.296536 nChanged 5 SP:Iteration 39Q (6495.565845 sec): 3 clusters Score: Raw -2816403.694398 + Penalty 3302.109407 = -2813101.584991 nChanged 9 SP:Iteration 40F (6495.647739 sec): 3 clusters Score: Raw -2816404.456112 + Penalty 3302.109407 = -2813102.346705 nChanged 11 SP:Iteration 41Q (6495.736019 sec): 3 clusters Score: Raw -2816405.188928 + Penalty 3302.109407 = -2813103.079521 nChanged 7 SP:Iteration 42Q (6495.819145 sec): 3 clusters Score: Raw -2816405.693061 + Penalty 3302.109407 = -2813103.583654 nChanged 8 SP:Iteration 43Q (6495.913097 sec): 3 clusters Score: Raw -2816406.292946 + Penalty 3302.109407 = -2813104.183540 nChanged 7 SP:Iteration 44Q (6495.999857 sec): 3 clusters Score: Raw -2816407.069269 + Penalty 3302.109407 = -2813104.959862 nChanged 8 SP:Iteration 45Q (6496.074146 sec): 3 clusters Score: Raw -2816407.670621 + Penalty 3302.109407 = -2813105.561214 nChanged 8 SP:Iteration 46Q (6496.164950 sec): 3 clusters Score: Raw -2816408.156206 + Penalty 3302.109407 = -2813106.046799 nChanged 5 SP:Iteration 47Q (6496.249454 sec): 3 clusters Score: Raw -2816408.554192 + Penalty 3302.109407 = -2813106.444785 nChanged 2 SP:Iteration 48Q (6496.326805 sec): 3 clusters Score: Raw -2816408.661411 + Penalty 3302.109407 = -2813106.552004 nChanged 0 SP:Iteration 49F (6496.416028 sec): 3 clusters Score: Raw -2816408.661411 + Penalty 3302.109407 = -2813106.552004 nChanged 0 Trying to split cluster 25 (3071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6496.442869 sec): 2 clusters Score: Raw -321583.156778 + Penalty 1304.835760 = -320278.321018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6496.493246 sec): 3 clusters Score: Raw -320121.572079 + Penalty 2609.671519 = -317511.900560 nChanged 1195 SP:Iteration 1F (6496.540770 sec): 3 clusters Score: Raw -320826.565768 + Penalty 2609.671519 = -318216.894249 nChanged 237 SP:Iteration 2F (6496.584582 sec): 3 clusters Score: Raw -320978.280637 + Penalty 2609.671519 = -318368.609118 nChanged 141 SP:Iteration 3Q (6496.621638 sec): 3 clusters Score: Raw -321060.812466 + Penalty 2609.671519 = -318451.140947 nChanged 97 SP:Iteration 4Q (6496.652653 sec): 3 clusters Score: Raw -321113.022990 + Penalty 2609.671519 = -318503.351471 nChanged 78 SP:Iteration 5Q (6496.700464 sec): 3 clusters Score: Raw -321155.923397 + Penalty 2609.671519 = -318546.251878 nChanged 73 SP:Iteration 6Q (6496.749833 sec): 3 clusters Score: Raw -321194.018909 + Penalty 2609.671519 = -318584.347390 nChanged 72 SP:Iteration 7Q (6496.793149 sec): 3 clusters Score: Raw -321230.452986 + Penalty 2609.671519 = -318620.781467 nChanged 56 SP:Iteration 8Q (6496.843529 sec): 3 clusters Score: Raw -321255.909506 + Penalty 2609.671519 = -318646.237987 nChanged 44 SP:Iteration 9Q (6496.896155 sec): 3 clusters Score: Raw -321275.116194 + Penalty 2609.671519 = -318665.444675 nChanged 36 SP:Iteration 10Q (6496.942253 sec): 3 clusters Score: Raw -321289.475725 + Penalty 2609.671519 = -318679.804206 nChanged 38 SP:Iteration 11Q (6496.993356 sec): 3 clusters Score: Raw -321310.707378 + Penalty 2609.671519 = -318701.035859 nChanged 39 SP:Iteration 12Q (6497.048435 sec): 3 clusters Score: Raw -321329.237043 + Penalty 2609.671519 = -318719.565524 nChanged 36 SP:Iteration 13Q (6497.097436 sec): 3 clusters Score: Raw -321343.840792 + Penalty 2609.671519 = -318734.169273 nChanged 34 SP:Iteration 14Q (6497.143600 sec): 3 clusters Score: Raw -321359.284834 + Penalty 2609.671519 = -318749.613315 nChanged 31 SP:Iteration 15Q (6497.185233 sec): 3 clusters Score: Raw -321373.008515 + Penalty 2609.671519 = -318763.336996 nChanged 34 SP:Iteration 16Q (6497.233086 sec): 3 clusters Score: Raw -321393.452049 + Penalty 2609.671519 = -318783.780529 nChanged 42 SP:Iteration 17Q (6497.285693 sec): 3 clusters Score: Raw -321417.852969 + Penalty 2609.671519 = -318808.181450 nChanged 33 SP:Iteration 18Q (6497.334358 sec): 3 clusters Score: Raw -321433.592123 + Penalty 2609.671519 = -318823.920604 nChanged 40 SP:Iteration 19Q (6497.386948 sec): 3 clusters Score: Raw -321456.630001 + Penalty 2609.671519 = -318846.958482 nChanged 37 SP:Iteration 20F (6497.432555 sec): 3 clusters Score: Raw -321486.086000 + Penalty 2609.671519 = -318876.414481 nChanged 29 SP:Iteration 21Q (6497.481389 sec): 3 clusters Score: Raw -321511.617128 + Penalty 2609.671519 = -318901.945609 nChanged 29 SP:Iteration 22Q (6497.527303 sec): 3 clusters Score: Raw -321532.072976 + Penalty 2609.671519 = -318922.401457 nChanged 37 SP:Iteration 23Q (6497.573365 sec): 3 clusters Score: Raw -321557.454409 + Penalty 2609.671519 = -318947.782890 nChanged 30 SP:Iteration 24Q (6497.627146 sec): 3 clusters Score: Raw -321574.171512 + Penalty 2609.671519 = -318964.499993 nChanged 31 SP:Iteration 25Q (6497.677460 sec): 3 clusters Score: Raw -321591.191361 + Penalty 2609.671519 = -318981.519842 nChanged 26 SP:Iteration 26Q (6497.724725 sec): 3 clusters Score: Raw -321611.199045 + Penalty 2609.671519 = -319001.527526 nChanged 20 SP:Iteration 27Q (6497.768049 sec): 3 clusters Score: Raw -321624.108240 + Penalty 2609.671519 = -319014.436721 nChanged 16 SP:Iteration 28Q (6497.816245 sec): 3 clusters Score: Raw -321634.481380 + Penalty 2609.671519 = -319024.809861 nChanged 12 SP:Iteration 29Q (6497.858390 sec): 3 clusters Score: Raw -321641.415412 + Penalty 2609.671519 = -319031.743893 nChanged 15 SP:Iteration 30Q (6497.904865 sec): 3 clusters Score: Raw -321648.879663 + Penalty 2609.671519 = -319039.208143 nChanged 5 SP:Iteration 31Q (6497.962011 sec): 3 clusters Score: Raw -321651.693004 + Penalty 2609.671519 = -319042.021485 nChanged 5 SP:Iteration 32Q (6498.001852 sec): 3 clusters Score: Raw -321655.095864 + Penalty 2609.671519 = -319045.424345 nChanged 7 SP:Iteration 33Q (6498.061012 sec): 3 clusters Score: Raw -321658.870731 + Penalty 2609.671519 = -319049.199212 nChanged 5 SP:Iteration 34Q (6498.098817 sec): 3 clusters Score: Raw -321661.185064 + Penalty 2609.671519 = -319051.513544 nChanged 6 SP:Iteration 35Q (6498.147293 sec): 3 clusters Score: Raw -321663.527791 + Penalty 2609.671519 = -319053.856272 nChanged 5 SP:Iteration 36Q (6498.202678 sec): 3 clusters Score: Raw -321666.413885 + Penalty 2609.671519 = -319056.742366 nChanged 8 SP:Iteration 37Q (6498.249089 sec): 3 clusters Score: Raw -321670.917374 + Penalty 2609.671519 = -319061.245855 nChanged 5 SP:Iteration 38Q (6498.303271 sec): 3 clusters Score: Raw -321673.902737 + Penalty 2609.671519 = -319064.231218 nChanged 3 SP:Iteration 39Q (6498.348700 sec): 3 clusters Score: Raw -321674.937437 + Penalty 2609.671519 = -319065.265918 nChanged 1 SP:Iteration 40F (6498.393200 sec): 3 clusters Score: Raw -321675.392123 + Penalty 2609.671519 = -319065.720604 nChanged 1 SP:Iteration 41Q (6498.453583 sec): 3 clusters Score: Raw -321675.888829 + Penalty 2609.671519 = -319066.217310 nChanged 1 SP:Iteration 42Q (6498.493747 sec): 3 clusters Score: Raw -321676.759949 + Penalty 2609.671519 = -319067.088429 nChanged 0 SP:Iteration 43F (6498.543709 sec): 3 clusters Score: Raw -321676.759949 + Penalty 2609.671519 = -319067.088429 nChanged 0 Trying to split cluster 26 (14886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6498.588651 sec): 2 clusters Score: Raw -1511028.380900 + Penalty 1561.328674 = -1509467.052227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6498.656186 sec): 3 clusters Score: Raw -1502314.940761 + Penalty 3122.657347 = -1499192.283414 nChanged 6499 SP:Iteration 1F (6498.725257 sec): 3 clusters Score: Raw -1505967.432441 + Penalty 3122.657347 = -1502844.775094 nChanged 935 SP:Iteration 2F (6498.790574 sec): 3 clusters Score: Raw -1506382.120989 + Penalty 3122.657347 = -1503259.463642 nChanged 819 SP:Iteration 3F (6498.853427 sec): 3 clusters Score: Raw -1506824.193138 + Penalty 3122.657347 = -1503701.535791 nChanged 850 SP:Iteration 4F (6498.916720 sec): 3 clusters Score: Raw -1507332.536353 + Penalty 3122.657347 = -1504209.879006 nChanged 810 SP:Iteration 5F (6498.989313 sec): 3 clusters Score: Raw -1507864.910125 + Penalty 3122.657347 = -1504742.252777 nChanged 803 SP:Iteration 6F (6499.048591 sec): 3 clusters Score: Raw -1508427.951546 + Penalty 3122.657347 = -1505305.294198 nChanged 784 SP:Iteration 7F (6499.115443 sec): 3 clusters Score: Raw -1508928.741273 + Penalty 3122.657347 = -1505806.083926 nChanged 712 SP:Iteration 8Q (6499.181721 sec): 3 clusters Score: Raw -1509340.439541 + Penalty 3122.657347 = -1506217.782194 nChanged 571 SP:Iteration 9Q (6499.264825 sec): 3 clusters Score: Raw -1509650.734893 + Penalty 3122.657347 = -1506528.077545 nChanged 475 SP:Iteration 10Q (6499.334100 sec): 3 clusters Score: Raw -1509877.966062 + Penalty 3122.657347 = -1506755.308715 nChanged 384 SP:Iteration 11Q (6499.393023 sec): 3 clusters Score: Raw -1510040.513957 + Penalty 3122.657347 = -1506917.856610 nChanged 289 SP:Iteration 12Q (6499.466344 sec): 3 clusters Score: Raw -1510152.188890 + Penalty 3122.657347 = -1507029.531543 nChanged 253 SP:Iteration 13Q (6499.536050 sec): 3 clusters Score: Raw -1510239.586632 + Penalty 3122.657347 = -1507116.929284 nChanged 191 SP:Iteration 14Q (6499.600728 sec): 3 clusters Score: Raw -1510300.380820 + Penalty 3122.657347 = -1507177.723472 nChanged 186 SP:Iteration 15Q (6499.656696 sec): 3 clusters Score: Raw -1510367.029352 + Penalty 3122.657347 = -1507244.372005 nChanged 169 SP:Iteration 16Q (6499.735296 sec): 3 clusters Score: Raw -1510436.585101 + Penalty 3122.657347 = -1507313.927754 nChanged 171 SP:Iteration 17Q (6499.795853 sec): 3 clusters Score: Raw -1510499.605005 + Penalty 3122.657347 = -1507376.947658 nChanged 145 SP:Iteration 18Q (6499.865484 sec): 3 clusters Score: Raw -1510552.736593 + Penalty 3122.657347 = -1507430.079246 nChanged 145 SP:Iteration 19Q (6499.932843 sec): 3 clusters Score: Raw -1510604.675281 + Penalty 3122.657347 = -1507482.017934 nChanged 147 SP:Iteration 20F (6500.004139 sec): 3 clusters Score: Raw -1510656.279178 + Penalty 3122.657347 = -1507533.621831 nChanged 134 SP:Iteration 21Q (6500.071289 sec): 3 clusters Score: Raw -1510703.877281 + Penalty 3122.657347 = -1507581.219934 nChanged 111 SP:Iteration 22Q (6500.128638 sec): 3 clusters Score: Raw -1510743.209231 + Penalty 3122.657347 = -1507620.551884 nChanged 109 SP:Iteration 23Q (6500.185254 sec): 3 clusters Score: Raw -1510780.604078 + Penalty 3122.657347 = -1507657.946731 nChanged 101 SP:Iteration 24Q (6500.249742 sec): 3 clusters Score: Raw -1510816.556114 + Penalty 3122.657347 = -1507693.898766 nChanged 97 SP:Iteration 25Q (6500.322324 sec): 3 clusters Score: Raw -1510849.436846 + Penalty 3122.657347 = -1507726.779499 nChanged 87 SP:Iteration 26Q (6500.385463 sec): 3 clusters Score: Raw -1510885.762210 + Penalty 3122.657347 = -1507763.104862 nChanged 87 SP:Iteration 27Q (6500.450900 sec): 3 clusters Score: Raw -1510918.375341 + Penalty 3122.657347 = -1507795.717994 nChanged 79 SP:Iteration 28Q (6500.511099 sec): 3 clusters Score: Raw -1510946.228785 + Penalty 3122.657347 = -1507823.571438 nChanged 84 SP:Iteration 29Q (6500.568862 sec): 3 clusters Score: Raw -1510980.613661 + Penalty 3122.657347 = -1507857.956314 nChanged 89 SP:Iteration 30Q (6500.641981 sec): 3 clusters Score: Raw -1511011.829982 + Penalty 3122.657347 = -1507889.172635 nChanged 77 SP:Iteration 31Q (6500.710070 sec): 3 clusters Score: Raw -1511036.070662 + Penalty 3122.657347 = -1507913.413315 nChanged 67 SP:Iteration 32Q (6500.772053 sec): 3 clusters Score: Raw -1511054.417448 + Penalty 3122.657347 = -1507931.760101 nChanged 56 SP:Iteration 33Q (6500.832711 sec): 3 clusters Score: Raw -1511074.029084 + Penalty 3122.657347 = -1507951.371737 nChanged 52 SP:Iteration 34Q (6500.901078 sec): 3 clusters Score: Raw -1511090.567175 + Penalty 3122.657347 = -1507967.909827 nChanged 42 SP:Iteration 35Q (6500.971743 sec): 3 clusters Score: Raw -1511103.284981 + Penalty 3122.657347 = -1507980.627634 nChanged 37 SP:Iteration 36Q (6501.028987 sec): 3 clusters Score: Raw -1511113.473580 + Penalty 3122.657347 = -1507990.816233 nChanged 27 SP:Iteration 37Q (6501.100393 sec): 3 clusters Score: Raw -1511120.831204 + Penalty 3122.657347 = -1507998.173857 nChanged 26 SP:Iteration 38Q (6501.156324 sec): 3 clusters Score: Raw -1511128.453128 + Penalty 3122.657347 = -1508005.795781 nChanged 29 SP:Iteration 39Q (6501.223694 sec): 3 clusters Score: Raw -1511138.709126 + Penalty 3122.657347 = -1508016.051778 nChanged 31 SP:Iteration 40F (6501.295436 sec): 3 clusters Score: Raw -1511148.310775 + Penalty 3122.657347 = -1508025.653428 nChanged 41 SP:Iteration 41Q (6501.358208 sec): 3 clusters Score: Raw -1511163.718540 + Penalty 3122.657347 = -1508041.061193 nChanged 39 SP:Iteration 42Q (6501.426276 sec): 3 clusters Score: Raw -1511175.473232 + Penalty 3122.657347 = -1508052.815885 nChanged 25 SP:Iteration 43Q (6501.495215 sec): 3 clusters Score: Raw -1511183.913893 + Penalty 3122.657347 = -1508061.256546 nChanged 33 SP:Iteration 44Q (6501.551167 sec): 3 clusters Score: Raw -1511194.647003 + Penalty 3122.657347 = -1508071.989656 nChanged 32 SP:Iteration 45Q (6501.618174 sec): 3 clusters Score: Raw -1511206.350877 + Penalty 3122.657347 = -1508083.693530 nChanged 28 SP:Iteration 46Q (6501.677158 sec): 3 clusters Score: Raw -1511215.130030 + Penalty 3122.657347 = -1508092.472683 nChanged 24 SP:Iteration 47Q (6501.750999 sec): 3 clusters Score: Raw -1511222.376389 + Penalty 3122.657347 = -1508099.719042 nChanged 21 SP:Iteration 48Q (6501.818117 sec): 3 clusters Score: Raw -1511229.494358 + Penalty 3122.657347 = -1508106.837010 nChanged 22 SP:Iteration 49Q (6501.878364 sec): 3 clusters Score: Raw -1511236.609196 + Penalty 3122.657347 = -1508113.951849 nChanged 16 SP:Iteration 50Q (6501.934971 sec): 3 clusters Score: Raw -1511241.322854 + Penalty 3122.657347 = -1508118.665507 nChanged 13 SP:Iteration 51Q (6502.004989 sec): 3 clusters Score: Raw -1511246.044420 + Penalty 3122.657347 = -1508123.387073 nChanged 15 SP:Iteration 52Q (6502.066028 sec): 3 clusters Score: Raw -1511251.469934 + Penalty 3122.657347 = -1508128.812587 nChanged 11 SP:Iteration 53Q (6502.125595 sec): 3 clusters Score: Raw -1511254.905495 + Penalty 3122.657347 = -1508132.248148 nChanged 8 SP:Iteration 54Q (6502.188821 sec): 3 clusters Score: Raw -1511258.517160 + Penalty 3122.657347 = -1508135.859813 nChanged 18 SP:Iteration 55Q (6502.254327 sec): 3 clusters Score: Raw -1511263.310009 + Penalty 3122.657347 = -1508140.652662 nChanged 12 SP:Iteration 56Q (6502.320679 sec): 3 clusters Score: Raw -1511266.676767 + Penalty 3122.657347 = -1508144.019420 nChanged 9 SP:Iteration 57Q (6502.388559 sec): 3 clusters Score: Raw -1511269.628754 + Penalty 3122.657347 = -1508146.971407 nChanged 9 SP:Iteration 58Q (6502.451015 sec): 3 clusters Score: Raw -1511272.331268 + Penalty 3122.657347 = -1508149.673921 nChanged 9 SP:Iteration 59Q (6502.512809 sec): 3 clusters Score: Raw -1511274.345671 + Penalty 3122.657347 = -1508151.688323 nChanged 7 SP:Iteration 60F (6502.575425 sec): 3 clusters Score: Raw -1511276.695839 + Penalty 3122.657347 = -1508154.038492 nChanged 12 SP:Iteration 61Q (6502.641119 sec): 3 clusters Score: Raw -1511280.075515 + Penalty 3122.657347 = -1508157.418168 nChanged 6 SP:Iteration 62Q (6502.709097 sec): 3 clusters Score: Raw -1511282.141160 + Penalty 3122.657347 = -1508159.483812 nChanged 5 SP:Iteration 63Q (6502.776943 sec): 3 clusters Score: Raw -1511283.869659 + Penalty 3122.657347 = -1508161.212312 nChanged 6 SP:Iteration 64Q (6502.832186 sec): 3 clusters Score: Raw -1511285.527440 + Penalty 3122.657347 = -1508162.870093 nChanged 5 SP:Iteration 65Q (6502.895588 sec): 3 clusters Score: Raw -1511286.929928 + Penalty 3122.657347 = -1508164.272581 nChanged 4 SP:Iteration 66Q (6502.964833 sec): 3 clusters Score: Raw -1511287.805185 + Penalty 3122.657347 = -1508165.147838 nChanged 3 SP:Iteration 67Q (6503.034244 sec): 3 clusters Score: Raw -1511288.467154 + Penalty 3122.657347 = -1508165.809806 nChanged 3 SP:Iteration 68Q (6503.090582 sec): 3 clusters Score: Raw -1511289.680091 + Penalty 3122.657347 = -1508167.022744 nChanged 3 SP:Iteration 69Q (6503.149237 sec): 3 clusters Score: Raw -1511290.632985 + Penalty 3122.657347 = -1508167.975638 nChanged 2 SP:Iteration 70Q (6503.213838 sec): 3 clusters Score: Raw -1511291.140333 + Penalty 3122.657347 = -1508168.482986 nChanged 1 SP:Iteration 71Q (6503.270757 sec): 3 clusters Score: Raw -1511291.512810 + Penalty 3122.657347 = -1508168.855462 nChanged 2 SP:Iteration 72Q (6503.333459 sec): 3 clusters Score: Raw -1511292.058772 + Penalty 3122.657347 = -1508169.401425 nChanged 3 SP:Iteration 73Q (6503.399377 sec): 3 clusters Score: Raw -1511293.325298 + Penalty 3122.657347 = -1508170.667950 nChanged 2 SP:Iteration 74Q (6503.466828 sec): 3 clusters Score: Raw -1511293.661596 + Penalty 3122.657347 = -1508171.004248 nChanged 1 SP:Iteration 75Q (6503.527271 sec): 3 clusters Score: Raw -1511293.813233 + Penalty 3122.657347 = -1508171.155885 nChanged 0 SP:Iteration 76F (6503.605880 sec): 3 clusters Score: Raw -1511293.813233 + Penalty 3122.657347 = -1508171.155885 nChanged 0 Trying to split cluster 27 (7898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6503.636782 sec): 2 clusters Score: Raw -802332.565653 + Penalty 1458.334287 = -800874.231366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6503.691831 sec): 3 clusters Score: Raw -797938.206998 + Penalty 2916.668574 = -795021.538425 nChanged 3357 SP:Iteration 1F (6503.737781 sec): 3 clusters Score: Raw -799879.833428 + Penalty 2916.668574 = -796963.164854 nChanged 550 SP:Iteration 2F (6503.804960 sec): 3 clusters Score: Raw -800157.027612 + Penalty 2916.668574 = -797240.359039 nChanged 453 SP:Iteration 3F (6503.850663 sec): 3 clusters Score: Raw -800403.032092 + Penalty 2916.668574 = -797486.363519 nChanged 444 SP:Iteration 4F (6503.905906 sec): 3 clusters Score: Raw -800644.300653 + Penalty 2916.668574 = -797727.632080 nChanged 407 SP:Iteration 5F (6503.960376 sec): 3 clusters Score: Raw -800896.321151 + Penalty 2916.668574 = -797979.652578 nChanged 433 SP:Iteration 6F (6504.016802 sec): 3 clusters Score: Raw -801148.761037 + Penalty 2916.668574 = -798232.092463 nChanged 381 SP:Iteration 7Q (6504.074881 sec): 3 clusters Score: Raw -801362.737388 + Penalty 2916.668574 = -798446.068815 nChanged 333 SP:Iteration 8Q (6504.125705 sec): 3 clusters Score: Raw -801542.824494 + Penalty 2916.668574 = -798626.155921 nChanged 289 SP:Iteration 9Q (6504.190552 sec): 3 clusters Score: Raw -801689.165093 + Penalty 2916.668574 = -798772.496520 nChanged 240 SP:Iteration 10Q (6504.254278 sec): 3 clusters Score: Raw -801800.634854 + Penalty 2916.668574 = -798883.966281 nChanged 180 SP:Iteration 11Q (6504.310228 sec): 3 clusters Score: Raw -801872.819992 + Penalty 2916.668574 = -798956.151418 nChanged 137 SP:Iteration 12Q (6504.368269 sec): 3 clusters Score: Raw -801924.350623 + Penalty 2916.668574 = -799007.682049 nChanged 123 SP:Iteration 13Q (6504.416935 sec): 3 clusters Score: Raw -801965.028006 + Penalty 2916.668574 = -799048.359433 nChanged 99 SP:Iteration 14Q (6504.473398 sec): 3 clusters Score: Raw -801996.858351 + Penalty 2916.668574 = -799080.189777 nChanged 77 SP:Iteration 15Q (6504.534743 sec): 3 clusters Score: Raw -802025.815561 + Penalty 2916.668574 = -799109.146988 nChanged 82 SP:Iteration 16Q (6504.592605 sec): 3 clusters Score: Raw -802055.697377 + Penalty 2916.668574 = -799139.028803 nChanged 89 SP:Iteration 17Q (6504.650478 sec): 3 clusters Score: Raw -802088.599557 + Penalty 2916.668574 = -799171.930983 nChanged 75 SP:Iteration 18Q (6504.713012 sec): 3 clusters Score: Raw -802113.176348 + Penalty 2916.668574 = -799196.507775 nChanged 61 SP:Iteration 19Q (6504.762340 sec): 3 clusters Score: Raw -802133.626048 + Penalty 2916.668574 = -799216.957475 nChanged 62 SP:Iteration 20F (6504.818898 sec): 3 clusters Score: Raw -802154.970521 + Penalty 2916.668574 = -799238.301947 nChanged 61 SP:Iteration 21Q (6504.882678 sec): 3 clusters Score: Raw -802182.715404 + Penalty 2916.668574 = -799266.046831 nChanged 77 SP:Iteration 22Q (6504.934545 sec): 3 clusters Score: Raw -802216.755040 + Penalty 2916.668574 = -799300.086466 nChanged 76 SP:Iteration 23Q (6504.993263 sec): 3 clusters Score: Raw -802248.107720 + Penalty 2916.668574 = -799331.439146 nChanged 58 SP:Iteration 24Q (6505.058618 sec): 3 clusters Score: Raw -802272.710728 + Penalty 2916.668574 = -799356.042154 nChanged 49 SP:Iteration 25Q (6505.108251 sec): 3 clusters Score: Raw -802291.027799 + Penalty 2916.668574 = -799374.359225 nChanged 44 SP:Iteration 26Q (6505.168821 sec): 3 clusters Score: Raw -802307.378595 + Penalty 2916.668574 = -799390.710021 nChanged 58 SP:Iteration 27Q (6505.225364 sec): 3 clusters Score: Raw -802330.456140 + Penalty 2916.668574 = -799413.787567 nChanged 46 SP:Iteration 28Q (6505.281149 sec): 3 clusters Score: Raw -802346.614945 + Penalty 2916.668574 = -799429.946372 nChanged 38 SP:Iteration 29Q (6505.331997 sec): 3 clusters Score: Raw -802359.711354 + Penalty 2916.668574 = -799443.042780 nChanged 35 SP:Iteration 30Q (6505.395526 sec): 3 clusters Score: Raw -802370.516846 + Penalty 2916.668574 = -799453.848272 nChanged 29 SP:Iteration 31Q (6505.450104 sec): 3 clusters Score: Raw -802379.934374 + Penalty 2916.668574 = -799463.265800 nChanged 26 SP:Iteration 32Q (6505.505432 sec): 3 clusters Score: Raw -802386.781963 + Penalty 2916.668574 = -799470.113389 nChanged 18 SP:Iteration 33Q (6505.566623 sec): 3 clusters Score: Raw -802393.816505 + Penalty 2916.668574 = -799477.147931 nChanged 20 SP:Iteration 34Q (6505.620296 sec): 3 clusters Score: Raw -802400.129682 + Penalty 2916.668574 = -799483.461108 nChanged 15 SP:Iteration 35Q (6505.678897 sec): 3 clusters Score: Raw -802404.472582 + Penalty 2916.668574 = -799487.804008 nChanged 10 SP:Iteration 36Q (6505.729206 sec): 3 clusters Score: Raw -802407.575881 + Penalty 2916.668574 = -799490.907307 nChanged 10 SP:Iteration 37Q (6505.793319 sec): 3 clusters Score: Raw -802410.797773 + Penalty 2916.668574 = -799494.129199 nChanged 12 SP:Iteration 38Q (6505.841810 sec): 3 clusters Score: Raw -802414.467597 + Penalty 2916.668574 = -799497.799024 nChanged 14 SP:Iteration 39Q (6505.903856 sec): 3 clusters Score: Raw -802419.066289 + Penalty 2916.668574 = -799502.397716 nChanged 12 SP:Iteration 40F (6505.950975 sec): 3 clusters Score: Raw -802424.033415 + Penalty 2916.668574 = -799507.364842 nChanged 12 SP:Iteration 41Q (6505.999406 sec): 3 clusters Score: Raw -802427.517706 + Penalty 2916.668574 = -799510.849132 nChanged 15 SP:Iteration 42Q (6506.062213 sec): 3 clusters Score: Raw -802431.968351 + Penalty 2916.668574 = -799515.299778 nChanged 15 SP:Iteration 43Q (6506.125741 sec): 3 clusters Score: Raw -802438.582570 + Penalty 2916.668574 = -799521.913996 nChanged 17 SP:Iteration 44Q (6506.173800 sec): 3 clusters Score: Raw -802445.312671 + Penalty 2916.668574 = -799528.644097 nChanged 17 SP:Iteration 45Q (6506.221816 sec): 3 clusters Score: Raw -802451.128341 + Penalty 2916.668574 = -799534.459767 nChanged 15 SP:Iteration 46Q (6506.275423 sec): 3 clusters Score: Raw -802457.111012 + Penalty 2916.668574 = -799540.442438 nChanged 16 SP:Iteration 47Q (6506.339691 sec): 3 clusters Score: Raw -802462.333876 + Penalty 2916.668574 = -799545.665302 nChanged 11 SP:Iteration 48Q (6506.382434 sec): 3 clusters Score: Raw -802467.402725 + Penalty 2916.668574 = -799550.734152 nChanged 10 SP:Iteration 49Q (6506.441504 sec): 3 clusters Score: Raw -802473.542752 + Penalty 2916.668574 = -799556.874179 nChanged 10 SP:Iteration 50Q (6506.499368 sec): 3 clusters Score: Raw -802476.982196 + Penalty 2916.668574 = -799560.313623 nChanged 5 SP:Iteration 51Q (6506.557631 sec): 3 clusters Score: Raw -802478.625315 + Penalty 2916.668574 = -799561.956742 nChanged 3 SP:Iteration 52Q (6506.611790 sec): 3 clusters Score: Raw -802479.682789 + Penalty 2916.668574 = -799563.014216 nChanged 4 SP:Iteration 53Q (6506.681313 sec): 3 clusters Score: Raw -802481.594101 + Penalty 2916.668574 = -799564.925528 nChanged 5 SP:Iteration 54Q (6506.729199 sec): 3 clusters Score: Raw -802483.913247 + Penalty 2916.668574 = -799567.244673 nChanged 8 SP:Iteration 55Q (6506.791417 sec): 3 clusters Score: Raw -802488.869714 + Penalty 2916.668574 = -799572.201140 nChanged 13 SP:Iteration 56Q (6506.836755 sec): 3 clusters Score: Raw -802495.065828 + Penalty 2916.668574 = -799578.397255 nChanged 9 SP:Iteration 57Q (6506.893444 sec): 3 clusters Score: Raw -802499.063898 + Penalty 2916.668574 = -799582.395325 nChanged 9 SP:Iteration 58Q (6506.951249 sec): 3 clusters Score: Raw -802502.967675 + Penalty 2916.668574 = -799586.299102 nChanged 11 SP:Iteration 59Q (6507.004119 sec): 3 clusters Score: Raw -802507.184006 + Penalty 2916.668574 = -799590.515432 nChanged 8 SP:Iteration 60F (6507.057779 sec): 3 clusters Score: Raw -802509.536390 + Penalty 2916.668574 = -799592.867816 nChanged 8 SP:Iteration 61Q (6507.119697 sec): 3 clusters Score: Raw -802512.840296 + Penalty 2916.668574 = -799596.171723 nChanged 9 SP:Iteration 62Q (6507.168573 sec): 3 clusters Score: Raw -802518.789254 + Penalty 2916.668574 = -799602.120680 nChanged 9 SP:Iteration 63Q (6507.226276 sec): 3 clusters Score: Raw -802524.834820 + Penalty 2916.668574 = -799608.166247 nChanged 11 SP:Iteration 64Q (6507.293774 sec): 3 clusters Score: Raw -802530.972612 + Penalty 2916.668574 = -799614.304039 nChanged 5 SP:Iteration 65Q (6507.341129 sec): 3 clusters Score: Raw -802532.086489 + Penalty 2916.668574 = -799615.417916 nChanged 1 SP:Iteration 66Q (6507.398275 sec): 3 clusters Score: Raw -802533.183016 + Penalty 2916.668574 = -799616.514442 nChanged 3 SP:Iteration 67Q (6507.455611 sec): 3 clusters Score: Raw -802534.481430 + Penalty 2916.668574 = -799617.812856 nChanged 4 SP:Iteration 68Q (6507.506721 sec): 3 clusters Score: Raw -802536.433779 + Penalty 2916.668574 = -799619.765205 nChanged 5 SP:Iteration 69Q (6507.565237 sec): 3 clusters Score: Raw -802538.576015 + Penalty 2916.668574 = -799621.907441 nChanged 7 SP:Iteration 70Q (6507.613068 sec): 3 clusters Score: Raw -802540.759928 + Penalty 2916.668574 = -799624.091355 nChanged 8 SP:Iteration 71Q (6507.674142 sec): 3 clusters Score: Raw -802544.414065 + Penalty 2916.668574 = -799627.745491 nChanged 6 SP:Iteration 72Q (6507.718357 sec): 3 clusters Score: Raw -802546.796605 + Penalty 2916.668574 = -799630.128032 nChanged 4 SP:Iteration 73Q (6507.783247 sec): 3 clusters Score: Raw -802549.331215 + Penalty 2916.668574 = -799632.662642 nChanged 6 SP:Iteration 74Q (6507.838592 sec): 3 clusters Score: Raw -802552.750549 + Penalty 2916.668574 = -799636.081976 nChanged 8 SP:Iteration 75Q (6507.890304 sec): 3 clusters Score: Raw -802556.722067 + Penalty 2916.668574 = -799640.053493 nChanged 6 SP:Iteration 76Q (6507.938898 sec): 3 clusters Score: Raw -802558.912184 + Penalty 2916.668574 = -799642.243611 nChanged 4 SP:Iteration 77Q (6508.001081 sec): 3 clusters Score: Raw -802561.131464 + Penalty 2916.668574 = -799644.462891 nChanged 4 SP:Iteration 78Q (6508.057847 sec): 3 clusters Score: Raw -802562.659876 + Penalty 2916.668574 = -799645.991302 nChanged 4 SP:Iteration 79Q (6508.111882 sec): 3 clusters Score: Raw -802563.441820 + Penalty 2916.668574 = -799646.773246 nChanged 2 SP:Iteration 80F (6508.163896 sec): 3 clusters Score: Raw -802563.841978 + Penalty 2916.668574 = -799647.173405 nChanged 1 SP:Iteration 81Q (6508.229698 sec): 3 clusters Score: Raw -802563.987804 + Penalty 2916.668574 = -799647.319230 nChanged 1 SP:Iteration 82Q (6508.278470 sec): 3 clusters Score: Raw -802564.258647 + Penalty 2916.668574 = -799647.590074 nChanged 1 SP:Iteration 83Q (6508.328520 sec): 3 clusters Score: Raw -802564.849926 + Penalty 2916.668574 = -799648.181352 nChanged 1 SP:Iteration 84Q (6508.381001 sec): 3 clusters Score: Raw -802565.284520 + Penalty 2916.668574 = -799648.615947 nChanged 3 SP:Iteration 85Q (6508.447101 sec): 3 clusters Score: Raw -802567.298655 + Penalty 2916.668574 = -799650.630081 nChanged 4 SP:Iteration 86Q (6508.494841 sec): 3 clusters Score: Raw -802569.299069 + Penalty 2916.668574 = -799652.630495 nChanged 3 SP:Iteration 87Q (6508.547363 sec): 3 clusters Score: Raw -802570.492953 + Penalty 2916.668574 = -799653.824379 nChanged 4 SP:Iteration 88Q (6508.604398 sec): 3 clusters Score: Raw -802572.111011 + Penalty 2916.668574 = -799655.442438 nChanged 5 SP:Iteration 89Q (6508.658894 sec): 3 clusters Score: Raw -802574.727289 + Penalty 2916.668574 = -799658.058716 nChanged 4 SP:Iteration 90Q (6508.704550 sec): 3 clusters Score: Raw -802577.097227 + Penalty 2916.668574 = -799660.428654 nChanged 3 SP:Iteration 91Q (6508.765393 sec): 3 clusters Score: Raw -802579.011292 + Penalty 2916.668574 = -799662.342718 nChanged 5 SP:Iteration 92Q (6508.820202 sec): 3 clusters Score: Raw -802580.682568 + Penalty 2916.668574 = -799664.013994 nChanged 3 SP:Iteration 93Q (6508.871561 sec): 3 clusters Score: Raw -802582.662104 + Penalty 2916.668574 = -799665.993530 nChanged 4 SP:Iteration 94Q (6508.917511 sec): 3 clusters Score: Raw -802584.139198 + Penalty 2916.668574 = -799667.470624 nChanged 4 SP:Iteration 95Q (6508.975398 sec): 3 clusters Score: Raw -802586.475120 + Penalty 2916.668574 = -799669.806547 nChanged 7 SP:Iteration 96Q (6509.032385 sec): 3 clusters Score: Raw -802589.930181 + Penalty 2916.668574 = -799673.261607 nChanged 6 SP:Iteration 97Q (6509.088511 sec): 3 clusters Score: Raw -802591.951496 + Penalty 2916.668574 = -799675.282922 nChanged 3 SP:Iteration 98Q (6509.140908 sec): 3 clusters Score: Raw -802592.731314 + Penalty 2916.668574 = -799676.062740 nChanged 3 SP:Iteration 99Q (6509.201815 sec): 3 clusters Score: Raw -802593.794895 + Penalty 2916.668574 = -799677.126321 nChanged 2 SP:Iteration 100F (6509.244904 sec): 3 clusters Score: Raw -802594.903926 + Penalty 2916.668574 = -799678.235352 nChanged 3 SP:Iteration 101Q (6509.298005 sec): 3 clusters Score: Raw -802596.274040 + Penalty 2916.668574 = -799679.605466 nChanged 4 SP:Iteration 102Q (6509.352339 sec): 3 clusters Score: Raw -802599.030025 + Penalty 2916.668574 = -799682.361452 nChanged 2 SP:Iteration 103Q (6509.402923 sec): 3 clusters Score: Raw -802600.285985 + Penalty 2916.668574 = -799683.617412 nChanged 2 SP:Iteration 104Q (6509.460353 sec): 3 clusters Score: Raw -802601.635828 + Penalty 2916.668574 = -799684.967254 nChanged 3 SP:Iteration 105Q (6509.510604 sec): 3 clusters Score: Raw -802602.835262 + Penalty 2916.668574 = -799686.166689 nChanged 3 SP:Iteration 106Q (6509.562835 sec): 3 clusters Score: Raw -802603.958322 + Penalty 2916.668574 = -799687.289749 nChanged 2 SP:Iteration 107Q (6509.624432 sec): 3 clusters Score: Raw -802604.926018 + Penalty 2916.668574 = -799688.257444 nChanged 2 SP:Iteration 108Q (6509.673167 sec): 3 clusters Score: Raw -802605.773025 + Penalty 2916.668574 = -799689.104452 nChanged 0 SP:Iteration 109F (6509.725040 sec): 3 clusters Score: Raw -802605.773025 + Penalty 2916.668574 = -799689.104452 nChanged 0 Trying to split cluster 28 (3401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6509.753754 sec): 2 clusters Score: Raw -332134.297994 + Penalty 1321.421528 = -330812.876466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6509.801910 sec): 3 clusters Score: Raw -330524.835481 + Penalty 2642.843055 = -327881.992426 nChanged 1274 SP:Iteration 1F (6509.859258 sec): 3 clusters Score: Raw -331294.502940 + Penalty 2642.843055 = -328651.659885 nChanged 241 SP:Iteration 2F (6509.906006 sec): 3 clusters Score: Raw -331434.853376 + Penalty 2642.843055 = -328792.010320 nChanged 167 SP:Iteration 3Q (6509.956345 sec): 3 clusters Score: Raw -331546.525826 + Penalty 2642.843055 = -328903.682771 nChanged 132 SP:Iteration 4Q (6509.998028 sec): 3 clusters Score: Raw -331636.358391 + Penalty 2642.843055 = -328993.515336 nChanged 136 SP:Iteration 5Q (6510.049290 sec): 3 clusters Score: Raw -331708.861688 + Penalty 2642.843055 = -329066.018632 nChanged 96 SP:Iteration 6Q (6510.103689 sec): 3 clusters Score: Raw -331749.969284 + Penalty 2642.843055 = -329107.126229 nChanged 65 SP:Iteration 7Q (6510.151855 sec): 3 clusters Score: Raw -331770.586853 + Penalty 2642.843055 = -329127.743798 nChanged 37 SP:Iteration 8Q (6510.202399 sec): 3 clusters Score: Raw -331786.204021 + Penalty 2642.843055 = -329143.360966 nChanged 44 SP:Iteration 9Q (6510.251802 sec): 3 clusters Score: Raw -331809.091178 + Penalty 2642.843055 = -329166.248122 nChanged 62 SP:Iteration 10Q (6510.292780 sec): 3 clusters Score: Raw -331850.377828 + Penalty 2642.843055 = -329207.534773 nChanged 71 SP:Iteration 11Q (6510.341173 sec): 3 clusters Score: Raw -331891.973320 + Penalty 2642.843055 = -329249.130265 nChanged 73 SP:Iteration 12Q (6510.385332 sec): 3 clusters Score: Raw -331935.491305 + Penalty 2642.843055 = -329292.648249 nChanged 71 SP:Iteration 13Q (6510.433530 sec): 3 clusters Score: Raw -331983.264227 + Penalty 2642.843055 = -329340.421172 nChanged 80 SP:Iteration 14Q (6510.483213 sec): 3 clusters Score: Raw -332025.946017 + Penalty 2642.843055 = -329383.102961 nChanged 73 SP:Iteration 15Q (6510.534407 sec): 3 clusters Score: Raw -332069.982495 + Penalty 2642.843055 = -329427.139440 nChanged 87 SP:Iteration 16Q (6510.576249 sec): 3 clusters Score: Raw -332112.370166 + Penalty 2642.843055 = -329469.527111 nChanged 63 SP:Iteration 17Q (6510.631442 sec): 3 clusters Score: Raw -332147.273737 + Penalty 2642.843055 = -329504.430682 nChanged 74 SP:Iteration 18Q (6510.671320 sec): 3 clusters Score: Raw -332194.102904 + Penalty 2642.843055 = -329551.259849 nChanged 78 SP:Iteration 19Q (6510.718328 sec): 3 clusters Score: Raw -332240.541223 + Penalty 2642.843055 = -329597.698168 nChanged 72 SP:Iteration 20F (6510.768798 sec): 3 clusters Score: Raw -332277.058707 + Penalty 2642.843055 = -329634.215652 nChanged 65 SP:Iteration 21Q (6510.806564 sec): 3 clusters Score: Raw -332315.131760 + Penalty 2642.843055 = -329672.288705 nChanged 65 SP:Iteration 22Q (6510.863727 sec): 3 clusters Score: Raw -332347.237310 + Penalty 2642.843055 = -329704.394255 nChanged 44 SP:Iteration 23Q (6510.902519 sec): 3 clusters Score: Raw -332366.931505 + Penalty 2642.843055 = -329724.088449 nChanged 42 SP:Iteration 24Q (6510.949358 sec): 3 clusters Score: Raw -332393.042987 + Penalty 2642.843055 = -329750.199932 nChanged 40 SP:Iteration 25Q (6510.997615 sec): 3 clusters Score: Raw -332421.482503 + Penalty 2642.843055 = -329778.639447 nChanged 62 SP:Iteration 26Q (6511.046317 sec): 3 clusters Score: Raw -332459.363873 + Penalty 2642.843055 = -329816.520818 nChanged 58 SP:Iteration 27Q (6511.093150 sec): 3 clusters Score: Raw -332486.456317 + Penalty 2642.843055 = -329843.613262 nChanged 44 SP:Iteration 28Q (6511.141596 sec): 3 clusters Score: Raw -332504.448035 + Penalty 2642.843055 = -329861.604980 nChanged 24 SP:Iteration 29Q (6511.190398 sec): 3 clusters Score: Raw -332513.422850 + Penalty 2642.843055 = -329870.579795 nChanged 19 SP:Iteration 30Q (6511.245531 sec): 3 clusters Score: Raw -332520.531756 + Penalty 2642.843055 = -329877.688701 nChanged 16 SP:Iteration 31Q (6511.287814 sec): 3 clusters Score: Raw -332529.699984 + Penalty 2642.843055 = -329886.856929 nChanged 18 SP:Iteration 32Q (6511.330880 sec): 3 clusters Score: Raw -332538.344265 + Penalty 2642.843055 = -329895.501210 nChanged 19 SP:Iteration 33Q (6511.373761 sec): 3 clusters Score: Raw -332548.169622 + Penalty 2642.843055 = -329905.326567 nChanged 14 SP:Iteration 34Q (6511.428529 sec): 3 clusters Score: Raw -332554.761001 + Penalty 2642.843055 = -329911.917946 nChanged 18 SP:Iteration 35Q (6511.482204 sec): 3 clusters Score: Raw -332564.085358 + Penalty 2642.843055 = -329921.242303 nChanged 23 SP:Iteration 36Q (6511.533299 sec): 3 clusters Score: Raw -332574.040237 + Penalty 2642.843055 = -329931.197182 nChanged 19 SP:Iteration 37Q (6511.571159 sec): 3 clusters Score: Raw -332581.666883 + Penalty 2642.843055 = -329938.823828 nChanged 12 SP:Iteration 38Q (6511.628209 sec): 3 clusters Score: Raw -332587.539086 + Penalty 2642.843055 = -329944.696030 nChanged 6 SP:Iteration 39Q (6511.672451 sec): 3 clusters Score: Raw -332588.808348 + Penalty 2642.843055 = -329945.965293 nChanged 7 SP:Iteration 40F (6511.713425 sec): 3 clusters Score: Raw -332591.135532 + Penalty 2642.843055 = -329948.292477 nChanged 8 SP:Iteration 41Q (6511.761428 sec): 3 clusters Score: Raw -332593.577066 + Penalty 2642.843055 = -329950.734010 nChanged 2 SP:Iteration 42Q (6511.801607 sec): 3 clusters Score: Raw -332594.353280 + Penalty 2642.843055 = -329951.510225 nChanged 1 SP:Iteration 43Q (6511.843227 sec): 3 clusters Score: Raw -332594.515074 + Penalty 2642.843055 = -329951.672019 nChanged 1 SP:Iteration 44Q (6511.891421 sec): 3 clusters Score: Raw -332594.815487 + Penalty 2642.843055 = -329951.972432 nChanged 0 SP:Iteration 45F (6511.944004 sec): 3 clusters Score: Raw -332594.815487 + Penalty 2642.843055 = -329951.972432 nChanged 0 Trying to split cluster 29 (20055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6511.994207 sec): 2 clusters Score: Raw -2118055.580809 + Penalty 1609.762989 = -2116445.817820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6512.072442 sec): 3 clusters Score: Raw -2106122.987368 + Penalty 3219.525978 = -2102903.461391 nChanged 8925 SP:Iteration 1F (6512.151131 sec): 3 clusters Score: Raw -2111002.453105 + Penalty 3219.525978 = -2107782.927127 nChanged 1033 SP:Iteration 2F (6512.229216 sec): 3 clusters Score: Raw -2111397.458321 + Penalty 3219.525978 = -2108177.932343 nChanged 985 SP:Iteration 3Q (6512.306480 sec): 3 clusters Score: Raw -2111814.320426 + Penalty 3219.525978 = -2108594.794448 nChanged 967 SP:Iteration 4Q (6512.389980 sec): 3 clusters Score: Raw -2112265.478818 + Penalty 3219.525978 = -2109045.952840 nChanged 973 SP:Iteration 5Q (6512.461107 sec): 3 clusters Score: Raw -2112792.990232 + Penalty 3219.525978 = -2109573.464254 nChanged 1062 SP:Iteration 6F (6512.535329 sec): 3 clusters Score: Raw -2113380.296320 + Penalty 3219.525978 = -2110160.770342 nChanged 1005 SP:Iteration 7F (6512.605186 sec): 3 clusters Score: Raw -2113949.820240 + Penalty 3219.525978 = -2110730.294262 nChanged 984 SP:Iteration 8Q (6512.694546 sec): 3 clusters Score: Raw -2114511.705463 + Penalty 3219.525978 = -2111292.179485 nChanged 901 SP:Iteration 9Q (6512.766693 sec): 3 clusters Score: Raw -2115097.086007 + Penalty 3219.525978 = -2111877.560029 nChanged 834 SP:Iteration 10Q (6512.852414 sec): 3 clusters Score: Raw -2115643.820318 + Penalty 3219.525978 = -2112424.294340 nChanged 773 SP:Iteration 11Q (6512.922338 sec): 3 clusters Score: Raw -2116104.752118 + Penalty 3219.525978 = -2112885.226140 nChanged 748 SP:Iteration 12Q (6513.013418 sec): 3 clusters Score: Raw -2116507.233879 + Penalty 3219.525978 = -2113287.707901 nChanged 622 SP:Iteration 13Q (6513.085029 sec): 3 clusters Score: Raw -2116791.316105 + Penalty 3219.525978 = -2113571.790127 nChanged 591 SP:Iteration 14Q (6513.158942 sec): 3 clusters Score: Raw -2117059.137391 + Penalty 3219.525978 = -2113839.611413 nChanged 554 SP:Iteration 15Q (6513.227129 sec): 3 clusters Score: Raw -2117299.779303 + Penalty 3219.525978 = -2114080.253325 nChanged 493 SP:Iteration 16Q (6513.301802 sec): 3 clusters Score: Raw -2117499.331909 + Penalty 3219.525978 = -2114279.805931 nChanged 441 SP:Iteration 17Q (6513.379717 sec): 3 clusters Score: Raw -2117672.269217 + Penalty 3219.525978 = -2114452.743239 nChanged 387 SP:Iteration 18Q (6513.465569 sec): 3 clusters Score: Raw -2117824.022004 + Penalty 3219.525978 = -2114604.496026 nChanged 378 SP:Iteration 19Q (6513.529045 sec): 3 clusters Score: Raw -2117962.288131 + Penalty 3219.525978 = -2114742.762154 nChanged 330 SP:Iteration 20F (6513.610545 sec): 3 clusters Score: Raw -2118083.798580 + Penalty 3219.525978 = -2114864.272602 nChanged 302 SP:Iteration 21Q (6513.680841 sec): 3 clusters Score: Raw -2118192.043723 + Penalty 3219.525978 = -2114972.517745 nChanged 266 SP:Iteration 22Q (6513.765762 sec): 3 clusters Score: Raw -2118279.467411 + Penalty 3219.525978 = -2115059.941433 nChanged 253 SP:Iteration 23Q (6513.830083 sec): 3 clusters Score: Raw -2118367.878005 + Penalty 3219.525978 = -2115148.352027 nChanged 214 SP:Iteration 24Q (6513.906758 sec): 3 clusters Score: Raw -2118440.488209 + Penalty 3219.525978 = -2115220.962231 nChanged 164 SP:Iteration 25Q (6513.987758 sec): 3 clusters Score: Raw -2118487.385236 + Penalty 3219.525978 = -2115267.859258 nChanged 115 SP:Iteration 26Q (6514.064778 sec): 3 clusters Score: Raw -2118516.397698 + Penalty 3219.525978 = -2115296.871720 nChanged 92 SP:Iteration 27Q (6514.131099 sec): 3 clusters Score: Raw -2118535.236514 + Penalty 3219.525978 = -2115315.710536 nChanged 71 SP:Iteration 28Q (6514.203171 sec): 3 clusters Score: Raw -2118551.619590 + Penalty 3219.525978 = -2115332.093613 nChanged 65 SP:Iteration 29Q (6514.280150 sec): 3 clusters Score: Raw -2118566.582140 + Penalty 3219.525978 = -2115347.056162 nChanged 58 SP:Iteration 30Q (6514.351993 sec): 3 clusters Score: Raw -2118579.049790 + Penalty 3219.525978 = -2115359.523812 nChanged 48 SP:Iteration 31Q (6514.426331 sec): 3 clusters Score: Raw -2118590.266464 + Penalty 3219.525978 = -2115370.740486 nChanged 47 SP:Iteration 32Q (6514.492070 sec): 3 clusters Score: Raw -2118601.181002 + Penalty 3219.525978 = -2115381.655024 nChanged 41 SP:Iteration 33Q (6514.570970 sec): 3 clusters Score: Raw -2118608.293978 + Penalty 3219.525978 = -2115388.768000 nChanged 33 SP:Iteration 34Q (6514.641288 sec): 3 clusters Score: Raw -2118614.592889 + Penalty 3219.525978 = -2115395.066911 nChanged 38 SP:Iteration 35Q (6514.706346 sec): 3 clusters Score: Raw -2118623.213874 + Penalty 3219.525978 = -2115403.687896 nChanged 34 SP:Iteration 36Q (6514.789227 sec): 3 clusters Score: Raw -2118630.786095 + Penalty 3219.525978 = -2115411.260117 nChanged 31 SP:Iteration 37Q (6514.860643 sec): 3 clusters Score: Raw -2118637.030452 + Penalty 3219.525978 = -2115417.504474 nChanged 23 SP:Iteration 38Q (6514.931456 sec): 3 clusters Score: Raw -2118641.507346 + Penalty 3219.525978 = -2115421.981369 nChanged 18 SP:Iteration 39Q (6515.003274 sec): 3 clusters Score: Raw -2118644.429183 + Penalty 3219.525978 = -2115424.903205 nChanged 10 SP:Iteration 40F (6515.065526 sec): 3 clusters Score: Raw -2118646.091721 + Penalty 3219.525978 = -2115426.565744 nChanged 11 SP:Iteration 41Q (6515.149315 sec): 3 clusters Score: Raw -2118648.068665 + Penalty 3219.525978 = -2115428.542687 nChanged 8 SP:Iteration 42Q (6515.216641 sec): 3 clusters Score: Raw -2118649.416103 + Penalty 3219.525978 = -2115429.890125 nChanged 7 SP:Iteration 43Q (6515.275901 sec): 3 clusters Score: Raw -2118650.755438 + Penalty 3219.525978 = -2115431.229460 nChanged 5 SP:Iteration 44Q (6515.356281 sec): 3 clusters Score: Raw -2118651.530138 + Penalty 3219.525978 = -2115432.004160 nChanged 7 SP:Iteration 45Q (6515.428903 sec): 3 clusters Score: Raw -2118652.891313 + Penalty 3219.525978 = -2115433.365335 nChanged 7 SP:Iteration 46Q (6515.491074 sec): 3 clusters Score: Raw -2118653.856075 + Penalty 3219.525978 = -2115434.330097 nChanged 2 SP:Iteration 47Q (6515.578195 sec): 3 clusters Score: Raw -2118654.198890 + Penalty 3219.525978 = -2115434.672912 nChanged 2 SP:Iteration 48Q (6515.644952 sec): 3 clusters Score: Raw -2118654.419731 + Penalty 3219.525978 = -2115434.893753 nChanged 4 SP:Iteration 49Q (6515.718073 sec): 3 clusters Score: Raw -2118654.780003 + Penalty 3219.525978 = -2115435.254025 nChanged 2 SP:Iteration 50Q (6515.784818 sec): 3 clusters Score: Raw -2118654.960409 + Penalty 3219.525978 = -2115435.434431 nChanged 1 SP:Iteration 51Q (6515.850475 sec): 3 clusters Score: Raw -2118655.073605 + Penalty 3219.525978 = -2115435.547627 nChanged 1 SP:Iteration 52Q (6515.929198 sec): 3 clusters Score: Raw -2118655.163309 + Penalty 3219.525978 = -2115435.637332 nChanged 0 SP:Iteration 53F (6516.008193 sec): 3 clusters Score: Raw -2118655.163309 + Penalty 3219.525978 = -2115435.637332 nChanged 0 Trying to split cluster 30 (14601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6516.055043 sec): 2 clusters Score: Raw -1597915.135351 + Penalty 1558.187361 = -1596356.947990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6516.115774 sec): 3 clusters Score: Raw -1589335.559640 + Penalty 3116.374722 = -1586219.184918 nChanged 6541 SP:Iteration 1F (6516.177233 sec): 3 clusters Score: Raw -1592922.021612 + Penalty 3116.374722 = -1589805.646890 nChanged 913 SP:Iteration 2F (6516.250937 sec): 3 clusters Score: Raw -1593396.588171 + Penalty 3116.374722 = -1590280.213449 nChanged 924 SP:Iteration 3F (6516.316673 sec): 3 clusters Score: Raw -1593936.329503 + Penalty 3116.374722 = -1590819.954781 nChanged 931 SP:Iteration 4F (6516.391554 sec): 3 clusters Score: Raw -1594571.126696 + Penalty 3116.374722 = -1591454.751974 nChanged 1026 SP:Iteration 5F (6516.453195 sec): 3 clusters Score: Raw -1595293.607652 + Penalty 3116.374722 = -1592177.232930 nChanged 988 SP:Iteration 6F (6516.521518 sec): 3 clusters Score: Raw -1595942.566521 + Penalty 3116.374722 = -1592826.191799 nChanged 833 SP:Iteration 7F (6516.589630 sec): 3 clusters Score: Raw -1596483.502907 + Penalty 3116.374722 = -1593367.128185 nChanged 671 SP:Iteration 8Q (6516.664011 sec): 3 clusters Score: Raw -1596909.963554 + Penalty 3116.374722 = -1593793.588832 nChanged 528 SP:Iteration 9Q (6516.725038 sec): 3 clusters Score: Raw -1597223.194353 + Penalty 3116.374722 = -1594106.819631 nChanged 427 SP:Iteration 10Q (6516.801749 sec): 3 clusters Score: Raw -1597480.997102 + Penalty 3116.374722 = -1594364.622380 nChanged 328 SP:Iteration 11Q (6516.861330 sec): 3 clusters Score: Raw -1597668.351837 + Penalty 3116.374722 = -1594551.977115 nChanged 286 SP:Iteration 12Q (6516.935716 sec): 3 clusters Score: Raw -1597810.296144 + Penalty 3116.374722 = -1594693.921422 nChanged 213 SP:Iteration 13Q (6516.996795 sec): 3 clusters Score: Raw -1597896.014664 + Penalty 3116.374722 = -1594779.639942 nChanged 172 SP:Iteration 14Q (6517.072154 sec): 3 clusters Score: Raw -1597961.857325 + Penalty 3116.374722 = -1594845.482603 nChanged 158 SP:Iteration 15Q (6517.137138 sec): 3 clusters Score: Raw -1598026.951974 + Penalty 3116.374722 = -1594910.577252 nChanged 143 SP:Iteration 16Q (6517.206476 sec): 3 clusters Score: Raw -1598078.306407 + Penalty 3116.374722 = -1594961.931685 nChanged 124 SP:Iteration 17Q (6517.275451 sec): 3 clusters Score: Raw -1598121.758841 + Penalty 3116.374722 = -1595005.384119 nChanged 127 SP:Iteration 18Q (6517.338552 sec): 3 clusters Score: Raw -1598166.132060 + Penalty 3116.374722 = -1595049.757338 nChanged 112 SP:Iteration 19Q (6517.410612 sec): 3 clusters Score: Raw -1598207.969944 + Penalty 3116.374722 = -1595091.595222 nChanged 112 SP:Iteration 20F (6517.485573 sec): 3 clusters Score: Raw -1598245.853752 + Penalty 3116.374722 = -1595129.479030 nChanged 101 SP:Iteration 21Q (6517.552395 sec): 3 clusters Score: Raw -1598279.578789 + Penalty 3116.374722 = -1595163.204067 nChanged 88 SP:Iteration 22Q (6517.610321 sec): 3 clusters Score: Raw -1598307.518926 + Penalty 3116.374722 = -1595191.144204 nChanged 77 SP:Iteration 23Q (6517.678255 sec): 3 clusters Score: Raw -1598338.657311 + Penalty 3116.374722 = -1595222.282589 nChanged 89 SP:Iteration 24Q (6517.748311 sec): 3 clusters Score: Raw -1598373.449522 + Penalty 3116.374722 = -1595257.074800 nChanged 83 SP:Iteration 25Q (6517.815263 sec): 3 clusters Score: Raw -1598400.912025 + Penalty 3116.374722 = -1595284.537303 nChanged 72 SP:Iteration 26Q (6517.889117 sec): 3 clusters Score: Raw -1598417.729729 + Penalty 3116.374722 = -1595301.355007 nChanged 63 SP:Iteration 27Q (6517.953992 sec): 3 clusters Score: Raw -1598431.070945 + Penalty 3116.374722 = -1595314.696223 nChanged 46 SP:Iteration 28Q (6518.018661 sec): 3 clusters Score: Raw -1598443.583032 + Penalty 3116.374722 = -1595327.208310 nChanged 49 SP:Iteration 29Q (6518.086615 sec): 3 clusters Score: Raw -1598456.644628 + Penalty 3116.374722 = -1595340.269906 nChanged 51 SP:Iteration 30Q (6518.138178 sec): 3 clusters Score: Raw -1598473.116907 + Penalty 3116.374722 = -1595356.742185 nChanged 62 SP:Iteration 31Q (6518.211383 sec): 3 clusters Score: Raw -1598491.639613 + Penalty 3116.374722 = -1595375.264891 nChanged 52 SP:Iteration 32Q (6518.278718 sec): 3 clusters Score: Raw -1598506.774168 + Penalty 3116.374722 = -1595390.399446 nChanged 60 SP:Iteration 33Q (6518.345649 sec): 3 clusters Score: Raw -1598522.271945 + Penalty 3116.374722 = -1595405.897223 nChanged 50 SP:Iteration 34Q (6518.408107 sec): 3 clusters Score: Raw -1598533.317321 + Penalty 3116.374722 = -1595416.942599 nChanged 37 SP:Iteration 35Q (6518.467384 sec): 3 clusters Score: Raw -1598541.081819 + Penalty 3116.374722 = -1595424.707097 nChanged 36 SP:Iteration 36Q (6518.536423 sec): 3 clusters Score: Raw -1598548.469598 + Penalty 3116.374722 = -1595432.094876 nChanged 26 SP:Iteration 37Q (6518.594851 sec): 3 clusters Score: Raw -1598553.398659 + Penalty 3116.374722 = -1595437.023937 nChanged 26 SP:Iteration 38Q (6518.650921 sec): 3 clusters Score: Raw -1598557.940743 + Penalty 3116.374722 = -1595441.566021 nChanged 19 SP:Iteration 39Q (6518.716388 sec): 3 clusters Score: Raw -1598561.604994 + Penalty 3116.374722 = -1595445.230272 nChanged 17 SP:Iteration 40F (6518.779472 sec): 3 clusters Score: Raw -1598564.944869 + Penalty 3116.374722 = -1595448.570147 nChanged 17 SP:Iteration 41Q (6518.848789 sec): 3 clusters Score: Raw -1598568.210696 + Penalty 3116.374722 = -1595451.835974 nChanged 22 SP:Iteration 42Q (6518.914352 sec): 3 clusters Score: Raw -1598572.054324 + Penalty 3116.374722 = -1595455.679602 nChanged 17 SP:Iteration 43Q (6518.986236 sec): 3 clusters Score: Raw -1598574.818004 + Penalty 3116.374722 = -1595458.443282 nChanged 16 SP:Iteration 44Q (6519.047493 sec): 3 clusters Score: Raw -1598578.093602 + Penalty 3116.374722 = -1595461.718880 nChanged 16 SP:Iteration 45Q (6519.109496 sec): 3 clusters Score: Raw -1598581.611205 + Penalty 3116.374722 = -1595465.236483 nChanged 13 SP:Iteration 46Q (6519.173238 sec): 3 clusters Score: Raw -1598583.658275 + Penalty 3116.374722 = -1595467.283553 nChanged 6 SP:Iteration 47Q (6519.242412 sec): 3 clusters Score: Raw -1598584.168616 + Penalty 3116.374722 = -1595467.793894 nChanged 1 SP:Iteration 48Q (6519.309095 sec): 3 clusters Score: Raw -1598584.373817 + Penalty 3116.374722 = -1595467.999095 nChanged 1 SP:Iteration 49Q (6519.374912 sec): 3 clusters Score: Raw -1598584.451974 + Penalty 3116.374722 = -1595468.077252 nChanged 0 SP:Iteration 50F (6519.450361 sec): 3 clusters Score: Raw -1598584.451974 + Penalty 3116.374722 = -1595468.077252 nChanged 0 Trying to split cluster 31 (3461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6519.486092 sec): 2 clusters Score: Raw -350720.829077 + Penalty 1324.263337 = -349396.565740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6519.534335 sec): 3 clusters Score: Raw -349064.228797 + Penalty 2648.526674 = -346415.702123 nChanged 1318 SP:Iteration 1F (6519.575150 sec): 3 clusters Score: Raw -349807.629965 + Penalty 2648.526674 = -347159.103291 nChanged 242 SP:Iteration 2F (6519.620905 sec): 3 clusters Score: Raw -349969.487563 + Penalty 2648.526674 = -347320.960888 nChanged 201 SP:Iteration 3F (6519.669369 sec): 3 clusters Score: Raw -350128.416678 + Penalty 2648.526674 = -347479.890004 nChanged 196 SP:Iteration 4F (6519.727365 sec): 3 clusters Score: Raw -350296.429417 + Penalty 2648.526674 = -347647.902743 nChanged 192 SP:Iteration 5F (6519.772283 sec): 3 clusters Score: Raw -350490.234959 + Penalty 2648.526674 = -347841.708284 nChanged 212 SP:Iteration 6F (6519.811128 sec): 3 clusters Score: Raw -350688.734246 + Penalty 2648.526674 = -348040.207572 nChanged 176 SP:Iteration 7F (6519.859660 sec): 3 clusters Score: Raw -350840.067755 + Penalty 2648.526674 = -348191.541081 nChanged 149 SP:Iteration 8Q (6519.909121 sec): 3 clusters Score: Raw -350961.692717 + Penalty 2648.526674 = -348313.166043 nChanged 114 SP:Iteration 9Q (6519.963375 sec): 3 clusters Score: Raw -351044.219368 + Penalty 2648.526674 = -348395.692694 nChanged 87 SP:Iteration 10Q (6520.006502 sec): 3 clusters Score: Raw -351096.204595 + Penalty 2648.526674 = -348447.677921 nChanged 63 SP:Iteration 11Q (6520.055064 sec): 3 clusters Score: Raw -351133.415201 + Penalty 2648.526674 = -348484.888527 nChanged 45 SP:Iteration 12Q (6520.104821 sec): 3 clusters Score: Raw -351156.335714 + Penalty 2648.526674 = -348507.809040 nChanged 38 SP:Iteration 13Q (6520.160424 sec): 3 clusters Score: Raw -351173.395506 + Penalty 2648.526674 = -348524.868832 nChanged 30 SP:Iteration 14Q (6520.209188 sec): 3 clusters Score: Raw -351187.441348 + Penalty 2648.526674 = -348538.914674 nChanged 22 SP:Iteration 15Q (6520.253186 sec): 3 clusters Score: Raw -351195.640242 + Penalty 2648.526674 = -348547.113568 nChanged 27 SP:Iteration 16Q (6520.303563 sec): 3 clusters Score: Raw -351207.151699 + Penalty 2648.526674 = -348558.625024 nChanged 17 SP:Iteration 17Q (6520.345013 sec): 3 clusters Score: Raw -351214.930074 + Penalty 2648.526674 = -348566.403400 nChanged 16 SP:Iteration 18Q (6520.394960 sec): 3 clusters Score: Raw -351221.204424 + Penalty 2648.526674 = -348572.677750 nChanged 12 SP:Iteration 19Q (6520.443921 sec): 3 clusters Score: Raw -351225.793610 + Penalty 2648.526674 = -348577.266936 nChanged 7 SP:Iteration 20F (6520.483484 sec): 3 clusters Score: Raw -351228.086661 + Penalty 2648.526674 = -348579.559987 nChanged 9 SP:Iteration 21Q (6520.531052 sec): 3 clusters Score: Raw -351230.148076 + Penalty 2648.526674 = -348581.621402 nChanged 4 SP:Iteration 22Q (6520.578466 sec): 3 clusters Score: Raw -351230.863019 + Penalty 2648.526674 = -348582.336345 nChanged 2 SP:Iteration 23Q (6520.625206 sec): 3 clusters Score: Raw -351231.273242 + Penalty 2648.526674 = -348582.746568 nChanged 1 SP:Iteration 24Q (6520.674695 sec): 3 clusters Score: Raw -351231.468004 + Penalty 2648.526674 = -348582.941330 nChanged 3 SP:Iteration 25Q (6520.726025 sec): 3 clusters Score: Raw -351231.835111 + Penalty 2648.526674 = -348583.308436 nChanged 0 SP:Iteration 26F (6520.770330 sec): 3 clusters Score: Raw -351231.835111 + Penalty 2648.526674 = -348583.308436 nChanged 0 Trying to split cluster 32 (5720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6520.797717 sec): 2 clusters Score: Raw -554520.743560 + Penalty 1405.905164 = -553114.838397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6520.855701 sec): 3 clusters Score: Raw -551540.169547 + Penalty 2811.810327 = -548728.359219 nChanged 2357 SP:Iteration 1F (6520.907761 sec): 3 clusters Score: Raw -552924.829101 + Penalty 2811.810327 = -550113.018774 nChanged 488 SP:Iteration 2F (6520.960227 sec): 3 clusters Score: Raw -553301.563693 + Penalty 2811.810327 = -550489.753366 nChanged 448 SP:Iteration 3F (6521.018280 sec): 3 clusters Score: Raw -553715.384719 + Penalty 2811.810327 = -550903.574392 nChanged 447 SP:Iteration 4F (6521.062725 sec): 3 clusters Score: Raw -554186.671467 + Penalty 2811.810327 = -551374.861139 nChanged 380 SP:Iteration 5F (6521.108920 sec): 3 clusters Score: Raw -554598.408144 + Penalty 2811.810327 = -551786.597817 nChanged 305 SP:Iteration 6F (6521.156316 sec): 3 clusters Score: Raw -554895.200641 + Penalty 2811.810327 = -552083.390314 nChanged 234 SP:Iteration 7Q (6521.206737 sec): 3 clusters Score: Raw -555112.069058 + Penalty 2811.810327 = -552300.258730 nChanged 197 SP:Iteration 8Q (6521.250883 sec): 3 clusters Score: Raw -555273.869863 + Penalty 2811.810327 = -552462.059536 nChanged 132 SP:Iteration 9Q (6521.306665 sec): 3 clusters Score: Raw -555356.412790 + Penalty 2811.810327 = -552544.602462 nChanged 85 SP:Iteration 10Q (6521.342530 sec): 3 clusters Score: Raw -555393.854415 + Penalty 2811.810327 = -552582.044088 nChanged 59 SP:Iteration 11Q (6521.395706 sec): 3 clusters Score: Raw -555416.988547 + Penalty 2811.810327 = -552605.178220 nChanged 38 SP:Iteration 12Q (6521.451818 sec): 3 clusters Score: Raw -555427.653036 + Penalty 2811.810327 = -552615.842708 nChanged 24 SP:Iteration 13Q (6521.499859 sec): 3 clusters Score: Raw -555433.988496 + Penalty 2811.810327 = -552622.178169 nChanged 15 SP:Iteration 14Q (6521.553273 sec): 3 clusters Score: Raw -555439.277456 + Penalty 2811.810327 = -552627.467128 nChanged 11 SP:Iteration 15Q (6521.595004 sec): 3 clusters Score: Raw -555442.441639 + Penalty 2811.810327 = -552630.631311 nChanged 10 SP:Iteration 16Q (6521.661132 sec): 3 clusters Score: Raw -555444.997199 + Penalty 2811.810327 = -552633.186872 nChanged 9 SP:Iteration 17Q (6521.698566 sec): 3 clusters Score: Raw -555448.373605 + Penalty 2811.810327 = -552636.563277 nChanged 7 SP:Iteration 18Q (6521.756138 sec): 3 clusters Score: Raw -555450.152900 + Penalty 2811.810327 = -552638.342572 nChanged 4 SP:Iteration 19Q (6521.816198 sec): 3 clusters Score: Raw -555451.824797 + Penalty 2811.810327 = -552640.014470 nChanged 5 SP:Iteration 20F (6521.862269 sec): 3 clusters Score: Raw -555452.626326 + Penalty 2811.810327 = -552640.815999 nChanged 4 SP:Iteration 21Q (6521.920440 sec): 3 clusters Score: Raw -555453.011909 + Penalty 2811.810327 = -552641.201581 nChanged 3 SP:Iteration 22Q (6521.983651 sec): 3 clusters Score: Raw -555453.375299 + Penalty 2811.810327 = -552641.564972 nChanged 2 SP:Iteration 23Q (6522.031614 sec): 3 clusters Score: Raw -555453.751558 + Penalty 2811.810327 = -552641.941231 nChanged 1 SP:Iteration 24Q (6522.073418 sec): 3 clusters Score: Raw -555453.786628 + Penalty 2811.810327 = -552641.976300 nChanged 1 SP:Iteration 25Q (6522.117829 sec): 3 clusters Score: Raw -555453.847656 + Penalty 2811.810327 = -552642.037328 nChanged 0 SP:Iteration 26F (6522.170489 sec): 3 clusters Score: Raw -555453.847656 + Penalty 2811.810327 = -552642.037328 nChanged 0 Trying to split cluster 33 (6245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6522.206903 sec): 2 clusters Score: Raw -657690.880474 + Penalty 1420.174669 = -656270.705805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6522.261713 sec): 3 clusters Score: Raw -654346.470590 + Penalty 2840.349337 = -651506.121253 nChanged 2591 SP:Iteration 1F (6522.314042 sec): 3 clusters Score: Raw -655804.119208 + Penalty 2840.349337 = -652963.769870 nChanged 485 SP:Iteration 2F (6522.371095 sec): 3 clusters Score: Raw -656095.838984 + Penalty 2840.349337 = -653255.489647 nChanged 424 SP:Iteration 3F (6522.421000 sec): 3 clusters Score: Raw -656410.683711 + Penalty 2840.349337 = -653570.334373 nChanged 394 SP:Iteration 4F (6522.483188 sec): 3 clusters Score: Raw -656738.249480 + Penalty 2840.349337 = -653897.900142 nChanged 371 SP:Iteration 5F (6522.533701 sec): 3 clusters Score: Raw -657039.336578 + Penalty 2840.349337 = -654198.987240 nChanged 317 SP:Iteration 6F (6522.590163 sec): 3 clusters Score: Raw -657271.946129 + Penalty 2840.349337 = -654431.596791 nChanged 246 SP:Iteration 7Q (6522.633026 sec): 3 clusters Score: Raw -657451.544454 + Penalty 2840.349337 = -654611.195116 nChanged 178 SP:Iteration 8Q (6522.691295 sec): 3 clusters Score: Raw -657594.300961 + Penalty 2840.349337 = -654753.951624 nChanged 158 SP:Iteration 9Q (6522.745899 sec): 3 clusters Score: Raw -657718.221970 + Penalty 2840.349337 = -654877.872633 nChanged 119 SP:Iteration 10Q (6522.798997 sec): 3 clusters Score: Raw -657801.951949 + Penalty 2840.349337 = -654961.602612 nChanged 95 SP:Iteration 11Q (6522.848073 sec): 3 clusters Score: Raw -657888.207238 + Penalty 2840.349337 = -655047.857901 nChanged 65 SP:Iteration 12Q (6522.900252 sec): 3 clusters Score: Raw -657948.551299 + Penalty 2840.349337 = -655108.201962 nChanged 62 SP:Iteration 13Q (6522.953214 sec): 3 clusters Score: Raw -658007.396131 + Penalty 2840.349337 = -655167.046793 nChanged 68 SP:Iteration 14Q (6523.017517 sec): 3 clusters Score: Raw -658058.118327 + Penalty 2840.349337 = -655217.768990 nChanged 42 SP:Iteration 15Q (6523.069639 sec): 3 clusters Score: Raw -658083.601073 + Penalty 2840.349337 = -655243.251735 nChanged 22 SP:Iteration 16Q (6523.113327 sec): 3 clusters Score: Raw -658096.157326 + Penalty 2840.349337 = -655255.807989 nChanged 19 SP:Iteration 17Q (6523.165665 sec): 3 clusters Score: Raw -658107.527664 + Penalty 2840.349337 = -655267.178327 nChanged 20 SP:Iteration 18Q (6523.214572 sec): 3 clusters Score: Raw -658116.689243 + Penalty 2840.349337 = -655276.339906 nChanged 13 SP:Iteration 19Q (6523.266995 sec): 3 clusters Score: Raw -658122.614309 + Penalty 2840.349337 = -655282.264972 nChanged 10 SP:Iteration 20F (6523.328154 sec): 3 clusters Score: Raw -658127.502114 + Penalty 2840.349337 = -655287.152777 nChanged 8 SP:Iteration 21Q (6523.388269 sec): 3 clusters Score: Raw -658130.997664 + Penalty 2840.349337 = -655290.648327 nChanged 3 SP:Iteration 22Q (6523.434826 sec): 3 clusters Score: Raw -658132.089608 + Penalty 2840.349337 = -655291.740271 nChanged 1 SP:Iteration 23Q (6523.488357 sec): 3 clusters Score: Raw -658132.493651 + Penalty 2840.349337 = -655292.144314 nChanged 2 SP:Iteration 24Q (6523.546542 sec): 3 clusters Score: Raw -658132.902803 + Penalty 2840.349337 = -655292.553465 nChanged 0 SP:Iteration 25F (6523.600442 sec): 3 clusters Score: Raw -658132.902803 + Penalty 2840.349337 = -655292.553465 nChanged 0 Trying to split cluster 34 (18494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6523.648913 sec): 2 clusters Score: Raw -1899673.907198 + Penalty 1596.595266 = -1898077.311933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6523.719701 sec): 3 clusters Score: Raw -1888562.524393 + Penalty 3193.190531 = -1885369.333862 nChanged 8353 SP:Iteration 1F (6523.793261 sec): 3 clusters Score: Raw -1893157.071304 + Penalty 3193.190531 = -1889963.880773 nChanged 1034 SP:Iteration 2F (6523.864030 sec): 3 clusters Score: Raw -1893615.463448 + Penalty 3193.190531 = -1890422.272917 nChanged 1038 SP:Iteration 3F (6523.925473 sec): 3 clusters Score: Raw -1894123.383208 + Penalty 3193.190531 = -1890930.192677 nChanged 1053 SP:Iteration 4F (6523.997365 sec): 3 clusters Score: Raw -1894708.195223 + Penalty 3193.190531 = -1891515.004691 nChanged 1054 SP:Iteration 5F (6524.061857 sec): 3 clusters Score: Raw -1895365.105094 + Penalty 3193.190531 = -1892171.914563 nChanged 1096 SP:Iteration 6F (6524.146769 sec): 3 clusters Score: Raw -1896137.755274 + Penalty 3193.190531 = -1892944.564743 nChanged 1050 SP:Iteration 7F (6524.205294 sec): 3 clusters Score: Raw -1896925.801115 + Penalty 3193.190531 = -1893732.610583 nChanged 951 SP:Iteration 8F (6524.279172 sec): 3 clusters Score: Raw -1897603.737859 + Penalty 3193.190531 = -1894410.547328 nChanged 727 SP:Iteration 9Q (6524.352048 sec): 3 clusters Score: Raw -1898066.083375 + Penalty 3193.190531 = -1894872.892844 nChanged 567 SP:Iteration 10Q (6524.430533 sec): 3 clusters Score: Raw -1898374.049307 + Penalty 3193.190531 = -1895180.858776 nChanged 444 SP:Iteration 11Q (6524.500925 sec): 3 clusters Score: Raw -1898578.313805 + Penalty 3193.190531 = -1895385.123274 nChanged 313 SP:Iteration 12Q (6524.576287 sec): 3 clusters Score: Raw -1898701.798282 + Penalty 3193.190531 = -1895508.607751 nChanged 291 SP:Iteration 13Q (6524.649423 sec): 3 clusters Score: Raw -1898814.989347 + Penalty 3193.190531 = -1895621.798815 nChanged 252 SP:Iteration 14Q (6524.722345 sec): 3 clusters Score: Raw -1898914.608092 + Penalty 3193.190531 = -1895721.417561 nChanged 233 SP:Iteration 15Q (6524.795908 sec): 3 clusters Score: Raw -1898998.440504 + Penalty 3193.190531 = -1895805.249973 nChanged 204 SP:Iteration 16Q (6524.866738 sec): 3 clusters Score: Raw -1899071.991161 + Penalty 3193.190531 = -1895878.800630 nChanged 211 SP:Iteration 17Q (6524.946202 sec): 3 clusters Score: Raw -1899157.680001 + Penalty 3193.190531 = -1895964.489470 nChanged 193 SP:Iteration 18Q (6525.020635 sec): 3 clusters Score: Raw -1899230.166656 + Penalty 3193.190531 = -1896036.976125 nChanged 169 SP:Iteration 19Q (6525.091762 sec): 3 clusters Score: Raw -1899287.691517 + Penalty 3193.190531 = -1896094.500985 nChanged 129 SP:Iteration 20F (6525.157968 sec): 3 clusters Score: Raw -1899329.816220 + Penalty 3193.190531 = -1896136.625689 nChanged 132 SP:Iteration 21Q (6525.230983 sec): 3 clusters Score: Raw -1899367.761984 + Penalty 3193.190531 = -1896174.571453 nChanged 136 SP:Iteration 22Q (6525.298241 sec): 3 clusters Score: Raw -1899403.701904 + Penalty 3193.190531 = -1896210.511373 nChanged 120 SP:Iteration 23Q (6525.370383 sec): 3 clusters Score: Raw -1899436.837301 + Penalty 3193.190531 = -1896243.646770 nChanged 110 SP:Iteration 24Q (6525.453324 sec): 3 clusters Score: Raw -1899464.284251 + Penalty 3193.190531 = -1896271.093720 nChanged 95 SP:Iteration 25Q (6525.517412 sec): 3 clusters Score: Raw -1899488.838723 + Penalty 3193.190531 = -1896295.648192 nChanged 88 SP:Iteration 26Q (6525.591093 sec): 3 clusters Score: Raw -1899511.101993 + Penalty 3193.190531 = -1896317.911462 nChanged 85 SP:Iteration 27Q (6525.666318 sec): 3 clusters Score: Raw -1899532.826919 + Penalty 3193.190531 = -1896339.636388 nChanged 85 SP:Iteration 28Q (6525.731199 sec): 3 clusters Score: Raw -1899553.938539 + Penalty 3193.190531 = -1896360.748008 nChanged 67 SP:Iteration 29Q (6525.800289 sec): 3 clusters Score: Raw -1899569.599020 + Penalty 3193.190531 = -1896376.408489 nChanged 58 SP:Iteration 30Q (6525.880295 sec): 3 clusters Score: Raw -1899584.447958 + Penalty 3193.190531 = -1896391.257427 nChanged 64 SP:Iteration 31Q (6525.941808 sec): 3 clusters Score: Raw -1899600.506074 + Penalty 3193.190531 = -1896407.315543 nChanged 58 SP:Iteration 32Q (6526.016356 sec): 3 clusters Score: Raw -1899615.364213 + Penalty 3193.190531 = -1896422.173682 nChanged 62 SP:Iteration 33Q (6526.096561 sec): 3 clusters Score: Raw -1899628.852102 + Penalty 3193.190531 = -1896435.661571 nChanged 62 SP:Iteration 34Q (6526.163649 sec): 3 clusters Score: Raw -1899644.059510 + Penalty 3193.190531 = -1896450.868979 nChanged 57 SP:Iteration 35Q (6526.228917 sec): 3 clusters Score: Raw -1899655.408185 + Penalty 3193.190531 = -1896462.217654 nChanged 43 SP:Iteration 36Q (6526.296228 sec): 3 clusters Score: Raw -1899664.638293 + Penalty 3193.190531 = -1896471.447761 nChanged 39 SP:Iteration 37Q (6526.376553 sec): 3 clusters Score: Raw -1899673.132577 + Penalty 3193.190531 = -1896479.942046 nChanged 45 SP:Iteration 38Q (6526.443693 sec): 3 clusters Score: Raw -1899682.222839 + Penalty 3193.190531 = -1896489.032308 nChanged 36 SP:Iteration 39Q (6526.513762 sec): 3 clusters Score: Raw -1899691.738561 + Penalty 3193.190531 = -1896498.548029 nChanged 43 SP:Iteration 40F (6526.588552 sec): 3 clusters Score: Raw -1899702.502472 + Penalty 3193.190531 = -1896509.311941 nChanged 35 SP:Iteration 41Q (6526.671933 sec): 3 clusters Score: Raw -1899710.352046 + Penalty 3193.190531 = -1896517.161515 nChanged 31 SP:Iteration 42Q (6526.733451 sec): 3 clusters Score: Raw -1899717.867366 + Penalty 3193.190531 = -1896524.676835 nChanged 41 SP:Iteration 43Q (6526.800667 sec): 3 clusters Score: Raw -1899726.914668 + Penalty 3193.190531 = -1896533.724136 nChanged 37 SP:Iteration 44Q (6526.869969 sec): 3 clusters Score: Raw -1899735.904574 + Penalty 3193.190531 = -1896542.714043 nChanged 32 SP:Iteration 45Q (6526.943691 sec): 3 clusters Score: Raw -1899743.664934 + Penalty 3193.190531 = -1896550.474403 nChanged 31 SP:Iteration 46Q (6527.004579 sec): 3 clusters Score: Raw -1899750.346333 + Penalty 3193.190531 = -1896557.155802 nChanged 29 SP:Iteration 47Q (6527.086345 sec): 3 clusters Score: Raw -1899756.841797 + Penalty 3193.190531 = -1896563.651266 nChanged 29 SP:Iteration 48Q (6527.155248 sec): 3 clusters Score: Raw -1899762.409389 + Penalty 3193.190531 = -1896569.218858 nChanged 20 SP:Iteration 49Q (6527.219276 sec): 3 clusters Score: Raw -1899767.159935 + Penalty 3193.190531 = -1896573.969404 nChanged 14 SP:Iteration 50Q (6527.293935 sec): 3 clusters Score: Raw -1899769.626692 + Penalty 3193.190531 = -1896576.436161 nChanged 14 SP:Iteration 51Q (6527.354330 sec): 3 clusters Score: Raw -1899772.089695 + Penalty 3193.190531 = -1896578.899164 nChanged 11 SP:Iteration 52Q (6527.422701 sec): 3 clusters Score: Raw -1899773.557329 + Penalty 3193.190531 = -1896580.366798 nChanged 10 SP:Iteration 53Q (6527.502162 sec): 3 clusters Score: Raw -1899775.778344 + Penalty 3193.190531 = -1896582.587813 nChanged 11 SP:Iteration 54Q (6527.565466 sec): 3 clusters Score: Raw -1899778.678312 + Penalty 3193.190531 = -1896585.487781 nChanged 19 SP:Iteration 55Q (6527.642943 sec): 3 clusters Score: Raw -1899782.346064 + Penalty 3193.190531 = -1896589.155533 nChanged 17 SP:Iteration 56Q (6527.706306 sec): 3 clusters Score: Raw -1899786.212250 + Penalty 3193.190531 = -1896593.021719 nChanged 14 SP:Iteration 57Q (6527.773022 sec): 3 clusters Score: Raw -1899789.303345 + Penalty 3193.190531 = -1896596.112813 nChanged 9 SP:Iteration 58Q (6527.848296 sec): 3 clusters Score: Raw -1899791.075798 + Penalty 3193.190531 = -1896597.885267 nChanged 12 SP:Iteration 59Q (6527.921967 sec): 3 clusters Score: Raw -1899794.255191 + Penalty 3193.190531 = -1896601.064660 nChanged 14 SP:Iteration 60F (6527.997855 sec): 3 clusters Score: Raw -1899796.452684 + Penalty 3193.190531 = -1896603.262153 nChanged 10 SP:Iteration 61Q (6528.059268 sec): 3 clusters Score: Raw -1899797.538099 + Penalty 3193.190531 = -1896604.347568 nChanged 9 SP:Iteration 62Q (6528.138047 sec): 3 clusters Score: Raw -1899799.327480 + Penalty 3193.190531 = -1896606.136949 nChanged 15 SP:Iteration 63Q (6528.198251 sec): 3 clusters Score: Raw -1899802.169389 + Penalty 3193.190531 = -1896608.978857 nChanged 16 SP:Iteration 64Q (6528.265318 sec): 3 clusters Score: Raw -1899804.506777 + Penalty 3193.190531 = -1896611.316246 nChanged 14 SP:Iteration 65Q (6528.336854 sec): 3 clusters Score: Raw -1899806.697811 + Penalty 3193.190531 = -1896613.507280 nChanged 15 SP:Iteration 66Q (6528.403463 sec): 3 clusters Score: Raw -1899809.158445 + Penalty 3193.190531 = -1896615.967914 nChanged 12 SP:Iteration 67Q (6528.470668 sec): 3 clusters Score: Raw -1899811.340616 + Penalty 3193.190531 = -1896618.150085 nChanged 8 SP:Iteration 68Q (6528.552279 sec): 3 clusters Score: Raw -1899813.555561 + Penalty 3193.190531 = -1896620.365030 nChanged 19 SP:Iteration 69Q (6528.623512 sec): 3 clusters Score: Raw -1899818.675295 + Penalty 3193.190531 = -1896625.484764 nChanged 17 SP:Iteration 70Q (6528.681069 sec): 3 clusters Score: Raw -1899823.411078 + Penalty 3193.190531 = -1896630.220546 nChanged 16 SP:Iteration 71Q (6528.745091 sec): 3 clusters Score: Raw -1899828.209465 + Penalty 3193.190531 = -1896635.018934 nChanged 22 SP:Iteration 72Q (6528.807080 sec): 3 clusters Score: Raw -1899834.206432 + Penalty 3193.190531 = -1896641.015901 nChanged 19 SP:Iteration 73Q (6528.872241 sec): 3 clusters Score: Raw -1899839.485984 + Penalty 3193.190531 = -1896646.295453 nChanged 19 SP:Iteration 74Q (6528.936804 sec): 3 clusters Score: Raw -1899845.155802 + Penalty 3193.190531 = -1896651.965271 nChanged 20 SP:Iteration 75Q (6529.006531 sec): 3 clusters Score: Raw -1899850.661553 + Penalty 3193.190531 = -1896657.471022 nChanged 23 SP:Iteration 76Q (6529.084307 sec): 3 clusters Score: Raw -1899856.812760 + Penalty 3193.190531 = -1896663.622229 nChanged 21 SP:Iteration 77Q (6529.153830 sec): 3 clusters Score: Raw -1899862.723660 + Penalty 3193.190531 = -1896669.533129 nChanged 16 SP:Iteration 78Q (6529.213282 sec): 3 clusters Score: Raw -1899866.187086 + Penalty 3193.190531 = -1896672.996555 nChanged 14 SP:Iteration 79Q (6529.295988 sec): 3 clusters Score: Raw -1899868.698761 + Penalty 3193.190531 = -1896675.508230 nChanged 13 SP:Iteration 80F (6529.355664 sec): 3 clusters Score: Raw -1899871.846921 + Penalty 3193.190531 = -1896678.656390 nChanged 16 SP:Iteration 81Q (6529.425564 sec): 3 clusters Score: Raw -1899876.097479 + Penalty 3193.190531 = -1896682.906948 nChanged 17 SP:Iteration 82Q (6529.486442 sec): 3 clusters Score: Raw -1899879.241395 + Penalty 3193.190531 = -1896686.050864 nChanged 7 SP:Iteration 83Q (6529.563100 sec): 3 clusters Score: Raw -1899880.731686 + Penalty 3193.190531 = -1896687.541155 nChanged 9 SP:Iteration 84Q (6529.630060 sec): 3 clusters Score: Raw -1899882.097914 + Penalty 3193.190531 = -1896688.907383 nChanged 10 SP:Iteration 85Q (6529.692631 sec): 3 clusters Score: Raw -1899884.501129 + Penalty 3193.190531 = -1896691.310598 nChanged 9 SP:Iteration 86Q (6529.764017 sec): 3 clusters Score: Raw -1899886.297873 + Penalty 3193.190531 = -1896693.107341 nChanged 8 SP:Iteration 87Q (6529.835291 sec): 3 clusters Score: Raw -1899887.822208 + Penalty 3193.190531 = -1896694.631677 nChanged 6 SP:Iteration 88Q (6529.894938 sec): 3 clusters Score: Raw -1899889.696489 + Penalty 3193.190531 = -1896696.505958 nChanged 4 SP:Iteration 89Q (6529.968402 sec): 3 clusters Score: Raw -1899891.044917 + Penalty 3193.190531 = -1896697.854386 nChanged 2 SP:Iteration 90Q (6530.035400 sec): 3 clusters Score: Raw -1899891.659229 + Penalty 3193.190531 = -1896698.468697 nChanged 1 SP:Iteration 91Q (6530.105037 sec): 3 clusters Score: Raw -1899891.979736 + Penalty 3193.190531 = -1896698.789205 nChanged 3 SP:Iteration 92Q (6530.169383 sec): 3 clusters Score: Raw -1899892.949843 + Penalty 3193.190531 = -1896699.759312 nChanged 3 SP:Iteration 93Q (6530.236073 sec): 3 clusters Score: Raw -1899893.403517 + Penalty 3193.190531 = -1896700.212986 nChanged 6 SP:Iteration 94Q (6530.312363 sec): 3 clusters Score: Raw -1899894.647046 + Penalty 3193.190531 = -1896701.456515 nChanged 4 SP:Iteration 95Q (6530.370598 sec): 3 clusters Score: Raw -1899895.470871 + Penalty 3193.190531 = -1896702.280340 nChanged 4 SP:Iteration 96Q (6530.437221 sec): 3 clusters Score: Raw -1899896.104130 + Penalty 3193.190531 = -1896702.913599 nChanged 4 SP:Iteration 97Q (6530.510421 sec): 3 clusters Score: Raw -1899897.166748 + Penalty 3193.190531 = -1896703.976216 nChanged 4 SP:Iteration 98Q (6530.579889 sec): 3 clusters Score: Raw -1899898.833303 + Penalty 3193.190531 = -1896705.642772 nChanged 8 SP:Iteration 99Q (6530.646396 sec): 3 clusters Score: Raw -1899902.600216 + Penalty 3193.190531 = -1896709.409685 nChanged 16 SP:Iteration 100F (6530.721015 sec): 3 clusters Score: Raw -1899908.216845 + Penalty 3193.190531 = -1896715.026314 nChanged 12 SP:Iteration 101Q (6530.799758 sec): 3 clusters Score: Raw -1899912.068560 + Penalty 3193.190531 = -1896718.878029 nChanged 16 SP:Iteration 102Q (6530.867852 sec): 3 clusters Score: Raw -1899916.940138 + Penalty 3193.190531 = -1896723.749607 nChanged 16 SP:Iteration 103Q (6530.931601 sec): 3 clusters Score: Raw -1899920.419117 + Penalty 3193.190531 = -1896727.228586 nChanged 13 SP:Iteration 104Q (6531.002853 sec): 3 clusters Score: Raw -1899923.067351 + Penalty 3193.190531 = -1896729.876820 nChanged 11 SP:Iteration 105Q (6531.067295 sec): 3 clusters Score: Raw -1899926.151011 + Penalty 3193.190531 = -1896732.960480 nChanged 15 SP:Iteration 106Q (6531.133219 sec): 3 clusters Score: Raw -1899930.099330 + Penalty 3193.190531 = -1896736.908799 nChanged 10 SP:Iteration 107Q (6531.209110 sec): 3 clusters Score: Raw -1899932.320946 + Penalty 3193.190531 = -1896739.130415 nChanged 8 SP:Iteration 108Q (6531.268128 sec): 3 clusters Score: Raw -1899934.609920 + Penalty 3193.190531 = -1896741.419389 nChanged 6 SP:Iteration 109Q (6531.334387 sec): 3 clusters Score: Raw -1899936.054460 + Penalty 3193.190531 = -1896742.863929 nChanged 5 SP:Iteration 110Q (6531.405319 sec): 3 clusters Score: Raw -1899937.937352 + Penalty 3193.190531 = -1896744.746821 nChanged 6 SP:Iteration 111Q (6531.468055 sec): 3 clusters Score: Raw -1899939.976102 + Penalty 3193.190531 = -1896746.785571 nChanged 6 SP:Iteration 112Q (6531.535579 sec): 3 clusters Score: Raw -1899941.610981 + Penalty 3193.190531 = -1896748.420449 nChanged 5 SP:Iteration 113Q (6531.602510 sec): 3 clusters Score: Raw -1899943.284283 + Penalty 3193.190531 = -1896750.093752 nChanged 8 SP:Iteration 114Q (6531.666098 sec): 3 clusters Score: Raw -1899946.596201 + Penalty 3193.190531 = -1896753.405670 nChanged 7 SP:Iteration 115Q (6531.739295 sec): 3 clusters Score: Raw -1899948.980902 + Penalty 3193.190531 = -1896755.790371 nChanged 11 SP:Iteration 116Q (6531.807979 sec): 3 clusters Score: Raw -1899953.480215 + Penalty 3193.190531 = -1896760.289683 nChanged 8 SP:Iteration 117Q (6531.871744 sec): 3 clusters Score: Raw -1899956.432232 + Penalty 3193.190531 = -1896763.241701 nChanged 15 SP:Iteration 118Q (6531.941675 sec): 3 clusters Score: Raw -1899962.071075 + Penalty 3193.190531 = -1896768.880543 nChanged 11 SP:Iteration 119Q (6532.010410 sec): 3 clusters Score: Raw -1899965.730123 + Penalty 3193.190531 = -1896772.539592 nChanged 12 SP:Iteration 120F (6532.090048 sec): 3 clusters Score: Raw -1899969.756461 + Penalty 3193.190531 = -1896776.565930 nChanged 11 SP:Iteration 121Q (6532.162366 sec): 3 clusters Score: Raw -1899974.443382 + Penalty 3193.190531 = -1896781.252851 nChanged 8 SP:Iteration 122Q (6532.230834 sec): 3 clusters Score: Raw -1899977.287842 + Penalty 3193.190531 = -1896784.097311 nChanged 5 SP:Iteration 123Q (6532.288095 sec): 3 clusters Score: Raw -1899978.493519 + Penalty 3193.190531 = -1896785.302987 nChanged 7 SP:Iteration 124Q (6532.366366 sec): 3 clusters Score: Raw -1899979.952107 + Penalty 3193.190531 = -1896786.761576 nChanged 6 SP:Iteration 125Q (6532.433085 sec): 3 clusters Score: Raw -1899981.213834 + Penalty 3193.190531 = -1896788.023303 nChanged 8 SP:Iteration 126Q (6532.488722 sec): 3 clusters Score: Raw -1899984.283146 + Penalty 3193.190531 = -1896791.092615 nChanged 9 SP:Iteration 127Q (6532.566316 sec): 3 clusters Score: Raw -1899986.286187 + Penalty 3193.190531 = -1896793.095656 nChanged 6 SP:Iteration 128Q (6532.628915 sec): 3 clusters Score: Raw -1899987.753496 + Penalty 3193.190531 = -1896794.562965 nChanged 5 SP:Iteration 129Q (6532.697238 sec): 3 clusters Score: Raw -1899989.052490 + Penalty 3193.190531 = -1896795.861959 nChanged 4 SP:Iteration 130Q (6532.767191 sec): 3 clusters Score: Raw -1899990.345519 + Penalty 3193.190531 = -1896797.154987 nChanged 4 SP:Iteration 131Q (6532.832563 sec): 3 clusters Score: Raw -1899991.157067 + Penalty 3193.190531 = -1896797.966536 nChanged 3 SP:Iteration 132Q (6532.898888 sec): 3 clusters Score: Raw -1899992.244399 + Penalty 3193.190531 = -1896799.053868 nChanged 4 SP:Iteration 133Q (6532.970827 sec): 3 clusters Score: Raw -1899992.948892 + Penalty 3193.190531 = -1896799.758361 nChanged 1 SP:Iteration 134Q (6533.033362 sec): 3 clusters Score: Raw -1899993.202036 + Penalty 3193.190531 = -1896800.011505 nChanged 3 SP:Iteration 135Q (6533.114887 sec): 3 clusters Score: Raw -1899994.736454 + Penalty 3193.190531 = -1896801.545923 nChanged 6 SP:Iteration 136Q (6533.181545 sec): 3 clusters Score: Raw -1899996.114304 + Penalty 3193.190531 = -1896802.923773 nChanged 5 SP:Iteration 137Q (6533.252042 sec): 3 clusters Score: Raw -1899996.984515 + Penalty 3193.190531 = -1896803.793984 nChanged 2 SP:Iteration 138Q (6533.317712 sec): 3 clusters Score: Raw -1899997.550073 + Penalty 3193.190531 = -1896804.359542 nChanged 2 SP:Iteration 139Q (6533.386551 sec): 3 clusters Score: Raw -1899998.337518 + Penalty 3193.190531 = -1896805.146987 nChanged 1 SP:Iteration 140F (6533.448106 sec): 3 clusters Score: Raw -1899998.648930 + Penalty 3193.190531 = -1896805.458399 nChanged 1 SP:Iteration 141Q (6533.522338 sec): 3 clusters Score: Raw -1899998.752321 + Penalty 3193.190531 = -1896805.561790 nChanged 0 SP:Iteration 142F (6533.579916 sec): 3 clusters Score: Raw -1899998.752321 + Penalty 3193.190531 = -1896805.561790 nChanged 0 Trying to split cluster 35 (9077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6533.614441 sec): 2 clusters Score: Raw -965056.460439 + Penalty 1480.943591 = -963575.516849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6533.679332 sec): 3 clusters Score: Raw -960005.491310 + Penalty 2961.887182 = -957043.604128 nChanged 3894 SP:Iteration 1F (6533.733828 sec): 3 clusters Score: Raw -962091.495671 + Penalty 2961.887182 = -959129.608490 nChanged 583 SP:Iteration 2F (6533.791885 sec): 3 clusters Score: Raw -962378.865547 + Penalty 2961.887182 = -959416.978365 nChanged 523 SP:Iteration 3F (6533.858932 sec): 3 clusters Score: Raw -962648.439244 + Penalty 2961.887182 = -959686.552063 nChanged 463 SP:Iteration 4F (6533.908838 sec): 3 clusters Score: Raw -962897.155312 + Penalty 2961.887182 = -959935.268130 nChanged 456 SP:Iteration 5F (6533.970375 sec): 3 clusters Score: Raw -963140.836488 + Penalty 2961.887182 = -960178.949307 nChanged 428 SP:Iteration 6Q (6534.020599 sec): 3 clusters Score: Raw -963395.603601 + Penalty 2961.887182 = -960433.716419 nChanged 424 SP:Iteration 7Q (6534.084056 sec): 3 clusters Score: Raw -963684.368056 + Penalty 2961.887182 = -960722.480874 nChanged 404 SP:Iteration 8Q (6534.140954 sec): 3 clusters Score: Raw -963976.155581 + Penalty 2961.887182 = -961014.268399 nChanged 358 SP:Iteration 9Q (6534.199327 sec): 3 clusters Score: Raw -964243.652686 + Penalty 2961.887182 = -961281.765505 nChanged 299 SP:Iteration 10Q (6534.255886 sec): 3 clusters Score: Raw -964466.710853 + Penalty 2961.887182 = -961504.823672 nChanged 239 SP:Iteration 11Q (6534.313104 sec): 3 clusters Score: Raw -964630.791820 + Penalty 2961.887182 = -961668.904639 nChanged 172 SP:Iteration 12Q (6534.377551 sec): 3 clusters Score: Raw -964756.873630 + Penalty 2961.887182 = -961794.986448 nChanged 130 SP:Iteration 13Q (6534.435546 sec): 3 clusters Score: Raw -964842.412483 + Penalty 2961.887182 = -961880.525302 nChanged 112 SP:Iteration 14Q (6534.486505 sec): 3 clusters Score: Raw -964918.093199 + Penalty 2961.887182 = -961956.206018 nChanged 81 SP:Iteration 15Q (6534.542830 sec): 3 clusters Score: Raw -964967.243824 + Penalty 2961.887182 = -962005.356642 nChanged 62 SP:Iteration 16Q (6534.598773 sec): 3 clusters Score: Raw -965009.869260 + Penalty 2961.887182 = -962047.982079 nChanged 50 SP:Iteration 17Q (6534.666958 sec): 3 clusters Score: Raw -965038.771410 + Penalty 2961.887182 = -962076.884228 nChanged 38 SP:Iteration 18Q (6534.710776 sec): 3 clusters Score: Raw -965059.177452 + Penalty 2961.887182 = -962097.290271 nChanged 33 SP:Iteration 19Q (6534.772673 sec): 3 clusters Score: Raw -965080.368212 + Penalty 2961.887182 = -962118.481030 nChanged 34 SP:Iteration 20F (6534.827753 sec): 3 clusters Score: Raw -965104.696477 + Penalty 2961.887182 = -962142.809296 nChanged 31 SP:Iteration 21Q (6534.883976 sec): 3 clusters Score: Raw -965125.943575 + Penalty 2961.887182 = -962164.056394 nChanged 24 SP:Iteration 22Q (6534.936803 sec): 3 clusters Score: Raw -965143.928145 + Penalty 2961.887182 = -962182.040964 nChanged 13 SP:Iteration 23Q (6534.988964 sec): 3 clusters Score: Raw -965152.968437 + Penalty 2961.887182 = -962191.081256 nChanged 12 SP:Iteration 24Q (6535.051580 sec): 3 clusters Score: Raw -965162.498225 + Penalty 2961.887182 = -962200.611043 nChanged 10 SP:Iteration 25Q (6535.111111 sec): 3 clusters Score: Raw -965169.943145 + Penalty 2961.887182 = -962208.055963 nChanged 7 SP:Iteration 26Q (6535.169817 sec): 3 clusters Score: Raw -965173.081324 + Penalty 2961.887182 = -962211.194143 nChanged 7 SP:Iteration 27Q (6535.213926 sec): 3 clusters Score: Raw -965177.993067 + Penalty 2961.887182 = -962216.105885 nChanged 11 SP:Iteration 28Q (6535.281521 sec): 3 clusters Score: Raw -965183.196505 + Penalty 2961.887182 = -962221.309324 nChanged 12 SP:Iteration 29Q (6535.330146 sec): 3 clusters Score: Raw -965189.962170 + Penalty 2961.887182 = -962228.074988 nChanged 7 SP:Iteration 30Q (6535.388080 sec): 3 clusters Score: Raw -965196.096158 + Penalty 2961.887182 = -962234.208977 nChanged 7 SP:Iteration 31Q (6535.451407 sec): 3 clusters Score: Raw -965199.666441 + Penalty 2961.887182 = -962237.779259 nChanged 4 SP:Iteration 32Q (6535.505612 sec): 3 clusters Score: Raw -965202.036466 + Penalty 2961.887182 = -962240.149284 nChanged 2 SP:Iteration 33Q (6535.557286 sec): 3 clusters Score: Raw -965202.756360 + Penalty 2961.887182 = -962240.869179 nChanged 4 SP:Iteration 34Q (6535.616771 sec): 3 clusters Score: Raw -965204.584910 + Penalty 2961.887182 = -962242.697729 nChanged 5 SP:Iteration 35Q (6535.671427 sec): 3 clusters Score: Raw -965206.492413 + Penalty 2961.887182 = -962244.605232 nChanged 6 SP:Iteration 36Q (6535.726461 sec): 3 clusters Score: Raw -965208.749409 + Penalty 2961.887182 = -962246.862227 nChanged 5 SP:Iteration 37Q (6535.783196 sec): 3 clusters Score: Raw -965212.645990 + Penalty 2961.887182 = -962250.758809 nChanged 8 SP:Iteration 38Q (6535.850078 sec): 3 clusters Score: Raw -965217.001790 + Penalty 2961.887182 = -962255.114608 nChanged 5 SP:Iteration 39Q (6535.899770 sec): 3 clusters Score: Raw -965219.436226 + Penalty 2961.887182 = -962257.549044 nChanged 9 SP:Iteration 40F (6535.961244 sec): 3 clusters Score: Raw -965223.670086 + Penalty 2961.887182 = -962261.782905 nChanged 7 SP:Iteration 41Q (6536.009303 sec): 3 clusters Score: Raw -965227.492520 + Penalty 2961.887182 = -962265.605338 nChanged 4 SP:Iteration 42Q (6536.071104 sec): 3 clusters Score: Raw -965229.627330 + Penalty 2961.887182 = -962267.740148 nChanged 6 SP:Iteration 43Q (6536.117135 sec): 3 clusters Score: Raw -965233.401762 + Penalty 2961.887182 = -962271.514581 nChanged 5 SP:Iteration 44Q (6536.170662 sec): 3 clusters Score: Raw -965237.143951 + Penalty 2961.887182 = -962275.256769 nChanged 6 SP:Iteration 45Q (6536.232189 sec): 3 clusters Score: Raw -965239.821750 + Penalty 2961.887182 = -962277.934568 nChanged 5 SP:Iteration 46Q (6536.286550 sec): 3 clusters Score: Raw -965242.615921 + Penalty 2961.887182 = -962280.728739 nChanged 6 SP:Iteration 47Q (6536.343648 sec): 3 clusters Score: Raw -965245.188795 + Penalty 2961.887182 = -962283.301613 nChanged 6 SP:Iteration 48Q (6536.408113 sec): 3 clusters Score: Raw -965249.512570 + Penalty 2961.887182 = -962287.625388 nChanged 3 SP:Iteration 49Q (6536.454065 sec): 3 clusters Score: Raw -965251.813695 + Penalty 2961.887182 = -962289.926513 nChanged 4 SP:Iteration 50Q (6536.514873 sec): 3 clusters Score: Raw -965253.848333 + Penalty 2961.887182 = -962291.961151 nChanged 4 SP:Iteration 51Q (6536.569335 sec): 3 clusters Score: Raw -965255.139407 + Penalty 2961.887182 = -962293.252225 nChanged 1 SP:Iteration 52Q (6536.615077 sec): 3 clusters Score: Raw -965255.735020 + Penalty 2961.887182 = -962293.847839 nChanged 0 SP:Iteration 53F (6536.680459 sec): 3 clusters Score: Raw -965255.735020 + Penalty 2961.887182 = -962293.847839 nChanged 0 Trying to split cluster 36 (5479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6536.700841 sec): 2 clusters Score: Raw -582327.743718 + Penalty 1398.910156 = -580928.833562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6536.760375 sec): 3 clusters Score: Raw -579369.629759 + Penalty 2797.820311 = -576571.809447 nChanged 2305 SP:Iteration 1F (6536.818516 sec): 3 clusters Score: Raw -580744.188991 + Penalty 2797.820311 = -577946.368680 nChanged 395 SP:Iteration 2F (6536.868903 sec): 3 clusters Score: Raw -580950.574496 + Penalty 2797.820311 = -578152.754184 nChanged 309 SP:Iteration 3F (6536.925137 sec): 3 clusters Score: Raw -581116.843361 + Penalty 2797.820311 = -578319.023050 nChanged 262 SP:Iteration 4Q (6536.978433 sec): 3 clusters Score: Raw -581249.677148 + Penalty 2797.820311 = -578451.856837 nChanged 213 SP:Iteration 5Q (6537.027048 sec): 3 clusters Score: Raw -581366.377316 + Penalty 2797.820311 = -578568.557004 nChanged 212 SP:Iteration 6Q (6537.086747 sec): 3 clusters Score: Raw -581472.872609 + Penalty 2797.820311 = -578675.052297 nChanged 200 SP:Iteration 7Q (6537.135823 sec): 3 clusters Score: Raw -581569.936396 + Penalty 2797.820311 = -578772.116084 nChanged 172 SP:Iteration 8Q (6537.201063 sec): 3 clusters Score: Raw -581660.507361 + Penalty 2797.820311 = -578862.687049 nChanged 164 SP:Iteration 9Q (6537.246034 sec): 3 clusters Score: Raw -581747.610301 + Penalty 2797.820311 = -578949.789990 nChanged 169 SP:Iteration 10Q (6537.296922 sec): 3 clusters Score: Raw -581854.967776 + Penalty 2797.820311 = -579057.147465 nChanged 150 SP:Iteration 11Q (6537.348647 sec): 3 clusters Score: Raw -581954.529649 + Penalty 2797.820311 = -579156.709337 nChanged 144 SP:Iteration 12Q (6537.401160 sec): 3 clusters Score: Raw -582051.540437 + Penalty 2797.820311 = -579253.720126 nChanged 126 SP:Iteration 13Q (6537.454011 sec): 3 clusters Score: Raw -582128.213850 + Penalty 2797.820311 = -579330.393539 nChanged 90 SP:Iteration 14Q (6537.515539 sec): 3 clusters Score: Raw -582186.195046 + Penalty 2797.820311 = -579388.374735 nChanged 79 SP:Iteration 15Q (6537.562939 sec): 3 clusters Score: Raw -582237.264215 + Penalty 2797.820311 = -579439.443904 nChanged 67 SP:Iteration 16Q (6537.611846 sec): 3 clusters Score: Raw -582275.469921 + Penalty 2797.820311 = -579477.649609 nChanged 51 SP:Iteration 17Q (6537.664580 sec): 3 clusters Score: Raw -582301.113046 + Penalty 2797.820311 = -579503.292735 nChanged 40 SP:Iteration 18Q (6537.718762 sec): 3 clusters Score: Raw -582318.303462 + Penalty 2797.820311 = -579520.483151 nChanged 37 SP:Iteration 19Q (6537.765403 sec): 3 clusters Score: Raw -582335.436507 + Penalty 2797.820311 = -579537.616196 nChanged 32 SP:Iteration 20F (6537.822876 sec): 3 clusters Score: Raw -582348.898905 + Penalty 2797.820311 = -579551.078593 nChanged 35 SP:Iteration 21Q (6537.870935 sec): 3 clusters Score: Raw -582366.314708 + Penalty 2797.820311 = -579568.494396 nChanged 35 SP:Iteration 22Q (6537.916662 sec): 3 clusters Score: Raw -582386.543848 + Penalty 2797.820311 = -579588.723537 nChanged 25 SP:Iteration 23Q (6537.966897 sec): 3 clusters Score: Raw -582398.750141 + Penalty 2797.820311 = -579600.929829 nChanged 24 SP:Iteration 24Q (6538.023646 sec): 3 clusters Score: Raw -582409.858782 + Penalty 2797.820311 = -579612.038470 nChanged 27 SP:Iteration 25Q (6538.075269 sec): 3 clusters Score: Raw -582420.597015 + Penalty 2797.820311 = -579622.776704 nChanged 22 SP:Iteration 26Q (6538.137684 sec): 3 clusters Score: Raw -582428.900262 + Penalty 2797.820311 = -579631.079950 nChanged 16 SP:Iteration 27Q (6538.185063 sec): 3 clusters Score: Raw -582435.549796 + Penalty 2797.820311 = -579637.729485 nChanged 17 SP:Iteration 28Q (6538.236471 sec): 3 clusters Score: Raw -582440.461755 + Penalty 2797.820311 = -579642.641444 nChanged 17 SP:Iteration 29Q (6538.283832 sec): 3 clusters Score: Raw -582445.423773 + Penalty 2797.820311 = -579647.603461 nChanged 15 SP:Iteration 30Q (6538.332349 sec): 3 clusters Score: Raw -582450.503606 + Penalty 2797.820311 = -579652.683294 nChanged 14 SP:Iteration 31Q (6538.383631 sec): 3 clusters Score: Raw -582455.704026 + Penalty 2797.820311 = -579657.883715 nChanged 11 SP:Iteration 32Q (6538.436969 sec): 3 clusters Score: Raw -582458.605044 + Penalty 2797.820311 = -579660.784733 nChanged 8 SP:Iteration 33Q (6538.485971 sec): 3 clusters Score: Raw -582461.891871 + Penalty 2797.820311 = -579664.071560 nChanged 10 SP:Iteration 34Q (6538.549766 sec): 3 clusters Score: Raw -582464.450761 + Penalty 2797.820311 = -579666.630449 nChanged 6 SP:Iteration 35Q (6538.594074 sec): 3 clusters Score: Raw -582466.200304 + Penalty 2797.820311 = -579668.379993 nChanged 7 SP:Iteration 36Q (6538.644202 sec): 3 clusters Score: Raw -582468.369830 + Penalty 2797.820311 = -579670.549518 nChanged 4 SP:Iteration 37Q (6538.692675 sec): 3 clusters Score: Raw -582469.980539 + Penalty 2797.820311 = -579672.160227 nChanged 5 SP:Iteration 38Q (6538.747398 sec): 3 clusters Score: Raw -582471.793663 + Penalty 2797.820311 = -579673.973352 nChanged 7 SP:Iteration 39Q (6538.790957 sec): 3 clusters Score: Raw -582474.741227 + Penalty 2797.820311 = -579676.920915 nChanged 12 SP:Iteration 40F (6538.835648 sec): 3 clusters Score: Raw -582480.343219 + Penalty 2797.820311 = -579682.522908 nChanged 6 SP:Iteration 41Q (6538.890570 sec): 3 clusters Score: Raw -582482.770289 + Penalty 2797.820311 = -579684.949978 nChanged 3 SP:Iteration 42Q (6538.932878 sec): 3 clusters Score: Raw -582484.577600 + Penalty 2797.820311 = -579686.757288 nChanged 3 SP:Iteration 43Q (6538.977320 sec): 3 clusters Score: Raw -582486.995980 + Penalty 2797.820311 = -579689.175668 nChanged 5 SP:Iteration 44Q (6539.028932 sec): 3 clusters Score: Raw -582488.756438 + Penalty 2797.820311 = -579690.936126 nChanged 5 SP:Iteration 45Q (6539.076729 sec): 3 clusters Score: Raw -582491.195641 + Penalty 2797.820311 = -579693.375330 nChanged 5 SP:Iteration 46Q (6539.130798 sec): 3 clusters Score: Raw -582492.468727 + Penalty 2797.820311 = -579694.648415 nChanged 1 SP:Iteration 47Q (6539.184303 sec): 3 clusters Score: Raw -582493.395909 + Penalty 2797.820311 = -579695.575598 nChanged 3 SP:Iteration 48Q (6539.231738 sec): 3 clusters Score: Raw -582494.111048 + Penalty 2797.820311 = -579696.290737 nChanged 2 SP:Iteration 49Q (6539.284136 sec): 3 clusters Score: Raw -582494.901660 + Penalty 2797.820311 = -579697.081349 nChanged 5 SP:Iteration 50Q (6539.344003 sec): 3 clusters Score: Raw -582496.339835 + Penalty 2797.820311 = -579698.519524 nChanged 4 SP:Iteration 51Q (6539.387640 sec): 3 clusters Score: Raw -582498.078475 + Penalty 2797.820311 = -579700.258163 nChanged 7 SP:Iteration 52Q (6539.451586 sec): 3 clusters Score: Raw -582501.271783 + Penalty 2797.820311 = -579703.451471 nChanged 8 SP:Iteration 53Q (6539.497328 sec): 3 clusters Score: Raw -582504.806191 + Penalty 2797.820311 = -579706.985880 nChanged 9 SP:Iteration 54Q (6539.543469 sec): 3 clusters Score: Raw -582508.887083 + Penalty 2797.820311 = -579711.066772 nChanged 6 SP:Iteration 55Q (6539.591645 sec): 3 clusters Score: Raw -582512.825496 + Penalty 2797.820311 = -579715.005184 nChanged 8 SP:Iteration 56Q (6539.638254 sec): 3 clusters Score: Raw -582517.127611 + Penalty 2797.820311 = -579719.307299 nChanged 4 SP:Iteration 57Q (6539.690574 sec): 3 clusters Score: Raw -582518.939360 + Penalty 2797.820311 = -579721.119049 nChanged 5 SP:Iteration 58Q (6539.750586 sec): 3 clusters Score: Raw -582521.422714 + Penalty 2797.820311 = -579723.602403 nChanged 6 SP:Iteration 59Q (6539.797805 sec): 3 clusters Score: Raw -582524.257618 + Penalty 2797.820311 = -579726.437307 nChanged 6 SP:Iteration 60F (6539.848226 sec): 3 clusters Score: Raw -582527.048205 + Penalty 2797.820311 = -579729.227894 nChanged 8 SP:Iteration 61Q (6539.895239 sec): 3 clusters Score: Raw -582530.993524 + Penalty 2797.820311 = -579733.173212 nChanged 6 SP:Iteration 62Q (6539.942287 sec): 3 clusters Score: Raw -582532.816851 + Penalty 2797.820311 = -579734.996539 nChanged 5 SP:Iteration 63Q (6540.007331 sec): 3 clusters Score: Raw -582534.516316 + Penalty 2797.820311 = -579736.696004 nChanged 5 SP:Iteration 64Q (6540.044598 sec): 3 clusters Score: Raw -582536.609259 + Penalty 2797.820311 = -579738.788947 nChanged 4 SP:Iteration 65Q (6540.098381 sec): 3 clusters Score: Raw -582538.021648 + Penalty 2797.820311 = -579740.201336 nChanged 3 SP:Iteration 66Q (6540.142467 sec): 3 clusters Score: Raw -582538.908575 + Penalty 2797.820311 = -579741.088263 nChanged 0 SP:Iteration 67F (6540.199816 sec): 3 clusters Score: Raw -582538.908575 + Penalty 2797.820311 = -579741.088263 nChanged 0 Trying to split cluster 37 (1617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6540.230492 sec): 2 clusters Score: Raw -176440.063222 + Penalty 1200.603277 = -175239.459945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6540.274204 sec): 3 clusters Score: Raw -175811.382542 + Penalty 2401.206554 = -173410.175987 nChanged 528 SP:Iteration 1F (6540.314234 sec): 3 clusters Score: Raw -176188.001584 + Penalty 2401.206554 = -173786.795030 nChanged 141 SP:Iteration 2F (6540.371052 sec): 3 clusters Score: Raw -176303.146021 + Penalty 2401.206554 = -173901.939467 nChanged 85 SP:Iteration 3F (6540.409789 sec): 3 clusters Score: Raw -176376.045886 + Penalty 2401.206554 = -173974.839331 nChanged 75 SP:Iteration 4Q (6540.455068 sec): 3 clusters Score: Raw -176439.417520 + Penalty 2401.206554 = -174038.210966 nChanged 48 SP:Iteration 5Q (6540.495808 sec): 3 clusters Score: Raw -176477.883469 + Penalty 2401.206554 = -174076.676915 nChanged 42 SP:Iteration 6Q (6540.543507 sec): 3 clusters Score: Raw -176503.188079 + Penalty 2401.206554 = -174101.981524 nChanged 24 SP:Iteration 7Q (6540.584056 sec): 3 clusters Score: Raw -176517.487638 + Penalty 2401.206554 = -174116.281084 nChanged 16 SP:Iteration 8Q (6540.623690 sec): 3 clusters Score: Raw -176528.389764 + Penalty 2401.206554 = -174127.183210 nChanged 13 SP:Iteration 9Q (6540.678772 sec): 3 clusters Score: Raw -176536.579074 + Penalty 2401.206554 = -174135.372520 nChanged 10 SP:Iteration 10Q (6540.718783 sec): 3 clusters Score: Raw -176542.797097 + Penalty 2401.206554 = -174141.590543 nChanged 8 SP:Iteration 11Q (6540.760184 sec): 3 clusters Score: Raw -176550.598807 + Penalty 2401.206554 = -174149.392252 nChanged 11 SP:Iteration 12Q (6540.818532 sec): 3 clusters Score: Raw -176556.335896 + Penalty 2401.206554 = -174155.129341 nChanged 5 SP:Iteration 13Q (6540.858238 sec): 3 clusters Score: Raw -176560.433726 + Penalty 2401.206554 = -174159.227171 nChanged 9 SP:Iteration 14Q (6540.902139 sec): 3 clusters Score: Raw -176564.948088 + Penalty 2401.206554 = -174163.741533 nChanged 4 SP:Iteration 15Q (6540.940186 sec): 3 clusters Score: Raw -176566.809618 + Penalty 2401.206554 = -174165.603063 nChanged 3 SP:Iteration 16Q (6540.995129 sec): 3 clusters Score: Raw -176567.744163 + Penalty 2401.206554 = -174166.537609 nChanged 0 SP:Iteration 17F (6541.029588 sec): 3 clusters Score: Raw -176567.744163 + Penalty 2401.206554 = -174166.537609 nChanged 0 Trying to split cluster 38 (26431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6541.098165 sec): 2 clusters Score: Raw -2885131.558627 + Penalty 1654.622587 = -2883476.936040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6541.185158 sec): 3 clusters Score: Raw -2868861.327401 + Penalty 3309.245174 = -2865552.082227 nChanged 12062 SP:Iteration 1F (6541.271551 sec): 3 clusters Score: Raw -2875647.985417 + Penalty 3309.245174 = -2872338.740243 nChanged 1442 SP:Iteration 2F (6541.367037 sec): 3 clusters Score: Raw -2876239.040950 + Penalty 3309.245174 = -2872929.795776 nChanged 1511 SP:Iteration 3F (6541.452297 sec): 3 clusters Score: Raw -2877011.708652 + Penalty 3309.245174 = -2873702.463478 nChanged 1704 SP:Iteration 4F (6541.534242 sec): 3 clusters Score: Raw -2878118.166092 + Penalty 3309.245174 = -2874808.920918 nChanged 1868 SP:Iteration 5F (6541.615320 sec): 3 clusters Score: Raw -2879579.380581 + Penalty 3309.245174 = -2876270.135408 nChanged 1851 SP:Iteration 6F (6541.704889 sec): 3 clusters Score: Raw -2881131.878725 + Penalty 3309.245174 = -2877822.633551 nChanged 1513 SP:Iteration 7F (6541.778121 sec): 3 clusters Score: Raw -2882413.234280 + Penalty 3309.245174 = -2879103.989106 nChanged 1149 SP:Iteration 8Q (6541.869672 sec): 3 clusters Score: Raw -2883352.752977 + Penalty 3309.245174 = -2880043.507803 nChanged 758 SP:Iteration 9Q (6541.953742 sec): 3 clusters Score: Raw -2883930.644188 + Penalty 3309.245174 = -2880621.399014 nChanged 550 SP:Iteration 10Q (6542.052207 sec): 3 clusters Score: Raw -2884270.038782 + Penalty 3309.245174 = -2880960.793609 nChanged 376 SP:Iteration 11Q (6542.126362 sec): 3 clusters Score: Raw -2884478.236955 + Penalty 3309.245174 = -2881168.991781 nChanged 282 SP:Iteration 12Q (6542.211764 sec): 3 clusters Score: Raw -2884618.206931 + Penalty 3309.245174 = -2881308.961757 nChanged 230 SP:Iteration 13Q (6542.288597 sec): 3 clusters Score: Raw -2884726.674139 + Penalty 3309.245174 = -2881417.428965 nChanged 186 SP:Iteration 14Q (6542.370492 sec): 3 clusters Score: Raw -2884810.155557 + Penalty 3309.245174 = -2881500.910383 nChanged 152 SP:Iteration 15Q (6542.442783 sec): 3 clusters Score: Raw -2884875.961547 + Penalty 3309.245174 = -2881566.716373 nChanged 136 SP:Iteration 16Q (6542.532085 sec): 3 clusters Score: Raw -2884935.495409 + Penalty 3309.245174 = -2881626.250235 nChanged 134 SP:Iteration 17Q (6542.600270 sec): 3 clusters Score: Raw -2885000.183486 + Penalty 3309.245174 = -2881690.938313 nChanged 122 SP:Iteration 18Q (6542.678481 sec): 3 clusters Score: Raw -2885058.003832 + Penalty 3309.245174 = -2881748.758658 nChanged 109 SP:Iteration 19Q (6542.756182 sec): 3 clusters Score: Raw -2885108.718605 + Penalty 3309.245174 = -2881799.473431 nChanged 80 SP:Iteration 20F (6542.848343 sec): 3 clusters Score: Raw -2885149.037132 + Penalty 3309.245174 = -2881839.791958 nChanged 66 SP:Iteration 21Q (6542.921969 sec): 3 clusters Score: Raw -2885179.542553 + Penalty 3309.245174 = -2881870.297379 nChanged 67 SP:Iteration 22Q (6543.001702 sec): 3 clusters Score: Raw -2885212.297735 + Penalty 3309.245174 = -2881903.052562 nChanged 64 SP:Iteration 23Q (6543.074305 sec): 3 clusters Score: Raw -2885239.038443 + Penalty 3309.245174 = -2881929.793270 nChanged 48 SP:Iteration 24Q (6543.158195 sec): 3 clusters Score: Raw -2885257.823739 + Penalty 3309.245174 = -2881948.578565 nChanged 40 SP:Iteration 25Q (6543.247147 sec): 3 clusters Score: Raw -2885271.815319 + Penalty 3309.245174 = -2881962.570145 nChanged 36 SP:Iteration 26Q (6543.324825 sec): 3 clusters Score: Raw -2885282.807588 + Penalty 3309.245174 = -2881973.562414 nChanged 25 SP:Iteration 27Q (6543.397521 sec): 3 clusters Score: Raw -2885292.441463 + Penalty 3309.245174 = -2881983.196289 nChanged 22 SP:Iteration 28Q (6543.474019 sec): 3 clusters Score: Raw -2885301.214028 + Penalty 3309.245174 = -2881991.968854 nChanged 30 SP:Iteration 29Q (6543.550929 sec): 3 clusters Score: Raw -2885310.663683 + Penalty 3309.245174 = -2882001.418509 nChanged 28 SP:Iteration 30Q (6543.636212 sec): 3 clusters Score: Raw -2885322.459442 + Penalty 3309.245174 = -2882013.214268 nChanged 26 SP:Iteration 31Q (6543.712481 sec): 3 clusters Score: Raw -2885330.245068 + Penalty 3309.245174 = -2882020.999894 nChanged 16 SP:Iteration 32Q (6543.785097 sec): 3 clusters Score: Raw -2885335.117911 + Penalty 3309.245174 = -2882025.872737 nChanged 18 SP:Iteration 33Q (6543.866426 sec): 3 clusters Score: Raw -2885342.138159 + Penalty 3309.245174 = -2882032.892985 nChanged 21 SP:Iteration 34Q (6543.929518 sec): 3 clusters Score: Raw -2885352.017359 + Penalty 3309.245174 = -2882042.772185 nChanged 17 SP:Iteration 35Q (6544.018336 sec): 3 clusters Score: Raw -2885362.985752 + Penalty 3309.245174 = -2882053.740579 nChanged 17 SP:Iteration 36Q (6544.084310 sec): 3 clusters Score: Raw -2885372.033596 + Penalty 3309.245174 = -2882062.788422 nChanged 14 SP:Iteration 37Q (6544.172265 sec): 3 clusters Score: Raw -2885378.036057 + Penalty 3309.245174 = -2882068.790883 nChanged 14 SP:Iteration 38Q (6544.249494 sec): 3 clusters Score: Raw -2885384.119230 + Penalty 3309.245174 = -2882074.874056 nChanged 18 SP:Iteration 39Q (6544.340052 sec): 3 clusters Score: Raw -2885390.384995 + Penalty 3309.245174 = -2882081.139821 nChanged 18 SP:Iteration 40F (6544.417095 sec): 3 clusters Score: Raw -2885397.204176 + Penalty 3309.245174 = -2882087.959002 nChanged 18 SP:Iteration 41Q (6544.493075 sec): 3 clusters Score: Raw -2885404.287699 + Penalty 3309.245174 = -2882095.042525 nChanged 19 SP:Iteration 42Q (6544.574823 sec): 3 clusters Score: Raw -2885411.685654 + Penalty 3309.245174 = -2882102.440480 nChanged 18 SP:Iteration 43Q (6544.659056 sec): 3 clusters Score: Raw -2885418.861884 + Penalty 3309.245174 = -2882109.616710 nChanged 14 SP:Iteration 44Q (6544.736015 sec): 3 clusters Score: Raw -2885425.418952 + Penalty 3309.245174 = -2882116.173779 nChanged 12 SP:Iteration 45Q (6544.810178 sec): 3 clusters Score: Raw -2885430.143148 + Penalty 3309.245174 = -2882120.897974 nChanged 8 SP:Iteration 46Q (6544.896672 sec): 3 clusters Score: Raw -2885432.875008 + Penalty 3309.245174 = -2882123.629834 nChanged 6 SP:Iteration 47Q (6544.964790 sec): 3 clusters Score: Raw -2885434.481383 + Penalty 3309.245174 = -2882125.236209 nChanged 3 SP:Iteration 48Q (6545.035303 sec): 3 clusters Score: Raw -2885435.310009 + Penalty 3309.245174 = -2882126.064835 nChanged 0 SP:Iteration 49F (6545.125479 sec): 3 clusters Score: Raw -2885435.310009 + Penalty 3309.245174 = -2882126.064835 nChanged 0 Trying to split cluster 39 (2154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6545.153409 sec): 2 clusters Score: Raw -216587.495362 + Penalty 1247.200802 = -215340.294560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6545.194877 sec): 3 clusters Score: Raw -215619.530919 + Penalty 2494.401604 = -213125.129315 nChanged 773 SP:Iteration 1F (6545.230522 sec): 3 clusters Score: Raw -216137.719807 + Penalty 2494.401604 = -213643.318203 nChanged 176 SP:Iteration 2F (6545.268774 sec): 3 clusters Score: Raw -216269.958727 + Penalty 2494.401604 = -213775.557123 nChanged 118 SP:Iteration 3F (6545.306417 sec): 3 clusters Score: Raw -216354.268176 + Penalty 2494.401604 = -213859.866572 nChanged 110 SP:Iteration 4F (6545.355961 sec): 3 clusters Score: Raw -216436.426587 + Penalty 2494.401604 = -213942.024983 nChanged 83 SP:Iteration 5Q (6545.399254 sec): 3 clusters Score: Raw -216496.828714 + Penalty 2494.401604 = -214002.427111 nChanged 79 SP:Iteration 6Q (6545.453437 sec): 3 clusters Score: Raw -216569.688053 + Penalty 2494.401604 = -214075.286450 nChanged 82 SP:Iteration 7Q (6545.489218 sec): 3 clusters Score: Raw -216636.517712 + Penalty 2494.401604 = -214142.116108 nChanged 69 SP:Iteration 8Q (6545.525222 sec): 3 clusters Score: Raw -216686.293304 + Penalty 2494.401604 = -214191.891700 nChanged 59 SP:Iteration 9Q (6545.561852 sec): 3 clusters Score: Raw -216723.343278 + Penalty 2494.401604 = -214228.941674 nChanged 40 SP:Iteration 10Q (6545.609260 sec): 3 clusters Score: Raw -216751.954379 + Penalty 2494.401604 = -214257.552775 nChanged 32 SP:Iteration 11Q (6545.655292 sec): 3 clusters Score: Raw -216773.068668 + Penalty 2494.401604 = -214278.667064 nChanged 21 SP:Iteration 12Q (6545.703071 sec): 3 clusters Score: Raw -216788.017103 + Penalty 2494.401604 = -214293.615500 nChanged 18 SP:Iteration 13Q (6545.748829 sec): 3 clusters Score: Raw -216798.600303 + Penalty 2494.401604 = -214304.198700 nChanged 18 SP:Iteration 14Q (6545.795935 sec): 3 clusters Score: Raw -216812.873026 + Penalty 2494.401604 = -214318.471422 nChanged 16 SP:Iteration 15Q (6545.845024 sec): 3 clusters Score: Raw -216824.757574 + Penalty 2494.401604 = -214330.355970 nChanged 15 SP:Iteration 16Q (6545.884802 sec): 3 clusters Score: Raw -216833.852912 + Penalty 2494.401604 = -214339.451308 nChanged 12 SP:Iteration 17Q (6545.928669 sec): 3 clusters Score: Raw -216845.335522 + Penalty 2494.401604 = -214350.933918 nChanged 15 SP:Iteration 18Q (6545.974467 sec): 3 clusters Score: Raw -216855.748335 + Penalty 2494.401604 = -214361.346732 nChanged 12 SP:Iteration 19Q (6546.015705 sec): 3 clusters Score: Raw -216860.920418 + Penalty 2494.401604 = -214366.518814 nChanged 10 SP:Iteration 20F (6546.064863 sec): 3 clusters Score: Raw -216866.963693 + Penalty 2494.401604 = -214372.562090 nChanged 11 SP:Iteration 21Q (6546.115627 sec): 3 clusters Score: Raw -216876.256821 + Penalty 2494.401604 = -214381.855217 nChanged 14 SP:Iteration 22Q (6546.156534 sec): 3 clusters Score: Raw -216886.888729 + Penalty 2494.401604 = -214392.487125 nChanged 13 SP:Iteration 23Q (6546.192108 sec): 3 clusters Score: Raw -216893.914883 + Penalty 2494.401604 = -214399.513279 nChanged 12 SP:Iteration 24Q (6546.236350 sec): 3 clusters Score: Raw -216900.817948 + Penalty 2494.401604 = -214406.416345 nChanged 11 SP:Iteration 25Q (6546.281824 sec): 3 clusters Score: Raw -216906.716085 + Penalty 2494.401604 = -214412.314481 nChanged 10 SP:Iteration 26Q (6546.331413 sec): 3 clusters Score: Raw -216912.382811 + Penalty 2494.401604 = -214417.981207 nChanged 14 SP:Iteration 27Q (6546.383115 sec): 3 clusters Score: Raw -216921.137304 + Penalty 2494.401604 = -214426.735700 nChanged 14 SP:Iteration 28Q (6546.421171 sec): 3 clusters Score: Raw -216929.838426 + Penalty 2494.401604 = -214435.436822 nChanged 10 SP:Iteration 29Q (6546.475795 sec): 3 clusters Score: Raw -216933.678246 + Penalty 2494.401604 = -214439.276642 nChanged 4 SP:Iteration 30Q (6546.521361 sec): 3 clusters Score: Raw -216935.708906 + Penalty 2494.401604 = -214441.307302 nChanged 4 SP:Iteration 31Q (6546.564999 sec): 3 clusters Score: Raw -216938.770253 + Penalty 2494.401604 = -214444.368649 nChanged 5 SP:Iteration 32Q (6546.607352 sec): 3 clusters Score: Raw -216941.696559 + Penalty 2494.401604 = -214447.294956 nChanged 7 SP:Iteration 33Q (6546.649678 sec): 3 clusters Score: Raw -216946.317702 + Penalty 2494.401604 = -214451.916098 nChanged 8 SP:Iteration 34Q (6546.698032 sec): 3 clusters Score: Raw -216949.940114 + Penalty 2494.401604 = -214455.538510 nChanged 5 SP:Iteration 35Q (6546.739675 sec): 3 clusters Score: Raw -216952.010013 + Penalty 2494.401604 = -214457.608409 nChanged 9 SP:Iteration 36Q (6546.783763 sec): 3 clusters Score: Raw -216955.602590 + Penalty 2494.401604 = -214461.200986 nChanged 7 SP:Iteration 37Q (6546.827456 sec): 3 clusters Score: Raw -216958.561732 + Penalty 2494.401604 = -214464.160128 nChanged 5 SP:Iteration 38Q (6546.878162 sec): 3 clusters Score: Raw -216960.253933 + Penalty 2494.401604 = -214465.852330 nChanged 3 SP:Iteration 39Q (6546.921336 sec): 3 clusters Score: Raw -216963.583013 + Penalty 2494.401604 = -214469.181409 nChanged 4 SP:Iteration 40F (6546.976188 sec): 3 clusters Score: Raw -216965.426229 + Penalty 2494.401604 = -214471.024625 nChanged 3 SP:Iteration 41Q (6547.014025 sec): 3 clusters Score: Raw -216967.274767 + Penalty 2494.401604 = -214472.873163 nChanged 1 SP:Iteration 42Q (6547.072030 sec): 3 clusters Score: Raw -216967.780963 + Penalty 2494.401604 = -214473.379359 nChanged 0 SP:Iteration 43F (6547.116442 sec): 3 clusters Score: Raw -216967.780963 + Penalty 2494.401604 = -214473.379359 nChanged 0 Trying to split cluster 40 (5873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6547.150019 sec): 2 clusters Score: Raw -612901.889472 + Penalty 1410.194639 = -611491.694833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6547.199640 sec): 3 clusters Score: Raw -609820.855089 + Penalty 2820.389278 = -607000.465811 nChanged 2397 SP:Iteration 1F (6547.253467 sec): 3 clusters Score: Raw -611081.733046 + Penalty 2820.389278 = -608261.343768 nChanged 404 SP:Iteration 2F (6547.305018 sec): 3 clusters Score: Raw -611290.688828 + Penalty 2820.389278 = -608470.299550 nChanged 292 SP:Iteration 3Q (6547.364880 sec): 3 clusters Score: Raw -611448.627408 + Penalty 2820.389278 = -608628.238130 nChanged 286 SP:Iteration 4Q (6547.420678 sec): 3 clusters Score: Raw -611587.022267 + Penalty 2820.389278 = -608766.632989 nChanged 228 SP:Iteration 5Q (6547.466265 sec): 3 clusters Score: Raw -611709.964715 + Penalty 2820.389278 = -608889.575437 nChanged 235 SP:Iteration 6Q (6547.514436 sec): 3 clusters Score: Raw -611849.250278 + Penalty 2820.389278 = -609028.861000 nChanged 234 SP:Iteration 7Q (6547.576777 sec): 3 clusters Score: Raw -612017.811329 + Penalty 2820.389278 = -609197.422051 nChanged 246 SP:Iteration 8Q (6547.624476 sec): 3 clusters Score: Raw -612201.486994 + Penalty 2820.389278 = -609381.097716 nChanged 232 SP:Iteration 9Q (6547.672997 sec): 3 clusters Score: Raw -612369.567324 + Penalty 2820.389278 = -609549.178046 nChanged 223 SP:Iteration 10Q (6547.727759 sec): 3 clusters Score: Raw -612519.211234 + Penalty 2820.389278 = -609698.821956 nChanged 204 SP:Iteration 11Q (6547.781993 sec): 3 clusters Score: Raw -612656.252915 + Penalty 2820.389278 = -609835.863637 nChanged 188 SP:Iteration 12Q (6547.842477 sec): 3 clusters Score: Raw -612772.439824 + Penalty 2820.389278 = -609952.050546 nChanged 157 SP:Iteration 13Q (6547.895619 sec): 3 clusters Score: Raw -612858.115457 + Penalty 2820.389278 = -610037.726179 nChanged 134 SP:Iteration 14Q (6547.943625 sec): 3 clusters Score: Raw -612923.393104 + Penalty 2820.389278 = -610103.003826 nChanged 115 SP:Iteration 15Q (6547.996453 sec): 3 clusters Score: Raw -612973.007148 + Penalty 2820.389278 = -610152.617870 nChanged 105 SP:Iteration 16Q (6548.054350 sec): 3 clusters Score: Raw -613018.226774 + Penalty 2820.389278 = -610197.837496 nChanged 89 SP:Iteration 17Q (6548.097937 sec): 3 clusters Score: Raw -613052.849460 + Penalty 2820.389278 = -610232.460182 nChanged 60 SP:Iteration 18Q (6548.156538 sec): 3 clusters Score: Raw -613070.380943 + Penalty 2820.389278 = -610249.991665 nChanged 41 SP:Iteration 19Q (6548.204039 sec): 3 clusters Score: Raw -613080.989269 + Penalty 2820.389278 = -610260.599991 nChanged 36 SP:Iteration 20F (6548.259809 sec): 3 clusters Score: Raw -613088.919939 + Penalty 2820.389278 = -610268.530661 nChanged 23 SP:Iteration 21Q (6548.313038 sec): 3 clusters Score: Raw -613094.547965 + Penalty 2820.389278 = -610274.158687 nChanged 19 SP:Iteration 22Q (6548.356148 sec): 3 clusters Score: Raw -613099.972359 + Penalty 2820.389278 = -610279.583080 nChanged 20 SP:Iteration 23Q (6548.415263 sec): 3 clusters Score: Raw -613103.955186 + Penalty 2820.389278 = -610283.565908 nChanged 10 SP:Iteration 24Q (6548.457419 sec): 3 clusters Score: Raw -613105.804870 + Penalty 2820.389278 = -610285.415592 nChanged 11 SP:Iteration 25Q (6548.507859 sec): 3 clusters Score: Raw -613107.930744 + Penalty 2820.389278 = -610287.541466 nChanged 15 SP:Iteration 26Q (6548.560021 sec): 3 clusters Score: Raw -613110.841846 + Penalty 2820.389278 = -610290.452568 nChanged 7 SP:Iteration 27Q (6548.603846 sec): 3 clusters Score: Raw -613112.244676 + Penalty 2820.389278 = -610291.855398 nChanged 11 SP:Iteration 28Q (6548.662930 sec): 3 clusters Score: Raw -613114.554121 + Penalty 2820.389278 = -610294.164843 nChanged 7 SP:Iteration 29Q (6548.713569 sec): 3 clusters Score: Raw -613115.625945 + Penalty 2820.389278 = -610295.236667 nChanged 9 SP:Iteration 30Q (6548.765184 sec): 3 clusters Score: Raw -613117.783824 + Penalty 2820.389278 = -610297.394546 nChanged 11 SP:Iteration 31Q (6548.808659 sec): 3 clusters Score: Raw -613119.908316 + Penalty 2820.389278 = -610299.519038 nChanged 9 SP:Iteration 32Q (6548.861442 sec): 3 clusters Score: Raw -613122.117801 + Penalty 2820.389278 = -610301.728523 nChanged 14 SP:Iteration 33Q (6548.918017 sec): 3 clusters Score: Raw -613126.326883 + Penalty 2820.389278 = -610305.937605 nChanged 13 SP:Iteration 34Q (6548.970477 sec): 3 clusters Score: Raw -613129.391480 + Penalty 2820.389278 = -610309.002202 nChanged 14 SP:Iteration 35Q (6549.023046 sec): 3 clusters Score: Raw -613131.601563 + Penalty 2820.389278 = -610311.212285 nChanged 8 SP:Iteration 36Q (6549.075750 sec): 3 clusters Score: Raw -613133.428306 + Penalty 2820.389278 = -610313.039027 nChanged 7 SP:Iteration 37Q (6549.127571 sec): 3 clusters Score: Raw -613134.924621 + Penalty 2820.389278 = -610314.535343 nChanged 10 SP:Iteration 38Q (6549.178064 sec): 3 clusters Score: Raw -613137.238482 + Penalty 2820.389278 = -610316.849204 nChanged 13 SP:Iteration 39Q (6549.237069 sec): 3 clusters Score: Raw -613139.756478 + Penalty 2820.389278 = -610319.367200 nChanged 14 SP:Iteration 40F (6549.290499 sec): 3 clusters Score: Raw -613143.247823 + Penalty 2820.389278 = -610322.858545 nChanged 13 SP:Iteration 41Q (6549.333119 sec): 3 clusters Score: Raw -613146.318209 + Penalty 2820.389278 = -610325.928931 nChanged 13 SP:Iteration 42Q (6549.386518 sec): 3 clusters Score: Raw -613149.114749 + Penalty 2820.389278 = -610328.725471 nChanged 12 SP:Iteration 43Q (6549.438831 sec): 3 clusters Score: Raw -613151.918530 + Penalty 2820.389278 = -610331.529252 nChanged 10 SP:Iteration 44Q (6549.492282 sec): 3 clusters Score: Raw -613154.313596 + Penalty 2820.389278 = -610333.924318 nChanged 11 SP:Iteration 45Q (6549.551724 sec): 3 clusters Score: Raw -613156.607900 + Penalty 2820.389278 = -610336.218622 nChanged 8 SP:Iteration 46Q (6549.600148 sec): 3 clusters Score: Raw -613158.380025 + Penalty 2820.389278 = -610337.990747 nChanged 7 SP:Iteration 47Q (6549.659630 sec): 3 clusters Score: Raw -613159.712926 + Penalty 2820.389278 = -610339.323648 nChanged 6 SP:Iteration 48Q (6549.711419 sec): 3 clusters Score: Raw -613160.744164 + Penalty 2820.389278 = -610340.354886 nChanged 5 SP:Iteration 49Q (6549.765728 sec): 3 clusters Score: Raw -613161.450143 + Penalty 2820.389278 = -610341.060865 nChanged 5 SP:Iteration 50Q (6549.804661 sec): 3 clusters Score: Raw -613162.566051 + Penalty 2820.389278 = -610342.176773 nChanged 2 SP:Iteration 51Q (6549.862366 sec): 3 clusters Score: Raw -613162.762016 + Penalty 2820.389278 = -610342.372738 nChanged 3 SP:Iteration 52Q (6549.912187 sec): 3 clusters Score: Raw -613163.216529 + Penalty 2820.389278 = -610342.827251 nChanged 1 SP:Iteration 53Q (6549.959848 sec): 3 clusters Score: Raw -613163.360948 + Penalty 2820.389278 = -610342.971670 nChanged 1 SP:Iteration 54Q (6550.014322 sec): 3 clusters Score: Raw -613163.457364 + Penalty 2820.389278 = -610343.068086 nChanged 1 SP:Iteration 55Q (6550.067317 sec): 3 clusters Score: Raw -613163.573822 + Penalty 2820.389278 = -610343.184544 nChanged 1 SP:Iteration 56Q (6550.114297 sec): 3 clusters Score: Raw -613163.909599 + Penalty 2820.389278 = -610343.520321 nChanged 2 SP:Iteration 57Q (6550.166077 sec): 3 clusters Score: Raw -613164.303194 + Penalty 2820.389278 = -610343.913916 nChanged 3 SP:Iteration 58Q (6550.213195 sec): 3 clusters Score: Raw -613164.712036 + Penalty 2820.389278 = -610344.322758 nChanged 2 SP:Iteration 59Q (6550.275452 sec): 3 clusters Score: Raw -613165.116881 + Penalty 2820.389278 = -610344.727603 nChanged 2 SP:Iteration 60F (6550.318484 sec): 3 clusters Score: Raw -613165.522035 + Penalty 2820.389278 = -610345.132757 nChanged 3 SP:Iteration 61Q (6550.363084 sec): 3 clusters Score: Raw -613166.114794 + Penalty 2820.389278 = -610345.725516 nChanged 5 SP:Iteration 62Q (6550.417237 sec): 3 clusters Score: Raw -613167.205576 + Penalty 2820.389278 = -610346.816298 nChanged 3 SP:Iteration 63Q (6550.479229 sec): 3 clusters Score: Raw -613167.703979 + Penalty 2820.389278 = -610347.314701 nChanged 0 SP:Iteration 64F (6550.526208 sec): 3 clusters Score: Raw -613167.703979 + Penalty 2820.389278 = -610347.314701 nChanged 0 Trying to split cluster 41 (28516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6550.592994 sec): 2 clusters Score: Raw -2991841.317790 + Penalty 1666.960849 = -2990174.356940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6550.677673 sec): 3 clusters Score: Raw -2974280.963405 + Penalty 3333.921699 = -2970947.041706 nChanged 13129 SP:Iteration 1F (6550.774425 sec): 3 clusters Score: Raw -2981653.872015 + Penalty 3333.921699 = -2978319.950316 nChanged 1349 SP:Iteration 2Q (6550.862239 sec): 3 clusters Score: Raw -2982131.852646 + Penalty 3333.921699 = -2978797.930947 nChanged 1283 SP:Iteration 3Q (6550.954355 sec): 3 clusters Score: Raw -2982615.273855 + Penalty 3333.921699 = -2979281.352156 nChanged 1265 SP:Iteration 4Q (6551.034964 sec): 3 clusters Score: Raw -2983160.062108 + Penalty 3333.921699 = -2979826.140410 nChanged 1335 SP:Iteration 5Q (6551.129705 sec): 3 clusters Score: Raw -2983823.786560 + Penalty 3333.921699 = -2980489.864861 nChanged 1453 SP:Iteration 6F (6551.217624 sec): 3 clusters Score: Raw -2984678.552466 + Penalty 3333.921699 = -2981344.630767 nChanged 1601 SP:Iteration 7F (6551.305583 sec): 3 clusters Score: Raw -2985724.296058 + Penalty 3333.921699 = -2982390.374359 nChanged 1669 SP:Iteration 8F (6551.399775 sec): 3 clusters Score: Raw -2986937.497050 + Penalty 3333.921699 = -2983603.575351 nChanged 1605 SP:Iteration 9F (6551.496467 sec): 3 clusters Score: Raw -2988101.381182 + Penalty 3333.921699 = -2984767.459483 nChanged 1385 SP:Iteration 10Q (6551.577556 sec): 3 clusters Score: Raw -2988886.529474 + Penalty 3333.921699 = -2985552.607775 nChanged 994 SP:Iteration 11Q (6551.664513 sec): 3 clusters Score: Raw -2989297.262276 + Penalty 3333.921699 = -2985963.340577 nChanged 679 SP:Iteration 12Q (6551.759308 sec): 3 clusters Score: Raw -2989494.936811 + Penalty 3333.921699 = -2986161.015112 nChanged 492 SP:Iteration 13Q (6551.843677 sec): 3 clusters Score: Raw -2989635.102431 + Penalty 3333.921699 = -2986301.180732 nChanged 409 SP:Iteration 14Q (6551.941030 sec): 3 clusters Score: Raw -2989748.800665 + Penalty 3333.921699 = -2986414.878966 nChanged 367 SP:Iteration 15Q (6552.024482 sec): 3 clusters Score: Raw -2989849.428589 + Penalty 3333.921699 = -2986515.506890 nChanged 347 SP:Iteration 16Q (6552.116007 sec): 3 clusters Score: Raw -2989937.061184 + Penalty 3333.921699 = -2986603.139485 nChanged 304 SP:Iteration 17Q (6552.205030 sec): 3 clusters Score: Raw -2990003.682581 + Penalty 3333.921699 = -2986669.760882 nChanged 296 SP:Iteration 18Q (6552.300535 sec): 3 clusters Score: Raw -2990070.614041 + Penalty 3333.921699 = -2986736.692342 nChanged 253 SP:Iteration 19Q (6552.382998 sec): 3 clusters Score: Raw -2990123.975564 + Penalty 3333.921699 = -2986790.053865 nChanged 242 SP:Iteration 20F (6552.471367 sec): 3 clusters Score: Raw -2990172.129032 + Penalty 3333.921699 = -2986838.207333 nChanged 244 SP:Iteration 21Q (6552.554361 sec): 3 clusters Score: Raw -2990223.076730 + Penalty 3333.921699 = -2986889.155031 nChanged 241 SP:Iteration 22Q (6552.655138 sec): 3 clusters Score: Raw -2990268.747737 + Penalty 3333.921699 = -2986934.826038 nChanged 225 SP:Iteration 23Q (6552.742176 sec): 3 clusters Score: Raw -2990312.406870 + Penalty 3333.921699 = -2986978.485171 nChanged 218 SP:Iteration 24Q (6552.828031 sec): 3 clusters Score: Raw -2990356.702577 + Penalty 3333.921699 = -2987022.780878 nChanged 208 SP:Iteration 25Q (6552.915688 sec): 3 clusters Score: Raw -2990398.793253 + Penalty 3333.921699 = -2987064.871554 nChanged 199 SP:Iteration 26Q (6553.000874 sec): 3 clusters Score: Raw -2990435.218004 + Penalty 3333.921699 = -2987101.296305 nChanged 203 SP:Iteration 27Q (6553.096035 sec): 3 clusters Score: Raw -2990469.897545 + Penalty 3333.921699 = -2987135.975846 nChanged 195 SP:Iteration 28Q (6553.179063 sec): 3 clusters Score: Raw -2990505.714340 + Penalty 3333.921699 = -2987171.792641 nChanged 195 SP:Iteration 29Q (6553.277056 sec): 3 clusters Score: Raw -2990546.598612 + Penalty 3333.921699 = -2987212.676913 nChanged 218 SP:Iteration 30Q (6553.373167 sec): 3 clusters Score: Raw -2990594.288564 + Penalty 3333.921699 = -2987260.366865 nChanged 211 SP:Iteration 31Q (6553.463437 sec): 3 clusters Score: Raw -2990636.788765 + Penalty 3333.921699 = -2987302.867066 nChanged 207 SP:Iteration 32Q (6553.548702 sec): 3 clusters Score: Raw -2990680.982111 + Penalty 3333.921699 = -2987347.060412 nChanged 201 SP:Iteration 33Q (6553.647554 sec): 3 clusters Score: Raw -2990725.084232 + Penalty 3333.921699 = -2987391.162533 nChanged 199 SP:Iteration 34Q (6553.737720 sec): 3 clusters Score: Raw -2990768.676598 + Penalty 3333.921699 = -2987434.754899 nChanged 196 SP:Iteration 35Q (6553.824363 sec): 3 clusters Score: Raw -2990821.495647 + Penalty 3333.921699 = -2987487.573948 nChanged 218 SP:Iteration 36Q (6553.920834 sec): 3 clusters Score: Raw -2990887.734712 + Penalty 3333.921699 = -2987553.813013 nChanged 230 SP:Iteration 37Q (6554.008839 sec): 3 clusters Score: Raw -2990960.038277 + Penalty 3333.921699 = -2987626.116578 nChanged 228 SP:Iteration 38Q (6554.101487 sec): 3 clusters Score: Raw -2991029.262649 + Penalty 3333.921699 = -2987695.340950 nChanged 205 SP:Iteration 39Q (6554.189823 sec): 3 clusters Score: Raw -2991094.371178 + Penalty 3333.921699 = -2987760.449479 nChanged 202 SP:Iteration 40F (6554.281046 sec): 3 clusters Score: Raw -2991174.419449 + Penalty 3333.921699 = -2987840.497751 nChanged 220 SP:Iteration 41Q (6554.361326 sec): 3 clusters Score: Raw -2991263.406105 + Penalty 3333.921699 = -2987929.484406 nChanged 198 SP:Iteration 42Q (6554.444592 sec): 3 clusters Score: Raw -2991339.745372 + Penalty 3333.921699 = -2988005.823673 nChanged 184 SP:Iteration 43Q (6554.536921 sec): 3 clusters Score: Raw -2991401.606837 + Penalty 3333.921699 = -2988067.685138 nChanged 176 SP:Iteration 44Q (6554.621210 sec): 3 clusters Score: Raw -2991462.967025 + Penalty 3333.921699 = -2988129.045326 nChanged 188 SP:Iteration 45Q (6554.700878 sec): 3 clusters Score: Raw -2991527.969290 + Penalty 3333.921699 = -2988194.047591 nChanged 181 SP:Iteration 46Q (6554.799605 sec): 3 clusters Score: Raw -2991579.156873 + Penalty 3333.921699 = -2988245.235174 nChanged 162 SP:Iteration 47Q (6554.880408 sec): 3 clusters Score: Raw -2991621.562599 + Penalty 3333.921699 = -2988287.640900 nChanged 150 SP:Iteration 48Q (6554.979226 sec): 3 clusters Score: Raw -2991658.624239 + Penalty 3333.921699 = -2988324.702540 nChanged 149 SP:Iteration 49Q (6555.057718 sec): 3 clusters Score: Raw -2991697.417556 + Penalty 3333.921699 = -2988363.495857 nChanged 134 SP:Iteration 50Q (6555.140090 sec): 3 clusters Score: Raw -2991733.391423 + Penalty 3333.921699 = -2988399.469724 nChanged 132 SP:Iteration 51Q (6555.223497 sec): 3 clusters Score: Raw -2991760.430010 + Penalty 3333.921699 = -2988426.508311 nChanged 118 SP:Iteration 52Q (6555.323388 sec): 3 clusters Score: Raw -2991784.964296 + Penalty 3333.921699 = -2988451.042597 nChanged 120 SP:Iteration 53Q (6555.411048 sec): 3 clusters Score: Raw -2991808.878168 + Penalty 3333.921699 = -2988474.956469 nChanged 116 SP:Iteration 54Q (6555.496873 sec): 3 clusters Score: Raw -2991828.575199 + Penalty 3333.921699 = -2988494.653500 nChanged 101 SP:Iteration 55Q (6555.583263 sec): 3 clusters Score: Raw -2991844.932650 + Penalty 3333.921699 = -2988511.010951 nChanged 103 SP:Iteration 56Q (6555.673459 sec): 3 clusters Score: Raw -2991859.520334 + Penalty 3333.921699 = -2988525.598635 nChanged 77 SP:Iteration 57Q (6555.758313 sec): 3 clusters Score: Raw -2991870.035910 + Penalty 3333.921699 = -2988536.114211 nChanged 78 SP:Iteration 58Q (6555.848632 sec): 3 clusters Score: Raw -2991881.849301 + Penalty 3333.921699 = -2988547.927602 nChanged 69 SP:Iteration 59Q (6555.924922 sec): 3 clusters Score: Raw -2991890.310179 + Penalty 3333.921699 = -2988556.388480 nChanged 68 SP:Iteration 60F (6556.020064 sec): 3 clusters Score: Raw -2991899.416876 + Penalty 3333.921699 = -2988565.495177 nChanged 54 SP:Iteration 61Q (6556.109951 sec): 3 clusters Score: Raw -2991905.916187 + Penalty 3333.921699 = -2988571.994488 nChanged 51 SP:Iteration 62Q (6556.192164 sec): 3 clusters Score: Raw -2991911.584518 + Penalty 3333.921699 = -2988577.662819 nChanged 50 SP:Iteration 63Q (6556.280896 sec): 3 clusters Score: Raw -2991917.586831 + Penalty 3333.921699 = -2988583.665132 nChanged 47 SP:Iteration 64Q (6556.360328 sec): 3 clusters Score: Raw -2991923.222567 + Penalty 3333.921699 = -2988589.300868 nChanged 61 SP:Iteration 65Q (6556.454768 sec): 3 clusters Score: Raw -2991930.699538 + Penalty 3333.921699 = -2988596.777839 nChanged 55 SP:Iteration 66Q (6556.540008 sec): 3 clusters Score: Raw -2991936.971491 + Penalty 3333.921699 = -2988603.049792 nChanged 45 SP:Iteration 67Q (6556.630537 sec): 3 clusters Score: Raw -2991941.546188 + Penalty 3333.921699 = -2988607.624489 nChanged 43 SP:Iteration 68Q (6556.715204 sec): 3 clusters Score: Raw -2991946.505211 + Penalty 3333.921699 = -2988612.583512 nChanged 39 SP:Iteration 69Q (6556.800710 sec): 3 clusters Score: Raw -2991950.025340 + Penalty 3333.921699 = -2988616.103641 nChanged 31 SP:Iteration 70Q (6556.877122 sec): 3 clusters Score: Raw -2991952.675509 + Penalty 3333.921699 = -2988618.753810 nChanged 33 SP:Iteration 71Q (6556.969440 sec): 3 clusters Score: Raw -2991955.391919 + Penalty 3333.921699 = -2988621.470220 nChanged 21 SP:Iteration 72Q (6557.044897 sec): 3 clusters Score: Raw -2991957.194518 + Penalty 3333.921699 = -2988623.272819 nChanged 28 SP:Iteration 73Q (6557.131415 sec): 3 clusters Score: Raw -2991959.478715 + Penalty 3333.921699 = -2988625.557016 nChanged 28 SP:Iteration 74Q (6557.213504 sec): 3 clusters Score: Raw -2991962.174271 + Penalty 3333.921699 = -2988628.252572 nChanged 28 SP:Iteration 75Q (6557.299336 sec): 3 clusters Score: Raw -2991965.393030 + Penalty 3333.921699 = -2988631.471331 nChanged 27 SP:Iteration 76Q (6557.386554 sec): 3 clusters Score: Raw -2991968.225359 + Penalty 3333.921699 = -2988634.303660 nChanged 27 SP:Iteration 77Q (6557.476992 sec): 3 clusters Score: Raw -2991971.502461 + Penalty 3333.921699 = -2988637.580762 nChanged 28 SP:Iteration 78Q (6557.567485 sec): 3 clusters Score: Raw -2991974.326328 + Penalty 3333.921699 = -2988640.404629 nChanged 23 SP:Iteration 79Q (6557.652470 sec): 3 clusters Score: Raw -2991976.553499 + Penalty 3333.921699 = -2988642.631800 nChanged 21 SP:Iteration 80F (6557.740798 sec): 3 clusters Score: Raw -2991978.288954 + Penalty 3333.921699 = -2988644.367255 nChanged 24 SP:Iteration 81Q (6557.827166 sec): 3 clusters Score: Raw -2991981.138654 + Penalty 3333.921699 = -2988647.216955 nChanged 32 SP:Iteration 82Q (6557.922854 sec): 3 clusters Score: Raw -2991984.589032 + Penalty 3333.921699 = -2988650.667333 nChanged 29 SP:Iteration 83Q (6558.002305 sec): 3 clusters Score: Raw -2991987.088784 + Penalty 3333.921699 = -2988653.167085 nChanged 21 SP:Iteration 84Q (6558.089153 sec): 3 clusters Score: Raw -2991988.969893 + Penalty 3333.921699 = -2988655.048194 nChanged 21 SP:Iteration 85Q (6558.174822 sec): 3 clusters Score: Raw -2991991.035795 + Penalty 3333.921699 = -2988657.114096 nChanged 21 SP:Iteration 86Q (6558.272394 sec): 3 clusters Score: Raw -2991992.920535 + Penalty 3333.921699 = -2988658.998836 nChanged 23 SP:Iteration 87Q (6558.362647 sec): 3 clusters Score: Raw -2991994.798006 + Penalty 3333.921699 = -2988660.876307 nChanged 14 SP:Iteration 88Q (6558.449344 sec): 3 clusters Score: Raw -2991996.083066 + Penalty 3333.921699 = -2988662.161367 nChanged 18 SP:Iteration 89Q (6558.536087 sec): 3 clusters Score: Raw -2991997.764986 + Penalty 3333.921699 = -2988663.843287 nChanged 22 SP:Iteration 90Q (6558.628724 sec): 3 clusters Score: Raw -2991999.947411 + Penalty 3333.921699 = -2988666.025712 nChanged 25 SP:Iteration 91Q (6558.710635 sec): 3 clusters Score: Raw -2992002.724229 + Penalty 3333.921699 = -2988668.802531 nChanged 33 SP:Iteration 92Q (6558.802126 sec): 3 clusters Score: Raw -2992006.321070 + Penalty 3333.921699 = -2988672.399371 nChanged 31 SP:Iteration 93Q (6558.869672 sec): 3 clusters Score: Raw -2992009.811389 + Penalty 3333.921699 = -2988675.889690 nChanged 28 SP:Iteration 94Q (6558.969171 sec): 3 clusters Score: Raw -2992012.051849 + Penalty 3333.921699 = -2988678.130150 nChanged 20 SP:Iteration 95Q (6559.047361 sec): 3 clusters Score: Raw -2992014.037123 + Penalty 3333.921699 = -2988680.115424 nChanged 22 SP:Iteration 96Q (6559.134547 sec): 3 clusters Score: Raw -2992015.875306 + Penalty 3333.921699 = -2988681.953607 nChanged 17 SP:Iteration 97Q (6559.218510 sec): 3 clusters Score: Raw -2992017.233667 + Penalty 3333.921699 = -2988683.311968 nChanged 14 SP:Iteration 98Q (6559.298418 sec): 3 clusters Score: Raw -2992018.406406 + Penalty 3333.921699 = -2988684.484707 nChanged 20 SP:Iteration 99Q (6559.383306 sec): 3 clusters Score: Raw -2992020.257083 + Penalty 3333.921699 = -2988686.335384 nChanged 20 SP:Iteration 100F (6559.480444 sec): 3 clusters Score: Raw -2992022.076521 + Penalty 3333.921699 = -2988688.154822 nChanged 20 SP:Iteration 101Q (6559.566419 sec): 3 clusters Score: Raw -2992023.695124 + Penalty 3333.921699 = -2988689.773425 nChanged 12 SP:Iteration 102Q (6559.644111 sec): 3 clusters Score: Raw -2992024.404112 + Penalty 3333.921699 = -2988690.482413 nChanged 11 SP:Iteration 103Q (6559.727607 sec): 3 clusters Score: Raw -2992025.090862 + Penalty 3333.921699 = -2988691.169163 nChanged 7 SP:Iteration 104Q (6559.811140 sec): 3 clusters Score: Raw -2992025.488692 + Penalty 3333.921699 = -2988691.566993 nChanged 8 SP:Iteration 105Q (6559.908036 sec): 3 clusters Score: Raw -2992026.171755 + Penalty 3333.921699 = -2988692.250056 nChanged 15 SP:Iteration 106Q (6560.001657 sec): 3 clusters Score: Raw -2992027.371785 + Penalty 3333.921699 = -2988693.450086 nChanged 12 SP:Iteration 107Q (6560.077444 sec): 3 clusters Score: Raw -2992028.412534 + Penalty 3333.921699 = -2988694.490835 nChanged 15 SP:Iteration 108Q (6560.158630 sec): 3 clusters Score: Raw -2992029.862045 + Penalty 3333.921699 = -2988695.940346 nChanged 10 SP:Iteration 109Q (6560.252640 sec): 3 clusters Score: Raw -2992030.687279 + Penalty 3333.921699 = -2988696.765580 nChanged 13 SP:Iteration 110Q (6560.331083 sec): 3 clusters Score: Raw -2992031.962991 + Penalty 3333.921699 = -2988698.041292 nChanged 16 SP:Iteration 111Q (6560.417440 sec): 3 clusters Score: Raw -2992033.489041 + Penalty 3333.921699 = -2988699.567342 nChanged 19 SP:Iteration 112Q (6560.504707 sec): 3 clusters Score: Raw -2992035.639321 + Penalty 3333.921699 = -2988701.717622 nChanged 21 SP:Iteration 113Q (6560.581430 sec): 3 clusters Score: Raw -2992037.753503 + Penalty 3333.921699 = -2988703.831804 nChanged 26 SP:Iteration 114Q (6560.675659 sec): 3 clusters Score: Raw -2992040.615238 + Penalty 3333.921699 = -2988706.693539 nChanged 24 SP:Iteration 115Q (6560.765537 sec): 3 clusters Score: Raw -2992043.375995 + Penalty 3333.921699 = -2988709.454296 nChanged 24 SP:Iteration 116Q (6560.845007 sec): 3 clusters Score: Raw -2992046.106512 + Penalty 3333.921699 = -2988712.184813 nChanged 25 SP:Iteration 117Q (6560.934259 sec): 3 clusters Score: Raw -2992049.060187 + Penalty 3333.921699 = -2988715.138488 nChanged 20 SP:Iteration 118Q (6561.020863 sec): 3 clusters Score: Raw -2992050.903681 + Penalty 3333.921699 = -2988716.981982 nChanged 18 SP:Iteration 119Q (6561.114535 sec): 3 clusters Score: Raw -2992052.529698 + Penalty 3333.921699 = -2988718.607999 nChanged 14 SP:Iteration 120F (6561.192562 sec): 3 clusters Score: Raw -2992053.579028 + Penalty 3333.921699 = -2988719.657329 nChanged 12 SP:Iteration 121Q (6561.291790 sec): 3 clusters Score: Raw -2992054.648535 + Penalty 3333.921699 = -2988720.726836 nChanged 7 SP:Iteration 122Q (6561.381812 sec): 3 clusters Score: Raw -2992055.185039 + Penalty 3333.921699 = -2988721.263340 nChanged 11 SP:Iteration 123Q (6561.458722 sec): 3 clusters Score: Raw -2992056.074169 + Penalty 3333.921699 = -2988722.152470 nChanged 8 SP:Iteration 124Q (6561.557853 sec): 3 clusters Score: Raw -2992056.774478 + Penalty 3333.921699 = -2988722.852779 nChanged 9 SP:Iteration 125Q (6561.640219 sec): 3 clusters Score: Raw -2992057.442479 + Penalty 3333.921699 = -2988723.520780 nChanged 9 SP:Iteration 126Q (6561.731466 sec): 3 clusters Score: Raw -2992058.130840 + Penalty 3333.921699 = -2988724.209141 nChanged 9 SP:Iteration 127Q (6561.814145 sec): 3 clusters Score: Raw -2992058.875254 + Penalty 3333.921699 = -2988724.953555 nChanged 7 SP:Iteration 128Q (6561.904628 sec): 3 clusters Score: Raw -2992059.331263 + Penalty 3333.921699 = -2988725.409564 nChanged 6 SP:Iteration 129Q (6561.974321 sec): 3 clusters Score: Raw -2992059.648741 + Penalty 3333.921699 = -2988725.727042 nChanged 2 SP:Iteration 130Q (6562.069695 sec): 3 clusters Score: Raw -2992059.798914 + Penalty 3333.921699 = -2988725.877215 nChanged 3 SP:Iteration 131Q (6562.152190 sec): 3 clusters Score: Raw -2992060.004324 + Penalty 3333.921699 = -2988726.082625 nChanged 3 SP:Iteration 132Q (6562.240212 sec): 3 clusters Score: Raw -2992060.407090 + Penalty 3333.921699 = -2988726.485391 nChanged 6 SP:Iteration 133Q (6562.320665 sec): 3 clusters Score: Raw -2992060.841170 + Penalty 3333.921699 = -2988726.919471 nChanged 4 SP:Iteration 134Q (6562.411569 sec): 3 clusters Score: Raw -2992061.158094 + Penalty 3333.921699 = -2988727.236395 nChanged 3 SP:Iteration 135Q (6562.492192 sec): 3 clusters Score: Raw -2992061.322534 + Penalty 3333.921699 = -2988727.400835 nChanged 1 SP:Iteration 136Q (6562.590191 sec): 3 clusters Score: Raw -2992061.352118 + Penalty 3333.921699 = -2988727.430419 nChanged 0 SP:Iteration 137F (6562.667389 sec): 3 clusters Score: Raw -2992061.352118 + Penalty 3333.921699 = -2988727.430419 nChanged 0 Trying to split cluster 42 (5175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6562.699822 sec): 2 clusters Score: Raw -551552.486103 + Penalty 1389.634125 = -550162.851978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6562.742169 sec): 3 clusters Score: Raw -548896.760007 + Penalty 2779.268251 = -546117.491756 nChanged 2092 SP:Iteration 1F (6562.795543 sec): 3 clusters Score: Raw -550053.306925 + Penalty 2779.268251 = -547274.038674 nChanged 344 SP:Iteration 2F (6562.848484 sec): 3 clusters Score: Raw -550222.181570 + Penalty 2779.268251 = -547442.913320 nChanged 246 SP:Iteration 3Q (6562.896213 sec): 3 clusters Score: Raw -550342.221208 + Penalty 2779.268251 = -547562.952957 nChanged 200 SP:Iteration 4Q (6562.949845 sec): 3 clusters Score: Raw -550433.917833 + Penalty 2779.268251 = -547654.649582 nChanged 194 SP:Iteration 5Q (6563.000444 sec): 3 clusters Score: Raw -550528.215501 + Penalty 2779.268251 = -547748.947251 nChanged 177 SP:Iteration 6Q (6563.039943 sec): 3 clusters Score: Raw -550620.993270 + Penalty 2779.268251 = -547841.725019 nChanged 176 SP:Iteration 7Q (6563.093052 sec): 3 clusters Score: Raw -550717.997249 + Penalty 2779.268251 = -547938.728999 nChanged 196 SP:Iteration 8Q (6563.142546 sec): 3 clusters Score: Raw -550830.132137 + Penalty 2779.268251 = -548050.863886 nChanged 182 SP:Iteration 9Q (6563.203689 sec): 3 clusters Score: Raw -550942.583636 + Penalty 2779.268251 = -548163.315385 nChanged 179 SP:Iteration 10Q (6563.256888 sec): 3 clusters Score: Raw -551048.152321 + Penalty 2779.268251 = -548268.884070 nChanged 161 SP:Iteration 11Q (6563.315776 sec): 3 clusters Score: Raw -551148.044569 + Penalty 2779.268251 = -548368.776319 nChanged 155 SP:Iteration 12Q (6563.357882 sec): 3 clusters Score: Raw -551252.171940 + Penalty 2779.268251 = -548472.903689 nChanged 131 SP:Iteration 13Q (6563.416715 sec): 3 clusters Score: Raw -551343.167549 + Penalty 2779.268251 = -548563.899298 nChanged 127 SP:Iteration 14Q (6563.468362 sec): 3 clusters Score: Raw -551422.951959 + Penalty 2779.268251 = -548643.683708 nChanged 100 SP:Iteration 15Q (6563.516949 sec): 3 clusters Score: Raw -551487.632464 + Penalty 2779.268251 = -548708.364213 nChanged 70 SP:Iteration 16Q (6563.564392 sec): 3 clusters Score: Raw -551533.644443 + Penalty 2779.268251 = -548754.376193 nChanged 60 SP:Iteration 17Q (6563.625072 sec): 3 clusters Score: Raw -551570.999539 + Penalty 2779.268251 = -548791.731288 nChanged 41 SP:Iteration 18Q (6563.678805 sec): 3 clusters Score: Raw -551603.519002 + Penalty 2779.268251 = -548824.250751 nChanged 39 SP:Iteration 19Q (6563.722522 sec): 3 clusters Score: Raw -551631.377529 + Penalty 2779.268251 = -548852.109278 nChanged 31 SP:Iteration 20F (6563.774856 sec): 3 clusters Score: Raw -551652.869076 + Penalty 2779.268251 = -548873.600825 nChanged 32 SP:Iteration 21Q (6563.830158 sec): 3 clusters Score: Raw -551667.529897 + Penalty 2779.268251 = -548888.261646 nChanged 17 SP:Iteration 22Q (6563.885880 sec): 3 clusters Score: Raw -551676.968578 + Penalty 2779.268251 = -548897.700327 nChanged 9 SP:Iteration 23Q (6563.925503 sec): 3 clusters Score: Raw -551680.797427 + Penalty 2779.268251 = -548901.529177 nChanged 6 SP:Iteration 24Q (6563.974082 sec): 3 clusters Score: Raw -551683.390284 + Penalty 2779.268251 = -548904.122033 nChanged 8 SP:Iteration 25Q (6564.022773 sec): 3 clusters Score: Raw -551689.954202 + Penalty 2779.268251 = -548910.685951 nChanged 10 SP:Iteration 26Q (6564.074119 sec): 3 clusters Score: Raw -551698.231021 + Penalty 2779.268251 = -548918.962770 nChanged 13 SP:Iteration 27Q (6564.121486 sec): 3 clusters Score: Raw -551704.692651 + Penalty 2779.268251 = -548925.424400 nChanged 5 SP:Iteration 28Q (6564.166197 sec): 3 clusters Score: Raw -551706.448967 + Penalty 2779.268251 = -548927.180716 nChanged 3 SP:Iteration 29Q (6564.219175 sec): 3 clusters Score: Raw -551708.182219 + Penalty 2779.268251 = -548928.913968 nChanged 4 SP:Iteration 30Q (6564.275714 sec): 3 clusters Score: Raw -551710.931796 + Penalty 2779.268251 = -548931.663545 nChanged 8 SP:Iteration 31Q (6564.326763 sec): 3 clusters Score: Raw -551715.680269 + Penalty 2779.268251 = -548936.412018 nChanged 4 SP:Iteration 32Q (6564.374228 sec): 3 clusters Score: Raw -551717.467039 + Penalty 2779.268251 = -548938.198788 nChanged 2 SP:Iteration 33Q (6564.434016 sec): 3 clusters Score: Raw -551717.958529 + Penalty 2779.268251 = -548938.690278 nChanged 2 SP:Iteration 34Q (6564.487446 sec): 3 clusters Score: Raw -551719.674658 + Penalty 2779.268251 = -548940.406407 nChanged 2 SP:Iteration 35Q (6564.539705 sec): 3 clusters Score: Raw -551720.667524 + Penalty 2779.268251 = -548941.399273 nChanged 2 SP:Iteration 36Q (6564.579248 sec): 3 clusters Score: Raw -551722.136714 + Penalty 2779.268251 = -548942.868463 nChanged 2 SP:Iteration 37Q (6564.629980 sec): 3 clusters Score: Raw -551723.583920 + Penalty 2779.268251 = -548944.315669 nChanged 3 SP:Iteration 38Q (6564.682925 sec): 3 clusters Score: Raw -551725.686017 + Penalty 2779.268251 = -548946.417766 nChanged 2 SP:Iteration 39Q (6564.733127 sec): 3 clusters Score: Raw -551727.322436 + Penalty 2779.268251 = -548948.054185 nChanged 2 SP:Iteration 40F (6564.794008 sec): 3 clusters Score: Raw -551728.720858 + Penalty 2779.268251 = -548949.452607 nChanged 3 SP:Iteration 41Q (6564.844691 sec): 3 clusters Score: Raw -551731.428477 + Penalty 2779.268251 = -548952.160226 nChanged 2 SP:Iteration 42Q (6564.883674 sec): 3 clusters Score: Raw -551733.479956 + Penalty 2779.268251 = -548954.211705 nChanged 2 SP:Iteration 43Q (6564.937984 sec): 3 clusters Score: Raw -551735.122900 + Penalty 2779.268251 = -548955.854649 nChanged 1 SP:Iteration 44Q (6564.985902 sec): 3 clusters Score: Raw -551735.407269 + Penalty 2779.268251 = -548956.139018 nChanged 0 SP:Iteration 45F (6565.032547 sec): 3 clusters Score: Raw -551735.407269 + Penalty 2779.268251 = -548956.139018 nChanged 0 Trying to split cluster 43 (32834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6565.112694 sec): 2 clusters Score: Raw -3581401.943950 + Penalty 1689.873224 = -3579712.070726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6565.214961 sec): 3 clusters Score: Raw -3561077.241346 + Penalty 3379.746449 = -3557697.494897 nChanged 15148 SP:Iteration 1F (6565.309656 sec): 3 clusters Score: Raw -3569979.176031 + Penalty 3379.746449 = -3566599.429582 nChanged 1848 SP:Iteration 2F (6565.404080 sec): 3 clusters Score: Raw -3570846.181015 + Penalty 3379.746449 = -3567466.434566 nChanged 2012 SP:Iteration 3F (6565.506069 sec): 3 clusters Score: Raw -3571924.170557 + Penalty 3379.746449 = -3568544.424108 nChanged 2148 SP:Iteration 4F (6565.587647 sec): 3 clusters Score: Raw -3573271.490085 + Penalty 3379.746449 = -3569891.743636 nChanged 2258 SP:Iteration 5F (6565.683508 sec): 3 clusters Score: Raw -3574755.394021 + Penalty 3379.746449 = -3571375.647572 nChanged 2064 SP:Iteration 6F (6565.784120 sec): 3 clusters Score: Raw -3576178.104214 + Penalty 3379.746449 = -3572798.357765 nChanged 1782 SP:Iteration 7F (6565.885010 sec): 3 clusters Score: Raw -3577493.740881 + Penalty 3379.746449 = -3574113.994432 nChanged 1472 SP:Iteration 8Q (6565.975466 sec): 3 clusters Score: Raw -3578542.478465 + Penalty 3379.746449 = -3575162.732016 nChanged 1139 SP:Iteration 9Q (6566.079864 sec): 3 clusters Score: Raw -3579148.833938 + Penalty 3379.746449 = -3575769.087489 nChanged 806 SP:Iteration 10Q (6566.172582 sec): 3 clusters Score: Raw -3579475.556911 + Penalty 3379.746449 = -3576095.810462 nChanged 589 SP:Iteration 11Q (6566.279026 sec): 3 clusters Score: Raw -3579703.288878 + Penalty 3379.746449 = -3576323.542429 nChanged 538 SP:Iteration 12Q (6566.369708 sec): 3 clusters Score: Raw -3579911.358334 + Penalty 3379.746449 = -3576531.611885 nChanged 485 SP:Iteration 13Q (6566.465088 sec): 3 clusters Score: Raw -3580122.682349 + Penalty 3379.746449 = -3576742.935900 nChanged 453 SP:Iteration 14Q (6566.550328 sec): 3 clusters Score: Raw -3580338.066933 + Penalty 3379.746449 = -3576958.320484 nChanged 475 SP:Iteration 15Q (6566.645069 sec): 3 clusters Score: Raw -3580571.069381 + Penalty 3379.746449 = -3577191.322932 nChanged 448 SP:Iteration 16Q (6566.748766 sec): 3 clusters Score: Raw -3580765.978377 + Penalty 3379.746449 = -3577386.231928 nChanged 395 SP:Iteration 17Q (6566.841209 sec): 3 clusters Score: Raw -3580919.965476 + Penalty 3379.746449 = -3577540.219027 nChanged 358 SP:Iteration 18Q (6566.934247 sec): 3 clusters Score: Raw -3581051.710962 + Penalty 3379.746449 = -3577671.964513 nChanged 305 SP:Iteration 19Q (6567.022111 sec): 3 clusters Score: Raw -3581150.493719 + Penalty 3379.746449 = -3577770.747270 nChanged 253 SP:Iteration 20F (6567.124460 sec): 3 clusters Score: Raw -3581216.040315 + Penalty 3379.746449 = -3577836.293866 nChanged 195 SP:Iteration 21Q (6567.227642 sec): 3 clusters Score: Raw -3581258.012104 + Penalty 3379.746449 = -3577878.265655 nChanged 146 SP:Iteration 22Q (6567.318795 sec): 3 clusters Score: Raw -3581286.848334 + Penalty 3379.746449 = -3577907.101885 nChanged 133 SP:Iteration 23Q (6567.412838 sec): 3 clusters Score: Raw -3581306.498934 + Penalty 3379.746449 = -3577926.752485 nChanged 119 SP:Iteration 24Q (6567.509807 sec): 3 clusters Score: Raw -3581324.878029 + Penalty 3379.746449 = -3577945.131580 nChanged 116 SP:Iteration 25Q (6567.601346 sec): 3 clusters Score: Raw -3581344.744114 + Penalty 3379.746449 = -3577964.997665 nChanged 106 SP:Iteration 26Q (6567.700610 sec): 3 clusters Score: Raw -3581360.832713 + Penalty 3379.746449 = -3577981.086264 nChanged 119 SP:Iteration 27Q (6567.799884 sec): 3 clusters Score: Raw -3581378.626812 + Penalty 3379.746449 = -3577998.880363 nChanged 99 SP:Iteration 28Q (6567.899129 sec): 3 clusters Score: Raw -3581392.007704 + Penalty 3379.746449 = -3578012.261255 nChanged 95 SP:Iteration 29Q (6567.993605 sec): 3 clusters Score: Raw -3581407.499313 + Penalty 3379.746449 = -3578027.752864 nChanged 95 SP:Iteration 30Q (6568.089998 sec): 3 clusters Score: Raw -3581421.286085 + Penalty 3379.746449 = -3578041.539636 nChanged 89 SP:Iteration 31Q (6568.183613 sec): 3 clusters Score: Raw -3581431.606457 + Penalty 3379.746449 = -3578051.860008 nChanged 69 SP:Iteration 32Q (6568.280026 sec): 3 clusters Score: Raw -3581441.294013 + Penalty 3379.746449 = -3578061.547564 nChanged 85 SP:Iteration 33Q (6568.376714 sec): 3 clusters Score: Raw -3581453.316289 + Penalty 3379.746449 = -3578073.569840 nChanged 82 SP:Iteration 34Q (6568.465812 sec): 3 clusters Score: Raw -3581462.977484 + Penalty 3379.746449 = -3578083.231035 nChanged 78 SP:Iteration 35Q (6568.567341 sec): 3 clusters Score: Raw -3581471.211913 + Penalty 3379.746449 = -3578091.465464 nChanged 57 SP:Iteration 36Q (6568.662979 sec): 3 clusters Score: Raw -3581476.372948 + Penalty 3379.746449 = -3578096.626500 nChanged 48 SP:Iteration 37Q (6568.759262 sec): 3 clusters Score: Raw -3581480.227641 + Penalty 3379.746449 = -3578100.481192 nChanged 44 SP:Iteration 38Q (6568.850409 sec): 3 clusters Score: Raw -3581484.056179 + Penalty 3379.746449 = -3578104.309730 nChanged 50 SP:Iteration 39Q (6568.945585 sec): 3 clusters Score: Raw -3581488.249255 + Penalty 3379.746449 = -3578108.502806 nChanged 57 SP:Iteration 40F (6569.047033 sec): 3 clusters Score: Raw -3581494.065886 + Penalty 3379.746449 = -3578114.319437 nChanged 52 SP:Iteration 41Q (6569.146196 sec): 3 clusters Score: Raw -3581499.215530 + Penalty 3379.746449 = -3578119.469081 nChanged 55 SP:Iteration 42Q (6569.229339 sec): 3 clusters Score: Raw -3581503.721044 + Penalty 3379.746449 = -3578123.974595 nChanged 47 SP:Iteration 43Q (6569.326910 sec): 3 clusters Score: Raw -3581507.842850 + Penalty 3379.746449 = -3578128.096402 nChanged 57 SP:Iteration 44Q (6569.412011 sec): 3 clusters Score: Raw -3581512.627269 + Penalty 3379.746449 = -3578132.880820 nChanged 50 SP:Iteration 45Q (6569.503477 sec): 3 clusters Score: Raw -3581516.391303 + Penalty 3379.746449 = -3578136.644854 nChanged 49 SP:Iteration 46Q (6569.602081 sec): 3 clusters Score: Raw -3581521.447531 + Penalty 3379.746449 = -3578141.701082 nChanged 64 SP:Iteration 47Q (6569.691364 sec): 3 clusters Score: Raw -3581528.028185 + Penalty 3379.746449 = -3578148.281736 nChanged 68 SP:Iteration 48Q (6569.789147 sec): 3 clusters Score: Raw -3581536.649202 + Penalty 3379.746449 = -3578156.902753 nChanged 72 SP:Iteration 49Q (6569.891413 sec): 3 clusters Score: Raw -3581544.804479 + Penalty 3379.746449 = -3578165.058030 nChanged 68 SP:Iteration 50Q (6569.990863 sec): 3 clusters Score: Raw -3581552.863216 + Penalty 3379.746449 = -3578173.116767 nChanged 78 SP:Iteration 51Q (6570.082785 sec): 3 clusters Score: Raw -3581562.900582 + Penalty 3379.746449 = -3578183.154133 nChanged 75 SP:Iteration 52Q (6570.173433 sec): 3 clusters Score: Raw -3581571.880827 + Penalty 3379.746449 = -3578192.134378 nChanged 78 SP:Iteration 53Q (6570.264096 sec): 3 clusters Score: Raw -3581580.985017 + Penalty 3379.746449 = -3578201.238568 nChanged 74 SP:Iteration 54Q (6570.351483 sec): 3 clusters Score: Raw -3581589.266078 + Penalty 3379.746449 = -3578209.519629 nChanged 73 SP:Iteration 55Q (6570.440709 sec): 3 clusters Score: Raw -3581598.428747 + Penalty 3379.746449 = -3578218.682298 nChanged 70 SP:Iteration 56Q (6570.529737 sec): 3 clusters Score: Raw -3581605.951783 + Penalty 3379.746449 = -3578226.205334 nChanged 62 SP:Iteration 57Q (6570.628723 sec): 3 clusters Score: Raw -3581612.748630 + Penalty 3379.746449 = -3578233.002181 nChanged 60 SP:Iteration 58Q (6570.713974 sec): 3 clusters Score: Raw -3581620.650914 + Penalty 3379.746449 = -3578240.904465 nChanged 62 SP:Iteration 59Q (6570.817087 sec): 3 clusters Score: Raw -3581628.153745 + Penalty 3379.746449 = -3578248.407296 nChanged 56 SP:Iteration 60F (6570.909721 sec): 3 clusters Score: Raw -3581633.472402 + Penalty 3379.746449 = -3578253.725953 nChanged 48 SP:Iteration 61Q (6571.012401 sec): 3 clusters Score: Raw -3581637.939995 + Penalty 3379.746449 = -3578258.193546 nChanged 45 SP:Iteration 62Q (6571.096355 sec): 3 clusters Score: Raw -3581641.959481 + Penalty 3379.746449 = -3578262.213032 nChanged 41 SP:Iteration 63Q (6571.190449 sec): 3 clusters Score: Raw -3581645.239947 + Penalty 3379.746449 = -3578265.493498 nChanged 31 SP:Iteration 64Q (6571.288686 sec): 3 clusters Score: Raw -3581647.396468 + Penalty 3379.746449 = -3578267.650019 nChanged 28 SP:Iteration 65Q (6571.381556 sec): 3 clusters Score: Raw -3581650.458548 + Penalty 3379.746449 = -3578270.712099 nChanged 55 SP:Iteration 66Q (6571.475419 sec): 3 clusters Score: Raw -3581656.526944 + Penalty 3379.746449 = -3578276.780495 nChanged 50 SP:Iteration 67Q (6571.558451 sec): 3 clusters Score: Raw -3581662.569961 + Penalty 3379.746449 = -3578282.823512 nChanged 59 SP:Iteration 68Q (6571.656572 sec): 3 clusters Score: Raw -3581669.898440 + Penalty 3379.746449 = -3578290.151991 nChanged 62 SP:Iteration 69Q (6571.754384 sec): 3 clusters Score: Raw -3581678.789701 + Penalty 3379.746449 = -3578299.043252 nChanged 70 SP:Iteration 70Q (6571.850838 sec): 3 clusters Score: Raw -3581688.768097 + Penalty 3379.746449 = -3578309.021648 nChanged 68 SP:Iteration 71Q (6571.934790 sec): 3 clusters Score: Raw -3581698.021212 + Penalty 3379.746449 = -3578318.274764 nChanged 66 SP:Iteration 72Q (6572.027806 sec): 3 clusters Score: Raw -3581705.511735 + Penalty 3379.746449 = -3578325.765286 nChanged 58 SP:Iteration 73Q (6572.119020 sec): 3 clusters Score: Raw -3581712.607306 + Penalty 3379.746449 = -3578332.860857 nChanged 62 SP:Iteration 74Q (6572.213466 sec): 3 clusters Score: Raw -3581720.669052 + Penalty 3379.746449 = -3578340.922603 nChanged 63 SP:Iteration 75Q (6572.302171 sec): 3 clusters Score: Raw -3581728.573672 + Penalty 3379.746449 = -3578348.827223 nChanged 61 SP:Iteration 76Q (6572.385354 sec): 3 clusters Score: Raw -3581736.403055 + Penalty 3379.746449 = -3578356.656606 nChanged 57 SP:Iteration 77Q (6572.474395 sec): 3 clusters Score: Raw -3581742.824839 + Penalty 3379.746449 = -3578363.078390 nChanged 49 SP:Iteration 78Q (6572.570823 sec): 3 clusters Score: Raw -3581747.993164 + Penalty 3379.746449 = -3578368.246715 nChanged 42 SP:Iteration 79Q (6572.658315 sec): 3 clusters Score: Raw -3581752.031178 + Penalty 3379.746449 = -3578372.284729 nChanged 34 SP:Iteration 80F (6572.758530 sec): 3 clusters Score: Raw -3581754.575071 + Penalty 3379.746449 = -3578374.828622 nChanged 28 SP:Iteration 81Q (6572.855630 sec): 3 clusters Score: Raw -3581756.449033 + Penalty 3379.746449 = -3578376.702584 nChanged 25 SP:Iteration 82Q (6572.940326 sec): 3 clusters Score: Raw -3581757.973149 + Penalty 3379.746449 = -3578378.226700 nChanged 18 SP:Iteration 83Q (6573.038427 sec): 3 clusters Score: Raw -3581759.218327 + Penalty 3379.746449 = -3578379.471878 nChanged 13 SP:Iteration 84Q (6573.119534 sec): 3 clusters Score: Raw -3581760.090335 + Penalty 3379.746449 = -3578380.343886 nChanged 16 SP:Iteration 85Q (6573.212129 sec): 3 clusters Score: Raw -3581761.441146 + Penalty 3379.746449 = -3578381.694697 nChanged 18 SP:Iteration 86Q (6573.302465 sec): 3 clusters Score: Raw -3581763.278911 + Penalty 3379.746449 = -3578383.532462 nChanged 15 SP:Iteration 87Q (6573.384784 sec): 3 clusters Score: Raw -3581764.721727 + Penalty 3379.746449 = -3578384.975278 nChanged 18 SP:Iteration 88Q (6573.488167 sec): 3 clusters Score: Raw -3581766.841059 + Penalty 3379.746449 = -3578387.094610 nChanged 21 SP:Iteration 89Q (6573.572072 sec): 3 clusters Score: Raw -3581768.998808 + Penalty 3379.746449 = -3578389.252360 nChanged 22 SP:Iteration 90Q (6573.665458 sec): 3 clusters Score: Raw -3581770.646833 + Penalty 3379.746449 = -3578390.900384 nChanged 18 SP:Iteration 91Q (6573.752036 sec): 3 clusters Score: Raw -3581771.757123 + Penalty 3379.746449 = -3578392.010674 nChanged 19 SP:Iteration 92Q (6573.844168 sec): 3 clusters Score: Raw -3581773.287189 + Penalty 3379.746449 = -3578393.540740 nChanged 20 SP:Iteration 93Q (6573.933211 sec): 3 clusters Score: Raw -3581774.919737 + Penalty 3379.746449 = -3578395.173288 nChanged 19 SP:Iteration 94Q (6574.033672 sec): 3 clusters Score: Raw -3581776.860415 + Penalty 3379.746449 = -3578397.113966 nChanged 15 SP:Iteration 95Q (6574.119594 sec): 3 clusters Score: Raw -3581778.037785 + Penalty 3379.746449 = -3578398.291336 nChanged 15 SP:Iteration 96Q (6574.212426 sec): 3 clusters Score: Raw -3581779.261197 + Penalty 3379.746449 = -3578399.514748 nChanged 12 SP:Iteration 97Q (6574.300293 sec): 3 clusters Score: Raw -3581779.946504 + Penalty 3379.746449 = -3578400.200055 nChanged 4 SP:Iteration 98Q (6574.386479 sec): 3 clusters Score: Raw -3581780.207500 + Penalty 3379.746449 = -3578400.461051 nChanged 7 SP:Iteration 99Q (6574.480140 sec): 3 clusters Score: Raw -3581780.781094 + Penalty 3379.746449 = -3578401.034645 nChanged 10 SP:Iteration 100F (6574.578837 sec): 3 clusters Score: Raw -3581781.555928 + Penalty 3379.746449 = -3578401.809479 nChanged 8 SP:Iteration 101Q (6574.667175 sec): 3 clusters Score: Raw -3581782.079727 + Penalty 3379.746449 = -3578402.333278 nChanged 7 SP:Iteration 102Q (6574.762149 sec): 3 clusters Score: Raw -3581782.429507 + Penalty 3379.746449 = -3578402.683058 nChanged 8 SP:Iteration 103Q (6574.852221 sec): 3 clusters Score: Raw -3581782.754582 + Penalty 3379.746449 = -3578403.008133 nChanged 1 SP:Iteration 104Q (6574.937781 sec): 3 clusters Score: Raw -3581782.772287 + Penalty 3379.746449 = -3578403.025838 nChanged 1 SP:Iteration 105Q (6575.037529 sec): 3 clusters Score: Raw -3581782.817187 + Penalty 3379.746449 = -3578403.070738 nChanged 0 SP:Iteration 106F (6575.130748 sec): 3 clusters Score: Raw -3581782.817187 + Penalty 3379.746449 = -3578403.070738 nChanged 0 Trying to split cluster 44 (11869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6575.168341 sec): 2 clusters Score: Raw -1292473.259404 + Penalty 1524.523851 = -1290948.735553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6575.235217 sec): 3 clusters Score: Raw -1285759.564270 + Penalty 3049.047702 = -1282710.516568 nChanged 5179 SP:Iteration 1F (6575.298840 sec): 3 clusters Score: Raw -1288610.304356 + Penalty 3049.047702 = -1285561.256653 nChanged 764 SP:Iteration 2F (6575.358083 sec): 3 clusters Score: Raw -1288992.993162 + Penalty 3049.047702 = -1285943.945460 nChanged 735 SP:Iteration 3F (6575.423270 sec): 3 clusters Score: Raw -1289396.458428 + Penalty 3049.047702 = -1286347.410725 nChanged 701 SP:Iteration 4F (6575.489599 sec): 3 clusters Score: Raw -1289850.213991 + Penalty 3049.047702 = -1286801.166288 nChanged 654 SP:Iteration 5F (6575.545940 sec): 3 clusters Score: Raw -1290320.843082 + Penalty 3049.047702 = -1287271.795380 nChanged 657 SP:Iteration 6F (6575.618203 sec): 3 clusters Score: Raw -1290801.273806 + Penalty 3049.047702 = -1287752.226103 nChanged 571 SP:Iteration 7Q (6575.678598 sec): 3 clusters Score: Raw -1291223.393637 + Penalty 3049.047702 = -1288174.345935 nChanged 500 SP:Iteration 8Q (6575.750461 sec): 3 clusters Score: Raw -1291579.727351 + Penalty 3049.047702 = -1288530.679649 nChanged 404 SP:Iteration 9Q (6575.814661 sec): 3 clusters Score: Raw -1291805.253606 + Penalty 3049.047702 = -1288756.205903 nChanged 279 SP:Iteration 10Q (6575.879050 sec): 3 clusters Score: Raw -1291915.331826 + Penalty 3049.047702 = -1288866.284123 nChanged 170 SP:Iteration 11Q (6575.941882 sec): 3 clusters Score: Raw -1291965.625263 + Penalty 3049.047702 = -1288916.577560 nChanged 113 SP:Iteration 12Q (6576.004993 sec): 3 clusters Score: Raw -1291991.625841 + Penalty 3049.047702 = -1288942.578139 nChanged 82 SP:Iteration 13Q (6576.063195 sec): 3 clusters Score: Raw -1292011.658424 + Penalty 3049.047702 = -1288962.610722 nChanged 72 SP:Iteration 14Q (6576.138175 sec): 3 clusters Score: Raw -1292029.122323 + Penalty 3049.047702 = -1288980.074620 nChanged 63 SP:Iteration 15Q (6576.189560 sec): 3 clusters Score: Raw -1292043.220115 + Penalty 3049.047702 = -1288994.172412 nChanged 55 SP:Iteration 16Q (6576.262592 sec): 3 clusters Score: Raw -1292053.552925 + Penalty 3049.047702 = -1289004.505223 nChanged 43 SP:Iteration 17Q (6576.330797 sec): 3 clusters Score: Raw -1292060.740954 + Penalty 3049.047702 = -1289011.693252 nChanged 47 SP:Iteration 18Q (6576.390210 sec): 3 clusters Score: Raw -1292068.357457 + Penalty 3049.047702 = -1289019.309754 nChanged 42 SP:Iteration 19Q (6576.443702 sec): 3 clusters Score: Raw -1292075.860137 + Penalty 3049.047702 = -1289026.812435 nChanged 36 SP:Iteration 20F (6576.514912 sec): 3 clusters Score: Raw -1292082.316661 + Penalty 3049.047702 = -1289033.268958 nChanged 44 SP:Iteration 21Q (6576.579254 sec): 3 clusters Score: Raw -1292089.613356 + Penalty 3049.047702 = -1289040.565653 nChanged 43 SP:Iteration 22Q (6576.635628 sec): 3 clusters Score: Raw -1292096.724884 + Penalty 3049.047702 = -1289047.677181 nChanged 35 SP:Iteration 23Q (6576.700148 sec): 3 clusters Score: Raw -1292101.325016 + Penalty 3049.047702 = -1289052.277314 nChanged 28 SP:Iteration 24Q (6576.766575 sec): 3 clusters Score: Raw -1292105.716024 + Penalty 3049.047702 = -1289056.668321 nChanged 34 SP:Iteration 25Q (6576.824765 sec): 3 clusters Score: Raw -1292110.982003 + Penalty 3049.047702 = -1289061.934300 nChanged 39 SP:Iteration 26Q (6576.884947 sec): 3 clusters Score: Raw -1292117.736031 + Penalty 3049.047702 = -1289068.688329 nChanged 33 SP:Iteration 27Q (6576.946225 sec): 3 clusters Score: Raw -1292123.338873 + Penalty 3049.047702 = -1289074.291171 nChanged 28 SP:Iteration 28Q (6577.013536 sec): 3 clusters Score: Raw -1292128.572829 + Penalty 3049.047702 = -1289079.525127 nChanged 30 SP:Iteration 29Q (6577.077249 sec): 3 clusters Score: Raw -1292134.180868 + Penalty 3049.047702 = -1289085.133166 nChanged 29 SP:Iteration 30Q (6577.135801 sec): 3 clusters Score: Raw -1292138.935732 + Penalty 3049.047702 = -1289089.888029 nChanged 25 SP:Iteration 31Q (6577.195962 sec): 3 clusters Score: Raw -1292143.390706 + Penalty 3049.047702 = -1289094.343004 nChanged 20 SP:Iteration 32Q (6577.266593 sec): 3 clusters Score: Raw -1292148.232994 + Penalty 3049.047702 = -1289099.185291 nChanged 21 SP:Iteration 33Q (6577.324256 sec): 3 clusters Score: Raw -1292151.876935 + Penalty 3049.047702 = -1289102.829233 nChanged 32 SP:Iteration 34Q (6577.385705 sec): 3 clusters Score: Raw -1292157.433903 + Penalty 3049.047702 = -1289108.386201 nChanged 37 SP:Iteration 35Q (6577.447476 sec): 3 clusters Score: Raw -1292164.288424 + Penalty 3049.047702 = -1289115.240722 nChanged 37 SP:Iteration 36Q (6577.523713 sec): 3 clusters Score: Raw -1292171.206942 + Penalty 3049.047702 = -1289122.159239 nChanged 43 SP:Iteration 37Q (6577.586784 sec): 3 clusters Score: Raw -1292179.850387 + Penalty 3049.047702 = -1289130.802685 nChanged 41 SP:Iteration 38Q (6577.646302 sec): 3 clusters Score: Raw -1292188.203439 + Penalty 3049.047702 = -1289139.155737 nChanged 39 SP:Iteration 39Q (6577.713813 sec): 3 clusters Score: Raw -1292196.519377 + Penalty 3049.047702 = -1289147.471675 nChanged 44 SP:Iteration 40F (6577.776747 sec): 3 clusters Score: Raw -1292205.196336 + Penalty 3049.047702 = -1289156.148634 nChanged 37 SP:Iteration 41Q (6577.830679 sec): 3 clusters Score: Raw -1292214.968145 + Penalty 3049.047702 = -1289165.920442 nChanged 54 SP:Iteration 42Q (6577.896521 sec): 3 clusters Score: Raw -1292233.698780 + Penalty 3049.047702 = -1289184.651078 nChanged 69 SP:Iteration 43Q (6577.972019 sec): 3 clusters Score: Raw -1292255.976396 + Penalty 3049.047702 = -1289206.928694 nChanged 66 SP:Iteration 44Q (6578.023167 sec): 3 clusters Score: Raw -1292272.726721 + Penalty 3049.047702 = -1289223.679019 nChanged 56 SP:Iteration 45Q (6578.092385 sec): 3 clusters Score: Raw -1292286.126269 + Penalty 3049.047702 = -1289237.078567 nChanged 52 SP:Iteration 46Q (6578.156364 sec): 3 clusters Score: Raw -1292300.480878 + Penalty 3049.047702 = -1289251.433175 nChanged 52 SP:Iteration 47Q (6578.225489 sec): 3 clusters Score: Raw -1292314.883741 + Penalty 3049.047702 = -1289265.836039 nChanged 52 SP:Iteration 48Q (6578.276039 sec): 3 clusters Score: Raw -1292327.682274 + Penalty 3049.047702 = -1289278.634572 nChanged 50 SP:Iteration 49Q (6578.342372 sec): 3 clusters Score: Raw -1292338.089683 + Penalty 3049.047702 = -1289289.041981 nChanged 48 SP:Iteration 50Q (6578.404736 sec): 3 clusters Score: Raw -1292349.476663 + Penalty 3049.047702 = -1289300.428960 nChanged 59 SP:Iteration 51Q (6578.466310 sec): 3 clusters Score: Raw -1292369.616157 + Penalty 3049.047702 = -1289320.568455 nChanged 62 SP:Iteration 52Q (6578.525039 sec): 3 clusters Score: Raw -1292389.131644 + Penalty 3049.047702 = -1289340.083942 nChanged 56 SP:Iteration 53Q (6578.590991 sec): 3 clusters Score: Raw -1292404.128117 + Penalty 3049.047702 = -1289355.080415 nChanged 42 SP:Iteration 54Q (6578.648914 sec): 3 clusters Score: Raw -1292418.217799 + Penalty 3049.047702 = -1289369.170097 nChanged 44 SP:Iteration 55Q (6578.726887 sec): 3 clusters Score: Raw -1292431.835685 + Penalty 3049.047702 = -1289382.787982 nChanged 42 SP:Iteration 56Q (6578.778844 sec): 3 clusters Score: Raw -1292446.427564 + Penalty 3049.047702 = -1289397.379861 nChanged 54 SP:Iteration 57Q (6578.849711 sec): 3 clusters Score: Raw -1292468.735782 + Penalty 3049.047702 = -1289419.688079 nChanged 53 SP:Iteration 58Q (6578.911842 sec): 3 clusters Score: Raw -1292492.572064 + Penalty 3049.047702 = -1289443.524362 nChanged 62 SP:Iteration 59Q (6578.975723 sec): 3 clusters Score: Raw -1292523.897172 + Penalty 3049.047702 = -1289474.849470 nChanged 63 SP:Iteration 60F (6579.029915 sec): 3 clusters Score: Raw -1292565.912820 + Penalty 3049.047702 = -1289516.865118 nChanged 72 SP:Iteration 61Q (6579.098764 sec): 3 clusters Score: Raw -1292618.601964 + Penalty 3049.047702 = -1289569.554261 nChanged 71 SP:Iteration 62Q (6579.163952 sec): 3 clusters Score: Raw -1292670.131594 + Penalty 3049.047702 = -1289621.083892 nChanged 75 SP:Iteration 63Q (6579.220875 sec): 3 clusters Score: Raw -1292723.551567 + Penalty 3049.047702 = -1289674.503865 nChanged 81 SP:Iteration 64Q (6579.291367 sec): 3 clusters Score: Raw -1292776.507159 + Penalty 3049.047702 = -1289727.459457 nChanged 46 SP:Iteration 65Q (6579.352310 sec): 3 clusters Score: Raw -1292792.957236 + Penalty 3049.047702 = -1289743.909534 nChanged 42 SP:Iteration 66Q (6579.406334 sec): 3 clusters Score: Raw -1292806.960760 + Penalty 3049.047702 = -1289757.913057 nChanged 33 SP:Iteration 67Q (6579.473515 sec): 3 clusters Score: Raw -1292820.389124 + Penalty 3049.047702 = -1289771.341421 nChanged 31 SP:Iteration 68Q (6579.527965 sec): 3 clusters Score: Raw -1292834.963394 + Penalty 3049.047702 = -1289785.915691 nChanged 27 SP:Iteration 69Q (6579.592584 sec): 3 clusters Score: Raw -1292844.982228 + Penalty 3049.047702 = -1289795.934526 nChanged 16 SP:Iteration 70Q (6579.647081 sec): 3 clusters Score: Raw -1292850.325022 + Penalty 3049.047702 = -1289801.277320 nChanged 24 SP:Iteration 71Q (6579.709366 sec): 3 clusters Score: Raw -1292858.446828 + Penalty 3049.047702 = -1289809.399125 nChanged 23 SP:Iteration 72Q (6579.767983 sec): 3 clusters Score: Raw -1292865.774494 + Penalty 3049.047702 = -1289816.726791 nChanged 14 SP:Iteration 73Q (6579.829863 sec): 3 clusters Score: Raw -1292870.345294 + Penalty 3049.047702 = -1289821.297592 nChanged 11 SP:Iteration 74Q (6579.893690 sec): 3 clusters Score: Raw -1292873.208198 + Penalty 3049.047702 = -1289824.160496 nChanged 13 SP:Iteration 75Q (6579.950097 sec): 3 clusters Score: Raw -1292877.230630 + Penalty 3049.047702 = -1289828.182928 nChanged 9 SP:Iteration 76Q (6580.007731 sec): 3 clusters Score: Raw -1292879.480270 + Penalty 3049.047702 = -1289830.432568 nChanged 6 SP:Iteration 77Q (6580.077567 sec): 3 clusters Score: Raw -1292881.331172 + Penalty 3049.047702 = -1289832.283469 nChanged 8 SP:Iteration 78Q (6580.132806 sec): 3 clusters Score: Raw -1292883.325706 + Penalty 3049.047702 = -1289834.278003 nChanged 7 SP:Iteration 79Q (6580.197694 sec): 3 clusters Score: Raw -1292885.202121 + Penalty 3049.047702 = -1289836.154419 nChanged 6 SP:Iteration 80F (6580.252409 sec): 3 clusters Score: Raw -1292887.492263 + Penalty 3049.047702 = -1289838.444561 nChanged 9 SP:Iteration 81Q (6580.323682 sec): 3 clusters Score: Raw -1292889.186300 + Penalty 3049.047702 = -1289840.138597 nChanged 3 SP:Iteration 82Q (6580.380204 sec): 3 clusters Score: Raw -1292889.788011 + Penalty 3049.047702 = -1289840.740308 nChanged 2 SP:Iteration 83Q (6580.440144 sec): 3 clusters Score: Raw -1292890.340820 + Penalty 3049.047702 = -1289841.293118 nChanged 1 SP:Iteration 84Q (6580.491833 sec): 3 clusters Score: Raw -1292890.671847 + Penalty 3049.047702 = -1289841.624145 nChanged 1 SP:Iteration 85Q (6580.544817 sec): 3 clusters Score: Raw -1292890.734465 + Penalty 3049.047702 = -1289841.686763 nChanged 1 SP:Iteration 86Q (6580.610506 sec): 3 clusters Score: Raw -1292891.155739 + Penalty 3049.047702 = -1289842.108037 nChanged 0 SP:Iteration 87F (6580.674404 sec): 3 clusters Score: Raw -1292891.155739 + Penalty 3049.047702 = -1289842.108037 nChanged 0 Trying to split cluster 45 (7705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6580.705174 sec): 2 clusters Score: Raw -821999.297456 + Penalty 1454.314022 = -820544.983434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6580.760468 sec): 3 clusters Score: Raw -817748.748361 + Penalty 2908.628043 = -814840.120318 nChanged 3295 SP:Iteration 1F (6580.818927 sec): 3 clusters Score: Raw -819476.795461 + Penalty 2908.628043 = -816568.167418 nChanged 467 SP:Iteration 2F (6580.876387 sec): 3 clusters Score: Raw -819657.612283 + Penalty 2908.628043 = -816748.984240 nChanged 348 SP:Iteration 3Q (6580.927512 sec): 3 clusters Score: Raw -819787.158827 + Penalty 2908.628043 = -816878.530784 nChanged 306 SP:Iteration 4Q (6580.982293 sec): 3 clusters Score: Raw -819914.805560 + Penalty 2908.628043 = -817006.177517 nChanged 298 SP:Iteration 5Q (6581.037654 sec): 3 clusters Score: Raw -820051.174007 + Penalty 2908.628043 = -817142.545964 nChanged 289 SP:Iteration 6Q (6581.102500 sec): 3 clusters Score: Raw -820183.271255 + Penalty 2908.628043 = -817274.643212 nChanged 299 SP:Iteration 7Q (6581.152824 sec): 3 clusters Score: Raw -820354.977324 + Penalty 2908.628043 = -817446.349281 nChanged 351 SP:Iteration 8Q (6581.208281 sec): 3 clusters Score: Raw -820554.114935 + Penalty 2908.628043 = -817645.486892 nChanged 340 SP:Iteration 9Q (6581.265152 sec): 3 clusters Score: Raw -820773.993229 + Penalty 2908.628043 = -817865.365186 nChanged 362 SP:Iteration 10Q (6581.325006 sec): 3 clusters Score: Raw -821038.873072 + Penalty 2908.628043 = -818130.245029 nChanged 352 SP:Iteration 11Q (6581.383781 sec): 3 clusters Score: Raw -821314.060255 + Penalty 2908.628043 = -818405.432212 nChanged 313 SP:Iteration 12Q (6581.440334 sec): 3 clusters Score: Raw -821572.237626 + Penalty 2908.628043 = -818663.609583 nChanged 272 SP:Iteration 13Q (6581.493008 sec): 3 clusters Score: Raw -821766.395926 + Penalty 2908.628043 = -818857.767883 nChanged 201 SP:Iteration 14Q (6581.546099 sec): 3 clusters Score: Raw -821882.484289 + Penalty 2908.628043 = -818973.856246 nChanged 164 SP:Iteration 15Q (6581.612389 sec): 3 clusters Score: Raw -821969.914559 + Penalty 2908.628043 = -819061.286516 nChanged 107 SP:Iteration 16Q (6581.667550 sec): 3 clusters Score: Raw -822025.456037 + Penalty 2908.628043 = -819116.827994 nChanged 92 SP:Iteration 17Q (6581.714263 sec): 3 clusters Score: Raw -822066.373371 + Penalty 2908.628043 = -819157.745328 nChanged 60 SP:Iteration 18Q (6581.766643 sec): 3 clusters Score: Raw -822090.266539 + Penalty 2908.628043 = -819181.638496 nChanged 52 SP:Iteration 19Q (6581.813807 sec): 3 clusters Score: Raw -822110.610654 + Penalty 2908.628043 = -819201.982611 nChanged 53 SP:Iteration 20F (6581.879042 sec): 3 clusters Score: Raw -822131.681303 + Penalty 2908.628043 = -819223.053260 nChanged 53 SP:Iteration 21Q (6581.929786 sec): 3 clusters Score: Raw -822153.579858 + Penalty 2908.628043 = -819244.951815 nChanged 49 SP:Iteration 22Q (6581.986247 sec): 3 clusters Score: Raw -822173.045709 + Penalty 2908.628043 = -819264.417666 nChanged 37 SP:Iteration 23Q (6582.048377 sec): 3 clusters Score: Raw -822183.845612 + Penalty 2908.628043 = -819275.217569 nChanged 26 SP:Iteration 24Q (6582.094708 sec): 3 clusters Score: Raw -822191.457225 + Penalty 2908.628043 = -819282.829182 nChanged 22 SP:Iteration 25Q (6582.157702 sec): 3 clusters Score: Raw -822197.664691 + Penalty 2908.628043 = -819289.036648 nChanged 23 SP:Iteration 26Q (6582.207049 sec): 3 clusters Score: Raw -822204.922113 + Penalty 2908.628043 = -819296.294070 nChanged 18 SP:Iteration 27Q (6582.258583 sec): 3 clusters Score: Raw -822210.344267 + Penalty 2908.628043 = -819301.716224 nChanged 23 SP:Iteration 28Q (6582.321392 sec): 3 clusters Score: Raw -822218.569401 + Penalty 2908.628043 = -819309.941358 nChanged 20 SP:Iteration 29Q (6582.380073 sec): 3 clusters Score: Raw -822224.095921 + Penalty 2908.628043 = -819315.467878 nChanged 13 SP:Iteration 30Q (6582.436473 sec): 3 clusters Score: Raw -822227.729602 + Penalty 2908.628043 = -819319.101559 nChanged 9 SP:Iteration 31Q (6582.490212 sec): 3 clusters Score: Raw -822229.974917 + Penalty 2908.628043 = -819321.346874 nChanged 9 SP:Iteration 32Q (6582.540375 sec): 3 clusters Score: Raw -822232.813779 + Penalty 2908.628043 = -819324.185736 nChanged 6 SP:Iteration 33Q (6582.597239 sec): 3 clusters Score: Raw -822233.716572 + Penalty 2908.628043 = -819325.088529 nChanged 3 SP:Iteration 34Q (6582.642115 sec): 3 clusters Score: Raw -822234.440606 + Penalty 2908.628043 = -819325.812563 nChanged 3 SP:Iteration 35Q (6582.698017 sec): 3 clusters Score: Raw -822234.986387 + Penalty 2908.628043 = -819326.358344 nChanged 1 SP:Iteration 36Q (6582.751625 sec): 3 clusters Score: Raw -822235.040471 + Penalty 2908.628043 = -819326.412428 nChanged 0 SP:Iteration 37F (6582.806641 sec): 3 clusters Score: Raw -822235.040471 + Penalty 2908.628043 = -819326.412428 nChanged 0 Trying to split cluster 46 (12151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6582.843242 sec): 2 clusters Score: Raw -1225673.579420 + Penalty 1528.339597 = -1224145.239823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6582.911147 sec): 3 clusters Score: Raw -1218682.930884 + Penalty 3056.679194 = -1215626.251690 nChanged 5341 SP:Iteration 1F (6582.978667 sec): 3 clusters Score: Raw -1221529.008238 + Penalty 3056.679194 = -1218472.329045 nChanged 729 SP:Iteration 2F (6583.034835 sec): 3 clusters Score: Raw -1221857.549697 + Penalty 3056.679194 = -1218800.870503 nChanged 637 SP:Iteration 3F (6583.098877 sec): 3 clusters Score: Raw -1222145.272403 + Penalty 3056.679194 = -1219088.593210 nChanged 583 SP:Iteration 4Q (6583.166599 sec): 3 clusters Score: Raw -1222428.415650 + Penalty 3056.679194 = -1219371.736456 nChanged 574 SP:Iteration 5Q (6583.236597 sec): 3 clusters Score: Raw -1222714.242100 + Penalty 3056.679194 = -1219657.562907 nChanged 573 SP:Iteration 6Q (6583.306434 sec): 3 clusters Score: Raw -1223027.271969 + Penalty 3056.679194 = -1219970.592776 nChanged 557 SP:Iteration 7Q (6583.371995 sec): 3 clusters Score: Raw -1223321.296063 + Penalty 3056.679194 = -1220264.616870 nChanged 507 SP:Iteration 8Q (6583.428339 sec): 3 clusters Score: Raw -1223604.014111 + Penalty 3056.679194 = -1220547.334918 nChanged 508 SP:Iteration 9Q (6583.486279 sec): 3 clusters Score: Raw -1223886.527168 + Penalty 3056.679194 = -1220829.847974 nChanged 424 SP:Iteration 10Q (6583.551888 sec): 3 clusters Score: Raw -1224115.738817 + Penalty 3056.679194 = -1221059.059623 nChanged 417 SP:Iteration 11Q (6583.625238 sec): 3 clusters Score: Raw -1224339.033498 + Penalty 3056.679194 = -1221282.354304 nChanged 376 SP:Iteration 12Q (6583.687070 sec): 3 clusters Score: Raw -1224531.599035 + Penalty 3056.679194 = -1221474.919841 nChanged 305 SP:Iteration 13Q (6583.738935 sec): 3 clusters Score: Raw -1224660.672327 + Penalty 3056.679194 = -1221603.993134 nChanged 229 SP:Iteration 14Q (6583.815310 sec): 3 clusters Score: Raw -1224737.168098 + Penalty 3056.679194 = -1221680.488904 nChanged 187 SP:Iteration 15Q (6583.870660 sec): 3 clusters Score: Raw -1224794.840424 + Penalty 3056.679194 = -1221738.161230 nChanged 138 SP:Iteration 16Q (6583.939567 sec): 3 clusters Score: Raw -1224834.574563 + Penalty 3056.679194 = -1221777.895369 nChanged 118 SP:Iteration 17Q (6584.006550 sec): 3 clusters Score: Raw -1224862.557379 + Penalty 3056.679194 = -1221805.878185 nChanged 117 SP:Iteration 18Q (6584.069526 sec): 3 clusters Score: Raw -1224902.836460 + Penalty 3056.679194 = -1221846.157266 nChanged 121 SP:Iteration 19Q (6584.119405 sec): 3 clusters Score: Raw -1224946.192822 + Penalty 3056.679194 = -1221889.513628 nChanged 131 SP:Iteration 20F (6584.171981 sec): 3 clusters Score: Raw -1224999.407755 + Penalty 3056.679194 = -1221942.728561 nChanged 141 SP:Iteration 21Q (6584.236651 sec): 3 clusters Score: Raw -1225051.941964 + Penalty 3056.679194 = -1221995.262770 nChanged 140 SP:Iteration 22Q (6584.303952 sec): 3 clusters Score: Raw -1225104.097900 + Penalty 3056.679194 = -1222047.418706 nChanged 132 SP:Iteration 23Q (6584.363902 sec): 3 clusters Score: Raw -1225148.732036 + Penalty 3056.679194 = -1222092.052843 nChanged 128 SP:Iteration 24Q (6584.435132 sec): 3 clusters Score: Raw -1225194.767793 + Penalty 3056.679194 = -1222138.088599 nChanged 114 SP:Iteration 25Q (6584.489167 sec): 3 clusters Score: Raw -1225233.835246 + Penalty 3056.679194 = -1222177.156052 nChanged 107 SP:Iteration 26Q (6584.560641 sec): 3 clusters Score: Raw -1225266.355468 + Penalty 3056.679194 = -1222209.676274 nChanged 104 SP:Iteration 27Q (6584.610402 sec): 3 clusters Score: Raw -1225300.349812 + Penalty 3056.679194 = -1222243.670618 nChanged 95 SP:Iteration 28Q (6584.669755 sec): 3 clusters Score: Raw -1225333.635887 + Penalty 3056.679194 = -1222276.956694 nChanged 100 SP:Iteration 29Q (6584.728313 sec): 3 clusters Score: Raw -1225368.830999 + Penalty 3056.679194 = -1222312.151805 nChanged 100 SP:Iteration 30Q (6584.793537 sec): 3 clusters Score: Raw -1225404.201037 + Penalty 3056.679194 = -1222347.521844 nChanged 97 SP:Iteration 31Q (6584.854563 sec): 3 clusters Score: Raw -1225442.461824 + Penalty 3056.679194 = -1222385.782630 nChanged 116 SP:Iteration 32Q (6584.916546 sec): 3 clusters Score: Raw -1225486.060583 + Penalty 3056.679194 = -1222429.381389 nChanged 102 SP:Iteration 33Q (6584.980386 sec): 3 clusters Score: Raw -1225533.170973 + Penalty 3056.679194 = -1222476.491779 nChanged 106 SP:Iteration 34Q (6585.041115 sec): 3 clusters Score: Raw -1225580.479690 + Penalty 3056.679194 = -1222523.800497 nChanged 96 SP:Iteration 35Q (6585.116019 sec): 3 clusters Score: Raw -1225624.185634 + Penalty 3056.679194 = -1222567.506441 nChanged 81 SP:Iteration 36Q (6585.173790 sec): 3 clusters Score: Raw -1225657.276850 + Penalty 3056.679194 = -1222600.597656 nChanged 67 SP:Iteration 37Q (6585.239621 sec): 3 clusters Score: Raw -1225682.571069 + Penalty 3056.679194 = -1222625.891875 nChanged 51 SP:Iteration 38Q (6585.289450 sec): 3 clusters Score: Raw -1225705.015298 + Penalty 3056.679194 = -1222648.336104 nChanged 62 SP:Iteration 39Q (6585.355249 sec): 3 clusters Score: Raw -1225729.213270 + Penalty 3056.679194 = -1222672.534077 nChanged 59 SP:Iteration 40F (6585.417612 sec): 3 clusters Score: Raw -1225756.901203 + Penalty 3056.679194 = -1222700.222009 nChanged 59 SP:Iteration 41Q (6585.480727 sec): 3 clusters Score: Raw -1225786.817853 + Penalty 3056.679194 = -1222730.138660 nChanged 58 SP:Iteration 42Q (6585.552390 sec): 3 clusters Score: Raw -1225816.256704 + Penalty 3056.679194 = -1222759.577510 nChanged 58 SP:Iteration 43Q (6585.612357 sec): 3 clusters Score: Raw -1225842.515026 + Penalty 3056.679194 = -1222785.835832 nChanged 48 SP:Iteration 44Q (6585.665548 sec): 3 clusters Score: Raw -1225862.813662 + Penalty 3056.679194 = -1222806.134468 nChanged 41 SP:Iteration 45Q (6585.714010 sec): 3 clusters Score: Raw -1225879.917621 + Penalty 3056.679194 = -1222823.238427 nChanged 29 SP:Iteration 46Q (6585.778108 sec): 3 clusters Score: Raw -1225895.895602 + Penalty 3056.679194 = -1222839.216408 nChanged 47 SP:Iteration 47Q (6585.837709 sec): 3 clusters Score: Raw -1225924.931070 + Penalty 3056.679194 = -1222868.251877 nChanged 48 SP:Iteration 48Q (6585.910939 sec): 3 clusters Score: Raw -1225947.174802 + Penalty 3056.679194 = -1222890.495608 nChanged 34 SP:Iteration 49Q (6585.967033 sec): 3 clusters Score: Raw -1225967.060671 + Penalty 3056.679194 = -1222910.381477 nChanged 31 SP:Iteration 50Q (6586.019373 sec): 3 clusters Score: Raw -1225987.769927 + Penalty 3056.679194 = -1222931.090733 nChanged 37 SP:Iteration 51Q (6586.084526 sec): 3 clusters Score: Raw -1226015.481151 + Penalty 3056.679194 = -1222958.801958 nChanged 40 SP:Iteration 52Q (6586.144938 sec): 3 clusters Score: Raw -1226042.141148 + Penalty 3056.679194 = -1222985.461954 nChanged 39 SP:Iteration 53Q (6586.197695 sec): 3 clusters Score: Raw -1226059.655972 + Penalty 3056.679194 = -1223002.976778 nChanged 31 SP:Iteration 54Q (6586.266728 sec): 3 clusters Score: Raw -1226076.978153 + Penalty 3056.679194 = -1223020.298959 nChanged 27 SP:Iteration 55Q (6586.328630 sec): 3 clusters Score: Raw -1226091.184580 + Penalty 3056.679194 = -1223034.505386 nChanged 32 SP:Iteration 56Q (6586.386018 sec): 3 clusters Score: Raw -1226108.835813 + Penalty 3056.679194 = -1223052.156620 nChanged 42 SP:Iteration 57Q (6586.442442 sec): 3 clusters Score: Raw -1226130.450186 + Penalty 3056.679194 = -1223073.770993 nChanged 39 SP:Iteration 58Q (6586.500418 sec): 3 clusters Score: Raw -1226152.798353 + Penalty 3056.679194 = -1223096.119159 nChanged 40 SP:Iteration 59Q (6586.556414 sec): 3 clusters Score: Raw -1226175.802802 + Penalty 3056.679194 = -1223119.123608 nChanged 36 SP:Iteration 60F (6586.610294 sec): 3 clusters Score: Raw -1226190.763981 + Penalty 3056.679194 = -1223134.084787 nChanged 22 SP:Iteration 61Q (6586.674897 sec): 3 clusters Score: Raw -1226204.799957 + Penalty 3056.679194 = -1223148.120763 nChanged 34 SP:Iteration 62Q (6586.733824 sec): 3 clusters Score: Raw -1226224.534011 + Penalty 3056.679194 = -1223167.854817 nChanged 32 SP:Iteration 63Q (6586.805084 sec): 3 clusters Score: Raw -1226240.693081 + Penalty 3056.679194 = -1223184.013887 nChanged 29 SP:Iteration 64Q (6586.856119 sec): 3 clusters Score: Raw -1226257.316067 + Penalty 3056.679194 = -1223200.636873 nChanged 23 SP:Iteration 65Q (6586.915547 sec): 3 clusters Score: Raw -1226268.734912 + Penalty 3056.679194 = -1223212.055718 nChanged 26 SP:Iteration 66Q (6586.984235 sec): 3 clusters Score: Raw -1226283.558005 + Penalty 3056.679194 = -1223226.878811 nChanged 25 SP:Iteration 67Q (6587.038200 sec): 3 clusters Score: Raw -1226295.630349 + Penalty 3056.679194 = -1223238.951155 nChanged 28 SP:Iteration 68Q (6587.104569 sec): 3 clusters Score: Raw -1226311.830880 + Penalty 3056.679194 = -1223255.151687 nChanged 26 SP:Iteration 69Q (6587.163199 sec): 3 clusters Score: Raw -1226323.235938 + Penalty 3056.679194 = -1223266.556745 nChanged 19 SP:Iteration 70Q (6587.221833 sec): 3 clusters Score: Raw -1226332.237483 + Penalty 3056.679194 = -1223275.558290 nChanged 19 SP:Iteration 71Q (6587.286434 sec): 3 clusters Score: Raw -1226340.418544 + Penalty 3056.679194 = -1223283.739350 nChanged 18 SP:Iteration 72Q (6587.338252 sec): 3 clusters Score: Raw -1226351.028705 + Penalty 3056.679194 = -1223294.349511 nChanged 22 SP:Iteration 73Q (6587.406050 sec): 3 clusters Score: Raw -1226364.440892 + Penalty 3056.679194 = -1223307.761699 nChanged 25 SP:Iteration 74Q (6587.452109 sec): 3 clusters Score: Raw -1226379.314192 + Penalty 3056.679194 = -1223322.634998 nChanged 26 SP:Iteration 75Q (6587.504914 sec): 3 clusters Score: Raw -1226390.763919 + Penalty 3056.679194 = -1223334.084725 nChanged 23 SP:Iteration 76Q (6587.567759 sec): 3 clusters Score: Raw -1226403.144492 + Penalty 3056.679194 = -1223346.465298 nChanged 28 SP:Iteration 77Q (6587.637617 sec): 3 clusters Score: Raw -1226416.680543 + Penalty 3056.679194 = -1223360.001349 nChanged 26 SP:Iteration 78Q (6587.683093 sec): 3 clusters Score: Raw -1226427.257584 + Penalty 3056.679194 = -1223370.578390 nChanged 19 SP:Iteration 79Q (6587.748607 sec): 3 clusters Score: Raw -1226434.632226 + Penalty 3056.679194 = -1223377.953032 nChanged 16 SP:Iteration 80F (6587.801747 sec): 3 clusters Score: Raw -1226443.765113 + Penalty 3056.679194 = -1223387.085919 nChanged 15 SP:Iteration 81Q (6587.869287 sec): 3 clusters Score: Raw -1226448.464061 + Penalty 3056.679194 = -1223391.784867 nChanged 8 SP:Iteration 82Q (6587.928834 sec): 3 clusters Score: Raw -1226450.560085 + Penalty 3056.679194 = -1223393.880891 nChanged 4 SP:Iteration 83Q (6587.994127 sec): 3 clusters Score: Raw -1226451.492645 + Penalty 3056.679194 = -1223394.813451 nChanged 3 SP:Iteration 84Q (6588.053803 sec): 3 clusters Score: Raw -1226452.076879 + Penalty 3056.679194 = -1223395.397686 nChanged 2 SP:Iteration 85Q (6588.105198 sec): 3 clusters Score: Raw -1226452.682471 + Penalty 3056.679194 = -1223396.003277 nChanged 1 SP:Iteration 86Q (6588.172335 sec): 3 clusters Score: Raw -1226453.127164 + Penalty 3056.679194 = -1223396.447970 nChanged 2 SP:Iteration 87Q (6588.231642 sec): 3 clusters Score: Raw -1226453.830521 + Penalty 3056.679194 = -1223397.151327 nChanged 3 SP:Iteration 88Q (6588.289326 sec): 3 clusters Score: Raw -1226454.741012 + Penalty 3056.679194 = -1223398.061819 nChanged 6 SP:Iteration 89Q (6588.343229 sec): 3 clusters Score: Raw -1226457.369361 + Penalty 3056.679194 = -1223400.690167 nChanged 5 SP:Iteration 90Q (6588.400574 sec): 3 clusters Score: Raw -1226458.783084 + Penalty 3056.679194 = -1223402.103890 nChanged 5 SP:Iteration 91Q (6588.467726 sec): 3 clusters Score: Raw -1226460.468793 + Penalty 3056.679194 = -1223403.789600 nChanged 9 SP:Iteration 92Q (6588.525483 sec): 3 clusters Score: Raw -1226464.091157 + Penalty 3056.679194 = -1223407.411963 nChanged 13 SP:Iteration 93Q (6588.578148 sec): 3 clusters Score: Raw -1226469.487708 + Penalty 3056.679194 = -1223412.808514 nChanged 14 SP:Iteration 94Q (6588.647359 sec): 3 clusters Score: Raw -1226476.368009 + Penalty 3056.679194 = -1223419.688815 nChanged 16 SP:Iteration 95Q (6588.689964 sec): 3 clusters Score: Raw -1226482.678970 + Penalty 3056.679194 = -1223425.999776 nChanged 19 SP:Iteration 96Q (6588.752802 sec): 3 clusters Score: Raw -1226492.448807 + Penalty 3056.679194 = -1223435.769613 nChanged 19 SP:Iteration 97Q (6588.821018 sec): 3 clusters Score: Raw -1226499.976047 + Penalty 3056.679194 = -1223443.296853 nChanged 11 SP:Iteration 98Q (6588.876888 sec): 3 clusters Score: Raw -1226503.484949 + Penalty 3056.679194 = -1223446.805756 nChanged 13 SP:Iteration 99Q (6588.922593 sec): 3 clusters Score: Raw -1226509.211895 + Penalty 3056.679194 = -1223452.532702 nChanged 14 SP:Iteration 100F (6588.989399 sec): 3 clusters Score: Raw -1226513.420119 + Penalty 3056.679194 = -1223456.740925 nChanged 7 SP:Iteration 101Q (6589.053148 sec): 3 clusters Score: Raw -1226515.395815 + Penalty 3056.679194 = -1223458.716622 nChanged 4 SP:Iteration 102Q (6589.105746 sec): 3 clusters Score: Raw -1226516.820118 + Penalty 3056.679194 = -1223460.140924 nChanged 5 SP:Iteration 103Q (6589.166313 sec): 3 clusters Score: Raw -1226519.042659 + Penalty 3056.679194 = -1223462.363465 nChanged 8 SP:Iteration 104Q (6589.218241 sec): 3 clusters Score: Raw -1226522.097858 + Penalty 3056.679194 = -1223465.418664 nChanged 9 SP:Iteration 105Q (6589.280197 sec): 3 clusters Score: Raw -1226525.935109 + Penalty 3056.679194 = -1223469.255915 nChanged 7 SP:Iteration 106Q (6589.349902 sec): 3 clusters Score: Raw -1226528.838267 + Penalty 3056.679194 = -1223472.159073 nChanged 5 SP:Iteration 107Q (6589.403067 sec): 3 clusters Score: Raw -1226530.615428 + Penalty 3056.679194 = -1223473.936235 nChanged 9 SP:Iteration 108Q (6589.462104 sec): 3 clusters Score: Raw -1226533.944688 + Penalty 3056.679194 = -1223477.265495 nChanged 10 SP:Iteration 109Q (6589.528562 sec): 3 clusters Score: Raw -1226536.935271 + Penalty 3056.679194 = -1223480.256078 nChanged 4 SP:Iteration 110Q (6589.585138 sec): 3 clusters Score: Raw -1226538.137459 + Penalty 3056.679194 = -1223481.458265 nChanged 2 SP:Iteration 111Q (6589.632017 sec): 3 clusters Score: Raw -1226538.932751 + Penalty 3056.679194 = -1223482.253557 nChanged 2 SP:Iteration 112Q (6589.684855 sec): 3 clusters Score: Raw -1226539.372220 + Penalty 3056.679194 = -1223482.693026 nChanged 2 SP:Iteration 113Q (6589.742923 sec): 3 clusters Score: Raw -1226539.943810 + Penalty 3056.679194 = -1223483.264616 nChanged 0 SP:Iteration 114F (6589.802939 sec): 3 clusters Score: Raw -1226539.943810 + Penalty 3056.679194 = -1223483.264616 nChanged 0 Iteration 219Q (6596.465922 sec): 48 clusters Score: Raw -50089925.519477 + Penalty 100106.728439 = -49989818.791039 nChanged 1004 Iteration 220F (6610.852792 sec): 48 clusters Score: Raw -50090613.008070 + Penalty 100106.728439 = -49990506.279631 nChanged 1181 Iteration 221Q (6617.186253 sec): 48 clusters Score: Raw -50091047.165321 + Penalty 100106.728439 = -49990940.436883 nChanged 917 Iteration 222Q (6623.840319 sec): 48 clusters Score: Raw -50091296.364049 + Penalty 100106.728439 = -49991189.635610 nChanged 757 Iteration 223Q (6630.448421 sec): 48 clusters Score: Raw -50091464.978597 + Penalty 100106.728439 = -49991358.250158 nChanged 676 Iteration 224Q (6637.068665 sec): 48 clusters Score: Raw -50091583.711985 + Penalty 100106.728439 = -49991476.983547 nChanged 578 Iteration 225Q (6643.640101 sec): 48 clusters Score: Raw -50091666.062127 + Penalty 100106.728439 = -49991559.333688 nChanged 490 Iteration 226Q (6650.391274 sec): 48 clusters Score: Raw -50091731.884345 + Penalty 100106.728439 = -49991625.155906 nChanged 436 Iteration 227Q (6656.899874 sec): 48 clusters Score: Raw -50091790.540446 + Penalty 100106.728439 = -49991683.812008 nChanged 383 Iteration 228Q (6663.301230 sec): 48 clusters Score: Raw -50091839.145255 + Penalty 100106.728439 = -49991732.416816 nChanged 374 Iteration 229Q (6669.682657 sec): 48 clusters Score: Raw -50091885.914793 + Penalty 100106.728439 = -49991779.186354 nChanged 329 Iteration 230Q (6676.151591 sec): 48 clusters Score: Raw -50091933.640724 + Penalty 100106.728439 = -49991826.912285 nChanged 315 Iteration 231Q (6682.697300 sec): 48 clusters Score: Raw -50091973.038608 + Penalty 100106.728439 = -49991866.310169 nChanged 309 Iteration 232Q (6689.299872 sec): 48 clusters Score: Raw -50092013.096366 + Penalty 100106.728439 = -49991906.367927 nChanged 346 Iteration 233Q (6695.907742 sec): 48 clusters Score: Raw -50092056.091706 + Penalty 100106.728439 = -49991949.363267 nChanged 340 Iteration 234Q (6702.547150 sec): 48 clusters Score: Raw -50092099.740031 + Penalty 100106.728439 = -49991993.011592 nChanged 341 Iteration 235Q (6709.063440 sec): 48 clusters Score: Raw -50092142.451832 + Penalty 100106.728439 = -49992035.723394 nChanged 346 Iteration 236Q (6715.375076 sec): 48 clusters Score: Raw -50092183.006860 + Penalty 100106.728439 = -49992076.278421 nChanged 282 Iteration 237Q (6721.025008 sec): 48 clusters Score: Raw -50092208.780977 + Penalty 100106.728439 = -49992102.052538 nChanged 248 Iteration 238Q (6727.287278 sec): 48 clusters Score: Raw -50092231.137378 + Penalty 100106.728439 = -49992124.408940 nChanged 269 Iteration 239Q (6733.598550 sec): 48 clusters Score: Raw -50092252.878879 + Penalty 100106.728439 = -49992146.150440 nChanged 259 Iteration 240F (6748.150981 sec): 48 clusters Score: Raw -50092274.279885 + Penalty 100106.728439 = -49992167.551446 nChanged 263 Iteration 241Q (6754.539206 sec): 48 clusters Score: Raw -50092298.569589 + Penalty 100106.728439 = -49992191.841150 nChanged 248 Iteration 242Q (6760.989619 sec): 48 clusters Score: Raw -50092320.567722 + Penalty 100106.728439 = -49992213.839284 nChanged 245 Iteration 243Q (6766.845336 sec): 48 clusters Score: Raw -50092342.255090 + Penalty 100106.728439 = -49992235.526652 nChanged 216 Iteration 244Q (6773.088168 sec): 48 clusters Score: Raw -50092359.924500 + Penalty 100106.728439 = -49992253.196061 nChanged 206 Iteration 245Q (6779.363196 sec): 48 clusters Score: Raw -50092375.262550 + Penalty 100106.728439 = -49992268.534112 nChanged 191 Iteration 246Q (6785.497376 sec): 48 clusters Score: Raw -50092392.181277 + Penalty 100106.728439 = -49992285.452838 nChanged 195 Iteration 247Q (6791.906515 sec): 48 clusters Score: Raw -50092410.118883 + Penalty 100106.728439 = -49992303.390444 nChanged 185 Iteration 248Q (6798.467684 sec): 48 clusters Score: Raw -50092425.670112 + Penalty 100106.728439 = -49992318.941673 nChanged 167 Iteration 249Q (6804.996039 sec): 48 clusters Score: Raw -50092439.471036 + Penalty 100106.728439 = -49992332.742597 nChanged 184 Iteration 250Q (6811.363612 sec): 48 clusters Score: Raw -50092453.656697 + Penalty 100106.728439 = -49992346.928259 nChanged 167 Iteration 251Q (6817.530324 sec): 48 clusters Score: Raw -50092467.563028 + Penalty 100106.728439 = -49992360.834589 nChanged 167 Iteration 252Q (6824.107366 sec): 48 clusters Score: Raw -50092481.942501 + Penalty 100106.728439 = -49992375.214063 nChanged 173 Iteration 253Q (6830.473223 sec): 48 clusters Score: Raw -50092495.166954 + Penalty 100106.728439 = -49992388.438516 nChanged 161 Iteration 254Q (6836.808391 sec): 48 clusters Score: Raw -50092506.799761 + Penalty 100106.728439 = -49992400.071322 nChanged 143 Iteration 255Q (6842.699827 sec): 48 clusters Score: Raw -50092516.237952 + Penalty 100106.728439 = -49992409.509513 nChanged 142 Iteration 256Q (6849.027883 sec): 48 clusters Score: Raw -50092525.734762 + Penalty 100106.728439 = -49992419.006323 nChanged 126 Iteration 257Q (6855.598104 sec): 48 clusters Score: Raw -50092535.851898 + Penalty 100106.728439 = -49992429.123459 nChanged 124 Iteration 258Q (6861.994854 sec): 48 clusters Score: Raw -50092544.646671 + Penalty 100106.728439 = -49992437.918232 nChanged 116 Writing temp clu file Because OldScore, -49992429.123459, is greater than current (better) Score,-49992437.918232 Compute initial score before splitting: Score: Raw -50092544.646671 + Penalty 100106.728439 = -49992437.918232 Trying to split cluster 1 (968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6862.171961 sec): 2 clusters Score: Raw -84416.083360 + Penalty 1117.225214 = -83298.858146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6862.222477 sec): 3 clusters Score: Raw -84195.288845 + Penalty 2234.450428 = -81960.838417 nChanged 307 SP:Iteration 1F (6862.266060 sec): 3 clusters Score: Raw -84526.962344 + Penalty 2234.450428 = -82292.511915 nChanged 89 SP:Iteration 2F (6862.314890 sec): 3 clusters Score: Raw -84616.752951 + Penalty 2234.450428 = -82382.302522 nChanged 50 SP:Iteration 3F (6862.363467 sec): 3 clusters Score: Raw -84766.451877 + Penalty 2234.450428 = -82532.001449 nChanged 54 SP:Iteration 4F (6862.403384 sec): 3 clusters Score: Raw -84876.854695 + Penalty 2234.450428 = -82642.404266 nChanged 43 SP:Iteration 5Q (6862.452471 sec): 3 clusters Score: Raw -84957.358681 + Penalty 2234.450428 = -82722.908253 nChanged 44 SP:Iteration 6Q (6862.491106 sec): 3 clusters Score: Raw -85020.611315 + Penalty 2234.450428 = -82786.160887 nChanged 42 SP:Iteration 7Q (6862.535619 sec): 3 clusters Score: Raw -85122.113110 + Penalty 2234.450428 = -82887.662681 nChanged 45 SP:Iteration 8Q (6862.589608 sec): 3 clusters Score: Raw -85200.839688 + Penalty 2234.450428 = -82966.389260 nChanged 37 SP:Iteration 9Q (6862.633994 sec): 3 clusters Score: Raw -85258.889510 + Penalty 2234.450428 = -83024.439082 nChanged 25 SP:Iteration 10Q (6862.686081 sec): 3 clusters Score: Raw -85295.232250 + Penalty 2234.450428 = -83060.781822 nChanged 21 SP:Iteration 11Q (6862.731809 sec): 3 clusters Score: Raw -85326.736043 + Penalty 2234.450428 = -83092.285614 nChanged 13 SP:Iteration 12Q (6862.778265 sec): 3 clusters Score: Raw -85349.090514 + Penalty 2234.450428 = -83114.640086 nChanged 11 SP:Iteration 13Q (6862.822940 sec): 3 clusters Score: Raw -85366.188411 + Penalty 2234.450428 = -83131.737983 nChanged 5 SP:Iteration 14Q (6862.871756 sec): 3 clusters Score: Raw -85372.397194 + Penalty 2234.450428 = -83137.946765 nChanged 1 SP:Iteration 15Q (6862.914682 sec): 3 clusters Score: Raw -85373.558855 + Penalty 2234.450428 = -83139.108427 nChanged 3 SP:Iteration 16Q (6862.963052 sec): 3 clusters Score: Raw -85376.501954 + Penalty 2234.450428 = -83142.051525 nChanged 1 SP:Iteration 17Q (6863.002135 sec): 3 clusters Score: Raw -85377.415426 + Penalty 2234.450428 = -83142.964998 nChanged 0 SP:Iteration 18F (6863.058918 sec): 3 clusters Score: Raw -85411.654708 + Penalty 2234.450428 = -83177.204280 nChanged 4 SP:Iteration 19Q (6863.097807 sec): 3 clusters Score: Raw -85525.650314 + Penalty 2234.450428 = -83291.199886 nChanged 12 SP:Iteration 20F (6863.155707 sec): 3 clusters Score: Raw -85563.689894 + Penalty 2234.450428 = -83329.239466 nChanged 7 SP:Iteration 21Q (6863.196408 sec): 3 clusters Score: Raw -85577.386898 + Penalty 2234.450428 = -83342.936469 nChanged 6 SP:Iteration 22Q (6863.246622 sec): 3 clusters Score: Raw -85593.441008 + Penalty 2234.450428 = -83358.990579 nChanged 5 SP:Iteration 23Q (6863.281140 sec): 3 clusters Score: Raw -85607.931221 + Penalty 2234.450428 = -83373.480792 nChanged 2 SP:Iteration 24Q (6863.327461 sec): 3 clusters Score: Raw -85620.833550 + Penalty 2234.450428 = -83386.383122 nChanged 1 SP:Iteration 25Q (6863.376776 sec): 3 clusters Score: Raw -85622.830478 + Penalty 2234.450428 = -83388.380049 nChanged 2 SP:Iteration 26Q (6863.428062 sec): 3 clusters Score: Raw -85626.343133 + Penalty 2234.450428 = -83391.892705 nChanged 0 SP:Iteration 27F (6863.471360 sec): 3 clusters Score: Raw -85626.343133 + Penalty 2234.450428 = -83391.892705 nChanged 0 Score: Raw -50093761.369573 + Penalty 102236.658831 = -49991524.710742 Splitting cluster 1 changes total score from -49992437.918232 to -49991524.710742 So it's not getting split. Trying to split cluster 2 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6878.203771 sec): 2 clusters Score: Raw -30523.339287 + Penalty 967.823573 = -29555.515714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6878.242929 sec): 3 clusters Score: Raw -30590.460544 + Penalty 1935.647145 = -28654.813399 nChanged 95 SP:Iteration 1F (6878.294024 sec): 3 clusters Score: Raw -30827.150494 + Penalty 1935.647145 = -28891.503349 nChanged 26 SP:Iteration 2F (6878.339971 sec): 3 clusters Score: Raw -30967.340082 + Penalty 1935.647145 = -29031.692937 nChanged 25 SP:Iteration 3F (6878.387123 sec): 3 clusters Score: Raw -31067.188390 + Penalty 1935.647145 = -29131.541245 nChanged 23 SP:Iteration 4F (6878.432466 sec): 3 clusters Score: Raw -31172.737525 + Penalty 1935.647145 = -29237.090380 nChanged 10 SP:Iteration 5Q (6878.478127 sec): 3 clusters Score: Raw -31224.475511 + Penalty 1935.647145 = -29288.828366 nChanged 9 SP:Iteration 6Q (6878.523694 sec): 3 clusters Score: Raw -31271.415634 + Penalty 1935.647145 = -29335.768489 nChanged 10 SP:Iteration 7Q (6878.563922 sec): 3 clusters Score: Raw -31316.554293 + Penalty 1935.647145 = -29380.907148 nChanged 10 SP:Iteration 8Q (6878.619890 sec): 3 clusters Score: Raw -31350.208048 + Penalty 1935.647145 = -29414.560903 nChanged 4 SP:Iteration 9Q (6878.652848 sec): 3 clusters Score: Raw -31369.777066 + Penalty 1935.647145 = -29434.129921 nChanged 8 SP:Iteration 10Q (6878.704962 sec): 3 clusters Score: Raw -31400.444994 + Penalty 1935.647145 = -29464.797849 nChanged 5 SP:Iteration 11Q (6878.747440 sec): 3 clusters Score: Raw -31429.190374 + Penalty 1935.647145 = -29493.543229 nChanged 4 SP:Iteration 12Q (6878.791501 sec): 3 clusters Score: Raw -31450.125004 + Penalty 1935.647145 = -29514.477859 nChanged 4 SP:Iteration 13Q (6878.822155 sec): 3 clusters Score: Raw -31465.377312 + Penalty 1935.647145 = -29529.730167 nChanged 2 SP:Iteration 14Q (6878.868536 sec): 3 clusters Score: Raw -31469.126707 + Penalty 1935.647145 = -29533.479562 nChanged 0 SP:Iteration 15F (6878.911338 sec): 3 clusters Score: Raw -31469.126707 + Penalty 1935.647145 = -29533.479562 nChanged 0 Trying to split cluster 3 (5520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6878.952784 sec): 2 clusters Score: Raw -534026.133544 + Penalty 1400.121635 = -532626.011909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6879.006341 sec): 3 clusters Score: Raw -531101.241873 + Penalty 2800.243270 = -528300.998603 nChanged 2279 SP:Iteration 1F (6879.039677 sec): 3 clusters Score: Raw -532360.111909 + Penalty 2800.243270 = -529559.868639 nChanged 395 SP:Iteration 2F (6879.093544 sec): 3 clusters Score: Raw -532561.103340 + Penalty 2800.243270 = -529760.860070 nChanged 282 SP:Iteration 3F (6879.145713 sec): 3 clusters Score: Raw -532715.904227 + Penalty 2800.243270 = -529915.660957 nChanged 241 SP:Iteration 4Q (6879.198380 sec): 3 clusters Score: Raw -532842.740519 + Penalty 2800.243270 = -530042.497249 nChanged 228 SP:Iteration 5Q (6879.251967 sec): 3 clusters Score: Raw -532950.880317 + Penalty 2800.243270 = -530150.637047 nChanged 204 SP:Iteration 6Q (6879.307606 sec): 3 clusters Score: Raw -533050.072611 + Penalty 2800.243270 = -530249.829341 nChanged 185 SP:Iteration 7Q (6879.351400 sec): 3 clusters Score: Raw -533149.790558 + Penalty 2800.243270 = -530349.547288 nChanged 186 SP:Iteration 8Q (6879.402922 sec): 3 clusters Score: Raw -533261.390724 + Penalty 2800.243270 = -530461.147453 nChanged 187 SP:Iteration 9Q (6879.453899 sec): 3 clusters Score: Raw -533371.213945 + Penalty 2800.243270 = -530570.970675 nChanged 185 SP:Iteration 10Q (6879.496973 sec): 3 clusters Score: Raw -533502.217092 + Penalty 2800.243270 = -530701.973822 nChanged 197 SP:Iteration 11Q (6879.547881 sec): 3 clusters Score: Raw -533638.894394 + Penalty 2800.243270 = -530838.651124 nChanged 164 SP:Iteration 12Q (6879.600245 sec): 3 clusters Score: Raw -533754.880078 + Penalty 2800.243270 = -530954.636808 nChanged 126 SP:Iteration 13Q (6879.661832 sec): 3 clusters Score: Raw -533850.907247 + Penalty 2800.243270 = -531050.663976 nChanged 101 SP:Iteration 14Q (6879.704423 sec): 3 clusters Score: Raw -533930.583928 + Penalty 2800.243270 = -531130.340657 nChanged 101 SP:Iteration 15Q (6879.751064 sec): 3 clusters Score: Raw -534003.242376 + Penalty 2800.243270 = -531202.999106 nChanged 78 SP:Iteration 16Q (6879.802151 sec): 3 clusters Score: Raw -534058.949092 + Penalty 2800.243270 = -531258.705822 nChanged 51 SP:Iteration 17Q (6879.855325 sec): 3 clusters Score: Raw -534098.685803 + Penalty 2800.243270 = -531298.442533 nChanged 42 SP:Iteration 18Q (6879.905120 sec): 3 clusters Score: Raw -534130.210594 + Penalty 2800.243270 = -531329.967324 nChanged 33 SP:Iteration 19Q (6879.956023 sec): 3 clusters Score: Raw -534156.239035 + Penalty 2800.243270 = -531355.995764 nChanged 25 SP:Iteration 20F (6880.002130 sec): 3 clusters Score: Raw -534177.440429 + Penalty 2800.243270 = -531377.197159 nChanged 21 SP:Iteration 21Q (6880.044230 sec): 3 clusters Score: Raw -534194.937563 + Penalty 2800.243270 = -531394.694293 nChanged 11 SP:Iteration 22Q (6880.098469 sec): 3 clusters Score: Raw -534204.289515 + Penalty 2800.243270 = -531404.046245 nChanged 13 SP:Iteration 23Q (6880.158811 sec): 3 clusters Score: Raw -534216.125591 + Penalty 2800.243270 = -531415.882321 nChanged 14 SP:Iteration 24Q (6880.208705 sec): 3 clusters Score: Raw -534234.416184 + Penalty 2800.243270 = -531434.172913 nChanged 14 SP:Iteration 25Q (6880.261372 sec): 3 clusters Score: Raw -534244.790911 + Penalty 2800.243270 = -531444.547641 nChanged 4 SP:Iteration 26Q (6880.301957 sec): 3 clusters Score: Raw -534247.856318 + Penalty 2800.243270 = -531447.613048 nChanged 5 SP:Iteration 27Q (6880.352397 sec): 3 clusters Score: Raw -534250.729099 + Penalty 2800.243270 = -531450.485829 nChanged 4 SP:Iteration 28Q (6880.404550 sec): 3 clusters Score: Raw -534255.202182 + Penalty 2800.243270 = -531454.958911 nChanged 3 SP:Iteration 29Q (6880.468293 sec): 3 clusters Score: Raw -534259.057572 + Penalty 2800.243270 = -531458.814301 nChanged 3 SP:Iteration 30Q (6880.501997 sec): 3 clusters Score: Raw -534263.423517 + Penalty 2800.243270 = -531463.180246 nChanged 4 SP:Iteration 31Q (6880.559939 sec): 3 clusters Score: Raw -534269.799272 + Penalty 2800.243270 = -531469.556002 nChanged 5 SP:Iteration 32Q (6880.614065 sec): 3 clusters Score: Raw -534272.965371 + Penalty 2800.243270 = -531472.722101 nChanged 5 SP:Iteration 33Q (6880.652229 sec): 3 clusters Score: Raw -534277.250974 + Penalty 2800.243270 = -531477.007704 nChanged 3 SP:Iteration 34Q (6880.705784 sec): 3 clusters Score: Raw -534279.093083 + Penalty 2800.243270 = -531478.849813 nChanged 0 SP:Iteration 35F (6880.755337 sec): 3 clusters Score: Raw -534279.093083 + Penalty 2800.243270 = -531478.849813 nChanged 0 Trying to split cluster 4 (4163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6880.786488 sec): 2 clusters Score: Raw -428466.798307 + Penalty 1354.273578 = -427112.524730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6880.831621 sec): 3 clusters Score: Raw -426386.542497 + Penalty 2708.547155 = -423677.995342 nChanged 1642 SP:Iteration 1F (6880.871286 sec): 3 clusters Score: Raw -427256.759037 + Penalty 2708.547155 = -424548.211881 nChanged 280 SP:Iteration 2F (6880.930228 sec): 3 clusters Score: Raw -427406.675741 + Penalty 2708.547155 = -424698.128586 nChanged 210 SP:Iteration 3F (6880.971873 sec): 3 clusters Score: Raw -427516.419040 + Penalty 2708.547155 = -424807.871885 nChanged 171 SP:Iteration 4Q (6881.032986 sec): 3 clusters Score: Raw -427602.356916 + Penalty 2708.547155 = -424893.809761 nChanged 156 SP:Iteration 5Q (6881.081477 sec): 3 clusters Score: Raw -427690.188896 + Penalty 2708.547155 = -424981.641741 nChanged 143 SP:Iteration 6Q (6881.133676 sec): 3 clusters Score: Raw -427772.759599 + Penalty 2708.547155 = -425064.212444 nChanged 152 SP:Iteration 7Q (6881.174678 sec): 3 clusters Score: Raw -427863.827200 + Penalty 2708.547155 = -425155.280045 nChanged 174 SP:Iteration 8Q (6881.233062 sec): 3 clusters Score: Raw -428000.534114 + Penalty 2708.547155 = -425291.986958 nChanged 200 SP:Iteration 9Q (6881.279907 sec): 3 clusters Score: Raw -428174.275636 + Penalty 2708.547155 = -425465.728481 nChanged 172 SP:Iteration 10Q (6881.334089 sec): 3 clusters Score: Raw -428316.473110 + Penalty 2708.547155 = -425607.925955 nChanged 154 SP:Iteration 11Q (6881.392321 sec): 3 clusters Score: Raw -428442.695163 + Penalty 2708.547155 = -425734.148008 nChanged 129 SP:Iteration 12Q (6881.431515 sec): 3 clusters Score: Raw -428547.362818 + Penalty 2708.547155 = -425838.815662 nChanged 99 SP:Iteration 13Q (6881.476296 sec): 3 clusters Score: Raw -428620.963017 + Penalty 2708.547155 = -425912.415862 nChanged 73 SP:Iteration 14Q (6881.533031 sec): 3 clusters Score: Raw -428667.019641 + Penalty 2708.547155 = -425958.472486 nChanged 44 SP:Iteration 15Q (6881.592836 sec): 3 clusters Score: Raw -428699.001574 + Penalty 2708.547155 = -425990.454419 nChanged 40 SP:Iteration 16Q (6881.638854 sec): 3 clusters Score: Raw -428726.673299 + Penalty 2708.547155 = -426018.126143 nChanged 38 SP:Iteration 17Q (6881.695487 sec): 3 clusters Score: Raw -428751.886748 + Penalty 2708.547155 = -426043.339593 nChanged 30 SP:Iteration 18Q (6881.743516 sec): 3 clusters Score: Raw -428771.961313 + Penalty 2708.547155 = -426063.414158 nChanged 25 SP:Iteration 19Q (6881.795833 sec): 3 clusters Score: Raw -428791.220259 + Penalty 2708.547155 = -426082.673104 nChanged 28 SP:Iteration 20F (6881.844165 sec): 3 clusters Score: Raw -428811.114289 + Penalty 2708.547155 = -426102.567134 nChanged 29 SP:Iteration 21Q (6881.908503 sec): 3 clusters Score: Raw -428829.616653 + Penalty 2708.547155 = -426121.069498 nChanged 21 SP:Iteration 22Q (6881.956988 sec): 3 clusters Score: Raw -428839.316976 + Penalty 2708.547155 = -426130.769821 nChanged 15 SP:Iteration 23Q (6882.002910 sec): 3 clusters Score: Raw -428846.866086 + Penalty 2708.547155 = -426138.318931 nChanged 12 SP:Iteration 24Q (6882.047471 sec): 3 clusters Score: Raw -428853.392627 + Penalty 2708.547155 = -426144.845472 nChanged 12 SP:Iteration 25Q (6882.103392 sec): 3 clusters Score: Raw -428859.170944 + Penalty 2708.547155 = -426150.623789 nChanged 13 SP:Iteration 26Q (6882.153440 sec): 3 clusters Score: Raw -428865.737578 + Penalty 2708.547155 = -426157.190423 nChanged 15 SP:Iteration 27Q (6882.200114 sec): 3 clusters Score: Raw -428874.600326 + Penalty 2708.547155 = -426166.053171 nChanged 12 SP:Iteration 28Q (6882.255468 sec): 3 clusters Score: Raw -428882.165919 + Penalty 2708.547155 = -426173.618764 nChanged 13 SP:Iteration 29Q (6882.307338 sec): 3 clusters Score: Raw -428890.057770 + Penalty 2708.547155 = -426181.510615 nChanged 10 SP:Iteration 30Q (6882.348801 sec): 3 clusters Score: Raw -428895.804989 + Penalty 2708.547155 = -426187.257834 nChanged 5 SP:Iteration 31Q (6882.407310 sec): 3 clusters Score: Raw -428897.736984 + Penalty 2708.547155 = -426189.189828 nChanged 8 SP:Iteration 32Q (6882.461923 sec): 3 clusters Score: Raw -428901.207503 + Penalty 2708.547155 = -426192.660347 nChanged 3 SP:Iteration 33Q (6882.503311 sec): 3 clusters Score: Raw -428902.126476 + Penalty 2708.547155 = -426193.579320 nChanged 0 SP:Iteration 34F (6882.559726 sec): 3 clusters Score: Raw -428902.126476 + Penalty 2708.547155 = -426193.579320 nChanged 0 Trying to split cluster 5 (13607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6882.609423 sec): 2 clusters Score: Raw -1447854.135598 + Penalty 1546.730192 = -1446307.405406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6882.667134 sec): 3 clusters Score: Raw -1439895.742279 + Penalty 3093.460385 = -1436802.281894 nChanged 6028 SP:Iteration 1F (6882.740414 sec): 3 clusters Score: Raw -1443235.309545 + Penalty 3093.460385 = -1440141.849160 nChanged 853 SP:Iteration 2F (6882.811890 sec): 3 clusters Score: Raw -1443639.662172 + Penalty 3093.460385 = -1440546.201788 nChanged 798 SP:Iteration 3F (6882.882205 sec): 3 clusters Score: Raw -1444060.119914 + Penalty 3093.460385 = -1440966.659530 nChanged 786 SP:Iteration 4F (6882.942036 sec): 3 clusters Score: Raw -1444466.871020 + Penalty 3093.460385 = -1441373.410636 nChanged 694 SP:Iteration 5F (6883.014161 sec): 3 clusters Score: Raw -1444868.301173 + Penalty 3093.460385 = -1441774.840788 nChanged 725 SP:Iteration 6F (6883.086390 sec): 3 clusters Score: Raw -1445296.331057 + Penalty 3093.460385 = -1442202.870673 nChanged 676 SP:Iteration 7Q (6883.160394 sec): 3 clusters Score: Raw -1445730.513262 + Penalty 3093.460385 = -1442637.052878 nChanged 628 SP:Iteration 8Q (6883.230395 sec): 3 clusters Score: Raw -1446105.375955 + Penalty 3093.460385 = -1443011.915570 nChanged 510 SP:Iteration 9Q (6883.292210 sec): 3 clusters Score: Raw -1446372.637576 + Penalty 3093.460385 = -1443279.177191 nChanged 446 SP:Iteration 10Q (6883.371268 sec): 3 clusters Score: Raw -1446572.512980 + Penalty 3093.460385 = -1443479.052595 nChanged 289 SP:Iteration 11Q (6883.427579 sec): 3 clusters Score: Raw -1446680.678102 + Penalty 3093.460385 = -1443587.217718 nChanged 226 SP:Iteration 12Q (6883.487785 sec): 3 clusters Score: Raw -1446752.519071 + Penalty 3093.460385 = -1443659.058686 nChanged 186 SP:Iteration 13Q (6883.562258 sec): 3 clusters Score: Raw -1446811.908420 + Penalty 3093.460385 = -1443718.448036 nChanged 139 SP:Iteration 14Q (6883.625728 sec): 3 clusters Score: Raw -1446846.291209 + Penalty 3093.460385 = -1443752.830824 nChanged 119 SP:Iteration 15Q (6883.695482 sec): 3 clusters Score: Raw -1446875.924536 + Penalty 3093.460385 = -1443782.464152 nChanged 110 SP:Iteration 16Q (6883.769815 sec): 3 clusters Score: Raw -1446899.610507 + Penalty 3093.460385 = -1443806.150122 nChanged 93 SP:Iteration 17Q (6883.829711 sec): 3 clusters Score: Raw -1446917.809039 + Penalty 3093.460385 = -1443824.348654 nChanged 76 SP:Iteration 18Q (6883.895196 sec): 3 clusters Score: Raw -1446931.885231 + Penalty 3093.460385 = -1443838.424847 nChanged 78 SP:Iteration 19Q (6883.969913 sec): 3 clusters Score: Raw -1446944.122063 + Penalty 3093.460385 = -1443850.661679 nChanged 75 SP:Iteration 20F (6884.037633 sec): 3 clusters Score: Raw -1446957.368438 + Penalty 3093.460385 = -1443863.908053 nChanged 62 SP:Iteration 21Q (6884.112757 sec): 3 clusters Score: Raw -1446968.285094 + Penalty 3093.460385 = -1443874.824710 nChanged 70 SP:Iteration 22Q (6884.184670 sec): 3 clusters Score: Raw -1446981.124047 + Penalty 3093.460385 = -1443887.663662 nChanged 73 SP:Iteration 23Q (6884.254033 sec): 3 clusters Score: Raw -1446994.068072 + Penalty 3093.460385 = -1443900.607687 nChanged 67 SP:Iteration 24Q (6884.323302 sec): 3 clusters Score: Raw -1447006.324214 + Penalty 3093.460385 = -1443912.863829 nChanged 69 SP:Iteration 25Q (6884.380060 sec): 3 clusters Score: Raw -1447019.938783 + Penalty 3093.460385 = -1443926.478398 nChanged 72 SP:Iteration 26Q (6884.450675 sec): 3 clusters Score: Raw -1447036.672957 + Penalty 3093.460385 = -1443943.212572 nChanged 73 SP:Iteration 27Q (6884.521535 sec): 3 clusters Score: Raw -1447051.230927 + Penalty 3093.460385 = -1443957.770543 nChanged 61 SP:Iteration 28Q (6884.598271 sec): 3 clusters Score: Raw -1447062.346544 + Penalty 3093.460385 = -1443968.886160 nChanged 62 SP:Iteration 29Q (6884.663794 sec): 3 clusters Score: Raw -1447075.783047 + Penalty 3093.460385 = -1443982.322662 nChanged 62 SP:Iteration 30Q (6884.726223 sec): 3 clusters Score: Raw -1447089.643103 + Penalty 3093.460385 = -1443996.182719 nChanged 69 SP:Iteration 31Q (6884.787024 sec): 3 clusters Score: Raw -1447105.022320 + Penalty 3093.460385 = -1444011.561935 nChanged 71 SP:Iteration 32Q (6884.855563 sec): 3 clusters Score: Raw -1447121.401617 + Penalty 3093.460385 = -1444027.941233 nChanged 61 SP:Iteration 33Q (6884.927314 sec): 3 clusters Score: Raw -1447132.568599 + Penalty 3093.460385 = -1444039.108214 nChanged 71 SP:Iteration 34Q (6884.997426 sec): 3 clusters Score: Raw -1447144.744846 + Penalty 3093.460385 = -1444051.284461 nChanged 63 SP:Iteration 35Q (6885.065289 sec): 3 clusters Score: Raw -1447156.185636 + Penalty 3093.460385 = -1444062.725252 nChanged 61 SP:Iteration 36Q (6885.120674 sec): 3 clusters Score: Raw -1447166.587610 + Penalty 3093.460385 = -1444073.127225 nChanged 55 SP:Iteration 37Q (6885.188971 sec): 3 clusters Score: Raw -1447176.611801 + Penalty 3093.460385 = -1444083.151416 nChanged 62 SP:Iteration 38Q (6885.249676 sec): 3 clusters Score: Raw -1447187.279365 + Penalty 3093.460385 = -1444093.818980 nChanged 54 SP:Iteration 39Q (6885.324141 sec): 3 clusters Score: Raw -1447196.918219 + Penalty 3093.460385 = -1444103.457835 nChanged 60 SP:Iteration 40F (6885.387056 sec): 3 clusters Score: Raw -1447207.760910 + Penalty 3093.460385 = -1444114.300525 nChanged 60 SP:Iteration 41Q (6885.446813 sec): 3 clusters Score: Raw -1447218.486657 + Penalty 3093.460385 = -1444125.026272 nChanged 46 SP:Iteration 42Q (6885.515040 sec): 3 clusters Score: Raw -1447224.742247 + Penalty 3093.460385 = -1444131.281862 nChanged 40 SP:Iteration 43Q (6885.581458 sec): 3 clusters Score: Raw -1447230.852489 + Penalty 3093.460385 = -1444137.392105 nChanged 51 SP:Iteration 44Q (6885.655065 sec): 3 clusters Score: Raw -1447239.787931 + Penalty 3093.460385 = -1444146.327546 nChanged 55 SP:Iteration 45Q (6885.713172 sec): 3 clusters Score: Raw -1447250.379236 + Penalty 3093.460385 = -1444156.918852 nChanged 71 SP:Iteration 46Q (6885.768491 sec): 3 clusters Score: Raw -1447265.327789 + Penalty 3093.460385 = -1444171.867404 nChanged 70 SP:Iteration 47Q (6885.842190 sec): 3 clusters Score: Raw -1447281.164450 + Penalty 3093.460385 = -1444187.704065 nChanged 78 SP:Iteration 48Q (6885.903426 sec): 3 clusters Score: Raw -1447296.172627 + Penalty 3093.460385 = -1444202.712242 nChanged 53 SP:Iteration 49Q (6885.961098 sec): 3 clusters Score: Raw -1447305.646699 + Penalty 3093.460385 = -1444212.186314 nChanged 57 SP:Iteration 50Q (6886.030208 sec): 3 clusters Score: Raw -1447319.501992 + Penalty 3093.460385 = -1444226.041607 nChanged 63 SP:Iteration 51Q (6886.099056 sec): 3 clusters Score: Raw -1447334.032064 + Penalty 3093.460385 = -1444240.571679 nChanged 62 SP:Iteration 52Q (6886.152181 sec): 3 clusters Score: Raw -1447349.889284 + Penalty 3093.460385 = -1444256.428900 nChanged 67 SP:Iteration 53Q (6886.225021 sec): 3 clusters Score: Raw -1447365.636880 + Penalty 3093.460385 = -1444272.176496 nChanged 61 SP:Iteration 54Q (6886.282903 sec): 3 clusters Score: Raw -1447379.723143 + Penalty 3093.460385 = -1444286.262758 nChanged 64 SP:Iteration 55Q (6886.341760 sec): 3 clusters Score: Raw -1447392.831708 + Penalty 3093.460385 = -1444299.371323 nChanged 61 SP:Iteration 56Q (6886.402367 sec): 3 clusters Score: Raw -1447406.075543 + Penalty 3093.460385 = -1444312.615158 nChanged 58 SP:Iteration 57Q (6886.475859 sec): 3 clusters Score: Raw -1447420.515609 + Penalty 3093.460385 = -1444327.055224 nChanged 59 SP:Iteration 58Q (6886.534173 sec): 3 clusters Score: Raw -1447437.714165 + Penalty 3093.460385 = -1444344.253780 nChanged 69 SP:Iteration 59Q (6886.599202 sec): 3 clusters Score: Raw -1447457.816264 + Penalty 3093.460385 = -1444364.355879 nChanged 67 SP:Iteration 60F (6886.669318 sec): 3 clusters Score: Raw -1447472.933734 + Penalty 3093.460385 = -1444379.473349 nChanged 60 SP:Iteration 61Q (6886.721816 sec): 3 clusters Score: Raw -1447489.066609 + Penalty 3093.460385 = -1444395.606224 nChanged 59 SP:Iteration 62Q (6886.783051 sec): 3 clusters Score: Raw -1447505.825907 + Penalty 3093.460385 = -1444412.365522 nChanged 64 SP:Iteration 63Q (6886.846772 sec): 3 clusters Score: Raw -1447522.892542 + Penalty 3093.460385 = -1444429.432158 nChanged 60 SP:Iteration 64Q (6886.911177 sec): 3 clusters Score: Raw -1447539.289660 + Penalty 3093.460385 = -1444445.829276 nChanged 67 SP:Iteration 65Q (6886.972207 sec): 3 clusters Score: Raw -1447557.314690 + Penalty 3093.460385 = -1444463.854305 nChanged 61 SP:Iteration 66Q (6887.037654 sec): 3 clusters Score: Raw -1447574.269954 + Penalty 3093.460385 = -1444480.809569 nChanged 57 SP:Iteration 67Q (6887.098717 sec): 3 clusters Score: Raw -1447588.976253 + Penalty 3093.460385 = -1444495.515869 nChanged 59 SP:Iteration 68Q (6887.151373 sec): 3 clusters Score: Raw -1447603.970674 + Penalty 3093.460385 = -1444510.510289 nChanged 54 SP:Iteration 69Q (6887.229165 sec): 3 clusters Score: Raw -1447619.536158 + Penalty 3093.460385 = -1444526.075774 nChanged 56 SP:Iteration 70Q (6887.296371 sec): 3 clusters Score: Raw -1447633.236019 + Penalty 3093.460385 = -1444539.775634 nChanged 49 SP:Iteration 71Q (6887.359905 sec): 3 clusters Score: Raw -1447643.699886 + Penalty 3093.460385 = -1444550.239502 nChanged 39 SP:Iteration 72Q (6887.430167 sec): 3 clusters Score: Raw -1447652.840383 + Penalty 3093.460385 = -1444559.379999 nChanged 37 SP:Iteration 73Q (6887.495577 sec): 3 clusters Score: Raw -1447661.229073 + Penalty 3093.460385 = -1444567.768688 nChanged 35 SP:Iteration 74Q (6887.559516 sec): 3 clusters Score: Raw -1447668.179728 + Penalty 3093.460385 = -1444574.719343 nChanged 33 SP:Iteration 75Q (6887.627618 sec): 3 clusters Score: Raw -1447674.964016 + Penalty 3093.460385 = -1444581.503631 nChanged 30 SP:Iteration 76Q (6887.690696 sec): 3 clusters Score: Raw -1447679.903703 + Penalty 3093.460385 = -1444586.443318 nChanged 27 SP:Iteration 77Q (6887.764950 sec): 3 clusters Score: Raw -1447684.351957 + Penalty 3093.460385 = -1444590.891572 nChanged 21 SP:Iteration 78Q (6887.828851 sec): 3 clusters Score: Raw -1447687.863722 + Penalty 3093.460385 = -1444594.403337 nChanged 21 SP:Iteration 79Q (6887.893172 sec): 3 clusters Score: Raw -1447691.324051 + Penalty 3093.460385 = -1444597.863666 nChanged 17 SP:Iteration 80F (6887.948639 sec): 3 clusters Score: Raw -1447694.562798 + Penalty 3093.460385 = -1444601.102414 nChanged 17 SP:Iteration 81Q (6888.023693 sec): 3 clusters Score: Raw -1447698.079966 + Penalty 3093.460385 = -1444604.619581 nChanged 20 SP:Iteration 82Q (6888.089674 sec): 3 clusters Score: Raw -1447701.257965 + Penalty 3093.460385 = -1444607.797580 nChanged 19 SP:Iteration 83Q (6888.153998 sec): 3 clusters Score: Raw -1447704.474356 + Penalty 3093.460385 = -1444611.013972 nChanged 16 SP:Iteration 84Q (6888.221905 sec): 3 clusters Score: Raw -1447707.440986 + Penalty 3093.460385 = -1444613.980602 nChanged 12 SP:Iteration 85Q (6888.286321 sec): 3 clusters Score: Raw -1447710.127891 + Penalty 3093.460385 = -1444616.667507 nChanged 20 SP:Iteration 86Q (6888.338833 sec): 3 clusters Score: Raw -1447714.486152 + Penalty 3093.460385 = -1444621.025767 nChanged 23 SP:Iteration 87Q (6888.404490 sec): 3 clusters Score: Raw -1447719.448284 + Penalty 3093.460385 = -1444625.987899 nChanged 25 SP:Iteration 88Q (6888.476981 sec): 3 clusters Score: Raw -1447725.010880 + Penalty 3093.460385 = -1444631.550495 nChanged 27 SP:Iteration 89Q (6888.537069 sec): 3 clusters Score: Raw -1447733.027521 + Penalty 3093.460385 = -1444639.567136 nChanged 30 SP:Iteration 90Q (6888.612778 sec): 3 clusters Score: Raw -1447740.723965 + Penalty 3093.460385 = -1444647.263580 nChanged 29 SP:Iteration 91Q (6888.678170 sec): 3 clusters Score: Raw -1447747.731897 + Penalty 3093.460385 = -1444654.271513 nChanged 25 SP:Iteration 92Q (6888.741649 sec): 3 clusters Score: Raw -1447754.301151 + Penalty 3093.460385 = -1444660.840766 nChanged 22 SP:Iteration 93Q (6888.806884 sec): 3 clusters Score: Raw -1447761.828304 + Penalty 3093.460385 = -1444668.367919 nChanged 22 SP:Iteration 94Q (6888.870371 sec): 3 clusters Score: Raw -1447767.669121 + Penalty 3093.460385 = -1444674.208736 nChanged 24 SP:Iteration 95Q (6888.935725 sec): 3 clusters Score: Raw -1447774.637099 + Penalty 3093.460385 = -1444681.176714 nChanged 21 SP:Iteration 96Q (6888.992496 sec): 3 clusters Score: Raw -1447779.272230 + Penalty 3093.460385 = -1444685.811846 nChanged 16 SP:Iteration 97Q (6889.059707 sec): 3 clusters Score: Raw -1447782.673418 + Penalty 3093.460385 = -1444689.213033 nChanged 22 SP:Iteration 98Q (6889.129067 sec): 3 clusters Score: Raw -1447787.540814 + Penalty 3093.460385 = -1444694.080429 nChanged 18 SP:Iteration 99Q (6889.195210 sec): 3 clusters Score: Raw -1447791.628237 + Penalty 3093.460385 = -1444698.167852 nChanged 21 SP:Iteration 100F (6889.267650 sec): 3 clusters Score: Raw -1447797.772663 + Penalty 3093.460385 = -1444704.312279 nChanged 26 SP:Iteration 101Q (6889.327782 sec): 3 clusters Score: Raw -1447804.928738 + Penalty 3093.460385 = -1444711.468353 nChanged 24 SP:Iteration 102Q (6889.398458 sec): 3 clusters Score: Raw -1447812.079271 + Penalty 3093.460385 = -1444718.618886 nChanged 26 SP:Iteration 103Q (6889.462180 sec): 3 clusters Score: Raw -1447819.558529 + Penalty 3093.460385 = -1444726.098144 nChanged 29 SP:Iteration 104Q (6889.526581 sec): 3 clusters Score: Raw -1447828.388179 + Penalty 3093.460385 = -1444734.927794 nChanged 29 SP:Iteration 105Q (6889.579452 sec): 3 clusters Score: Raw -1447837.529047 + Penalty 3093.460385 = -1444744.068662 nChanged 34 SP:Iteration 106Q (6889.645901 sec): 3 clusters Score: Raw -1447849.276551 + Penalty 3093.460385 = -1444755.816166 nChanged 34 SP:Iteration 107Q (6889.713856 sec): 3 clusters Score: Raw -1447860.182578 + Penalty 3093.460385 = -1444766.722193 nChanged 24 SP:Iteration 108Q (6889.778328 sec): 3 clusters Score: Raw -1447866.744910 + Penalty 3093.460385 = -1444773.284525 nChanged 17 SP:Iteration 109Q (6889.844661 sec): 3 clusters Score: Raw -1447871.871478 + Penalty 3093.460385 = -1444778.411094 nChanged 24 SP:Iteration 110Q (6889.903235 sec): 3 clusters Score: Raw -1447877.849676 + Penalty 3093.460385 = -1444784.389291 nChanged 11 SP:Iteration 111Q (6889.977587 sec): 3 clusters Score: Raw -1447880.717000 + Penalty 3093.460385 = -1444787.256615 nChanged 13 SP:Iteration 112Q (6890.046187 sec): 3 clusters Score: Raw -1447883.761636 + Penalty 3093.460385 = -1444790.301252 nChanged 17 SP:Iteration 113Q (6890.111915 sec): 3 clusters Score: Raw -1447889.905095 + Penalty 3093.460385 = -1444796.444710 nChanged 27 SP:Iteration 114Q (6890.181175 sec): 3 clusters Score: Raw -1447898.124764 + Penalty 3093.460385 = -1444804.664379 nChanged 25 SP:Iteration 115Q (6890.245643 sec): 3 clusters Score: Raw -1447905.457816 + Penalty 3093.460385 = -1444811.997431 nChanged 15 SP:Iteration 116Q (6890.308646 sec): 3 clusters Score: Raw -1447909.593331 + Penalty 3093.460385 = -1444816.132946 nChanged 20 SP:Iteration 117Q (6890.375260 sec): 3 clusters Score: Raw -1447915.244357 + Penalty 3093.460385 = -1444821.783972 nChanged 29 SP:Iteration 118Q (6890.431237 sec): 3 clusters Score: Raw -1447922.262596 + Penalty 3093.460385 = -1444828.802211 nChanged 19 SP:Iteration 119Q (6890.504616 sec): 3 clusters Score: Raw -1447928.619862 + Penalty 3093.460385 = -1444835.159477 nChanged 21 SP:Iteration 120F (6890.569886 sec): 3 clusters Score: Raw -1447934.577852 + Penalty 3093.460385 = -1444841.117468 nChanged 16 SP:Iteration 121Q (6890.635359 sec): 3 clusters Score: Raw -1447940.387559 + Penalty 3093.460385 = -1444846.927174 nChanged 13 SP:Iteration 122Q (6890.692778 sec): 3 clusters Score: Raw -1447944.806596 + Penalty 3093.460385 = -1444851.346211 nChanged 14 SP:Iteration 123Q (6890.758790 sec): 3 clusters Score: Raw -1447950.321360 + Penalty 3093.460385 = -1444856.860975 nChanged 14 SP:Iteration 124Q (6890.825906 sec): 3 clusters Score: Raw -1447954.727020 + Penalty 3093.460385 = -1444861.266635 nChanged 13 SP:Iteration 125Q (6890.891898 sec): 3 clusters Score: Raw -1447958.346675 + Penalty 3093.460385 = -1444864.886290 nChanged 14 SP:Iteration 126Q (6890.959837 sec): 3 clusters Score: Raw -1447963.321837 + Penalty 3093.460385 = -1444869.861452 nChanged 14 SP:Iteration 127Q (6891.024159 sec): 3 clusters Score: Raw -1447967.645306 + Penalty 3093.460385 = -1444874.184921 nChanged 11 SP:Iteration 128Q (6891.091618 sec): 3 clusters Score: Raw -1447970.331588 + Penalty 3093.460385 = -1444876.871204 nChanged 8 SP:Iteration 129Q (6891.144277 sec): 3 clusters Score: Raw -1447972.337320 + Penalty 3093.460385 = -1444878.876935 nChanged 11 SP:Iteration 130Q (6891.206123 sec): 3 clusters Score: Raw -1447975.252321 + Penalty 3093.460385 = -1444881.791936 nChanged 8 SP:Iteration 131Q (6891.277672 sec): 3 clusters Score: Raw -1447977.865426 + Penalty 3093.460385 = -1444884.405042 nChanged 10 SP:Iteration 132Q (6891.328750 sec): 3 clusters Score: Raw -1447982.101793 + Penalty 3093.460385 = -1444888.641408 nChanged 15 SP:Iteration 133Q (6891.403188 sec): 3 clusters Score: Raw -1447986.252077 + Penalty 3093.460385 = -1444892.791692 nChanged 11 SP:Iteration 134Q (6891.461728 sec): 3 clusters Score: Raw -1447989.836910 + Penalty 3093.460385 = -1444896.376526 nChanged 15 SP:Iteration 135Q (6891.535934 sec): 3 clusters Score: Raw -1447995.183122 + Penalty 3093.460385 = -1444901.722738 nChanged 17 SP:Iteration 136Q (6891.596586 sec): 3 clusters Score: Raw -1448000.956022 + Penalty 3093.460385 = -1444907.495637 nChanged 13 SP:Iteration 137Q (6891.661095 sec): 3 clusters Score: Raw -1448004.624931 + Penalty 3093.460385 = -1444911.164546 nChanged 14 SP:Iteration 138Q (6891.728366 sec): 3 clusters Score: Raw -1448008.896448 + Penalty 3093.460385 = -1444915.436064 nChanged 9 SP:Iteration 139Q (6891.783197 sec): 3 clusters Score: Raw -1448011.723076 + Penalty 3093.460385 = -1444918.262691 nChanged 6 SP:Iteration 140F (6891.848434 sec): 3 clusters Score: Raw -1448014.569996 + Penalty 3093.460385 = -1444921.109611 nChanged 7 SP:Iteration 141Q (6891.905794 sec): 3 clusters Score: Raw -1448017.449130 + Penalty 3093.460385 = -1444923.988745 nChanged 9 SP:Iteration 142Q (6891.970290 sec): 3 clusters Score: Raw -1448020.688446 + Penalty 3093.460385 = -1444927.228061 nChanged 12 SP:Iteration 143Q (6892.034946 sec): 3 clusters Score: Raw -1448024.555095 + Penalty 3093.460385 = -1444931.094710 nChanged 15 SP:Iteration 144Q (6892.096530 sec): 3 clusters Score: Raw -1448030.961105 + Penalty 3093.460385 = -1444937.500721 nChanged 14 SP:Iteration 145Q (6892.167236 sec): 3 clusters Score: Raw -1448037.565436 + Penalty 3093.460385 = -1444944.105051 nChanged 14 SP:Iteration 146Q (6892.223953 sec): 3 clusters Score: Raw -1448041.935660 + Penalty 3093.460385 = -1444948.475276 nChanged 7 SP:Iteration 147Q (6892.278769 sec): 3 clusters Score: Raw -1448046.189028 + Penalty 3093.460385 = -1444952.728644 nChanged 11 SP:Iteration 148Q (6892.340407 sec): 3 clusters Score: Raw -1448052.051033 + Penalty 3093.460385 = -1444958.590648 nChanged 11 SP:Iteration 149Q (6892.394473 sec): 3 clusters Score: Raw -1448055.803699 + Penalty 3093.460385 = -1444962.343314 nChanged 6 SP:Iteration 150Q (6892.457183 sec): 3 clusters Score: Raw -1448058.979564 + Penalty 3093.460385 = -1444965.519179 nChanged 9 SP:Iteration 151Q (6892.513896 sec): 3 clusters Score: Raw -1448062.598560 + Penalty 3093.460385 = -1444969.138175 nChanged 7 SP:Iteration 152Q (6892.577122 sec): 3 clusters Score: Raw -1448064.925896 + Penalty 3093.460385 = -1444971.465511 nChanged 7 SP:Iteration 153Q (6892.635997 sec): 3 clusters Score: Raw -1448067.387186 + Penalty 3093.460385 = -1444973.926801 nChanged 3 SP:Iteration 154Q (6892.695742 sec): 3 clusters Score: Raw -1448069.010462 + Penalty 3093.460385 = -1444975.550077 nChanged 5 SP:Iteration 155Q (6892.761407 sec): 3 clusters Score: Raw -1448070.706891 + Penalty 3093.460385 = -1444977.246506 nChanged 2 SP:Iteration 156Q (6892.829411 sec): 3 clusters Score: Raw -1448071.205665 + Penalty 3093.460385 = -1444977.745280 nChanged 1 SP:Iteration 157Q (6892.885481 sec): 3 clusters Score: Raw -1448071.912914 + Penalty 3093.460385 = -1444978.452529 nChanged 2 SP:Iteration 158Q (6892.944038 sec): 3 clusters Score: Raw -1448072.364271 + Penalty 3093.460385 = -1444978.903886 nChanged 0 SP:Iteration 159F (6893.023173 sec): 3 clusters Score: Raw -1448072.364271 + Penalty 3093.460385 = -1444978.903886 nChanged 0 Trying to split cluster 6 (11401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6893.062719 sec): 2 clusters Score: Raw -1176638.514059 + Penalty 1517.986657 = -1175120.527402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6893.125271 sec): 3 clusters Score: Raw -1170114.209312 + Penalty 3035.973314 = -1167078.235998 nChanged 4861 SP:Iteration 1F (6893.188825 sec): 3 clusters Score: Raw -1172838.589956 + Penalty 3035.973314 = -1169802.616643 nChanged 713 SP:Iteration 2F (6893.262101 sec): 3 clusters Score: Raw -1173175.841019 + Penalty 3035.973314 = -1170139.867705 nChanged 656 SP:Iteration 3F (6893.315256 sec): 3 clusters Score: Raw -1173492.279431 + Penalty 3035.973314 = -1170456.306117 nChanged 583 SP:Iteration 4F (6893.383120 sec): 3 clusters Score: Raw -1173770.270964 + Penalty 3035.973314 = -1170734.297650 nChanged 533 SP:Iteration 5Q (6893.447946 sec): 3 clusters Score: Raw -1174022.161069 + Penalty 3035.973314 = -1170986.187755 nChanged 491 SP:Iteration 6Q (6893.517963 sec): 3 clusters Score: Raw -1174239.112979 + Penalty 3035.973314 = -1171203.139665 nChanged 456 SP:Iteration 7Q (6893.582650 sec): 3 clusters Score: Raw -1174459.792737 + Penalty 3035.973314 = -1171423.819423 nChanged 472 SP:Iteration 8Q (6893.635748 sec): 3 clusters Score: Raw -1174667.981991 + Penalty 3035.973314 = -1171632.008677 nChanged 427 SP:Iteration 9Q (6893.711032 sec): 3 clusters Score: Raw -1174856.115791 + Penalty 3035.973314 = -1171820.142477 nChanged 402 SP:Iteration 10Q (6893.772227 sec): 3 clusters Score: Raw -1175055.831822 + Penalty 3035.973314 = -1172019.858508 nChanged 413 SP:Iteration 11Q (6893.835281 sec): 3 clusters Score: Raw -1175305.593954 + Penalty 3035.973314 = -1172269.620640 nChanged 408 SP:Iteration 12Q (6893.899337 sec): 3 clusters Score: Raw -1175576.084157 + Penalty 3035.973314 = -1172540.110844 nChanged 391 SP:Iteration 13Q (6893.974180 sec): 3 clusters Score: Raw -1175897.721366 + Penalty 3035.973314 = -1172861.748052 nChanged 363 SP:Iteration 14Q (6894.040960 sec): 3 clusters Score: Raw -1176221.158657 + Penalty 3035.973314 = -1173185.185343 nChanged 302 SP:Iteration 15Q (6894.097960 sec): 3 clusters Score: Raw -1176452.604765 + Penalty 3035.973314 = -1173416.631452 nChanged 229 SP:Iteration 16Q (6894.163566 sec): 3 clusters Score: Raw -1176582.208844 + Penalty 3035.973314 = -1173546.235530 nChanged 175 SP:Iteration 17Q (6894.231870 sec): 3 clusters Score: Raw -1176674.047276 + Penalty 3035.973314 = -1173638.073962 nChanged 139 SP:Iteration 18Q (6894.293841 sec): 3 clusters Score: Raw -1176740.652849 + Penalty 3035.973314 = -1173704.679535 nChanged 91 SP:Iteration 19Q (6894.359891 sec): 3 clusters Score: Raw -1176779.195189 + Penalty 3035.973314 = -1173743.221875 nChanged 68 SP:Iteration 20F (6894.420254 sec): 3 clusters Score: Raw -1176802.244764 + Penalty 3035.973314 = -1173766.271450 nChanged 46 SP:Iteration 21Q (6894.489671 sec): 3 clusters Score: Raw -1176814.675262 + Penalty 3035.973314 = -1173778.701949 nChanged 44 SP:Iteration 22Q (6894.553594 sec): 3 clusters Score: Raw -1176825.405456 + Penalty 3035.973314 = -1173789.432142 nChanged 39 SP:Iteration 23Q (6894.618631 sec): 3 clusters Score: Raw -1176836.149283 + Penalty 3035.973314 = -1173800.175970 nChanged 21 SP:Iteration 24Q (6894.681915 sec): 3 clusters Score: Raw -1176841.696144 + Penalty 3035.973314 = -1173805.722830 nChanged 15 SP:Iteration 25Q (6894.744230 sec): 3 clusters Score: Raw -1176845.358648 + Penalty 3035.973314 = -1173809.385334 nChanged 15 SP:Iteration 26Q (6894.806958 sec): 3 clusters Score: Raw -1176847.325856 + Penalty 3035.973314 = -1173811.352542 nChanged 10 SP:Iteration 27Q (6894.862876 sec): 3 clusters Score: Raw -1176848.838103 + Penalty 3035.973314 = -1173812.864789 nChanged 8 SP:Iteration 28Q (6894.925207 sec): 3 clusters Score: Raw -1176850.269171 + Penalty 3035.973314 = -1173814.295857 nChanged 4 SP:Iteration 29Q (6894.982567 sec): 3 clusters Score: Raw -1176851.114861 + Penalty 3035.973314 = -1173815.141547 nChanged 3 SP:Iteration 30Q (6895.039571 sec): 3 clusters Score: Raw -1176851.629617 + Penalty 3035.973314 = -1173815.656303 nChanged 4 SP:Iteration 31Q (6895.110518 sec): 3 clusters Score: Raw -1176852.134238 + Penalty 3035.973314 = -1173816.160925 nChanged 4 SP:Iteration 32Q (6895.168938 sec): 3 clusters Score: Raw -1176852.673742 + Penalty 3035.973314 = -1173816.700429 nChanged 2 SP:Iteration 33Q (6895.232946 sec): 3 clusters Score: Raw -1176852.897867 + Penalty 3035.973314 = -1173816.924554 nChanged 0 SP:Iteration 34F (6895.308206 sec): 3 clusters Score: Raw -1176852.897867 + Penalty 3035.973314 = -1173816.924554 nChanged 0 Trying to split cluster 7 (7748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6895.343112 sec): 2 clusters Score: Raw -787933.785103 + Penalty 1455.218379 = -786478.566724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6895.389809 sec): 3 clusters Score: Raw -783681.818714 + Penalty 2910.436758 = -780771.381956 nChanged 3263 SP:Iteration 1F (6895.459545 sec): 3 clusters Score: Raw -785369.374404 + Penalty 2910.436758 = -782458.937646 nChanged 497 SP:Iteration 2F (6895.511515 sec): 3 clusters Score: Raw -785605.630585 + Penalty 2910.436758 = -782695.193827 nChanged 416 SP:Iteration 3F (6895.580044 sec): 3 clusters Score: Raw -785797.683495 + Penalty 2910.436758 = -782887.246737 nChanged 377 SP:Iteration 4Q (6895.640186 sec): 3 clusters Score: Raw -785970.709127 + Penalty 2910.436758 = -783060.272369 nChanged 365 SP:Iteration 5Q (6895.689933 sec): 3 clusters Score: Raw -786155.414410 + Penalty 2910.436758 = -783244.977652 nChanged 355 SP:Iteration 6Q (6895.755141 sec): 3 clusters Score: Raw -786345.927480 + Penalty 2910.436758 = -783435.490722 nChanged 374 SP:Iteration 7Q (6895.816105 sec): 3 clusters Score: Raw -786576.433449 + Penalty 2910.436758 = -783665.996691 nChanged 367 SP:Iteration 8Q (6895.864570 sec): 3 clusters Score: Raw -786822.179296 + Penalty 2910.436758 = -783911.742538 nChanged 355 SP:Iteration 9Q (6895.932703 sec): 3 clusters Score: Raw -787079.115515 + Penalty 2910.436758 = -784168.678757 nChanged 313 SP:Iteration 10Q (6895.993465 sec): 3 clusters Score: Raw -787328.844746 + Penalty 2910.436758 = -784418.407988 nChanged 247 SP:Iteration 11Q (6896.054801 sec): 3 clusters Score: Raw -787528.152824 + Penalty 2910.436758 = -784617.716066 nChanged 170 SP:Iteration 12Q (6896.112317 sec): 3 clusters Score: Raw -787663.800553 + Penalty 2910.436758 = -784753.363795 nChanged 129 SP:Iteration 13Q (6896.161645 sec): 3 clusters Score: Raw -787786.831190 + Penalty 2910.436758 = -784876.394432 nChanged 99 SP:Iteration 14Q (6896.230844 sec): 3 clusters Score: Raw -787900.912192 + Penalty 2910.436758 = -784990.475434 nChanged 84 SP:Iteration 15Q (6896.281662 sec): 3 clusters Score: Raw -787978.088493 + Penalty 2910.436758 = -785067.651735 nChanged 65 SP:Iteration 16Q (6896.335700 sec): 3 clusters Score: Raw -788026.294786 + Penalty 2910.436758 = -785115.858028 nChanged 62 SP:Iteration 17Q (6896.391518 sec): 3 clusters Score: Raw -788067.319469 + Penalty 2910.436758 = -785156.882711 nChanged 36 SP:Iteration 18Q (6896.437716 sec): 3 clusters Score: Raw -788090.096588 + Penalty 2910.436758 = -785179.659830 nChanged 33 SP:Iteration 19Q (6896.504540 sec): 3 clusters Score: Raw -788105.432710 + Penalty 2910.436758 = -785194.995952 nChanged 28 SP:Iteration 20F (6896.559730 sec): 3 clusters Score: Raw -788120.564366 + Penalty 2910.436758 = -785210.127608 nChanged 23 SP:Iteration 21Q (6896.621279 sec): 3 clusters Score: Raw -788135.446161 + Penalty 2910.436758 = -785225.009403 nChanged 26 SP:Iteration 22Q (6896.676069 sec): 3 clusters Score: Raw -788149.753724 + Penalty 2910.436758 = -785239.316966 nChanged 16 SP:Iteration 23Q (6896.723375 sec): 3 clusters Score: Raw -788161.936789 + Penalty 2910.436758 = -785251.500031 nChanged 22 SP:Iteration 24Q (6896.786834 sec): 3 clusters Score: Raw -788175.903000 + Penalty 2910.436758 = -785265.466242 nChanged 18 SP:Iteration 25Q (6896.836052 sec): 3 clusters Score: Raw -788185.217013 + Penalty 2910.436758 = -785274.780255 nChanged 10 SP:Iteration 26Q (6896.881848 sec): 3 clusters Score: Raw -788189.072632 + Penalty 2910.436758 = -785278.635874 nChanged 7 SP:Iteration 27Q (6896.939287 sec): 3 clusters Score: Raw -788192.859078 + Penalty 2910.436758 = -785282.422320 nChanged 7 SP:Iteration 28Q (6896.986617 sec): 3 clusters Score: Raw -788195.483204 + Penalty 2910.436758 = -785285.046446 nChanged 2 SP:Iteration 29Q (6897.042030 sec): 3 clusters Score: Raw -788196.664221 + Penalty 2910.436758 = -785286.227463 nChanged 2 SP:Iteration 30Q (6897.088914 sec): 3 clusters Score: Raw -788197.217682 + Penalty 2910.436758 = -785286.780924 nChanged 1 SP:Iteration 31Q (6897.145112 sec): 3 clusters Score: Raw -788197.294699 + Penalty 2910.436758 = -785286.857941 nChanged 0 SP:Iteration 32F (6897.203690 sec): 3 clusters Score: Raw -788197.294699 + Penalty 2910.436758 = -785286.857941 nChanged 0 Trying to split cluster 8 (10016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6897.247078 sec): 2 clusters Score: Raw -1020733.104897 + Penalty 1496.940103 = -1019236.164795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6897.304683 sec): 3 clusters Score: Raw -1015017.072969 + Penalty 2993.880205 = -1012023.192764 nChanged 4266 SP:Iteration 1F (6897.349205 sec): 3 clusters Score: Raw -1017264.218302 + Penalty 2993.880205 = -1014270.338096 nChanged 560 SP:Iteration 2F (6897.412748 sec): 3 clusters Score: Raw -1017500.176383 + Penalty 2993.880205 = -1014506.296177 nChanged 516 SP:Iteration 3F (6897.480953 sec): 3 clusters Score: Raw -1017707.762692 + Penalty 2993.880205 = -1014713.882486 nChanged 482 SP:Iteration 4Q (6897.543498 sec): 3 clusters Score: Raw -1017900.033164 + Penalty 2993.880205 = -1014906.152959 nChanged 402 SP:Iteration 5Q (6897.591818 sec): 3 clusters Score: Raw -1018078.036415 + Penalty 2993.880205 = -1015084.156210 nChanged 409 SP:Iteration 6Q (6897.663232 sec): 3 clusters Score: Raw -1018267.686159 + Penalty 2993.880205 = -1015273.805954 nChanged 439 SP:Iteration 7Q (6897.723806 sec): 3 clusters Score: Raw -1018488.680330 + Penalty 2993.880205 = -1015494.800124 nChanged 437 SP:Iteration 8Q (6897.773985 sec): 3 clusters Score: Raw -1018740.651094 + Penalty 2993.880205 = -1015746.770889 nChanged 476 SP:Iteration 9Q (6897.829959 sec): 3 clusters Score: Raw -1019052.950477 + Penalty 2993.880205 = -1016059.070272 nChanged 447 SP:Iteration 10Q (6897.880766 sec): 3 clusters Score: Raw -1019335.420125 + Penalty 2993.880205 = -1016341.539920 nChanged 431 SP:Iteration 11Q (6897.942880 sec): 3 clusters Score: Raw -1019666.704699 + Penalty 2993.880205 = -1016672.824493 nChanged 410 SP:Iteration 12Q (6898.004196 sec): 3 clusters Score: Raw -1019966.493099 + Penalty 2993.880205 = -1016972.612894 nChanged 363 SP:Iteration 13Q (6898.062854 sec): 3 clusters Score: Raw -1020203.691786 + Penalty 2993.880205 = -1017209.811581 nChanged 298 SP:Iteration 14Q (6898.120905 sec): 3 clusters Score: Raw -1020382.057261 + Penalty 2993.880205 = -1017388.177055 nChanged 230 SP:Iteration 15Q (6898.172504 sec): 3 clusters Score: Raw -1020511.354844 + Penalty 2993.880205 = -1017517.474638 nChanged 155 SP:Iteration 16Q (6898.227884 sec): 3 clusters Score: Raw -1020603.250988 + Penalty 2993.880205 = -1017609.370783 nChanged 144 SP:Iteration 17Q (6898.282914 sec): 3 clusters Score: Raw -1020681.836364 + Penalty 2993.880205 = -1017687.956158 nChanged 134 SP:Iteration 18Q (6898.335015 sec): 3 clusters Score: Raw -1020747.932681 + Penalty 2993.880205 = -1017754.052476 nChanged 125 SP:Iteration 19Q (6898.399393 sec): 3 clusters Score: Raw -1020801.330621 + Penalty 2993.880205 = -1017807.450416 nChanged 96 SP:Iteration 20F (6898.458519 sec): 3 clusters Score: Raw -1020844.395836 + Penalty 2993.880205 = -1017850.515630 nChanged 100 SP:Iteration 21Q (6898.505723 sec): 3 clusters Score: Raw -1020889.510368 + Penalty 2993.880205 = -1017895.630163 nChanged 86 SP:Iteration 22Q (6898.568544 sec): 3 clusters Score: Raw -1020929.955025 + Penalty 2993.880205 = -1017936.074820 nChanged 73 SP:Iteration 23Q (6898.634474 sec): 3 clusters Score: Raw -1020961.632088 + Penalty 2993.880205 = -1017967.751883 nChanged 69 SP:Iteration 24Q (6898.683259 sec): 3 clusters Score: Raw -1020990.290877 + Penalty 2993.880205 = -1017996.410671 nChanged 64 SP:Iteration 25Q (6898.751732 sec): 3 clusters Score: Raw -1021017.635388 + Penalty 2993.880205 = -1018023.755183 nChanged 62 SP:Iteration 26Q (6898.803955 sec): 3 clusters Score: Raw -1021047.516469 + Penalty 2993.880205 = -1018053.636264 nChanged 63 SP:Iteration 27Q (6898.872481 sec): 3 clusters Score: Raw -1021068.443181 + Penalty 2993.880205 = -1018074.562975 nChanged 47 SP:Iteration 28Q (6898.920241 sec): 3 clusters Score: Raw -1021081.072794 + Penalty 2993.880205 = -1018087.192589 nChanged 32 SP:Iteration 29Q (6898.983113 sec): 3 clusters Score: Raw -1021089.713526 + Penalty 2993.880205 = -1018095.833321 nChanged 25 SP:Iteration 30Q (6899.043296 sec): 3 clusters Score: Raw -1021094.384754 + Penalty 2993.880205 = -1018100.504549 nChanged 15 SP:Iteration 31Q (6899.099688 sec): 3 clusters Score: Raw -1021098.101935 + Penalty 2993.880205 = -1018104.221730 nChanged 23 SP:Iteration 32Q (6899.170231 sec): 3 clusters Score: Raw -1021104.953426 + Penalty 2993.880205 = -1018111.073221 nChanged 23 SP:Iteration 33Q (6899.229313 sec): 3 clusters Score: Raw -1021110.692024 + Penalty 2993.880205 = -1018116.811819 nChanged 23 SP:Iteration 34Q (6899.284382 sec): 3 clusters Score: Raw -1021116.039168 + Penalty 2993.880205 = -1018122.158963 nChanged 22 SP:Iteration 35Q (6899.343790 sec): 3 clusters Score: Raw -1021122.093505 + Penalty 2993.880205 = -1018128.213299 nChanged 17 SP:Iteration 36Q (6899.400319 sec): 3 clusters Score: Raw -1021126.499472 + Penalty 2993.880205 = -1018132.619266 nChanged 18 SP:Iteration 37Q (6899.473040 sec): 3 clusters Score: Raw -1021130.432830 + Penalty 2993.880205 = -1018136.552624 nChanged 12 SP:Iteration 38Q (6899.529836 sec): 3 clusters Score: Raw -1021133.168053 + Penalty 2993.880205 = -1018139.287848 nChanged 9 SP:Iteration 39Q (6899.588505 sec): 3 clusters Score: Raw -1021134.564815 + Penalty 2993.880205 = -1018140.684610 nChanged 9 SP:Iteration 40F (6899.645458 sec): 3 clusters Score: Raw -1021135.941739 + Penalty 2993.880205 = -1018142.061534 nChanged 11 SP:Iteration 41Q (6899.703467 sec): 3 clusters Score: Raw -1021137.829845 + Penalty 2993.880205 = -1018143.949640 nChanged 7 SP:Iteration 42Q (6899.761487 sec): 3 clusters Score: Raw -1021139.442192 + Penalty 2993.880205 = -1018145.561987 nChanged 8 SP:Iteration 43Q (6899.822857 sec): 3 clusters Score: Raw -1021140.989181 + Penalty 2993.880205 = -1018147.108976 nChanged 5 SP:Iteration 44Q (6899.881350 sec): 3 clusters Score: Raw -1021141.748808 + Penalty 2993.880205 = -1018147.868602 nChanged 8 SP:Iteration 45Q (6899.932010 sec): 3 clusters Score: Raw -1021142.810301 + Penalty 2993.880205 = -1018148.930096 nChanged 9 SP:Iteration 46Q (6900.000667 sec): 3 clusters Score: Raw -1021144.284798 + Penalty 2993.880205 = -1018150.404593 nChanged 6 SP:Iteration 47Q (6900.062105 sec): 3 clusters Score: Raw -1021145.724115 + Penalty 2993.880205 = -1018151.843910 nChanged 11 SP:Iteration 48Q (6900.120762 sec): 3 clusters Score: Raw -1021147.796114 + Penalty 2993.880205 = -1018153.915909 nChanged 9 SP:Iteration 49Q (6900.182465 sec): 3 clusters Score: Raw -1021149.327759 + Penalty 2993.880205 = -1018155.447553 nChanged 9 SP:Iteration 50Q (6900.231672 sec): 3 clusters Score: Raw -1021150.645937 + Penalty 2993.880205 = -1018156.765731 nChanged 9 SP:Iteration 51Q (6900.303466 sec): 3 clusters Score: Raw -1021152.429443 + Penalty 2993.880205 = -1018158.549237 nChanged 8 SP:Iteration 52Q (6900.357375 sec): 3 clusters Score: Raw -1021155.436128 + Penalty 2993.880205 = -1018161.555923 nChanged 13 SP:Iteration 53Q (6900.423734 sec): 3 clusters Score: Raw -1021158.548198 + Penalty 2993.880205 = -1018164.667993 nChanged 6 SP:Iteration 54Q (6900.481108 sec): 3 clusters Score: Raw -1021159.565266 + Penalty 2993.880205 = -1018165.685060 nChanged 6 SP:Iteration 55Q (6900.543995 sec): 3 clusters Score: Raw -1021160.264734 + Penalty 2993.880205 = -1018166.384529 nChanged 3 SP:Iteration 56Q (6900.594431 sec): 3 clusters Score: Raw -1021160.649438 + Penalty 2993.880205 = -1018166.769233 nChanged 3 SP:Iteration 57Q (6900.650987 sec): 3 clusters Score: Raw -1021161.139422 + Penalty 2993.880205 = -1018167.259217 nChanged 2 SP:Iteration 58Q (6900.714654 sec): 3 clusters Score: Raw -1021161.347631 + Penalty 2993.880205 = -1018167.467425 nChanged 2 SP:Iteration 59Q (6900.768723 sec): 3 clusters Score: Raw -1021161.753914 + Penalty 2993.880205 = -1018167.873709 nChanged 3 SP:Iteration 60F (6900.837843 sec): 3 clusters Score: Raw -1021162.175883 + Penalty 2993.880205 = -1018168.295677 nChanged 1 SP:Iteration 61Q (6900.894454 sec): 3 clusters Score: Raw -1021162.316358 + Penalty 2993.880205 = -1018168.436152 nChanged 1 SP:Iteration 62Q (6900.961314 sec): 3 clusters Score: Raw -1021162.459863 + Penalty 2993.880205 = -1018168.579657 nChanged 0 SP:Iteration 63F (6901.014772 sec): 3 clusters Score: Raw -1021162.459863 + Penalty 2993.880205 = -1018168.579657 nChanged 0 Trying to split cluster 9 (5693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6901.051811 sec): 2 clusters Score: Raw -573185.716845 + Penalty 1405.136302 = -571780.580542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6901.106349 sec): 3 clusters Score: Raw -570169.458820 + Penalty 2810.272604 = -567359.186215 nChanged 2322 SP:Iteration 1F (6901.162619 sec): 3 clusters Score: Raw -571562.842169 + Penalty 2810.272604 = -568752.569565 nChanged 514 SP:Iteration 2F (6901.217610 sec): 3 clusters Score: Raw -571969.312178 + Penalty 2810.272604 = -569159.039573 nChanged 442 SP:Iteration 3F (6901.271094 sec): 3 clusters Score: Raw -572374.304226 + Penalty 2810.272604 = -569564.031622 nChanged 419 SP:Iteration 4F (6901.325670 sec): 3 clusters Score: Raw -572792.498278 + Penalty 2810.272604 = -569982.225674 nChanged 383 SP:Iteration 5F (6901.388530 sec): 3 clusters Score: Raw -573179.192993 + Penalty 2810.272604 = -570368.920388 nChanged 327 SP:Iteration 6F (6901.442220 sec): 3 clusters Score: Raw -573472.076456 + Penalty 2810.272604 = -570661.803852 nChanged 246 SP:Iteration 7Q (6901.488568 sec): 3 clusters Score: Raw -573663.249458 + Penalty 2810.272604 = -570852.976853 nChanged 171 SP:Iteration 8Q (6901.543064 sec): 3 clusters Score: Raw -573767.184383 + Penalty 2810.272604 = -570956.911779 nChanged 128 SP:Iteration 9Q (6901.607462 sec): 3 clusters Score: Raw -573834.629244 + Penalty 2810.272604 = -571024.356640 nChanged 85 SP:Iteration 10Q (6901.655222 sec): 3 clusters Score: Raw -573870.727792 + Penalty 2810.272604 = -571060.455188 nChanged 45 SP:Iteration 11Q (6901.715173 sec): 3 clusters Score: Raw -573884.775706 + Penalty 2810.272604 = -571074.503102 nChanged 27 SP:Iteration 12Q (6901.760876 sec): 3 clusters Score: Raw -573893.259360 + Penalty 2810.272604 = -571082.986755 nChanged 16 SP:Iteration 13Q (6901.822311 sec): 3 clusters Score: Raw -573896.728429 + Penalty 2810.272604 = -571086.455824 nChanged 12 SP:Iteration 14Q (6901.871377 sec): 3 clusters Score: Raw -573899.928752 + Penalty 2810.272604 = -571089.656147 nChanged 10 SP:Iteration 15Q (6901.917390 sec): 3 clusters Score: Raw -573902.286626 + Penalty 2810.272604 = -571092.014022 nChanged 9 SP:Iteration 16Q (6901.979795 sec): 3 clusters Score: Raw -573903.986488 + Penalty 2810.272604 = -571093.713884 nChanged 4 SP:Iteration 17Q (6902.022729 sec): 3 clusters Score: Raw -573904.820799 + Penalty 2810.272604 = -571094.548195 nChanged 4 SP:Iteration 18Q (6902.083340 sec): 3 clusters Score: Raw -573905.426885 + Penalty 2810.272604 = -571095.154281 nChanged 5 SP:Iteration 19Q (6902.136221 sec): 3 clusters Score: Raw -573906.110694 + Penalty 2810.272604 = -571095.838090 nChanged 4 SP:Iteration 20F (6902.179846 sec): 3 clusters Score: Raw -573906.802516 + Penalty 2810.272604 = -571096.529911 nChanged 3 SP:Iteration 21Q (6902.242700 sec): 3 clusters Score: Raw -573907.116065 + Penalty 2810.272604 = -571096.843460 nChanged 1 SP:Iteration 22Q (6902.299361 sec): 3 clusters Score: Raw -573907.296267 + Penalty 2810.272604 = -571097.023662 nChanged 0 SP:Iteration 23F (6902.356915 sec): 3 clusters Score: Raw -573907.296267 + Penalty 2810.272604 = -571097.023662 nChanged 0 Trying to split cluster 10 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6902.380978 sec): 2 clusters Score: Raw -16557.267777 + Penalty 891.279502 = -15665.988276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6902.420732 sec): 3 clusters Score: Raw -16712.881062 + Penalty 1782.559003 = -14930.322059 nChanged 47 SP:Iteration 1F (6902.461014 sec): 3 clusters Score: Raw -16915.126365 + Penalty 1782.559003 = -15132.567361 nChanged 19 SP:Iteration 2F (6902.508322 sec): 3 clusters Score: Raw -17006.956979 + Penalty 1782.559003 = -15224.397976 nChanged 14 SP:Iteration 3F (6902.553885 sec): 3 clusters Score: Raw -17101.214291 + Penalty 1782.559003 = -15318.655287 nChanged 8 SP:Iteration 4Q (6902.602783 sec): 3 clusters Score: Raw -17216.504522 + Penalty 1782.559003 = -15433.945519 nChanged 4 SP:Iteration 5Q (6902.636471 sec): 3 clusters Score: Raw -17264.235582 + Penalty 1782.559003 = -15481.676579 nChanged 6 SP:Iteration 6Q (6902.671277 sec): 3 clusters Score: Raw -17295.276703 + Penalty 1782.559003 = -15512.717699 nChanged 1 SP:Iteration 7Q (6902.721323 sec): 3 clusters Score: Raw -17311.495231 + Penalty 1782.559003 = -15528.936227 nChanged 1 SP:Iteration 8Q (6902.755167 sec): 3 clusters Score: Raw -17318.235289 + Penalty 1782.559003 = -15535.676285 nChanged 2 SP:Iteration 9Q (6902.799797 sec): 3 clusters Score: Raw -17323.879992 + Penalty 1782.559003 = -15541.320989 nChanged 2 SP:Iteration 10Q (6902.838104 sec): 3 clusters Score: Raw -17328.054493 + Penalty 1782.559003 = -15545.495490 nChanged 1 SP:Iteration 11Q (6902.880262 sec): 3 clusters Score: Raw -17328.799603 + Penalty 1782.559003 = -15546.240599 nChanged 0 SP:Iteration 12F (6902.928829 sec): 3 clusters Score: Raw -17328.799603 + Penalty 1782.559003 = -15546.240599 nChanged 0 Trying to split cluster 11 (3768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6902.960055 sec): 2 clusters Score: Raw -365259.247929 + Penalty 1338.073691 = -363921.174238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6903.006950 sec): 3 clusters Score: Raw -363469.850529 + Penalty 2676.147382 = -360793.703147 nChanged 1462 SP:Iteration 1F (6903.059653 sec): 3 clusters Score: Raw -364368.759723 + Penalty 2676.147382 = -361692.612342 nChanged 310 SP:Iteration 2F (6903.096138 sec): 3 clusters Score: Raw -364568.731989 + Penalty 2676.147382 = -361892.584608 nChanged 207 SP:Iteration 3F (6903.151425 sec): 3 clusters Score: Raw -364683.721675 + Penalty 2676.147382 = -362007.574294 nChanged 144 SP:Iteration 4Q (6903.200588 sec): 3 clusters Score: Raw -364750.056283 + Penalty 2676.147382 = -362073.908901 nChanged 104 SP:Iteration 5Q (6903.235776 sec): 3 clusters Score: Raw -364802.569742 + Penalty 2676.147382 = -362126.422361 nChanged 97 SP:Iteration 6Q (6903.290739 sec): 3 clusters Score: Raw -364852.872517 + Penalty 2676.147382 = -362176.725135 nChanged 82 SP:Iteration 7Q (6903.339633 sec): 3 clusters Score: Raw -364898.435220 + Penalty 2676.147382 = -362222.287839 nChanged 82 SP:Iteration 8Q (6903.383734 sec): 3 clusters Score: Raw -364942.195435 + Penalty 2676.147382 = -362266.048053 nChanged 89 SP:Iteration 9Q (6903.427347 sec): 3 clusters Score: Raw -364982.891962 + Penalty 2676.147382 = -362306.744580 nChanged 78 SP:Iteration 10Q (6903.465633 sec): 3 clusters Score: Raw -365013.903430 + Penalty 2676.147382 = -362337.756048 nChanged 66 SP:Iteration 11Q (6903.513090 sec): 3 clusters Score: Raw -365042.640513 + Penalty 2676.147382 = -362366.493131 nChanged 57 SP:Iteration 12Q (6903.561863 sec): 3 clusters Score: Raw -365068.943169 + Penalty 2676.147382 = -362392.795787 nChanged 62 SP:Iteration 13Q (6903.618849 sec): 3 clusters Score: Raw -365102.135526 + Penalty 2676.147382 = -362425.988144 nChanged 59 SP:Iteration 14Q (6903.665376 sec): 3 clusters Score: Raw -365129.178627 + Penalty 2676.147382 = -362453.031246 nChanged 54 SP:Iteration 15Q (6903.715948 sec): 3 clusters Score: Raw -365148.797027 + Penalty 2676.147382 = -362472.649646 nChanged 45 SP:Iteration 16Q (6903.757611 sec): 3 clusters Score: Raw -365162.648214 + Penalty 2676.147382 = -362486.500832 nChanged 34 SP:Iteration 17Q (6903.801777 sec): 3 clusters Score: Raw -365172.650673 + Penalty 2676.147382 = -362496.503291 nChanged 24 SP:Iteration 18Q (6903.848870 sec): 3 clusters Score: Raw -365179.943859 + Penalty 2676.147382 = -362503.796477 nChanged 28 SP:Iteration 19Q (6903.907154 sec): 3 clusters Score: Raw -365192.018442 + Penalty 2676.147382 = -362515.871060 nChanged 30 SP:Iteration 20F (6903.955330 sec): 3 clusters Score: Raw -365204.356388 + Penalty 2676.147382 = -362528.209006 nChanged 41 SP:Iteration 21Q (6904.003846 sec): 3 clusters Score: Raw -365221.466433 + Penalty 2676.147382 = -362545.319051 nChanged 36 SP:Iteration 22Q (6904.046421 sec): 3 clusters Score: Raw -365238.011850 + Penalty 2676.147382 = -362561.864469 nChanged 36 SP:Iteration 23Q (6904.095424 sec): 3 clusters Score: Raw -365249.056115 + Penalty 2676.147382 = -362572.908733 nChanged 28 SP:Iteration 24Q (6904.142130 sec): 3 clusters Score: Raw -365255.816256 + Penalty 2676.147382 = -362579.668875 nChanged 14 SP:Iteration 25Q (6904.201286 sec): 3 clusters Score: Raw -365260.044543 + Penalty 2676.147382 = -362583.897161 nChanged 15 SP:Iteration 26Q (6904.244325 sec): 3 clusters Score: Raw -365264.773223 + Penalty 2676.147382 = -362588.625842 nChanged 13 SP:Iteration 27Q (6904.286886 sec): 3 clusters Score: Raw -365269.722804 + Penalty 2676.147382 = -362593.575422 nChanged 24 SP:Iteration 28Q (6904.329804 sec): 3 clusters Score: Raw -365277.544531 + Penalty 2676.147382 = -362601.397149 nChanged 16 SP:Iteration 29Q (6904.383439 sec): 3 clusters Score: Raw -365283.482030 + Penalty 2676.147382 = -362607.334648 nChanged 14 SP:Iteration 30Q (6904.425381 sec): 3 clusters Score: Raw -365287.812730 + Penalty 2676.147382 = -362611.665348 nChanged 11 SP:Iteration 31Q (6904.471926 sec): 3 clusters Score: Raw -365291.006803 + Penalty 2676.147382 = -362614.859421 nChanged 11 SP:Iteration 32Q (6904.517809 sec): 3 clusters Score: Raw -365293.892563 + Penalty 2676.147382 = -362617.745181 nChanged 10 SP:Iteration 33Q (6904.564722 sec): 3 clusters Score: Raw -365296.115976 + Penalty 2676.147382 = -362619.968594 nChanged 4 SP:Iteration 34Q (6904.612066 sec): 3 clusters Score: Raw -365297.466488 + Penalty 2676.147382 = -362621.319106 nChanged 5 SP:Iteration 35Q (6904.661615 sec): 3 clusters Score: Raw -365298.656039 + Penalty 2676.147382 = -362622.508658 nChanged 4 SP:Iteration 36Q (6904.713128 sec): 3 clusters Score: Raw -365300.129449 + Penalty 2676.147382 = -362623.982067 nChanged 7 SP:Iteration 37Q (6904.763233 sec): 3 clusters Score: Raw -365301.745458 + Penalty 2676.147382 = -362625.598076 nChanged 6 SP:Iteration 38Q (6904.804480 sec): 3 clusters Score: Raw -365302.852208 + Penalty 2676.147382 = -362626.704826 nChanged 5 SP:Iteration 39Q (6904.858783 sec): 3 clusters Score: Raw -365303.905113 + Penalty 2676.147382 = -362627.757731 nChanged 2 SP:Iteration 40F (6904.908987 sec): 3 clusters Score: Raw -365304.311869 + Penalty 2676.147382 = -362628.164488 nChanged 0 Trying to split cluster 12 (30005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6904.968018 sec): 2 clusters Score: Raw -3170400.527559 + Penalty 1675.231888 = -3168725.295670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6905.065623 sec): 3 clusters Score: Raw -3151841.466909 + Penalty 3350.463777 = -3148491.003132 nChanged 13835 SP:Iteration 1F (6905.163498 sec): 3 clusters Score: Raw -3159694.823154 + Penalty 3350.463777 = -3156344.359377 nChanged 1352 SP:Iteration 2Q (6905.258556 sec): 3 clusters Score: Raw -3160164.852184 + Penalty 3350.463777 = -3156814.388407 nChanged 1354 SP:Iteration 3Q (6905.349744 sec): 3 clusters Score: Raw -3160678.509721 + Penalty 3350.463777 = -3157328.045945 nChanged 1415 SP:Iteration 4Q (6905.456386 sec): 3 clusters Score: Raw -3161303.941027 + Penalty 3350.463777 = -3157953.477250 nChanged 1554 SP:Iteration 5F (6905.538818 sec): 3 clusters Score: Raw -3162153.455490 + Penalty 3350.463777 = -3158802.991714 nChanged 1714 SP:Iteration 6F (6905.644246 sec): 3 clusters Score: Raw -3163319.086225 + Penalty 3350.463777 = -3159968.622448 nChanged 1913 SP:Iteration 7F (6905.741437 sec): 3 clusters Score: Raw -3164752.709283 + Penalty 3350.463777 = -3161402.245506 nChanged 1846 SP:Iteration 8F (6905.822588 sec): 3 clusters Score: Raw -3166211.537036 + Penalty 3350.463777 = -3162861.073259 nChanged 1622 SP:Iteration 9F (6905.914110 sec): 3 clusters Score: Raw -3167516.501460 + Penalty 3350.463777 = -3164166.037683 nChanged 1345 SP:Iteration 10Q (6906.010900 sec): 3 clusters Score: Raw -3168598.142590 + Penalty 3350.463777 = -3165247.678813 nChanged 951 SP:Iteration 11Q (6906.100240 sec): 3 clusters Score: Raw -3169349.073250 + Penalty 3350.463777 = -3165998.609473 nChanged 615 SP:Iteration 12Q (6906.186804 sec): 3 clusters Score: Raw -3169816.943755 + Penalty 3350.463777 = -3166466.479978 nChanged 388 SP:Iteration 13Q (6906.286752 sec): 3 clusters Score: Raw -3170112.279139 + Penalty 3350.463777 = -3166761.815362 nChanged 221 SP:Iteration 14Q (6906.374762 sec): 3 clusters Score: Raw -3170275.145073 + Penalty 3350.463777 = -3166924.681296 nChanged 147 SP:Iteration 15Q (6906.446684 sec): 3 clusters Score: Raw -3170381.988807 + Penalty 3350.463777 = -3167031.525031 nChanged 93 SP:Iteration 16Q (6906.531831 sec): 3 clusters Score: Raw -3170454.885232 + Penalty 3350.463777 = -3167104.421455 nChanged 58 SP:Iteration 17Q (6906.628096 sec): 3 clusters Score: Raw -3170505.672807 + Penalty 3350.463777 = -3167155.209030 nChanged 42 SP:Iteration 18Q (6906.711128 sec): 3 clusters Score: Raw -3170537.311839 + Penalty 3350.463777 = -3167186.848062 nChanged 31 SP:Iteration 19Q (6906.787770 sec): 3 clusters Score: Raw -3170558.901784 + Penalty 3350.463777 = -3167208.438007 nChanged 15 SP:Iteration 20F (6906.885447 sec): 3 clusters Score: Raw -3170571.644501 + Penalty 3350.463777 = -3167221.180724 nChanged 18 SP:Iteration 21Q (6906.973954 sec): 3 clusters Score: Raw -3170589.576662 + Penalty 3350.463777 = -3167239.112885 nChanged 21 SP:Iteration 22Q (6907.057829 sec): 3 clusters Score: Raw -3170603.849456 + Penalty 3350.463777 = -3167253.385679 nChanged 15 SP:Iteration 23Q (6907.150799 sec): 3 clusters Score: Raw -3170616.236131 + Penalty 3350.463777 = -3167265.772354 nChanged 13 SP:Iteration 24Q (6907.238298 sec): 3 clusters Score: Raw -3170625.322439 + Penalty 3350.463777 = -3167274.858662 nChanged 8 SP:Iteration 25Q (6907.318585 sec): 3 clusters Score: Raw -3170630.745281 + Penalty 3350.463777 = -3167280.281504 nChanged 6 SP:Iteration 26Q (6907.403523 sec): 3 clusters Score: Raw -3170635.521131 + Penalty 3350.463777 = -3167285.057355 nChanged 3 SP:Iteration 27Q (6907.477919 sec): 3 clusters Score: Raw -3170637.280214 + Penalty 3350.463777 = -3167286.816438 nChanged 2 SP:Iteration 28Q (6907.564153 sec): 3 clusters Score: Raw -3170638.943568 + Penalty 3350.463777 = -3167288.479791 nChanged 1 SP:Iteration 29Q (6907.641725 sec): 3 clusters Score: Raw -3170639.210978 + Penalty 3350.463777 = -3167288.747201 nChanged 1 SP:Iteration 30Q (6907.732216 sec): 3 clusters Score: Raw -3170639.347967 + Penalty 3350.463777 = -3167288.884190 nChanged 0 SP:Iteration 31F (6907.818933 sec): 3 clusters Score: Raw -3170639.347967 + Penalty 3350.463777 = -3167288.884190 nChanged 0 Trying to split cluster 13 (22658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6907.880841 sec): 2 clusters Score: Raw -2450471.796088 + Penalty 1629.593594 = -2448842.202494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6907.966416 sec): 3 clusters Score: Raw -2436772.088236 + Penalty 3259.187188 = -2433512.901048 nChanged 10137 SP:Iteration 1F (6908.049881 sec): 3 clusters Score: Raw -2442325.652473 + Penalty 3259.187188 = -2439066.465285 nChanged 1063 SP:Iteration 2Q (6908.136209 sec): 3 clusters Score: Raw -2442657.957431 + Penalty 3259.187188 = -2439398.770243 nChanged 937 SP:Iteration 3Q (6908.224554 sec): 3 clusters Score: Raw -2442969.071830 + Penalty 3259.187188 = -2439709.884643 nChanged 934 SP:Iteration 4Q (6908.302029 sec): 3 clusters Score: Raw -2443300.897452 + Penalty 3259.187188 = -2440041.710264 nChanged 939 SP:Iteration 5Q (6908.393545 sec): 3 clusters Score: Raw -2443696.271329 + Penalty 3259.187188 = -2440437.084142 nChanged 1036 SP:Iteration 6Q (6908.483790 sec): 3 clusters Score: Raw -2444245.544661 + Penalty 3259.187188 = -2440986.357474 nChanged 1236 SP:Iteration 7F (6908.566885 sec): 3 clusters Score: Raw -2445027.160631 + Penalty 3259.187188 = -2441767.973443 nChanged 1374 SP:Iteration 8F (6908.631048 sec): 3 clusters Score: Raw -2446084.822182 + Penalty 3259.187188 = -2442825.634995 nChanged 1532 SP:Iteration 9F (6908.712415 sec): 3 clusters Score: Raw -2447332.791863 + Penalty 3259.187188 = -2444073.604675 nChanged 1344 SP:Iteration 10F (6908.788570 sec): 3 clusters Score: Raw -2448399.174432 + Penalty 3259.187188 = -2445139.987244 nChanged 1054 SP:Iteration 11Q (6908.864112 sec): 3 clusters Score: Raw -2449179.110244 + Penalty 3259.187188 = -2445919.923056 nChanged 830 SP:Iteration 12Q (6908.957430 sec): 3 clusters Score: Raw -2449708.757198 + Penalty 3259.187188 = -2446449.570011 nChanged 607 SP:Iteration 13Q (6909.033561 sec): 3 clusters Score: Raw -2450096.753061 + Penalty 3259.187188 = -2446837.565873 nChanged 494 SP:Iteration 14Q (6909.122209 sec): 3 clusters Score: Raw -2450386.303495 + Penalty 3259.187188 = -2447127.116307 nChanged 428 SP:Iteration 15Q (6909.189540 sec): 3 clusters Score: Raw -2450609.873571 + Penalty 3259.187188 = -2447350.686384 nChanged 334 SP:Iteration 16Q (6909.278476 sec): 3 clusters Score: Raw -2450740.071630 + Penalty 3259.187188 = -2447480.884443 nChanged 226 SP:Iteration 17Q (6909.362246 sec): 3 clusters Score: Raw -2450816.643490 + Penalty 3259.187188 = -2447557.456303 nChanged 194 SP:Iteration 18Q (6909.436226 sec): 3 clusters Score: Raw -2450878.577181 + Penalty 3259.187188 = -2447619.389994 nChanged 182 SP:Iteration 19Q (6909.516472 sec): 3 clusters Score: Raw -2450931.140423 + Penalty 3259.187188 = -2447671.953235 nChanged 166 SP:Iteration 20F (6909.596626 sec): 3 clusters Score: Raw -2450970.810409 + Penalty 3259.187188 = -2447711.623221 nChanged 128 SP:Iteration 21Q (6909.666707 sec): 3 clusters Score: Raw -2451005.634483 + Penalty 3259.187188 = -2447746.447295 nChanged 122 SP:Iteration 22Q (6909.747939 sec): 3 clusters Score: Raw -2451039.012347 + Penalty 3259.187188 = -2447779.825159 nChanged 115 SP:Iteration 23Q (6909.825549 sec): 3 clusters Score: Raw -2451068.012717 + Penalty 3259.187188 = -2447808.825529 nChanged 123 SP:Iteration 24Q (6909.903459 sec): 3 clusters Score: Raw -2451094.105739 + Penalty 3259.187188 = -2447834.918552 nChanged 94 SP:Iteration 25Q (6909.979104 sec): 3 clusters Score: Raw -2451110.721453 + Penalty 3259.187188 = -2447851.534266 nChanged 72 SP:Iteration 26Q (6910.053348 sec): 3 clusters Score: Raw -2451123.108834 + Penalty 3259.187188 = -2447863.921646 nChanged 64 SP:Iteration 27Q (6910.129655 sec): 3 clusters Score: Raw -2451134.224164 + Penalty 3259.187188 = -2447875.036976 nChanged 55 SP:Iteration 28Q (6910.205025 sec): 3 clusters Score: Raw -2451142.491746 + Penalty 3259.187188 = -2447883.304559 nChanged 50 SP:Iteration 29Q (6910.286448 sec): 3 clusters Score: Raw -2451150.016615 + Penalty 3259.187188 = -2447890.829428 nChanged 49 SP:Iteration 30Q (6910.358327 sec): 3 clusters Score: Raw -2451158.942661 + Penalty 3259.187188 = -2447899.755473 nChanged 59 SP:Iteration 31Q (6910.441173 sec): 3 clusters Score: Raw -2451169.979880 + Penalty 3259.187188 = -2447910.792693 nChanged 61 SP:Iteration 32Q (6910.512581 sec): 3 clusters Score: Raw -2451181.875050 + Penalty 3259.187188 = -2447922.687862 nChanged 67 SP:Iteration 33Q (6910.590498 sec): 3 clusters Score: Raw -2451193.028535 + Penalty 3259.187188 = -2447933.841348 nChanged 61 SP:Iteration 34Q (6910.669424 sec): 3 clusters Score: Raw -2451199.983128 + Penalty 3259.187188 = -2447940.795941 nChanged 42 SP:Iteration 35Q (6910.754458 sec): 3 clusters Score: Raw -2451204.945626 + Penalty 3259.187188 = -2447945.758438 nChanged 28 SP:Iteration 36Q (6910.836238 sec): 3 clusters Score: Raw -2451207.466396 + Penalty 3259.187188 = -2447948.279208 nChanged 31 SP:Iteration 37Q (6910.911773 sec): 3 clusters Score: Raw -2451210.757149 + Penalty 3259.187188 = -2447951.569961 nChanged 31 SP:Iteration 38Q (6910.984443 sec): 3 clusters Score: Raw -2451214.847933 + Penalty 3259.187188 = -2447955.660745 nChanged 33 SP:Iteration 39Q (6911.059166 sec): 3 clusters Score: Raw -2451219.050685 + Penalty 3259.187188 = -2447959.863498 nChanged 34 SP:Iteration 40F (6911.148873 sec): 3 clusters Score: Raw -2451223.717708 + Penalty 3259.187188 = -2447964.530521 nChanged 31 SP:Iteration 41Q (6911.228895 sec): 3 clusters Score: Raw -2451227.274981 + Penalty 3259.187188 = -2447968.087793 nChanged 34 SP:Iteration 42Q (6911.312774 sec): 3 clusters Score: Raw -2451230.901602 + Penalty 3259.187188 = -2447971.714414 nChanged 26 SP:Iteration 43Q (6911.390268 sec): 3 clusters Score: Raw -2451234.197573 + Penalty 3259.187188 = -2447975.010386 nChanged 37 SP:Iteration 44Q (6911.470322 sec): 3 clusters Score: Raw -2451239.085477 + Penalty 3259.187188 = -2447979.898289 nChanged 47 SP:Iteration 45Q (6911.550441 sec): 3 clusters Score: Raw -2451246.241107 + Penalty 3259.187188 = -2447987.053920 nChanged 40 SP:Iteration 46Q (6911.631661 sec): 3 clusters Score: Raw -2451252.944412 + Penalty 3259.187188 = -2447993.757224 nChanged 52 SP:Iteration 47Q (6911.709573 sec): 3 clusters Score: Raw -2451263.116824 + Penalty 3259.187188 = -2448003.929636 nChanged 56 SP:Iteration 48Q (6911.782888 sec): 3 clusters Score: Raw -2451272.583645 + Penalty 3259.187188 = -2448013.396458 nChanged 46 SP:Iteration 49Q (6911.857225 sec): 3 clusters Score: Raw -2451278.633613 + Penalty 3259.187188 = -2448019.446425 nChanged 39 SP:Iteration 50Q (6911.942212 sec): 3 clusters Score: Raw -2451282.487095 + Penalty 3259.187188 = -2448023.299907 nChanged 22 SP:Iteration 51Q (6912.026490 sec): 3 clusters Score: Raw -2451284.982131 + Penalty 3259.187188 = -2448025.794943 nChanged 25 SP:Iteration 52Q (6912.101109 sec): 3 clusters Score: Raw -2451288.116115 + Penalty 3259.187188 = -2448028.928927 nChanged 27 SP:Iteration 53Q (6912.180142 sec): 3 clusters Score: Raw -2451291.651972 + Penalty 3259.187188 = -2448032.464784 nChanged 20 SP:Iteration 54Q (6912.262973 sec): 3 clusters Score: Raw -2451294.134046 + Penalty 3259.187188 = -2448034.946858 nChanged 17 SP:Iteration 55Q (6912.343100 sec): 3 clusters Score: Raw -2451295.990064 + Penalty 3259.187188 = -2448036.802876 nChanged 15 SP:Iteration 56Q (6912.420147 sec): 3 clusters Score: Raw -2451297.452515 + Penalty 3259.187188 = -2448038.265328 nChanged 14 SP:Iteration 57Q (6912.502325 sec): 3 clusters Score: Raw -2451298.473343 + Penalty 3259.187188 = -2448039.286155 nChanged 7 SP:Iteration 58Q (6912.579832 sec): 3 clusters Score: Raw -2451299.054095 + Penalty 3259.187188 = -2448039.866907 nChanged 8 SP:Iteration 59Q (6912.659719 sec): 3 clusters Score: Raw -2451299.718869 + Penalty 3259.187188 = -2448040.531681 nChanged 8 SP:Iteration 60F (6912.740285 sec): 3 clusters Score: Raw -2451300.311598 + Penalty 3259.187188 = -2448041.124410 nChanged 6 SP:Iteration 61Q (6912.823351 sec): 3 clusters Score: Raw -2451300.634339 + Penalty 3259.187188 = -2448041.447151 nChanged 4 SP:Iteration 62Q (6912.902676 sec): 3 clusters Score: Raw -2451300.897301 + Penalty 3259.187188 = -2448041.710114 nChanged 2 SP:Iteration 63Q (6912.983390 sec): 3 clusters Score: Raw -2451301.102711 + Penalty 3259.187188 = -2448041.915523 nChanged 3 SP:Iteration 64Q (6913.061118 sec): 3 clusters Score: Raw -2451301.256191 + Penalty 3259.187188 = -2448042.069004 nChanged 2 SP:Iteration 65Q (6913.143330 sec): 3 clusters Score: Raw -2451301.491749 + Penalty 3259.187188 = -2448042.304562 nChanged 1 SP:Iteration 66Q (6913.221867 sec): 3 clusters Score: Raw -2451301.541889 + Penalty 3259.187188 = -2448042.354701 nChanged 1 SP:Iteration 67Q (6913.302252 sec): 3 clusters Score: Raw -2451301.603611 + Penalty 3259.187188 = -2448042.416424 nChanged 0 SP:Iteration 68F (6913.386473 sec): 3 clusters Score: Raw -2451301.603611 + Penalty 3259.187188 = -2448042.416424 nChanged 0 Trying to split cluster 14 (3884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6913.418410 sec): 2 clusters Score: Raw -373310.277423 + Penalty 1343.000885 = -371967.276538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6913.459072 sec): 3 clusters Score: Raw -371396.848513 + Penalty 2686.001770 = -368710.846743 nChanged 1531 SP:Iteration 1F (6913.509976 sec): 3 clusters Score: Raw -372335.785310 + Penalty 2686.001770 = -369649.783541 nChanged 318 SP:Iteration 2F (6913.565238 sec): 3 clusters Score: Raw -372574.321028 + Penalty 2686.001770 = -369888.319259 nChanged 245 SP:Iteration 3F (6913.611271 sec): 3 clusters Score: Raw -372753.200819 + Penalty 2686.001770 = -370067.199049 nChanged 191 SP:Iteration 4Q (6913.663852 sec): 3 clusters Score: Raw -372903.503432 + Penalty 2686.001770 = -370217.501663 nChanged 161 SP:Iteration 5Q (6913.721301 sec): 3 clusters Score: Raw -373027.798204 + Penalty 2686.001770 = -370341.796435 nChanged 164 SP:Iteration 6Q (6913.768706 sec): 3 clusters Score: Raw -373146.679369 + Penalty 2686.001770 = -370460.677599 nChanged 148 SP:Iteration 7Q (6913.822997 sec): 3 clusters Score: Raw -373264.641213 + Penalty 2686.001770 = -370578.639443 nChanged 145 SP:Iteration 8Q (6913.872784 sec): 3 clusters Score: Raw -373369.136634 + Penalty 2686.001770 = -370683.134864 nChanged 139 SP:Iteration 9Q (6913.911862 sec): 3 clusters Score: Raw -373459.192747 + Penalty 2686.001770 = -370773.190977 nChanged 121 SP:Iteration 10Q (6913.973969 sec): 3 clusters Score: Raw -373553.604183 + Penalty 2686.001770 = -370867.602414 nChanged 116 SP:Iteration 11Q (6914.020075 sec): 3 clusters Score: Raw -373654.119929 + Penalty 2686.001770 = -370968.118159 nChanged 122 SP:Iteration 12Q (6914.076076 sec): 3 clusters Score: Raw -373737.817754 + Penalty 2686.001770 = -371051.815985 nChanged 97 SP:Iteration 13Q (6914.111038 sec): 3 clusters Score: Raw -373791.757570 + Penalty 2686.001770 = -371105.755800 nChanged 70 SP:Iteration 14Q (6914.162847 sec): 3 clusters Score: Raw -373825.164378 + Penalty 2686.001770 = -371139.162609 nChanged 55 SP:Iteration 15Q (6914.207716 sec): 3 clusters Score: Raw -373843.903687 + Penalty 2686.001770 = -371157.901918 nChanged 36 SP:Iteration 16Q (6914.256636 sec): 3 clusters Score: Raw -373856.072131 + Penalty 2686.001770 = -371170.070362 nChanged 25 SP:Iteration 17Q (6914.308524 sec): 3 clusters Score: Raw -373865.987940 + Penalty 2686.001770 = -371179.986171 nChanged 20 SP:Iteration 18Q (6914.366432 sec): 3 clusters Score: Raw -373871.219081 + Penalty 2686.001770 = -371185.217312 nChanged 12 SP:Iteration 19Q (6914.417110 sec): 3 clusters Score: Raw -373873.648513 + Penalty 2686.001770 = -371187.646744 nChanged 9 SP:Iteration 20F (6914.459581 sec): 3 clusters Score: Raw -373875.023149 + Penalty 2686.001770 = -371189.021380 nChanged 4 SP:Iteration 21Q (6914.511397 sec): 3 clusters Score: Raw -373875.584074 + Penalty 2686.001770 = -371189.582305 nChanged 3 SP:Iteration 22Q (6914.563686 sec): 3 clusters Score: Raw -373876.052394 + Penalty 2686.001770 = -371190.050624 nChanged 0 SP:Iteration 23F (6914.614711 sec): 3 clusters Score: Raw -373876.052394 + Penalty 2686.001770 = -371190.050624 nChanged 0 Trying to split cluster 15 (2399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6914.630962 sec): 2 clusters Score: Raw -213747.028747 + Penalty 1264.706180 = -212482.322567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6914.677507 sec): 3 clusters Score: Raw -212695.090012 + Penalty 2529.412360 = -210165.677651 nChanged 887 SP:Iteration 1F (6914.719124 sec): 3 clusters Score: Raw -213391.872765 + Penalty 2529.412360 = -210862.460404 nChanged 248 SP:Iteration 2F (6914.774292 sec): 3 clusters Score: Raw -213717.859107 + Penalty 2529.412360 = -211188.446747 nChanged 186 SP:Iteration 3F (6914.812522 sec): 3 clusters Score: Raw -213973.142371 + Penalty 2529.412360 = -211443.730011 nChanged 155 SP:Iteration 4F (6914.855877 sec): 3 clusters Score: Raw -214141.630020 + Penalty 2529.412360 = -211612.217659 nChanged 112 SP:Iteration 5Q (6914.901755 sec): 3 clusters Score: Raw -214249.123798 + Penalty 2529.412360 = -211719.711438 nChanged 77 SP:Iteration 6Q (6914.946086 sec): 3 clusters Score: Raw -214329.786254 + Penalty 2529.412360 = -211800.373893 nChanged 67 SP:Iteration 7Q (6914.994134 sec): 3 clusters Score: Raw -214395.225324 + Penalty 2529.412360 = -211865.812964 nChanged 58 SP:Iteration 8Q (6915.037046 sec): 3 clusters Score: Raw -214440.534096 + Penalty 2529.412360 = -211911.121735 nChanged 46 SP:Iteration 9Q (6915.083800 sec): 3 clusters Score: Raw -214468.808303 + Penalty 2529.412360 = -211939.395943 nChanged 29 SP:Iteration 10Q (6915.127983 sec): 3 clusters Score: Raw -214485.323492 + Penalty 2529.412360 = -211955.911131 nChanged 20 SP:Iteration 11Q (6915.184987 sec): 3 clusters Score: Raw -214496.638968 + Penalty 2529.412360 = -211967.226607 nChanged 22 SP:Iteration 12Q (6915.235582 sec): 3 clusters Score: Raw -214512.354111 + Penalty 2529.412360 = -211982.941751 nChanged 18 SP:Iteration 13Q (6915.268909 sec): 3 clusters Score: Raw -214520.991857 + Penalty 2529.412360 = -211991.579497 nChanged 16 SP:Iteration 14Q (6915.317437 sec): 3 clusters Score: Raw -214529.600499 + Penalty 2529.412360 = -212000.188139 nChanged 14 SP:Iteration 15Q (6915.360170 sec): 3 clusters Score: Raw -214535.669233 + Penalty 2529.412360 = -212006.256873 nChanged 8 SP:Iteration 16Q (6915.405085 sec): 3 clusters Score: Raw -214538.314933 + Penalty 2529.412360 = -212008.902573 nChanged 6 SP:Iteration 17Q (6915.451595 sec): 3 clusters Score: Raw -214540.078241 + Penalty 2529.412360 = -212010.665880 nChanged 3 SP:Iteration 18Q (6915.511845 sec): 3 clusters Score: Raw -214540.491102 + Penalty 2529.412360 = -212011.078741 nChanged 0 SP:Iteration 19F (6915.553163 sec): 3 clusters Score: Raw -214540.491102 + Penalty 2529.412360 = -212011.078741 nChanged 0 Trying to split cluster 16 (1422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6915.579562 sec): 2 clusters Score: Raw -162042.717038 + Penalty 1179.720687 = -160862.996351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6915.623909 sec): 3 clusters Score: Raw -161513.445351 + Penalty 2359.441373 = -159154.003978 nChanged 465 SP:Iteration 1F (6915.660930 sec): 3 clusters Score: Raw -161882.317581 + Penalty 2359.441373 = -159522.876208 nChanged 117 SP:Iteration 2F (6915.709136 sec): 3 clusters Score: Raw -161997.505955 + Penalty 2359.441373 = -159638.064581 nChanged 77 SP:Iteration 3F (6915.765432 sec): 3 clusters Score: Raw -162088.430366 + Penalty 2359.441373 = -159728.988992 nChanged 46 SP:Iteration 4Q (6915.799941 sec): 3 clusters Score: Raw -162140.417376 + Penalty 2359.441373 = -159780.976003 nChanged 39 SP:Iteration 5Q (6915.846310 sec): 3 clusters Score: Raw -162171.215491 + Penalty 2359.441373 = -159811.774117 nChanged 25 SP:Iteration 6Q (6915.895004 sec): 3 clusters Score: Raw -162183.530560 + Penalty 2359.441373 = -159824.089186 nChanged 13 SP:Iteration 7Q (6915.928615 sec): 3 clusters Score: Raw -162191.275430 + Penalty 2359.441373 = -159831.834056 nChanged 14 SP:Iteration 8Q (6915.980932 sec): 3 clusters Score: Raw -162201.557731 + Penalty 2359.441373 = -159842.116358 nChanged 18 SP:Iteration 9Q (6916.024542 sec): 3 clusters Score: Raw -162215.236033 + Penalty 2359.441373 = -159855.794660 nChanged 19 SP:Iteration 10Q (6916.061068 sec): 3 clusters Score: Raw -162228.167842 + Penalty 2359.441373 = -159868.726469 nChanged 14 SP:Iteration 11Q (6916.101599 sec): 3 clusters Score: Raw -162239.462743 + Penalty 2359.441373 = -159880.021370 nChanged 15 SP:Iteration 12Q (6916.147342 sec): 3 clusters Score: Raw -162253.467976 + Penalty 2359.441373 = -159894.026603 nChanged 17 SP:Iteration 13Q (6916.178624 sec): 3 clusters Score: Raw -162268.754959 + Penalty 2359.441373 = -159909.313586 nChanged 17 SP:Iteration 14Q (6916.227579 sec): 3 clusters Score: Raw -162284.852548 + Penalty 2359.441373 = -159925.411175 nChanged 12 SP:Iteration 15Q (6916.265055 sec): 3 clusters Score: Raw -162292.304342 + Penalty 2359.441373 = -159932.862969 nChanged 8 SP:Iteration 16Q (6916.316576 sec): 3 clusters Score: Raw -162296.784380 + Penalty 2359.441373 = -159937.343007 nChanged 10 SP:Iteration 17Q (6916.350124 sec): 3 clusters Score: Raw -162303.813449 + Penalty 2359.441373 = -159944.372075 nChanged 7 SP:Iteration 18Q (6916.392868 sec): 3 clusters Score: Raw -162308.972882 + Penalty 2359.441373 = -159949.531508 nChanged 11 SP:Iteration 19Q (6916.441933 sec): 3 clusters Score: Raw -162315.826329 + Penalty 2359.441373 = -159956.384956 nChanged 6 SP:Iteration 20F (6916.483449 sec): 3 clusters Score: Raw -162319.732383 + Penalty 2359.441373 = -159960.291010 nChanged 6 SP:Iteration 21Q (6916.540646 sec): 3 clusters Score: Raw -162326.945855 + Penalty 2359.441373 = -159967.504481 nChanged 5 SP:Iteration 22Q (6916.585480 sec): 3 clusters Score: Raw -162329.936086 + Penalty 2359.441373 = -159970.494713 nChanged 5 SP:Iteration 23Q (6916.631449 sec): 3 clusters Score: Raw -162334.000673 + Penalty 2359.441373 = -159974.559299 nChanged 6 SP:Iteration 24Q (6916.682426 sec): 3 clusters Score: Raw -162337.781590 + Penalty 2359.441373 = -159978.340217 nChanged 5 SP:Iteration 25Q (6916.719219 sec): 3 clusters Score: Raw -162341.300662 + Penalty 2359.441373 = -159981.859289 nChanged 6 SP:Iteration 26Q (6916.770471 sec): 3 clusters Score: Raw -162347.711137 + Penalty 2359.441373 = -159988.269764 nChanged 2 SP:Iteration 27Q (6916.820726 sec): 3 clusters Score: Raw -162348.431603 + Penalty 2359.441373 = -159988.990229 nChanged 0 SP:Iteration 28F (6916.874690 sec): 3 clusters Score: Raw -162348.431603 + Penalty 2359.441373 = -159988.990229 nChanged 0 Trying to split cluster 17 (1065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6916.901783 sec): 2 clusters Score: Raw -106311.534336 + Penalty 1132.743638 = -105178.790698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6916.944072 sec): 3 clusters Score: Raw -105957.641109 + Penalty 2265.487275 = -103692.153834 nChanged 333 SP:Iteration 1F (6916.993600 sec): 3 clusters Score: Raw -106249.636903 + Penalty 2265.487275 = -103984.149627 nChanged 76 SP:Iteration 2F (6917.033004 sec): 3 clusters Score: Raw -106330.394236 + Penalty 2265.487275 = -104064.906961 nChanged 46 SP:Iteration 3Q (6917.080865 sec): 3 clusters Score: Raw -106388.620820 + Penalty 2265.487275 = -104123.133544 nChanged 33 SP:Iteration 4Q (6917.136401 sec): 3 clusters Score: Raw -106417.456320 + Penalty 2265.487275 = -104151.969044 nChanged 24 SP:Iteration 5Q (6917.179245 sec): 3 clusters Score: Raw -106443.739015 + Penalty 2265.487275 = -104178.251740 nChanged 20 SP:Iteration 6Q (6917.227472 sec): 3 clusters Score: Raw -106459.314290 + Penalty 2265.487275 = -104193.827014 nChanged 10 SP:Iteration 7Q (6917.277680 sec): 3 clusters Score: Raw -106464.945416 + Penalty 2265.487275 = -104199.458141 nChanged 7 SP:Iteration 8Q (6917.328602 sec): 3 clusters Score: Raw -106470.070246 + Penalty 2265.487275 = -104204.582971 nChanged 5 SP:Iteration 9Q (6917.387216 sec): 3 clusters Score: Raw -106479.119502 + Penalty 2265.487275 = -104213.632227 nChanged 7 SP:Iteration 10Q (6917.429909 sec): 3 clusters Score: Raw -106484.935863 + Penalty 2265.487275 = -104219.448587 nChanged 7 SP:Iteration 11Q (6917.477357 sec): 3 clusters Score: Raw -106488.885515 + Penalty 2265.487275 = -104223.398240 nChanged 5 SP:Iteration 12Q (6917.516630 sec): 3 clusters Score: Raw -106491.681070 + Penalty 2265.487275 = -104226.193794 nChanged 2 SP:Iteration 13Q (6917.565070 sec): 3 clusters Score: Raw -106494.504298 + Penalty 2265.487275 = -104229.017023 nChanged 5 SP:Iteration 14Q (6917.611520 sec): 3 clusters Score: Raw -106496.433753 + Penalty 2265.487275 = -104230.946477 nChanged 3 SP:Iteration 15Q (6917.661553 sec): 3 clusters Score: Raw -106498.458296 + Penalty 2265.487275 = -104232.971021 nChanged 5 SP:Iteration 16Q (6917.702980 sec): 3 clusters Score: Raw -106500.453125 + Penalty 2265.487275 = -104234.965850 nChanged 2 SP:Iteration 17Q (6917.753334 sec): 3 clusters Score: Raw -106500.871234 + Penalty 2265.487275 = -104235.383959 nChanged 0 SP:Iteration 18F (6917.801008 sec): 3 clusters Score: Raw -106500.871234 + Penalty 2265.487275 = -104235.383959 nChanged 0 Trying to split cluster 18 (60170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6917.912760 sec): 2 clusters Score: Raw -6333000.509833 + Penalty 1788.300990 = -6331212.208844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6918.053827 sec): 3 clusters Score: Raw -6294580.882153 + Penalty 3576.601980 = -6291004.280174 nChanged 28338 SP:Iteration 1F (6918.201801 sec): 3 clusters Score: Raw -6310551.145048 + Penalty 3576.601980 = -6306974.543068 nChanged 2090 SP:Iteration 2Q (6918.348901 sec): 3 clusters Score: Raw -6311036.027996 + Penalty 3576.601980 = -6307459.426016 nChanged 2015 SP:Iteration 3Q (6918.500514 sec): 3 clusters Score: Raw -6311536.640097 + Penalty 3576.601980 = -6307960.038117 nChanged 2012 SP:Iteration 4Q (6918.651513 sec): 3 clusters Score: Raw -6312063.760247 + Penalty 3576.601980 = -6308487.158267 nChanged 2069 SP:Iteration 5Q (6918.804119 sec): 3 clusters Score: Raw -6312727.874155 + Penalty 3576.601980 = -6309151.272175 nChanged 2389 SP:Iteration 6Q (6918.953639 sec): 3 clusters Score: Raw -6313594.361252 + Penalty 3576.601980 = -6310017.759272 nChanged 2767 SP:Iteration 7Q (6919.096946 sec): 3 clusters Score: Raw -6314822.116429 + Penalty 3576.601980 = -6311245.514449 nChanged 3173 SP:Iteration 8F (6919.252480 sec): 3 clusters Score: Raw -6316554.747637 + Penalty 3576.601980 = -6312978.145657 nChanged 3526 SP:Iteration 9F (6919.403585 sec): 3 clusters Score: Raw -6318982.002880 + Penalty 3576.601980 = -6315405.400901 nChanged 3779 SP:Iteration 10F (6919.552257 sec): 3 clusters Score: Raw -6322003.125351 + Penalty 3576.601980 = -6318426.523371 nChanged 3456 SP:Iteration 11F (6919.692115 sec): 3 clusters Score: Raw -6324761.677990 + Penalty 3576.601980 = -6321185.076010 nChanged 2843 SP:Iteration 12Q (6919.841512 sec): 3 clusters Score: Raw -6326643.545967 + Penalty 3576.601980 = -6323066.943988 nChanged 2051 SP:Iteration 13Q (6919.986155 sec): 3 clusters Score: Raw -6327671.865046 + Penalty 3576.601980 = -6324095.263066 nChanged 1393 SP:Iteration 14Q (6920.133110 sec): 3 clusters Score: Raw -6328254.480380 + Penalty 3576.601980 = -6324677.878400 nChanged 1083 SP:Iteration 15Q (6920.268342 sec): 3 clusters Score: Raw -6328663.093900 + Penalty 3576.601980 = -6325086.491920 nChanged 996 SP:Iteration 16Q (6920.414847 sec): 3 clusters Score: Raw -6329025.428207 + Penalty 3576.601980 = -6325448.826228 nChanged 974 SP:Iteration 17Q (6920.553886 sec): 3 clusters Score: Raw -6329385.621870 + Penalty 3576.601980 = -6325809.019890 nChanged 982 SP:Iteration 18Q (6920.693108 sec): 3 clusters Score: Raw -6329771.576662 + Penalty 3576.601980 = -6326194.974682 nChanged 976 SP:Iteration 19Q (6920.832398 sec): 3 clusters Score: Raw -6330193.406398 + Penalty 3576.601980 = -6326616.804418 nChanged 964 SP:Iteration 20F (6920.983611 sec): 3 clusters Score: Raw -6330615.716498 + Penalty 3576.601980 = -6327039.114518 nChanged 881 SP:Iteration 21Q (6921.125634 sec): 3 clusters Score: Raw -6331008.201922 + Penalty 3576.601980 = -6327431.599942 nChanged 820 SP:Iteration 22Q (6921.266958 sec): 3 clusters Score: Raw -6331374.155572 + Penalty 3576.601980 = -6327797.553592 nChanged 742 SP:Iteration 23Q (6921.406467 sec): 3 clusters Score: Raw -6331713.687749 + Penalty 3576.601980 = -6328137.085769 nChanged 669 SP:Iteration 24Q (6921.528427 sec): 3 clusters Score: Raw -6332048.625095 + Penalty 3576.601980 = -6328472.023115 nChanged 623 SP:Iteration 25Q (6921.661424 sec): 3 clusters Score: Raw -6332374.992880 + Penalty 3576.601980 = -6328798.390901 nChanged 514 SP:Iteration 26Q (6921.789887 sec): 3 clusters Score: Raw -6332645.129920 + Penalty 3576.601980 = -6329068.527940 nChanged 407 SP:Iteration 27Q (6921.928798 sec): 3 clusters Score: Raw -6332852.098365 + Penalty 3576.601980 = -6329275.496385 nChanged 343 SP:Iteration 28Q (6922.052387 sec): 3 clusters Score: Raw -6333032.850132 + Penalty 3576.601980 = -6329456.248152 nChanged 270 SP:Iteration 29Q (6922.188187 sec): 3 clusters Score: Raw -6333152.397693 + Penalty 3576.601980 = -6329575.795713 nChanged 198 SP:Iteration 30Q (6922.308533 sec): 3 clusters Score: Raw -6333233.811790 + Penalty 3576.601980 = -6329657.209810 nChanged 157 SP:Iteration 31Q (6922.440992 sec): 3 clusters Score: Raw -6333301.190163 + Penalty 3576.601980 = -6329724.588183 nChanged 132 SP:Iteration 32Q (6922.572157 sec): 3 clusters Score: Raw -6333357.227901 + Penalty 3576.601980 = -6329780.625921 nChanged 113 SP:Iteration 33Q (6922.695529 sec): 3 clusters Score: Raw -6333404.296185 + Penalty 3576.601980 = -6329827.694206 nChanged 85 SP:Iteration 34Q (6922.824550 sec): 3 clusters Score: Raw -6333440.197217 + Penalty 3576.601980 = -6329863.595238 nChanged 82 SP:Iteration 35Q (6922.953287 sec): 3 clusters Score: Raw -6333467.245394 + Penalty 3576.601980 = -6329890.643414 nChanged 51 SP:Iteration 36Q (6923.072892 sec): 3 clusters Score: Raw -6333483.345332 + Penalty 3576.601980 = -6329906.743353 nChanged 38 SP:Iteration 37Q (6923.197139 sec): 3 clusters Score: Raw -6333496.171464 + Penalty 3576.601980 = -6329919.569485 nChanged 33 SP:Iteration 38Q (6923.319667 sec): 3 clusters Score: Raw -6333507.704449 + Penalty 3576.601980 = -6329931.102469 nChanged 30 SP:Iteration 39Q (6923.443923 sec): 3 clusters Score: Raw -6333516.284802 + Penalty 3576.601980 = -6329939.682822 nChanged 19 SP:Iteration 40F (6923.588145 sec): 3 clusters Score: Raw -6333520.740023 + Penalty 3576.601980 = -6329944.138043 nChanged 14 SP:Iteration 41Q (6923.704521 sec): 3 clusters Score: Raw -6333524.773188 + Penalty 3576.601980 = -6329948.171209 nChanged 15 SP:Iteration 42Q (6923.832334 sec): 3 clusters Score: Raw -6333528.216734 + Penalty 3576.601980 = -6329951.614754 nChanged 14 SP:Iteration 43Q (6923.958268 sec): 3 clusters Score: Raw -6333531.646206 + Penalty 3576.601980 = -6329955.044226 nChanged 15 SP:Iteration 44Q (6924.085942 sec): 3 clusters Score: Raw -6333534.746419 + Penalty 3576.601980 = -6329958.144439 nChanged 9 SP:Iteration 45Q (6924.213812 sec): 3 clusters Score: Raw -6333537.543405 + Penalty 3576.601980 = -6329960.941426 nChanged 11 SP:Iteration 46Q (6924.342602 sec): 3 clusters Score: Raw -6333540.880162 + Penalty 3576.601980 = -6329964.278182 nChanged 8 SP:Iteration 47Q (6924.452229 sec): 3 clusters Score: Raw -6333543.133039 + Penalty 3576.601980 = -6329966.531059 nChanged 7 SP:Iteration 48Q (6924.576748 sec): 3 clusters Score: Raw -6333545.250104 + Penalty 3576.601980 = -6329968.648125 nChanged 9 SP:Iteration 49Q (6924.701185 sec): 3 clusters Score: Raw -6333546.873838 + Penalty 3576.601980 = -6329970.271858 nChanged 6 SP:Iteration 50Q (6924.825019 sec): 3 clusters Score: Raw -6333548.477486 + Penalty 3576.601980 = -6329971.875506 nChanged 5 SP:Iteration 51Q (6924.948941 sec): 3 clusters Score: Raw -6333549.248386 + Penalty 3576.601980 = -6329972.646407 nChanged 4 SP:Iteration 52Q (6925.077965 sec): 3 clusters Score: Raw -6333549.960044 + Penalty 3576.601980 = -6329973.358064 nChanged 5 SP:Iteration 53Q (6925.203616 sec): 3 clusters Score: Raw -6333550.759540 + Penalty 3576.601980 = -6329974.157561 nChanged 4 SP:Iteration 54Q (6925.322189 sec): 3 clusters Score: Raw -6333551.882689 + Penalty 3576.601980 = -6329975.280709 nChanged 6 SP:Iteration 55Q (6925.438903 sec): 3 clusters Score: Raw -6333553.816243 + Penalty 3576.601980 = -6329977.214263 nChanged 7 SP:Iteration 56Q (6925.566031 sec): 3 clusters Score: Raw -6333555.860643 + Penalty 3576.601980 = -6329979.258663 nChanged 13 SP:Iteration 57Q (6925.687168 sec): 3 clusters Score: Raw -6333559.646549 + Penalty 3576.601980 = -6329983.044570 nChanged 9 SP:Iteration 58Q (6925.814549 sec): 3 clusters Score: Raw -6333561.177977 + Penalty 3576.601980 = -6329984.575998 nChanged 8 SP:Iteration 59Q (6925.937870 sec): 3 clusters Score: Raw -6333563.265937 + Penalty 3576.601980 = -6329986.663957 nChanged 7 SP:Iteration 60F (6926.075093 sec): 3 clusters Score: Raw -6333565.538910 + Penalty 3576.601980 = -6329988.936930 nChanged 5 SP:Iteration 61Q (6926.220513 sec): 3 clusters Score: Raw -6333567.411708 + Penalty 3576.601980 = -6329990.809728 nChanged 8 SP:Iteration 62Q (6926.345534 sec): 3 clusters Score: Raw -6333568.754526 + Penalty 3576.601980 = -6329992.152546 nChanged 5 SP:Iteration 63Q (6926.470689 sec): 3 clusters Score: Raw -6333569.344320 + Penalty 3576.601980 = -6329992.742341 nChanged 4 SP:Iteration 64Q (6926.603847 sec): 3 clusters Score: Raw -6333570.409391 + Penalty 3576.601980 = -6329993.807411 nChanged 4 SP:Iteration 65Q (6926.730967 sec): 3 clusters Score: Raw -6333571.079411 + Penalty 3576.601980 = -6329994.477431 nChanged 4 SP:Iteration 66Q (6926.848360 sec): 3 clusters Score: Raw -6333572.551144 + Penalty 3576.601980 = -6329995.949165 nChanged 6 SP:Iteration 67Q (6926.975016 sec): 3 clusters Score: Raw -6333573.923605 + Penalty 3576.601980 = -6329997.321625 nChanged 4 SP:Iteration 68Q (6927.093490 sec): 3 clusters Score: Raw -6333575.379837 + Penalty 3576.601980 = -6329998.777858 nChanged 6 SP:Iteration 69Q (6927.212804 sec): 3 clusters Score: Raw -6333577.699070 + Penalty 3576.601980 = -6330001.097090 nChanged 4 SP:Iteration 70Q (6927.334998 sec): 3 clusters Score: Raw -6333579.596888 + Penalty 3576.601980 = -6330002.994908 nChanged 7 SP:Iteration 71Q (6927.455537 sec): 3 clusters Score: Raw -6333581.234379 + Penalty 3576.601980 = -6330004.632400 nChanged 2 SP:Iteration 72Q (6927.581409 sec): 3 clusters Score: Raw -6333581.703734 + Penalty 3576.601980 = -6330005.101755 nChanged 1 SP:Iteration 73Q (6927.709574 sec): 3 clusters Score: Raw -6333582.065534 + Penalty 3576.601980 = -6330005.463555 nChanged 1 SP:Iteration 74Q (6927.837522 sec): 3 clusters Score: Raw -6333582.383000 + Penalty 3576.601980 = -6330005.781020 nChanged 4 SP:Iteration 75Q (6927.956209 sec): 3 clusters Score: Raw -6333584.098705 + Penalty 3576.601980 = -6330007.496725 nChanged 3 SP:Iteration 76Q (6928.080792 sec): 3 clusters Score: Raw -6333585.639933 + Penalty 3576.601980 = -6330009.037954 nChanged 5 SP:Iteration 77Q (6928.202030 sec): 3 clusters Score: Raw -6333587.288230 + Penalty 3576.601980 = -6330010.686250 nChanged 6 SP:Iteration 78Q (6928.323459 sec): 3 clusters Score: Raw -6333588.745042 + Penalty 3576.601980 = -6330012.143062 nChanged 5 SP:Iteration 79Q (6928.442876 sec): 3 clusters Score: Raw -6333589.990833 + Penalty 3576.601980 = -6330013.388854 nChanged 5 SP:Iteration 80F (6928.583257 sec): 3 clusters Score: Raw -6333591.755170 + Penalty 3576.601980 = -6330015.153190 nChanged 6 SP:Iteration 81Q (6928.704241 sec): 3 clusters Score: Raw -6333593.288290 + Penalty 3576.601980 = -6330016.686310 nChanged 4 SP:Iteration 82Q (6928.833112 sec): 3 clusters Score: Raw -6333594.221222 + Penalty 3576.601980 = -6330017.619243 nChanged 5 SP:Iteration 83Q (6928.952896 sec): 3 clusters Score: Raw -6333595.327564 + Penalty 3576.601980 = -6330018.725584 nChanged 3 SP:Iteration 84Q (6929.076726 sec): 3 clusters Score: Raw -6333595.758278 + Penalty 3576.601980 = -6330019.156299 nChanged 1 SP:Iteration 85Q (6929.201110 sec): 3 clusters Score: Raw -6333596.321103 + Penalty 3576.601980 = -6330019.719123 nChanged 0 SP:Iteration 86F (6929.334319 sec): 3 clusters Score: Raw -6333596.321103 + Penalty 3576.601980 = -6330019.719123 nChanged 0 Trying to split cluster 19 (4023 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6929.361514 sec): 2 clusters Score: Raw -424739.849905 + Penalty 1348.714765 = -423391.135140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6929.414506 sec): 3 clusters Score: Raw -422753.743252 + Penalty 2697.429531 = -420056.313721 nChanged 1590 SP:Iteration 1F (6929.455522 sec): 3 clusters Score: Raw -423793.401489 + Penalty 2697.429531 = -421095.971958 nChanged 349 SP:Iteration 2F (6929.510906 sec): 3 clusters Score: Raw -424091.480605 + Penalty 2697.429531 = -421394.051074 nChanged 322 SP:Iteration 3F (6929.551533 sec): 3 clusters Score: Raw -424370.756492 + Penalty 2697.429531 = -421673.326961 nChanged 278 SP:Iteration 4F (6929.594430 sec): 3 clusters Score: Raw -424611.177964 + Penalty 2697.429531 = -421913.748434 nChanged 223 SP:Iteration 5F (6929.644790 sec): 3 clusters Score: Raw -424793.191672 + Penalty 2697.429531 = -422095.762141 nChanged 177 SP:Iteration 6Q (6929.691597 sec): 3 clusters Score: Raw -424902.000861 + Penalty 2697.429531 = -422204.571330 nChanged 126 SP:Iteration 7Q (6929.745771 sec): 3 clusters Score: Raw -424983.447813 + Penalty 2697.429531 = -422286.018282 nChanged 110 SP:Iteration 8Q (6929.796956 sec): 3 clusters Score: Raw -425061.447624 + Penalty 2697.429531 = -422364.018093 nChanged 92 SP:Iteration 9Q (6929.849639 sec): 3 clusters Score: Raw -425130.038169 + Penalty 2697.429531 = -422432.608638 nChanged 82 SP:Iteration 10Q (6929.891989 sec): 3 clusters Score: Raw -425174.976894 + Penalty 2697.429531 = -422477.547363 nChanged 58 SP:Iteration 11Q (6929.930936 sec): 3 clusters Score: Raw -425203.788776 + Penalty 2697.429531 = -422506.359245 nChanged 42 SP:Iteration 12Q (6929.990875 sec): 3 clusters Score: Raw -425222.444763 + Penalty 2697.429531 = -422525.015232 nChanged 32 SP:Iteration 13Q (6930.034193 sec): 3 clusters Score: Raw -425239.640558 + Penalty 2697.429531 = -422542.211027 nChanged 26 SP:Iteration 14Q (6930.096096 sec): 3 clusters Score: Raw -425251.619075 + Penalty 2697.429531 = -422554.189544 nChanged 25 SP:Iteration 15Q (6930.138133 sec): 3 clusters Score: Raw -425262.004856 + Penalty 2697.429531 = -422564.575325 nChanged 29 SP:Iteration 16Q (6930.185108 sec): 3 clusters Score: Raw -425273.693999 + Penalty 2697.429531 = -422576.264468 nChanged 29 SP:Iteration 17Q (6930.250280 sec): 3 clusters Score: Raw -425286.152561 + Penalty 2697.429531 = -422588.723030 nChanged 22 SP:Iteration 18Q (6930.291468 sec): 3 clusters Score: Raw -425296.664571 + Penalty 2697.429531 = -422599.235040 nChanged 23 SP:Iteration 19Q (6930.342714 sec): 3 clusters Score: Raw -425305.082426 + Penalty 2697.429531 = -422607.652895 nChanged 19 SP:Iteration 20F (6930.392544 sec): 3 clusters Score: Raw -425314.876510 + Penalty 2697.429531 = -422617.446979 nChanged 14 SP:Iteration 21Q (6930.447155 sec): 3 clusters Score: Raw -425322.019087 + Penalty 2697.429531 = -422624.589556 nChanged 10 SP:Iteration 22Q (6930.498398 sec): 3 clusters Score: Raw -425327.755714 + Penalty 2697.429531 = -422630.326183 nChanged 14 SP:Iteration 23Q (6930.547300 sec): 3 clusters Score: Raw -425334.021262 + Penalty 2697.429531 = -422636.591732 nChanged 11 SP:Iteration 24Q (6930.602329 sec): 3 clusters Score: Raw -425340.067086 + Penalty 2697.429531 = -422642.637555 nChanged 14 SP:Iteration 25Q (6930.660216 sec): 3 clusters Score: Raw -425346.434560 + Penalty 2697.429531 = -422649.005029 nChanged 10 SP:Iteration 26Q (6930.708425 sec): 3 clusters Score: Raw -425350.727626 + Penalty 2697.429531 = -422653.298095 nChanged 8 SP:Iteration 27Q (6930.766249 sec): 3 clusters Score: Raw -425354.409076 + Penalty 2697.429531 = -422656.979545 nChanged 9 SP:Iteration 28Q (6930.821459 sec): 3 clusters Score: Raw -425361.630890 + Penalty 2697.429531 = -422664.201359 nChanged 13 SP:Iteration 29Q (6930.875382 sec): 3 clusters Score: Raw -425371.218405 + Penalty 2697.429531 = -422673.788875 nChanged 12 SP:Iteration 30Q (6930.928169 sec): 3 clusters Score: Raw -425375.472369 + Penalty 2697.429531 = -422678.042838 nChanged 6 SP:Iteration 31Q (6930.979528 sec): 3 clusters Score: Raw -425377.964171 + Penalty 2697.429531 = -422680.534640 nChanged 4 SP:Iteration 32Q (6931.032550 sec): 3 clusters Score: Raw -425379.608977 + Penalty 2697.429531 = -422682.179446 nChanged 1 SP:Iteration 33Q (6931.087763 sec): 3 clusters Score: Raw -425379.875486 + Penalty 2697.429531 = -422682.445955 nChanged 0 SP:Iteration 34F (6931.142194 sec): 3 clusters Score: Raw -425379.875486 + Penalty 2697.429531 = -422682.445955 nChanged 0 Trying to split cluster 20 (7958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6931.176562 sec): 2 clusters Score: Raw -819250.970293 + Penalty 1459.564111 = -817791.406182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6931.236739 sec): 3 clusters Score: Raw -814894.616070 + Penalty 2919.128222 = -811975.487848 nChanged 3396 SP:Iteration 1F (6931.288956 sec): 3 clusters Score: Raw -816825.553061 + Penalty 2919.128222 = -813906.424839 nChanged 569 SP:Iteration 2F (6931.343765 sec): 3 clusters Score: Raw -817189.808759 + Penalty 2919.128222 = -814270.680537 nChanged 480 SP:Iteration 3F (6931.405677 sec): 3 clusters Score: Raw -817590.451074 + Penalty 2919.128222 = -814671.322852 nChanged 518 SP:Iteration 4F (6931.460233 sec): 3 clusters Score: Raw -818077.157747 + Penalty 2919.128222 = -815158.029525 nChanged 552 SP:Iteration 5F (6931.527204 sec): 3 clusters Score: Raw -818647.734690 + Penalty 2919.128222 = -815728.606468 nChanged 527 SP:Iteration 6F (6931.587673 sec): 3 clusters Score: Raw -819080.627434 + Penalty 2919.128222 = -816161.499212 nChanged 442 SP:Iteration 7F (6931.644927 sec): 3 clusters Score: Raw -819365.681205 + Penalty 2919.128222 = -816446.552983 nChanged 330 SP:Iteration 8Q (6931.707565 sec): 3 clusters Score: Raw -819535.041292 + Penalty 2919.128222 = -816615.913070 nChanged 229 SP:Iteration 9Q (6931.764670 sec): 3 clusters Score: Raw -819621.327165 + Penalty 2919.128222 = -816702.198943 nChanged 171 SP:Iteration 10Q (6931.824066 sec): 3 clusters Score: Raw -819680.924824 + Penalty 2919.128222 = -816761.796602 nChanged 130 SP:Iteration 11Q (6931.869646 sec): 3 clusters Score: Raw -819719.955479 + Penalty 2919.128222 = -816800.827256 nChanged 91 SP:Iteration 12Q (6931.931594 sec): 3 clusters Score: Raw -819754.323401 + Penalty 2919.128222 = -816835.195178 nChanged 113 SP:Iteration 13Q (6931.993409 sec): 3 clusters Score: Raw -819806.928978 + Penalty 2919.128222 = -816887.800756 nChanged 125 SP:Iteration 14Q (6932.049491 sec): 3 clusters Score: Raw -819859.837270 + Penalty 2919.128222 = -816940.709048 nChanged 120 SP:Iteration 15Q (6932.107558 sec): 3 clusters Score: Raw -819911.452420 + Penalty 2919.128222 = -816992.324198 nChanged 141 SP:Iteration 16Q (6932.160192 sec): 3 clusters Score: Raw -819979.703854 + Penalty 2919.128222 = -817060.575632 nChanged 148 SP:Iteration 17Q (6932.233302 sec): 3 clusters Score: Raw -820050.821540 + Penalty 2919.128222 = -817131.693318 nChanged 134 SP:Iteration 18Q (6932.293522 sec): 3 clusters Score: Raw -820111.320429 + Penalty 2919.128222 = -817192.192207 nChanged 112 SP:Iteration 19Q (6932.341171 sec): 3 clusters Score: Raw -820159.223562 + Penalty 2919.128222 = -817240.095340 nChanged 100 SP:Iteration 20F (6932.410521 sec): 3 clusters Score: Raw -820199.544857 + Penalty 2919.128222 = -817280.416635 nChanged 98 SP:Iteration 21Q (6932.461234 sec): 3 clusters Score: Raw -820236.820650 + Penalty 2919.128222 = -817317.692427 nChanged 82 SP:Iteration 22Q (6932.521025 sec): 3 clusters Score: Raw -820270.954273 + Penalty 2919.128222 = -817351.826051 nChanged 82 SP:Iteration 23Q (6932.575103 sec): 3 clusters Score: Raw -820305.089342 + Penalty 2919.128222 = -817385.961120 nChanged 82 SP:Iteration 24Q (6932.638503 sec): 3 clusters Score: Raw -820342.640771 + Penalty 2919.128222 = -817423.512549 nChanged 68 SP:Iteration 25Q (6932.686854 sec): 3 clusters Score: Raw -820379.166932 + Penalty 2919.128222 = -817460.038710 nChanged 73 SP:Iteration 26Q (6932.759400 sec): 3 clusters Score: Raw -820415.453163 + Penalty 2919.128222 = -817496.324941 nChanged 66 SP:Iteration 27Q (6932.813637 sec): 3 clusters Score: Raw -820443.504107 + Penalty 2919.128222 = -817524.375885 nChanged 59 SP:Iteration 28Q (6932.878490 sec): 3 clusters Score: Raw -820465.941776 + Penalty 2919.128222 = -817546.813554 nChanged 50 SP:Iteration 29Q (6932.935055 sec): 3 clusters Score: Raw -820482.939089 + Penalty 2919.128222 = -817563.810867 nChanged 37 SP:Iteration 30Q (6932.989793 sec): 3 clusters Score: Raw -820495.115108 + Penalty 2919.128222 = -817575.986886 nChanged 27 SP:Iteration 31Q (6933.052538 sec): 3 clusters Score: Raw -820505.932634 + Penalty 2919.128222 = -817586.804412 nChanged 26 SP:Iteration 32Q (6933.114305 sec): 3 clusters Score: Raw -820516.784184 + Penalty 2919.128222 = -817597.655962 nChanged 22 SP:Iteration 33Q (6933.163280 sec): 3 clusters Score: Raw -820523.304569 + Penalty 2919.128222 = -817604.176347 nChanged 15 SP:Iteration 34Q (6933.210722 sec): 3 clusters Score: Raw -820527.418321 + Penalty 2919.128222 = -817608.290099 nChanged 13 SP:Iteration 35Q (6933.274271 sec): 3 clusters Score: Raw -820531.475106 + Penalty 2919.128222 = -817612.346884 nChanged 11 SP:Iteration 36Q (6933.333535 sec): 3 clusters Score: Raw -820534.601926 + Penalty 2919.128222 = -817615.473704 nChanged 15 SP:Iteration 37Q (6933.394683 sec): 3 clusters Score: Raw -820538.552636 + Penalty 2919.128222 = -817619.424414 nChanged 19 SP:Iteration 38Q (6933.441161 sec): 3 clusters Score: Raw -820544.255249 + Penalty 2919.128222 = -817625.127027 nChanged 15 SP:Iteration 39Q (6933.497190 sec): 3 clusters Score: Raw -820548.875815 + Penalty 2919.128222 = -817629.747593 nChanged 15 SP:Iteration 40F (6933.553864 sec): 3 clusters Score: Raw -820552.012979 + Penalty 2919.128222 = -817632.884757 nChanged 5 SP:Iteration 41Q (6933.613781 sec): 3 clusters Score: Raw -820553.076122 + Penalty 2919.128222 = -817633.947900 nChanged 2 SP:Iteration 42Q (6933.673327 sec): 3 clusters Score: Raw -820553.808116 + Penalty 2919.128222 = -817634.679894 nChanged 3 SP:Iteration 43Q (6933.717028 sec): 3 clusters Score: Raw -820554.704392 + Penalty 2919.128222 = -817635.576170 nChanged 0 SP:Iteration 44F (6933.782564 sec): 3 clusters Score: Raw -820554.704392 + Penalty 2919.128222 = -817635.576170 nChanged 0 Trying to split cluster 21 (8114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6933.813518 sec): 2 clusters Score: Raw -864290.931764 + Penalty 1462.718765 = -862828.213000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6933.864945 sec): 3 clusters Score: Raw -859840.208833 + Penalty 2925.437529 = -856914.771304 nChanged 3450 SP:Iteration 1F (6933.924950 sec): 3 clusters Score: Raw -861607.754152 + Penalty 2925.437529 = -858682.316623 nChanged 502 SP:Iteration 2F (6933.979357 sec): 3 clusters Score: Raw -861848.010359 + Penalty 2925.437529 = -858922.572830 nChanged 455 SP:Iteration 3F (6934.033252 sec): 3 clusters Score: Raw -862091.250196 + Penalty 2925.437529 = -859165.812667 nChanged 453 SP:Iteration 4F (6934.088094 sec): 3 clusters Score: Raw -862365.276351 + Penalty 2925.437529 = -859439.838822 nChanged 494 SP:Iteration 5F (6934.153859 sec): 3 clusters Score: Raw -862706.907589 + Penalty 2925.437529 = -859781.470060 nChanged 466 SP:Iteration 6F (6934.199622 sec): 3 clusters Score: Raw -863069.579330 + Penalty 2925.437529 = -860144.141801 nChanged 452 SP:Iteration 7F (6934.251246 sec): 3 clusters Score: Raw -863442.507271 + Penalty 2925.437529 = -860517.069742 nChanged 371 SP:Iteration 8Q (6934.309180 sec): 3 clusters Score: Raw -863763.109981 + Penalty 2925.437529 = -860837.672452 nChanged 277 SP:Iteration 9Q (6934.360039 sec): 3 clusters Score: Raw -863994.669977 + Penalty 2925.437529 = -861069.232448 nChanged 184 SP:Iteration 10Q (6934.414898 sec): 3 clusters Score: Raw -864142.268292 + Penalty 2925.437529 = -861216.830762 nChanged 123 SP:Iteration 11Q (6934.458755 sec): 3 clusters Score: Raw -864248.025593 + Penalty 2925.437529 = -861322.588064 nChanged 83 SP:Iteration 12Q (6934.520090 sec): 3 clusters Score: Raw -864319.301033 + Penalty 2925.437529 = -861393.863504 nChanged 54 SP:Iteration 13Q (6934.577296 sec): 3 clusters Score: Raw -864370.310547 + Penalty 2925.437529 = -861444.873017 nChanged 37 SP:Iteration 14Q (6934.623106 sec): 3 clusters Score: Raw -864402.420787 + Penalty 2925.437529 = -861476.983258 nChanged 25 SP:Iteration 15Q (6934.671249 sec): 3 clusters Score: Raw -864425.931953 + Penalty 2925.437529 = -861500.494423 nChanged 17 SP:Iteration 16Q (6934.730179 sec): 3 clusters Score: Raw -864440.033571 + Penalty 2925.437529 = -861514.596041 nChanged 15 SP:Iteration 17Q (6934.789789 sec): 3 clusters Score: Raw -864457.368965 + Penalty 2925.437529 = -861531.931436 nChanged 15 SP:Iteration 18Q (6934.844959 sec): 3 clusters Score: Raw -864472.682685 + Penalty 2925.437529 = -861547.245156 nChanged 9 SP:Iteration 19Q (6934.895896 sec): 3 clusters Score: Raw -864481.108656 + Penalty 2925.437529 = -861555.671126 nChanged 5 SP:Iteration 20F (6934.943450 sec): 3 clusters Score: Raw -864486.515053 + Penalty 2925.437529 = -861561.077523 nChanged 3 SP:Iteration 21Q (6935.004255 sec): 3 clusters Score: Raw -864490.215808 + Penalty 2925.437529 = -861564.778278 nChanged 4 SP:Iteration 22Q (6935.049444 sec): 3 clusters Score: Raw -864494.325488 + Penalty 2925.437529 = -861568.887959 nChanged 2 SP:Iteration 23Q (6935.103205 sec): 3 clusters Score: Raw -864495.549627 + Penalty 2925.437529 = -861570.112098 nChanged 2 SP:Iteration 24Q (6935.156191 sec): 3 clusters Score: Raw -864496.689858 + Penalty 2925.437529 = -861571.252329 nChanged 4 SP:Iteration 25Q (6935.221573 sec): 3 clusters Score: Raw -864500.193610 + Penalty 2925.437529 = -861574.756081 nChanged 4 SP:Iteration 26Q (6935.265130 sec): 3 clusters Score: Raw -864503.116408 + Penalty 2925.437529 = -861577.678879 nChanged 3 SP:Iteration 27Q (6935.320067 sec): 3 clusters Score: Raw -864506.156444 + Penalty 2925.437529 = -861580.718915 nChanged 1 SP:Iteration 28Q (6935.367162 sec): 3 clusters Score: Raw -864507.860565 + Penalty 2925.437529 = -861582.423035 nChanged 2 SP:Iteration 29Q (6935.417900 sec): 3 clusters Score: Raw -864509.450695 + Penalty 2925.437529 = -861584.013165 nChanged 1 SP:Iteration 30Q (6935.472600 sec): 3 clusters Score: Raw -864510.526278 + Penalty 2925.437529 = -861585.088748 nChanged 0 SP:Iteration 31F (6935.530394 sec): 3 clusters Score: Raw -864510.526278 + Penalty 2925.437529 = -861585.088748 nChanged 0 Trying to split cluster 22 (9353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6935.572754 sec): 2 clusters Score: Raw -990732.666061 + Penalty 1485.811019 = -989246.855042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6935.626878 sec): 3 clusters Score: Raw -985459.417255 + Penalty 2971.622039 = -982487.795216 nChanged 4027 SP:Iteration 1F (6935.679942 sec): 3 clusters Score: Raw -987722.336965 + Penalty 2971.622039 = -984750.714926 nChanged 607 SP:Iteration 2F (6935.739534 sec): 3 clusters Score: Raw -987999.251326 + Penalty 2971.622039 = -985027.629287 nChanged 476 SP:Iteration 3F (6935.804022 sec): 3 clusters Score: Raw -988231.595089 + Penalty 2971.622039 = -985259.973050 nChanged 446 SP:Iteration 4Q (6935.866992 sec): 3 clusters Score: Raw -988458.820416 + Penalty 2971.622039 = -985487.198377 nChanged 407 SP:Iteration 5Q (6935.923224 sec): 3 clusters Score: Raw -988689.697024 + Penalty 2971.622039 = -985718.074985 nChanged 422 SP:Iteration 6Q (6935.984182 sec): 3 clusters Score: Raw -988952.087984 + Penalty 2971.622039 = -985980.465946 nChanged 421 SP:Iteration 7Q (6936.039615 sec): 3 clusters Score: Raw -989206.545950 + Penalty 2971.622039 = -986234.923912 nChanged 377 SP:Iteration 8Q (6936.113092 sec): 3 clusters Score: Raw -989422.171584 + Penalty 2971.622039 = -986450.549546 nChanged 346 SP:Iteration 9Q (6936.176132 sec): 3 clusters Score: Raw -989611.980376 + Penalty 2971.622039 = -986640.358337 nChanged 353 SP:Iteration 10Q (6936.239401 sec): 3 clusters Score: Raw -989777.746217 + Penalty 2971.622039 = -986806.124178 nChanged 280 SP:Iteration 11Q (6936.291510 sec): 3 clusters Score: Raw -989914.018975 + Penalty 2971.622039 = -986942.396936 nChanged 276 SP:Iteration 12Q (6936.356026 sec): 3 clusters Score: Raw -990038.700563 + Penalty 2971.622039 = -987067.078524 nChanged 225 SP:Iteration 13Q (6936.424087 sec): 3 clusters Score: Raw -990141.632425 + Penalty 2971.622039 = -987170.010387 nChanged 204 SP:Iteration 14Q (6936.478615 sec): 3 clusters Score: Raw -990226.201590 + Penalty 2971.622039 = -987254.579552 nChanged 179 SP:Iteration 15Q (6936.539991 sec): 3 clusters Score: Raw -990310.043763 + Penalty 2971.622039 = -987338.421724 nChanged 166 SP:Iteration 16Q (6936.601020 sec): 3 clusters Score: Raw -990383.427137 + Penalty 2971.622039 = -987411.805098 nChanged 147 SP:Iteration 17Q (6936.665548 sec): 3 clusters Score: Raw -990455.591535 + Penalty 2971.622039 = -987483.969497 nChanged 156 SP:Iteration 18Q (6936.723336 sec): 3 clusters Score: Raw -990527.852861 + Penalty 2971.622039 = -987556.230822 nChanged 149 SP:Iteration 19Q (6936.786959 sec): 3 clusters Score: Raw -990592.509929 + Penalty 2971.622039 = -987620.887890 nChanged 130 SP:Iteration 20F (6936.835649 sec): 3 clusters Score: Raw -990652.680876 + Penalty 2971.622039 = -987681.058837 nChanged 147 SP:Iteration 21Q (6936.908749 sec): 3 clusters Score: Raw -990720.859927 + Penalty 2971.622039 = -987749.237889 nChanged 131 SP:Iteration 22Q (6936.970190 sec): 3 clusters Score: Raw -990767.564274 + Penalty 2971.622039 = -987795.942236 nChanged 111 SP:Iteration 23Q (6937.023563 sec): 3 clusters Score: Raw -990808.273844 + Penalty 2971.622039 = -987836.651805 nChanged 105 SP:Iteration 24Q (6937.093880 sec): 3 clusters Score: Raw -990840.180221 + Penalty 2971.622039 = -987868.558182 nChanged 90 SP:Iteration 25Q (6937.152544 sec): 3 clusters Score: Raw -990869.112593 + Penalty 2971.622039 = -987897.490555 nChanged 82 SP:Iteration 26Q (6937.203015 sec): 3 clusters Score: Raw -990894.902848 + Penalty 2971.622039 = -987923.280810 nChanged 71 SP:Iteration 27Q (6937.274234 sec): 3 clusters Score: Raw -990911.444316 + Penalty 2971.622039 = -987939.822278 nChanged 48 SP:Iteration 28Q (6937.338724 sec): 3 clusters Score: Raw -990919.968134 + Penalty 2971.622039 = -987948.346096 nChanged 34 SP:Iteration 29Q (6937.394527 sec): 3 clusters Score: Raw -990925.501487 + Penalty 2971.622039 = -987953.879448 nChanged 22 SP:Iteration 30Q (6937.453832 sec): 3 clusters Score: Raw -990929.034128 + Penalty 2971.622039 = -987957.412089 nChanged 19 SP:Iteration 31Q (6937.509784 sec): 3 clusters Score: Raw -990931.506966 + Penalty 2971.622039 = -987959.884928 nChanged 11 SP:Iteration 32Q (6937.573064 sec): 3 clusters Score: Raw -990932.967580 + Penalty 2971.622039 = -987961.345541 nChanged 12 SP:Iteration 33Q (6937.638204 sec): 3 clusters Score: Raw -990935.353328 + Penalty 2971.622039 = -987963.731289 nChanged 9 SP:Iteration 34Q (6937.690386 sec): 3 clusters Score: Raw -990936.445807 + Penalty 2971.622039 = -987964.823768 nChanged 6 SP:Iteration 35Q (6937.750536 sec): 3 clusters Score: Raw -990937.280516 + Penalty 2971.622039 = -987965.658477 nChanged 4 SP:Iteration 36Q (6937.816641 sec): 3 clusters Score: Raw -990937.483133 + Penalty 2971.622039 = -987965.861094 nChanged 1 SP:Iteration 37Q (6937.875239 sec): 3 clusters Score: Raw -990937.593994 + Penalty 2971.622039 = -987965.971956 nChanged 1 SP:Iteration 38Q (6937.935818 sec): 3 clusters Score: Raw -990937.780182 + Penalty 2971.622039 = -987966.158144 nChanged 0 SP:Iteration 39F (6937.996720 sec): 3 clusters Score: Raw -990937.780182 + Penalty 2971.622039 = -987966.158144 nChanged 0 Trying to split cluster 23 (1234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6938.011240 sec): 2 clusters Score: Raw -132962.806051 + Penalty 1156.677633 = -131806.128417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6938.057961 sec): 3 clusters Score: Raw -132528.869212 + Penalty 2313.355266 = -130215.513945 nChanged 390 SP:Iteration 1F (6938.110687 sec): 3 clusters Score: Raw -132858.600070 + Penalty 2313.355266 = -130545.244804 nChanged 96 SP:Iteration 2F (6938.148539 sec): 3 clusters Score: Raw -132966.310421 + Penalty 2313.355266 = -130652.955155 nChanged 68 SP:Iteration 3F (6938.197638 sec): 3 clusters Score: Raw -133042.031170 + Penalty 2313.355266 = -130728.675904 nChanged 52 SP:Iteration 4Q (6938.241896 sec): 3 clusters Score: Raw -133110.166394 + Penalty 2313.355266 = -130796.811128 nChanged 39 SP:Iteration 5Q (6938.292873 sec): 3 clusters Score: Raw -133160.697184 + Penalty 2313.355266 = -130847.341918 nChanged 30 SP:Iteration 6Q (6938.337022 sec): 3 clusters Score: Raw -133190.392198 + Penalty 2313.355266 = -130877.036931 nChanged 19 SP:Iteration 7Q (6938.375065 sec): 3 clusters Score: Raw -133214.522544 + Penalty 2313.355266 = -130901.167278 nChanged 16 SP:Iteration 8Q (6938.424840 sec): 3 clusters Score: Raw -133227.332791 + Penalty 2313.355266 = -130913.977525 nChanged 10 SP:Iteration 9Q (6938.462268 sec): 3 clusters Score: Raw -133233.219501 + Penalty 2313.355266 = -130919.864234 nChanged 6 SP:Iteration 10Q (6938.506081 sec): 3 clusters Score: Raw -133236.252581 + Penalty 2313.355266 = -130922.897314 nChanged 3 SP:Iteration 11Q (6938.562706 sec): 3 clusters Score: Raw -133239.648238 + Penalty 2313.355266 = -130926.292971 nChanged 4 SP:Iteration 12Q (6938.615103 sec): 3 clusters Score: Raw -133243.402898 + Penalty 2313.355266 = -130930.047632 nChanged 2 SP:Iteration 13Q (6938.648909 sec): 3 clusters Score: Raw -133244.010485 + Penalty 2313.355266 = -130930.655219 nChanged 1 SP:Iteration 14Q (6938.686903 sec): 3 clusters Score: Raw -133244.557844 + Penalty 2313.355266 = -130931.202578 nChanged 1 SP:Iteration 15Q (6938.743143 sec): 3 clusters Score: Raw -133245.087123 + Penalty 2313.355266 = -130931.731856 nChanged 1 SP:Iteration 16Q (6938.790006 sec): 3 clusters Score: Raw -133245.353131 + Penalty 2313.355266 = -130931.997865 nChanged 1 SP:Iteration 17Q (6938.830883 sec): 3 clusters Score: Raw -133246.553057 + Penalty 2313.355266 = -130933.197791 nChanged 1 SP:Iteration 18Q (6938.873790 sec): 3 clusters Score: Raw -133246.715621 + Penalty 2313.355266 = -130933.360354 nChanged 0 SP:Iteration 19F (6938.926338 sec): 3 clusters Score: Raw -133246.715621 + Penalty 2313.355266 = -130933.360354 nChanged 0 Trying to split cluster 24 (25302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6938.991367 sec): 2 clusters Score: Raw -2756894.665910 + Penalty 1647.528792 = -2755247.137117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6939.075485 sec): 3 clusters Score: Raw -2741414.287499 + Penalty 3295.057585 = -2738119.229914 nChanged 11576 SP:Iteration 1F (6939.165071 sec): 3 clusters Score: Raw -2748023.528543 + Penalty 3295.057585 = -2744728.470958 nChanged 1357 SP:Iteration 2F (6939.253782 sec): 3 clusters Score: Raw -2748604.265555 + Penalty 3295.057585 = -2745309.207970 nChanged 1319 SP:Iteration 3F (6939.343851 sec): 3 clusters Score: Raw -2749225.701340 + Penalty 3295.057585 = -2745930.643755 nChanged 1369 SP:Iteration 4F (6939.423227 sec): 3 clusters Score: Raw -2749977.426212 + Penalty 3295.057585 = -2746682.368627 nChanged 1458 SP:Iteration 5F (6939.510345 sec): 3 clusters Score: Raw -2750913.978508 + Penalty 3295.057585 = -2747618.920923 nChanged 1441 SP:Iteration 6F (6939.588635 sec): 3 clusters Score: Raw -2751917.817759 + Penalty 3295.057585 = -2748622.760174 nChanged 1372 SP:Iteration 7F (6939.669297 sec): 3 clusters Score: Raw -2752942.551991 + Penalty 3295.057585 = -2749647.494406 nChanged 1250 SP:Iteration 8Q (6939.762609 sec): 3 clusters Score: Raw -2753831.556177 + Penalty 3295.057585 = -2750536.498592 nChanged 1079 SP:Iteration 9Q (6939.844659 sec): 3 clusters Score: Raw -2754516.453062 + Penalty 3295.057585 = -2751221.395478 nChanged 780 SP:Iteration 10Q (6939.941631 sec): 3 clusters Score: Raw -2754877.607827 + Penalty 3295.057585 = -2751582.550242 nChanged 561 SP:Iteration 11Q (6940.023180 sec): 3 clusters Score: Raw -2755112.437119 + Penalty 3295.057585 = -2751817.379534 nChanged 505 SP:Iteration 12Q (6940.112348 sec): 3 clusters Score: Raw -2755310.802456 + Penalty 3295.057585 = -2752015.744871 nChanged 415 SP:Iteration 13Q (6940.181294 sec): 3 clusters Score: Raw -2755462.667896 + Penalty 3295.057585 = -2752167.610311 nChanged 345 SP:Iteration 14Q (6940.261090 sec): 3 clusters Score: Raw -2755575.922561 + Penalty 3295.057585 = -2752280.864976 nChanged 332 SP:Iteration 15Q (6940.342320 sec): 3 clusters Score: Raw -2755692.550930 + Penalty 3295.057585 = -2752397.493345 nChanged 339 SP:Iteration 16Q (6940.418025 sec): 3 clusters Score: Raw -2755808.491511 + Penalty 3295.057585 = -2752513.433927 nChanged 329 SP:Iteration 17Q (6940.494187 sec): 3 clusters Score: Raw -2755921.225769 + Penalty 3295.057585 = -2752626.168184 nChanged 288 SP:Iteration 18Q (6940.567785 sec): 3 clusters Score: Raw -2756015.262034 + Penalty 3295.057585 = -2752720.204449 nChanged 260 SP:Iteration 19Q (6940.659437 sec): 3 clusters Score: Raw -2756098.252846 + Penalty 3295.057585 = -2752803.195261 nChanged 236 SP:Iteration 20F (6940.731561 sec): 3 clusters Score: Raw -2756174.570709 + Penalty 3295.057585 = -2752879.513124 nChanged 224 SP:Iteration 21Q (6940.819439 sec): 3 clusters Score: Raw -2756245.452954 + Penalty 3295.057585 = -2752950.395369 nChanged 193 SP:Iteration 22Q (6940.893853 sec): 3 clusters Score: Raw -2756306.847174 + Penalty 3295.057585 = -2753011.789589 nChanged 196 SP:Iteration 23Q (6940.963937 sec): 3 clusters Score: Raw -2756367.916226 + Penalty 3295.057585 = -2753072.858641 nChanged 187 SP:Iteration 24Q (6941.039032 sec): 3 clusters Score: Raw -2756420.054161 + Penalty 3295.057585 = -2753124.996576 nChanged 152 SP:Iteration 25Q (6941.123223 sec): 3 clusters Score: Raw -2756464.439955 + Penalty 3295.057585 = -2753169.382370 nChanged 152 SP:Iteration 26Q (6941.197739 sec): 3 clusters Score: Raw -2756515.420849 + Penalty 3295.057585 = -2753220.363264 nChanged 160 SP:Iteration 27Q (6941.288369 sec): 3 clusters Score: Raw -2756566.733851 + Penalty 3295.057585 = -2753271.676266 nChanged 149 SP:Iteration 28Q (6941.372721 sec): 3 clusters Score: Raw -2756613.756002 + Penalty 3295.057585 = -2753318.698417 nChanged 132 SP:Iteration 29Q (6941.455349 sec): 3 clusters Score: Raw -2756653.905833 + Penalty 3295.057585 = -2753358.848248 nChanged 124 SP:Iteration 30Q (6941.538404 sec): 3 clusters Score: Raw -2756694.250397 + Penalty 3295.057585 = -2753399.192812 nChanged 129 SP:Iteration 31Q (6941.620781 sec): 3 clusters Score: Raw -2756734.314290 + Penalty 3295.057585 = -2753439.256705 nChanged 99 SP:Iteration 32Q (6941.698654 sec): 3 clusters Score: Raw -2756768.125660 + Penalty 3295.057585 = -2753473.068075 nChanged 97 SP:Iteration 33Q (6941.781214 sec): 3 clusters Score: Raw -2756800.850128 + Penalty 3295.057585 = -2753505.792543 nChanged 90 SP:Iteration 34Q (6941.862848 sec): 3 clusters Score: Raw -2756827.407578 + Penalty 3295.057585 = -2753532.349993 nChanged 82 SP:Iteration 35Q (6941.944005 sec): 3 clusters Score: Raw -2756855.325188 + Penalty 3295.057585 = -2753560.267603 nChanged 79 SP:Iteration 36Q (6942.026272 sec): 3 clusters Score: Raw -2756883.112912 + Penalty 3295.057585 = -2753588.055327 nChanged 87 SP:Iteration 37Q (6942.105850 sec): 3 clusters Score: Raw -2756914.965200 + Penalty 3295.057585 = -2753619.907615 nChanged 66 SP:Iteration 38Q (6942.190861 sec): 3 clusters Score: Raw -2756939.088320 + Penalty 3295.057585 = -2753644.030735 nChanged 70 SP:Iteration 39Q (6942.261729 sec): 3 clusters Score: Raw -2756967.974825 + Penalty 3295.057585 = -2753672.917240 nChanged 83 SP:Iteration 40F (6942.354618 sec): 3 clusters Score: Raw -2757006.020833 + Penalty 3295.057585 = -2753710.963248 nChanged 83 SP:Iteration 41Q (6942.432738 sec): 3 clusters Score: Raw -2757040.588405 + Penalty 3295.057585 = -2753745.530820 nChanged 65 SP:Iteration 42Q (6942.510518 sec): 3 clusters Score: Raw -2757066.262662 + Penalty 3295.057585 = -2753771.205077 nChanged 62 SP:Iteration 43Q (6942.594341 sec): 3 clusters Score: Raw -2757090.813994 + Penalty 3295.057585 = -2753795.756409 nChanged 51 SP:Iteration 44Q (6942.680555 sec): 3 clusters Score: Raw -2757110.148517 + Penalty 3295.057585 = -2753815.090932 nChanged 43 SP:Iteration 45Q (6942.761065 sec): 3 clusters Score: Raw -2757123.787323 + Penalty 3295.057585 = -2753828.729739 nChanged 35 SP:Iteration 46Q (6942.835033 sec): 3 clusters Score: Raw -2757138.931462 + Penalty 3295.057585 = -2753843.873877 nChanged 43 SP:Iteration 47Q (6942.913748 sec): 3 clusters Score: Raw -2757161.845505 + Penalty 3295.057585 = -2753866.787920 nChanged 37 SP:Iteration 48Q (6942.995832 sec): 3 clusters Score: Raw -2757175.903956 + Penalty 3295.057585 = -2753880.846371 nChanged 25 SP:Iteration 49Q (6943.078103 sec): 3 clusters Score: Raw -2757186.162287 + Penalty 3295.057585 = -2753891.104702 nChanged 26 SP:Iteration 50Q (6943.158143 sec): 3 clusters Score: Raw -2757197.616681 + Penalty 3295.057585 = -2753902.559096 nChanged 15 SP:Iteration 51Q (6943.230362 sec): 3 clusters Score: Raw -2757201.420565 + Penalty 3295.057585 = -2753906.362980 nChanged 8 SP:Iteration 52Q (6943.311019 sec): 3 clusters Score: Raw -2757203.233878 + Penalty 3295.057585 = -2753908.176294 nChanged 6 SP:Iteration 53Q (6943.396171 sec): 3 clusters Score: Raw -2757204.502444 + Penalty 3295.057585 = -2753909.444859 nChanged 13 SP:Iteration 54Q (6943.483880 sec): 3 clusters Score: Raw -2757208.353860 + Penalty 3295.057585 = -2753913.296275 nChanged 12 SP:Iteration 55Q (6943.563811 sec): 3 clusters Score: Raw -2757212.957618 + Penalty 3295.057585 = -2753917.900033 nChanged 15 SP:Iteration 56Q (6943.646496 sec): 3 clusters Score: Raw -2757220.084365 + Penalty 3295.057585 = -2753925.026780 nChanged 12 SP:Iteration 57Q (6943.722416 sec): 3 clusters Score: Raw -2757224.946092 + Penalty 3295.057585 = -2753929.888507 nChanged 14 SP:Iteration 58Q (6943.794740 sec): 3 clusters Score: Raw -2757229.252870 + Penalty 3295.057585 = -2753934.195285 nChanged 8 SP:Iteration 59Q (6943.877750 sec): 3 clusters Score: Raw -2757232.775312 + Penalty 3295.057585 = -2753937.717727 nChanged 8 SP:Iteration 60F (6943.961848 sec): 3 clusters Score: Raw -2757236.029980 + Penalty 3295.057585 = -2753940.972395 nChanged 9 SP:Iteration 61Q (6944.039351 sec): 3 clusters Score: Raw -2757239.160678 + Penalty 3295.057585 = -2753944.103093 nChanged 4 SP:Iteration 62Q (6944.118970 sec): 3 clusters Score: Raw -2757240.008914 + Penalty 3295.057585 = -2753944.951329 nChanged 2 SP:Iteration 63Q (6944.202497 sec): 3 clusters Score: Raw -2757240.703996 + Penalty 3295.057585 = -2753945.646411 nChanged 1 SP:Iteration 64Q (6944.273017 sec): 3 clusters Score: Raw -2757240.885015 + Penalty 3295.057585 = -2753945.827430 nChanged 0 SP:Iteration 65F (6944.357148 sec): 3 clusters Score: Raw -2757240.885015 + Penalty 3295.057585 = -2753945.827430 nChanged 0 Trying to split cluster 25 (3073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6944.392906 sec): 2 clusters Score: Raw -321714.903316 + Penalty 1304.941554 = -320409.961762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6944.431520 sec): 3 clusters Score: Raw -320270.283801 + Penalty 2609.883108 = -317660.400693 nChanged 1154 SP:Iteration 1F (6944.489997 sec): 3 clusters Score: Raw -320937.516426 + Penalty 2609.883108 = -318327.633319 nChanged 231 SP:Iteration 2F (6944.537257 sec): 3 clusters Score: Raw -321077.106736 + Penalty 2609.883108 = -318467.223628 nChanged 150 SP:Iteration 3Q (6944.577890 sec): 3 clusters Score: Raw -321156.862852 + Penalty 2609.883108 = -318546.979744 nChanged 91 SP:Iteration 4Q (6944.640556 sec): 3 clusters Score: Raw -321202.495429 + Penalty 2609.883108 = -318592.612321 nChanged 81 SP:Iteration 5Q (6944.686162 sec): 3 clusters Score: Raw -321231.531792 + Penalty 2609.883108 = -318621.648684 nChanged 45 SP:Iteration 6Q (6944.731816 sec): 3 clusters Score: Raw -321247.589051 + Penalty 2609.883108 = -318637.705944 nChanged 34 SP:Iteration 7Q (6944.780157 sec): 3 clusters Score: Raw -321261.975492 + Penalty 2609.883108 = -318652.092385 nChanged 30 SP:Iteration 8Q (6944.833770 sec): 3 clusters Score: Raw -321272.888627 + Penalty 2609.883108 = -318663.005519 nChanged 23 SP:Iteration 9Q (6944.882798 sec): 3 clusters Score: Raw -321281.259535 + Penalty 2609.883108 = -318671.376428 nChanged 17 SP:Iteration 10Q (6944.933880 sec): 3 clusters Score: Raw -321287.570439 + Penalty 2609.883108 = -318677.687331 nChanged 16 SP:Iteration 11Q (6944.967579 sec): 3 clusters Score: Raw -321293.008125 + Penalty 2609.883108 = -318683.125017 nChanged 16 SP:Iteration 12Q (6945.004928 sec): 3 clusters Score: Raw -321297.006795 + Penalty 2609.883108 = -318687.123687 nChanged 10 SP:Iteration 13Q (6945.049766 sec): 3 clusters Score: Raw -321299.797456 + Penalty 2609.883108 = -318689.914348 nChanged 7 SP:Iteration 14Q (6945.091080 sec): 3 clusters Score: Raw -321301.400226 + Penalty 2609.883108 = -318691.517118 nChanged 10 SP:Iteration 15Q (6945.140238 sec): 3 clusters Score: Raw -321304.829423 + Penalty 2609.883108 = -318694.946316 nChanged 8 SP:Iteration 16Q (6945.199240 sec): 3 clusters Score: Raw -321307.033250 + Penalty 2609.883108 = -318697.150143 nChanged 6 SP:Iteration 17Q (6945.243659 sec): 3 clusters Score: Raw -321308.254899 + Penalty 2609.883108 = -318698.371791 nChanged 4 SP:Iteration 18Q (6945.294449 sec): 3 clusters Score: Raw -321309.141916 + Penalty 2609.883108 = -318699.258808 nChanged 4 SP:Iteration 19Q (6945.341676 sec): 3 clusters Score: Raw -321310.278184 + Penalty 2609.883108 = -318700.395077 nChanged 6 SP:Iteration 20F (6945.387780 sec): 3 clusters Score: Raw -321312.615983 + Penalty 2609.883108 = -318702.732875 nChanged 8 SP:Iteration 21Q (6945.432085 sec): 3 clusters Score: Raw -321315.628927 + Penalty 2609.883108 = -318705.745820 nChanged 11 SP:Iteration 22Q (6945.477331 sec): 3 clusters Score: Raw -321319.134372 + Penalty 2609.883108 = -318709.251264 nChanged 8 SP:Iteration 23Q (6945.522576 sec): 3 clusters Score: Raw -321321.058093 + Penalty 2609.883108 = -318711.174985 nChanged 6 SP:Iteration 24Q (6945.581036 sec): 3 clusters Score: Raw -321323.691001 + Penalty 2609.883108 = -318713.807893 nChanged 5 SP:Iteration 25Q (6945.621302 sec): 3 clusters Score: Raw -321325.236975 + Penalty 2609.883108 = -318715.353867 nChanged 6 SP:Iteration 26Q (6945.669251 sec): 3 clusters Score: Raw -321326.428802 + Penalty 2609.883108 = -318716.545695 nChanged 4 SP:Iteration 27Q (6945.719681 sec): 3 clusters Score: Raw -321327.763419 + Penalty 2609.883108 = -318717.880312 nChanged 4 SP:Iteration 28Q (6945.768625 sec): 3 clusters Score: Raw -321329.363773 + Penalty 2609.883108 = -318719.480665 nChanged 3 SP:Iteration 29Q (6945.818776 sec): 3 clusters Score: Raw -321330.185168 + Penalty 2609.883108 = -318720.302060 nChanged 3 SP:Iteration 30Q (6945.856923 sec): 3 clusters Score: Raw -321331.022065 + Penalty 2609.883108 = -318721.138957 nChanged 7 SP:Iteration 31Q (6945.911193 sec): 3 clusters Score: Raw -321332.496594 + Penalty 2609.883108 = -318722.613486 nChanged 3 SP:Iteration 32Q (6945.950794 sec): 3 clusters Score: Raw -321333.893645 + Penalty 2609.883108 = -318724.010537 nChanged 4 SP:Iteration 33Q (6945.996451 sec): 3 clusters Score: Raw -321334.880126 + Penalty 2609.883108 = -318724.997018 nChanged 2 SP:Iteration 34Q (6946.046572 sec): 3 clusters Score: Raw -321335.434173 + Penalty 2609.883108 = -318725.551066 nChanged 1 SP:Iteration 35Q (6946.095869 sec): 3 clusters Score: Raw -321335.607408 + Penalty 2609.883108 = -318725.724300 nChanged 1 SP:Iteration 36Q (6946.146968 sec): 3 clusters Score: Raw -321335.758186 + Penalty 2609.883108 = -318725.875078 nChanged 0 SP:Iteration 37F (6946.182857 sec): 3 clusters Score: Raw -321335.758186 + Penalty 2609.883108 = -318725.875078 nChanged 0 Trying to split cluster 26 (15170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6946.235751 sec): 2 clusters Score: Raw -1541373.564888 + Penalty 1564.399699 = -1539809.165189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6946.306969 sec): 3 clusters Score: Raw -1532550.620818 + Penalty 3128.799399 = -1529421.821420 nChanged 6755 SP:Iteration 1F (6946.367535 sec): 3 clusters Score: Raw -1536329.528214 + Penalty 3128.799399 = -1533200.728816 nChanged 891 SP:Iteration 2F (6946.431543 sec): 3 clusters Score: Raw -1536717.899003 + Penalty 3128.799399 = -1533589.099604 nChanged 740 SP:Iteration 3Q (6946.503638 sec): 3 clusters Score: Raw -1537057.715647 + Penalty 3128.799399 = -1533928.916248 nChanged 727 SP:Iteration 4Q (6946.575050 sec): 3 clusters Score: Raw -1537445.388102 + Penalty 3128.799399 = -1534316.588703 nChanged 766 SP:Iteration 5F (6946.628597 sec): 3 clusters Score: Raw -1537905.039133 + Penalty 3128.799399 = -1534776.239734 nChanged 789 SP:Iteration 6F (6946.699497 sec): 3 clusters Score: Raw -1538407.307323 + Penalty 3128.799399 = -1535278.507924 nChanged 781 SP:Iteration 7F (6946.773051 sec): 3 clusters Score: Raw -1538904.047942 + Penalty 3128.799399 = -1535775.248544 nChanged 706 SP:Iteration 8Q (6946.835752 sec): 3 clusters Score: Raw -1539359.788312 + Penalty 3128.799399 = -1536230.988914 nChanged 636 SP:Iteration 9Q (6946.905214 sec): 3 clusters Score: Raw -1539781.864985 + Penalty 3128.799399 = -1536653.065587 nChanged 584 SP:Iteration 10Q (6946.976957 sec): 3 clusters Score: Raw -1540136.851583 + Penalty 3128.799399 = -1537008.052184 nChanged 468 SP:Iteration 11Q (6947.048947 sec): 3 clusters Score: Raw -1540398.123122 + Penalty 3128.799399 = -1537269.323723 nChanged 389 SP:Iteration 12Q (6947.118411 sec): 3 clusters Score: Raw -1540595.968765 + Penalty 3128.799399 = -1537467.169366 nChanged 321 SP:Iteration 13Q (6947.190802 sec): 3 clusters Score: Raw -1540734.951337 + Penalty 3128.799399 = -1537606.151939 nChanged 239 SP:Iteration 14Q (6947.259382 sec): 3 clusters Score: Raw -1540831.023309 + Penalty 3128.799399 = -1537702.223911 nChanged 198 SP:Iteration 15Q (6947.331839 sec): 3 clusters Score: Raw -1540902.686016 + Penalty 3128.799399 = -1537773.886617 nChanged 157 SP:Iteration 16Q (6947.401558 sec): 3 clusters Score: Raw -1540956.317667 + Penalty 3128.799399 = -1537827.518269 nChanged 136 SP:Iteration 17Q (6947.472158 sec): 3 clusters Score: Raw -1540997.789950 + Penalty 3128.799399 = -1537868.990552 nChanged 130 SP:Iteration 18Q (6947.524093 sec): 3 clusters Score: Raw -1541044.894386 + Penalty 3128.799399 = -1537916.094988 nChanged 121 SP:Iteration 19Q (6947.595207 sec): 3 clusters Score: Raw -1541086.379811 + Penalty 3128.799399 = -1537957.580412 nChanged 115 SP:Iteration 20F (6947.664462 sec): 3 clusters Score: Raw -1541131.613743 + Penalty 3128.799399 = -1538002.814344 nChanged 101 SP:Iteration 21Q (6947.733450 sec): 3 clusters Score: Raw -1541171.083467 + Penalty 3128.799399 = -1538042.284068 nChanged 112 SP:Iteration 22Q (6947.807074 sec): 3 clusters Score: Raw -1541208.717330 + Penalty 3128.799399 = -1538079.917932 nChanged 86 SP:Iteration 23Q (6947.875606 sec): 3 clusters Score: Raw -1541237.287200 + Penalty 3128.799399 = -1538108.487802 nChanged 79 SP:Iteration 24Q (6947.949509 sec): 3 clusters Score: Raw -1541259.876509 + Penalty 3128.799399 = -1538131.077111 nChanged 70 SP:Iteration 25Q (6948.010316 sec): 3 clusters Score: Raw -1541279.478964 + Penalty 3128.799399 = -1538150.679565 nChanged 64 SP:Iteration 26Q (6948.087515 sec): 3 clusters Score: Raw -1541296.934723 + Penalty 3128.799399 = -1538168.135324 nChanged 64 SP:Iteration 27Q (6948.147346 sec): 3 clusters Score: Raw -1541316.500637 + Penalty 3128.799399 = -1538187.701239 nChanged 59 SP:Iteration 28Q (6948.216792 sec): 3 clusters Score: Raw -1541332.287490 + Penalty 3128.799399 = -1538203.488091 nChanged 55 SP:Iteration 29Q (6948.290033 sec): 3 clusters Score: Raw -1541345.252253 + Penalty 3128.799399 = -1538216.452854 nChanged 52 SP:Iteration 30Q (6948.350951 sec): 3 clusters Score: Raw -1541359.693547 + Penalty 3128.799399 = -1538230.894148 nChanged 49 SP:Iteration 31Q (6948.429147 sec): 3 clusters Score: Raw -1541373.494927 + Penalty 3128.799399 = -1538244.695529 nChanged 50 SP:Iteration 32Q (6948.497858 sec): 3 clusters Score: Raw -1541386.168751 + Penalty 3128.799399 = -1538257.369353 nChanged 51 SP:Iteration 33Q (6948.568618 sec): 3 clusters Score: Raw -1541399.909505 + Penalty 3128.799399 = -1538271.110107 nChanged 48 SP:Iteration 34Q (6948.635726 sec): 3 clusters Score: Raw -1541413.219180 + Penalty 3128.799399 = -1538284.419782 nChanged 54 SP:Iteration 35Q (6948.696424 sec): 3 clusters Score: Raw -1541430.515930 + Penalty 3128.799399 = -1538301.716532 nChanged 50 SP:Iteration 36Q (6948.766270 sec): 3 clusters Score: Raw -1541448.765148 + Penalty 3128.799399 = -1538319.965750 nChanged 47 SP:Iteration 37Q (6948.833498 sec): 3 clusters Score: Raw -1541465.561684 + Penalty 3128.799399 = -1538336.762285 nChanged 46 SP:Iteration 38Q (6948.888654 sec): 3 clusters Score: Raw -1541479.965905 + Penalty 3128.799399 = -1538351.166506 nChanged 38 SP:Iteration 39Q (6948.955835 sec): 3 clusters Score: Raw -1541489.605200 + Penalty 3128.799399 = -1538360.805801 nChanged 34 SP:Iteration 40F (6949.032837 sec): 3 clusters Score: Raw -1541497.602422 + Penalty 3128.799399 = -1538368.803023 nChanged 31 SP:Iteration 41Q (6949.098460 sec): 3 clusters Score: Raw -1541508.030844 + Penalty 3128.799399 = -1538379.231446 nChanged 40 SP:Iteration 42Q (6949.167132 sec): 3 clusters Score: Raw -1541522.587166 + Penalty 3128.799399 = -1538393.787768 nChanged 43 SP:Iteration 43Q (6949.233206 sec): 3 clusters Score: Raw -1541534.287633 + Penalty 3128.799399 = -1538405.488234 nChanged 32 SP:Iteration 44Q (6949.297311 sec): 3 clusters Score: Raw -1541544.424096 + Penalty 3128.799399 = -1538415.624698 nChanged 31 SP:Iteration 45Q (6949.364422 sec): 3 clusters Score: Raw -1541556.253452 + Penalty 3128.799399 = -1538427.454053 nChanged 22 SP:Iteration 46Q (6949.419758 sec): 3 clusters Score: Raw -1541562.525405 + Penalty 3128.799399 = -1538433.726007 nChanged 16 SP:Iteration 47Q (6949.493283 sec): 3 clusters Score: Raw -1541566.998633 + Penalty 3128.799399 = -1538438.199234 nChanged 18 SP:Iteration 48Q (6949.561499 sec): 3 clusters Score: Raw -1541571.390392 + Penalty 3128.799399 = -1538442.590994 nChanged 18 SP:Iteration 49Q (6949.632857 sec): 3 clusters Score: Raw -1541576.412085 + Penalty 3128.799399 = -1538447.612686 nChanged 20 SP:Iteration 50Q (6949.693360 sec): 3 clusters Score: Raw -1541580.784098 + Penalty 3128.799399 = -1538451.984700 nChanged 12 SP:Iteration 51Q (6949.766937 sec): 3 clusters Score: Raw -1541583.238995 + Penalty 3128.799399 = -1538454.439597 nChanged 11 SP:Iteration 52Q (6949.839003 sec): 3 clusters Score: Raw -1541585.363850 + Penalty 3128.799399 = -1538456.564451 nChanged 4 SP:Iteration 53Q (6949.909410 sec): 3 clusters Score: Raw -1541586.723283 + Penalty 3128.799399 = -1538457.923884 nChanged 5 SP:Iteration 54Q (6949.968135 sec): 3 clusters Score: Raw -1541587.588669 + Penalty 3128.799399 = -1538458.789271 nChanged 6 SP:Iteration 55Q (6950.046850 sec): 3 clusters Score: Raw -1541588.570186 + Penalty 3128.799399 = -1538459.770788 nChanged 4 SP:Iteration 56Q (6950.111930 sec): 3 clusters Score: Raw -1541589.485932 + Penalty 3128.799399 = -1538460.686534 nChanged 2 SP:Iteration 57Q (6950.185578 sec): 3 clusters Score: Raw -1541589.775632 + Penalty 3128.799399 = -1538460.976234 nChanged 1 SP:Iteration 58Q (6950.254909 sec): 3 clusters Score: Raw -1541589.934135 + Penalty 3128.799399 = -1538461.134737 nChanged 1 SP:Iteration 59Q (6950.317696 sec): 3 clusters Score: Raw -1541589.990433 + Penalty 3128.799399 = -1538461.191034 nChanged 0 SP:Iteration 60F (6950.389750 sec): 3 clusters Score: Raw -1541589.990433 + Penalty 3128.799399 = -1538461.191034 nChanged 0 Trying to split cluster 27 (6187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6950.422971 sec): 2 clusters Score: Raw -633968.829174 + Penalty 1418.658409 = -632550.170765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6950.479638 sec): 3 clusters Score: Raw -630666.212152 + Penalty 2837.316819 = -627828.895333 nChanged 2569 SP:Iteration 1F (6950.527476 sec): 3 clusters Score: Raw -632107.350890 + Penalty 2837.316819 = -629270.034072 nChanged 438 SP:Iteration 2F (6950.595335 sec): 3 clusters Score: Raw -632357.704660 + Penalty 2837.316819 = -629520.387841 nChanged 364 SP:Iteration 3F (6950.651665 sec): 3 clusters Score: Raw -632550.688648 + Penalty 2837.316819 = -629713.371829 nChanged 301 SP:Iteration 4Q (6950.701763 sec): 3 clusters Score: Raw -632702.984011 + Penalty 2837.316819 = -629865.667193 nChanged 216 SP:Iteration 5Q (6950.761746 sec): 3 clusters Score: Raw -632797.734183 + Penalty 2837.316819 = -629960.417365 nChanged 206 SP:Iteration 6Q (6950.808270 sec): 3 clusters Score: Raw -632895.784696 + Penalty 2837.316819 = -630058.467877 nChanged 180 SP:Iteration 7Q (6950.861931 sec): 3 clusters Score: Raw -632980.958475 + Penalty 2837.316819 = -630143.641657 nChanged 168 SP:Iteration 8Q (6950.925205 sec): 3 clusters Score: Raw -633057.499273 + Penalty 2837.316819 = -630220.182454 nChanged 145 SP:Iteration 9Q (6950.983199 sec): 3 clusters Score: Raw -633116.234016 + Penalty 2837.316819 = -630278.917197 nChanged 122 SP:Iteration 10Q (6951.023953 sec): 3 clusters Score: Raw -633167.234639 + Penalty 2837.316819 = -630329.917820 nChanged 124 SP:Iteration 11Q (6951.077395 sec): 3 clusters Score: Raw -633216.417901 + Penalty 2837.316819 = -630379.101083 nChanged 119 SP:Iteration 12Q (6951.142649 sec): 3 clusters Score: Raw -633278.224524 + Penalty 2837.316819 = -630440.907706 nChanged 130 SP:Iteration 13Q (6951.185948 sec): 3 clusters Score: Raw -633351.581725 + Penalty 2837.316819 = -630514.264906 nChanged 130 SP:Iteration 14Q (6951.249303 sec): 3 clusters Score: Raw -633422.475316 + Penalty 2837.316819 = -630585.158497 nChanged 118 SP:Iteration 15Q (6951.303106 sec): 3 clusters Score: Raw -633488.961153 + Penalty 2837.316819 = -630651.644334 nChanged 100 SP:Iteration 16Q (6951.357524 sec): 3 clusters Score: Raw -633553.057247 + Penalty 2837.316819 = -630715.740429 nChanged 98 SP:Iteration 17Q (6951.407573 sec): 3 clusters Score: Raw -633605.391146 + Penalty 2837.316819 = -630768.074328 nChanged 93 SP:Iteration 18Q (6951.454993 sec): 3 clusters Score: Raw -633658.287854 + Penalty 2837.316819 = -630820.971035 nChanged 81 SP:Iteration 19Q (6951.508812 sec): 3 clusters Score: Raw -633700.662547 + Penalty 2837.316819 = -630863.345728 nChanged 89 SP:Iteration 20F (6951.552767 sec): 3 clusters Score: Raw -633749.703295 + Penalty 2837.316819 = -630912.386477 nChanged 71 SP:Iteration 21Q (6951.614146 sec): 3 clusters Score: Raw -633782.149469 + Penalty 2837.316819 = -630944.832651 nChanged 55 SP:Iteration 22Q (6951.664717 sec): 3 clusters Score: Raw -633807.220922 + Penalty 2837.316819 = -630969.904103 nChanged 54 SP:Iteration 23Q (6951.707911 sec): 3 clusters Score: Raw -633832.230729 + Penalty 2837.316819 = -630994.913910 nChanged 52 SP:Iteration 24Q (6951.752891 sec): 3 clusters Score: Raw -633855.960661 + Penalty 2837.316819 = -631018.643842 nChanged 49 SP:Iteration 25Q (6951.816586 sec): 3 clusters Score: Raw -633877.460536 + Penalty 2837.316819 = -631040.143717 nChanged 34 SP:Iteration 26Q (6951.869790 sec): 3 clusters Score: Raw -633890.135500 + Penalty 2837.316819 = -631052.818681 nChanged 27 SP:Iteration 27Q (6951.921994 sec): 3 clusters Score: Raw -633899.670484 + Penalty 2837.316819 = -631062.353666 nChanged 26 SP:Iteration 28Q (6951.966404 sec): 3 clusters Score: Raw -633906.911136 + Penalty 2837.316819 = -631069.594317 nChanged 12 SP:Iteration 29Q (6952.016374 sec): 3 clusters Score: Raw -633910.509209 + Penalty 2837.316819 = -631073.192391 nChanged 13 SP:Iteration 30Q (6952.064913 sec): 3 clusters Score: Raw -633913.279706 + Penalty 2837.316819 = -631075.962888 nChanged 7 SP:Iteration 31Q (6952.112161 sec): 3 clusters Score: Raw -633915.003841 + Penalty 2837.316819 = -631077.687022 nChanged 8 SP:Iteration 32Q (6952.170321 sec): 3 clusters Score: Raw -633916.707645 + Penalty 2837.316819 = -631079.390826 nChanged 9 SP:Iteration 33Q (6952.213699 sec): 3 clusters Score: Raw -633918.976603 + Penalty 2837.316819 = -631081.659784 nChanged 9 SP:Iteration 34Q (6952.261852 sec): 3 clusters Score: Raw -633921.412287 + Penalty 2837.316819 = -631084.095468 nChanged 10 SP:Iteration 35Q (6952.307481 sec): 3 clusters Score: Raw -633924.008964 + Penalty 2837.316819 = -631086.692145 nChanged 7 SP:Iteration 36Q (6952.363191 sec): 3 clusters Score: Raw -633926.091438 + Penalty 2837.316819 = -631088.774620 nChanged 7 SP:Iteration 37Q (6952.419598 sec): 3 clusters Score: Raw -633927.603447 + Penalty 2837.316819 = -631090.286629 nChanged 6 SP:Iteration 38Q (6952.464919 sec): 3 clusters Score: Raw -633929.073415 + Penalty 2837.316819 = -631091.756596 nChanged 4 SP:Iteration 39Q (6952.507763 sec): 3 clusters Score: Raw -633929.709118 + Penalty 2837.316819 = -631092.392299 nChanged 1 SP:Iteration 40F (6952.558658 sec): 3 clusters Score: Raw -633929.791415 + Penalty 2837.316819 = -631092.474597 nChanged 1 SP:Iteration 41Q (6952.619004 sec): 3 clusters Score: Raw -633929.952354 + Penalty 2837.316819 = -631092.635536 nChanged 1 SP:Iteration 42Q (6952.665252 sec): 3 clusters Score: Raw -633930.145073 + Penalty 2837.316819 = -631092.828254 nChanged 0 SP:Iteration 43F (6952.720178 sec): 3 clusters Score: Raw -633930.145073 + Penalty 2837.316819 = -631092.828254 nChanged 0 Trying to split cluster 28 (3855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6952.755966 sec): 2 clusters Score: Raw -374656.825752 + Penalty 1341.783021 = -373315.042731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6952.801577 sec): 3 clusters Score: Raw -372779.202635 + Penalty 2683.566043 = -370095.636592 nChanged 1457 SP:Iteration 1F (6952.853012 sec): 3 clusters Score: Raw -373619.840303 + Penalty 2683.566043 = -370936.274261 nChanged 293 SP:Iteration 2F (6952.888388 sec): 3 clusters Score: Raw -373822.792343 + Penalty 2683.566043 = -371139.226300 nChanged 242 SP:Iteration 3F (6952.936925 sec): 3 clusters Score: Raw -374038.656360 + Penalty 2683.566043 = -371355.090317 nChanged 253 SP:Iteration 4F (6952.993739 sec): 3 clusters Score: Raw -374266.967708 + Penalty 2683.566043 = -371583.401665 nChanged 243 SP:Iteration 5F (6953.033252 sec): 3 clusters Score: Raw -374513.948027 + Penalty 2683.566043 = -371830.381984 nChanged 247 SP:Iteration 6F (6953.088617 sec): 3 clusters Score: Raw -374759.124251 + Penalty 2683.566043 = -372075.558209 nChanged 222 SP:Iteration 7F (6953.144805 sec): 3 clusters Score: Raw -374952.228232 + Penalty 2683.566043 = -372268.662189 nChanged 167 SP:Iteration 8Q (6953.196637 sec): 3 clusters Score: Raw -375068.769990 + Penalty 2683.566043 = -372385.203947 nChanged 108 SP:Iteration 9Q (6953.253632 sec): 3 clusters Score: Raw -375118.825497 + Penalty 2683.566043 = -372435.259454 nChanged 58 SP:Iteration 10Q (6953.302508 sec): 3 clusters Score: Raw -375142.300581 + Penalty 2683.566043 = -372458.734538 nChanged 48 SP:Iteration 11Q (6953.355858 sec): 3 clusters Score: Raw -375158.039700 + Penalty 2683.566043 = -372474.473657 nChanged 28 SP:Iteration 12Q (6953.400722 sec): 3 clusters Score: Raw -375166.779544 + Penalty 2683.566043 = -372483.213501 nChanged 18 SP:Iteration 13Q (6953.452597 sec): 3 clusters Score: Raw -375171.012908 + Penalty 2683.566043 = -372487.446865 nChanged 15 SP:Iteration 14Q (6953.506372 sec): 3 clusters Score: Raw -375176.533725 + Penalty 2683.566043 = -372492.967682 nChanged 16 SP:Iteration 15Q (6953.550675 sec): 3 clusters Score: Raw -375181.458404 + Penalty 2683.566043 = -372497.892361 nChanged 8 SP:Iteration 16Q (6953.605460 sec): 3 clusters Score: Raw -375183.061820 + Penalty 2683.566043 = -372499.495777 nChanged 4 SP:Iteration 17Q (6953.662495 sec): 3 clusters Score: Raw -375183.732996 + Penalty 2683.566043 = -372500.166953 nChanged 4 SP:Iteration 18Q (6953.709384 sec): 3 clusters Score: Raw -375184.490047 + Penalty 2683.566043 = -372500.924004 nChanged 7 SP:Iteration 19Q (6953.764020 sec): 3 clusters Score: Raw -375185.870188 + Penalty 2683.566043 = -372502.304145 nChanged 4 SP:Iteration 20F (6953.805224 sec): 3 clusters Score: Raw -375187.107447 + Penalty 2683.566043 = -372503.541404 nChanged 7 SP:Iteration 21Q (6953.864407 sec): 3 clusters Score: Raw -375189.464544 + Penalty 2683.566043 = -372505.898501 nChanged 5 SP:Iteration 22Q (6953.920011 sec): 3 clusters Score: Raw -375190.878833 + Penalty 2683.566043 = -372507.312790 nChanged 6 SP:Iteration 23Q (6953.961710 sec): 3 clusters Score: Raw -375192.619670 + Penalty 2683.566043 = -372509.053627 nChanged 2 SP:Iteration 24Q (6954.010407 sec): 3 clusters Score: Raw -375193.166152 + Penalty 2683.566043 = -372509.600109 nChanged 1 SP:Iteration 25Q (6954.063710 sec): 3 clusters Score: Raw -375193.518394 + Penalty 2683.566043 = -372509.952351 nChanged 2 SP:Iteration 26Q (6954.120816 sec): 3 clusters Score: Raw -375194.137274 + Penalty 2683.566043 = -372510.571231 nChanged 4 SP:Iteration 27Q (6954.166252 sec): 3 clusters Score: Raw -375195.198330 + Penalty 2683.566043 = -372511.632287 nChanged 1 SP:Iteration 28Q (6954.223116 sec): 3 clusters Score: Raw -375195.547193 + Penalty 2683.566043 = -372511.981150 nChanged 2 SP:Iteration 29Q (6954.266172 sec): 3 clusters Score: Raw -375195.952886 + Penalty 2683.566043 = -372512.386843 nChanged 3 SP:Iteration 30Q (6954.328467 sec): 3 clusters Score: Raw -375196.747957 + Penalty 2683.566043 = -372513.181914 nChanged 2 SP:Iteration 31Q (6954.369610 sec): 3 clusters Score: Raw -375197.713590 + Penalty 2683.566043 = -372514.147547 nChanged 2 SP:Iteration 32Q (6954.421605 sec): 3 clusters Score: Raw -375197.999810 + Penalty 2683.566043 = -372514.433767 nChanged 1 SP:Iteration 33Q (6954.478435 sec): 3 clusters Score: Raw -375198.224361 + Penalty 2683.566043 = -372514.658318 nChanged 2 SP:Iteration 34Q (6954.529897 sec): 3 clusters Score: Raw -375198.721173 + Penalty 2683.566043 = -372515.155130 nChanged 1 SP:Iteration 35Q (6954.584289 sec): 3 clusters Score: Raw -375198.923082 + Penalty 2683.566043 = -372515.357039 nChanged 2 SP:Iteration 36Q (6954.625984 sec): 3 clusters Score: Raw -375199.666440 + Penalty 2683.566043 = -372516.100397 nChanged 3 SP:Iteration 37Q (6954.686976 sec): 3 clusters Score: Raw -375200.487289 + Penalty 2683.566043 = -372516.921246 nChanged 2 SP:Iteration 38Q (6954.731007 sec): 3 clusters Score: Raw -375200.771584 + Penalty 2683.566043 = -372517.205541 nChanged 2 SP:Iteration 39Q (6954.783841 sec): 3 clusters Score: Raw -375201.117378 + Penalty 2683.566043 = -372517.551335 nChanged 0 SP:Iteration 40F (6954.832899 sec): 3 clusters Score: Raw -375201.117378 + Penalty 2683.566043 = -372517.551335 nChanged 0 Trying to split cluster 29 (20039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6954.886870 sec): 2 clusters Score: Raw -2116586.607692 + Penalty 1609.633294 = -2114976.974399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6954.963019 sec): 3 clusters Score: Raw -2104535.101503 + Penalty 3219.266587 = -2101315.834916 nChanged 9082 SP:Iteration 1F (6955.036255 sec): 3 clusters Score: Raw -2109507.538984 + Penalty 3219.266587 = -2106288.272396 nChanged 1150 SP:Iteration 2F (6955.110555 sec): 3 clusters Score: Raw -2110039.117063 + Penalty 3219.266587 = -2106819.850476 nChanged 1143 SP:Iteration 3F (6955.187352 sec): 3 clusters Score: Raw -2110599.129674 + Penalty 3219.266587 = -2107379.863087 nChanged 1180 SP:Iteration 4F (6955.262609 sec): 3 clusters Score: Raw -2111271.552093 + Penalty 3219.266587 = -2108052.285505 nChanged 1276 SP:Iteration 5F (6955.349336 sec): 3 clusters Score: Raw -2112051.080170 + Penalty 3219.266587 = -2108831.813583 nChanged 1289 SP:Iteration 6F (6955.429862 sec): 3 clusters Score: Raw -2112872.582457 + Penalty 3219.266587 = -2109653.315869 nChanged 1304 SP:Iteration 7F (6955.510823 sec): 3 clusters Score: Raw -2113752.436499 + Penalty 3219.266587 = -2110533.169912 nChanged 1205 SP:Iteration 8F (6955.590027 sec): 3 clusters Score: Raw -2114610.297915 + Penalty 3219.266587 = -2111391.031327 nChanged 1046 SP:Iteration 9F (6955.670784 sec): 3 clusters Score: Raw -2115312.958664 + Penalty 3219.266587 = -2112093.692077 nChanged 814 SP:Iteration 10Q (6955.752048 sec): 3 clusters Score: Raw -2115774.195541 + Penalty 3219.266587 = -2112554.928954 nChanged 558 SP:Iteration 11Q (6955.829374 sec): 3 clusters Score: Raw -2116036.860032 + Penalty 3219.266587 = -2112817.593445 nChanged 401 SP:Iteration 12Q (6955.915144 sec): 3 clusters Score: Raw -2116207.653349 + Penalty 3219.266587 = -2112988.386761 nChanged 349 SP:Iteration 13Q (6955.983138 sec): 3 clusters Score: Raw -2116339.796110 + Penalty 3219.266587 = -2113120.529523 nChanged 269 SP:Iteration 14Q (6956.067157 sec): 3 clusters Score: Raw -2116435.580355 + Penalty 3219.266587 = -2113216.313767 nChanged 233 SP:Iteration 15Q (6956.144523 sec): 3 clusters Score: Raw -2116517.956220 + Penalty 3219.266587 = -2113298.689632 nChanged 194 SP:Iteration 16Q (6956.230978 sec): 3 clusters Score: Raw -2116582.767781 + Penalty 3219.266587 = -2113363.501193 nChanged 169 SP:Iteration 17Q (6956.314074 sec): 3 clusters Score: Raw -2116639.257518 + Penalty 3219.266587 = -2113419.990930 nChanged 144 SP:Iteration 18Q (6956.396006 sec): 3 clusters Score: Raw -2116687.231626 + Penalty 3219.266587 = -2113467.965039 nChanged 126 SP:Iteration 19Q (6956.468015 sec): 3 clusters Score: Raw -2116728.549749 + Penalty 3219.266587 = -2113509.283161 nChanged 112 SP:Iteration 20F (6956.549410 sec): 3 clusters Score: Raw -2116765.950904 + Penalty 3219.266587 = -2113546.684316 nChanged 84 SP:Iteration 21Q (6956.633792 sec): 3 clusters Score: Raw -2116790.660085 + Penalty 3219.266587 = -2113571.393498 nChanged 64 SP:Iteration 22Q (6956.712340 sec): 3 clusters Score: Raw -2116812.828053 + Penalty 3219.266587 = -2113593.561465 nChanged 57 SP:Iteration 23Q (6956.796293 sec): 3 clusters Score: Raw -2116832.040618 + Penalty 3219.266587 = -2113612.774030 nChanged 47 SP:Iteration 24Q (6956.863729 sec): 3 clusters Score: Raw -2116846.376358 + Penalty 3219.266587 = -2113627.109770 nChanged 37 SP:Iteration 25Q (6956.947882 sec): 3 clusters Score: Raw -2116855.830161 + Penalty 3219.266587 = -2113636.563573 nChanged 28 SP:Iteration 26Q (6957.019198 sec): 3 clusters Score: Raw -2116863.072630 + Penalty 3219.266587 = -2113643.806043 nChanged 23 SP:Iteration 27Q (6957.100544 sec): 3 clusters Score: Raw -2116869.677736 + Penalty 3219.266587 = -2113650.411148 nChanged 21 SP:Iteration 28Q (6957.163519 sec): 3 clusters Score: Raw -2116875.254104 + Penalty 3219.266587 = -2113655.987517 nChanged 20 SP:Iteration 29Q (6957.243026 sec): 3 clusters Score: Raw -2116880.535794 + Penalty 3219.266587 = -2113661.269206 nChanged 17 SP:Iteration 30Q (6957.312371 sec): 3 clusters Score: Raw -2116885.018143 + Penalty 3219.266587 = -2113665.751556 nChanged 16 SP:Iteration 31Q (6957.389881 sec): 3 clusters Score: Raw -2116889.045812 + Penalty 3219.266587 = -2113669.779225 nChanged 19 SP:Iteration 32Q (6957.473056 sec): 3 clusters Score: Raw -2116894.502068 + Penalty 3219.266587 = -2113675.235481 nChanged 16 SP:Iteration 33Q (6957.556571 sec): 3 clusters Score: Raw -2116899.200988 + Penalty 3219.266587 = -2113679.934401 nChanged 18 SP:Iteration 34Q (6957.628604 sec): 3 clusters Score: Raw -2116905.049417 + Penalty 3219.266587 = -2113685.782830 nChanged 18 SP:Iteration 35Q (6957.709984 sec): 3 clusters Score: Raw -2116911.204685 + Penalty 3219.266587 = -2113691.938097 nChanged 20 SP:Iteration 36Q (6957.778728 sec): 3 clusters Score: Raw -2116917.498385 + Penalty 3219.266587 = -2113698.231798 nChanged 17 SP:Iteration 37Q (6957.857996 sec): 3 clusters Score: Raw -2116923.191493 + Penalty 3219.266587 = -2113703.924905 nChanged 17 SP:Iteration 38Q (6957.933231 sec): 3 clusters Score: Raw -2116928.177906 + Penalty 3219.266587 = -2113708.911319 nChanged 21 SP:Iteration 39Q (6958.016983 sec): 3 clusters Score: Raw -2116934.661016 + Penalty 3219.266587 = -2113715.394429 nChanged 21 SP:Iteration 40F (6958.080066 sec): 3 clusters Score: Raw -2116941.456144 + Penalty 3219.266587 = -2113722.189557 nChanged 11 SP:Iteration 41Q (6958.157166 sec): 3 clusters Score: Raw -2116944.545714 + Penalty 3219.266587 = -2113725.279126 nChanged 7 SP:Iteration 42Q (6958.234986 sec): 3 clusters Score: Raw -2116946.299879 + Penalty 3219.266587 = -2113727.033291 nChanged 6 SP:Iteration 43Q (6958.316591 sec): 3 clusters Score: Raw -2116947.683275 + Penalty 3219.266587 = -2113728.416688 nChanged 5 SP:Iteration 44Q (6958.383889 sec): 3 clusters Score: Raw -2116948.790666 + Penalty 3219.266587 = -2113729.524079 nChanged 5 SP:Iteration 45Q (6958.464118 sec): 3 clusters Score: Raw -2116949.980116 + Penalty 3219.266587 = -2113730.713529 nChanged 5 SP:Iteration 46Q (6958.527201 sec): 3 clusters Score: Raw -2116951.483812 + Penalty 3219.266587 = -2113732.217225 nChanged 6 SP:Iteration 47Q (6958.603851 sec): 3 clusters Score: Raw -2116953.482278 + Penalty 3219.266587 = -2113734.215690 nChanged 6 SP:Iteration 48Q (6958.675239 sec): 3 clusters Score: Raw -2116955.360998 + Penalty 3219.266587 = -2113736.094411 nChanged 9 SP:Iteration 49Q (6958.744992 sec): 3 clusters Score: Raw -2116957.842637 + Penalty 3219.266587 = -2113738.576049 nChanged 7 SP:Iteration 50Q (6958.813720 sec): 3 clusters Score: Raw -2116959.323676 + Penalty 3219.266587 = -2113740.057088 nChanged 4 SP:Iteration 51Q (6958.892110 sec): 3 clusters Score: Raw -2116960.299855 + Penalty 3219.266587 = -2113741.033268 nChanged 7 SP:Iteration 52Q (6958.974256 sec): 3 clusters Score: Raw -2116963.155244 + Penalty 3219.266587 = -2113743.888656 nChanged 9 SP:Iteration 53Q (6959.052668 sec): 3 clusters Score: Raw -2116965.750138 + Penalty 3219.266587 = -2113746.483551 nChanged 5 SP:Iteration 54Q (6959.119459 sec): 3 clusters Score: Raw -2116967.725806 + Penalty 3219.266587 = -2113748.459219 nChanged 3 SP:Iteration 55Q (6959.184428 sec): 3 clusters Score: Raw -2116969.455347 + Penalty 3219.266587 = -2113750.188760 nChanged 6 SP:Iteration 56Q (6959.267206 sec): 3 clusters Score: Raw -2116971.280366 + Penalty 3219.266587 = -2113752.013779 nChanged 4 SP:Iteration 57Q (6959.341684 sec): 3 clusters Score: Raw -2116973.103421 + Penalty 3219.266587 = -2113753.836834 nChanged 6 SP:Iteration 58Q (6959.423484 sec): 3 clusters Score: Raw -2116975.604884 + Penalty 3219.266587 = -2113756.338296 nChanged 8 SP:Iteration 59Q (6959.501874 sec): 3 clusters Score: Raw -2116978.833392 + Penalty 3219.266587 = -2113759.566805 nChanged 11 SP:Iteration 60F (6959.583204 sec): 3 clusters Score: Raw -2116982.213595 + Penalty 3219.266587 = -2113762.947008 nChanged 2 SP:Iteration 61Q (6959.661894 sec): 3 clusters Score: Raw -2116983.115379 + Penalty 3219.266587 = -2113763.848791 nChanged 3 SP:Iteration 62Q (6959.736425 sec): 3 clusters Score: Raw -2116983.596031 + Penalty 3219.266587 = -2113764.329444 nChanged 1 SP:Iteration 63Q (6959.801390 sec): 3 clusters Score: Raw -2116983.742525 + Penalty 3219.266587 = -2113764.475937 nChanged 1 SP:Iteration 64Q (6959.890777 sec): 3 clusters Score: Raw -2116983.976732 + Penalty 3219.266587 = -2113764.710145 nChanged 0 SP:Iteration 65F (6959.962668 sec): 3 clusters Score: Raw -2116983.976732 + Penalty 3219.266587 = -2113764.710145 nChanged 0 Trying to split cluster 30 (14374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6960.011739 sec): 2 clusters Score: Raw -1574317.114937 + Penalty 1555.641148 = -1572761.473788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6960.069185 sec): 3 clusters Score: Raw -1565903.526269 + Penalty 3111.282297 = -1562792.243972 nChanged 6335 SP:Iteration 1F (6960.147058 sec): 3 clusters Score: Raw -1569414.499779 + Penalty 3111.282297 = -1566303.217482 nChanged 875 SP:Iteration 2F (6960.218518 sec): 3 clusters Score: Raw -1569796.152301 + Penalty 3111.282297 = -1566684.870004 nChanged 762 SP:Iteration 3F (6960.283427 sec): 3 clusters Score: Raw -1570121.643292 + Penalty 3111.282297 = -1567010.360996 nChanged 685 SP:Iteration 4Q (6960.342951 sec): 3 clusters Score: Raw -1570411.605195 + Penalty 3111.282297 = -1567300.322899 nChanged 637 SP:Iteration 5Q (6960.420526 sec): 3 clusters Score: Raw -1570675.586059 + Penalty 3111.282297 = -1567564.303762 nChanged 534 SP:Iteration 6Q (6960.491823 sec): 3 clusters Score: Raw -1570923.178398 + Penalty 3111.282297 = -1567811.896101 nChanged 608 SP:Iteration 7Q (6960.564380 sec): 3 clusters Score: Raw -1571205.713549 + Penalty 3111.282297 = -1568094.431252 nChanged 591 SP:Iteration 8Q (6960.626755 sec): 3 clusters Score: Raw -1571482.742355 + Penalty 3111.282297 = -1568371.460058 nChanged 533 SP:Iteration 9Q (6960.695815 sec): 3 clusters Score: Raw -1571731.262880 + Penalty 3111.282297 = -1568619.980583 nChanged 504 SP:Iteration 10Q (6960.768054 sec): 3 clusters Score: Raw -1571969.268517 + Penalty 3111.282297 = -1568857.986220 nChanged 442 SP:Iteration 11Q (6960.836321 sec): 3 clusters Score: Raw -1572166.986453 + Penalty 3111.282297 = -1569055.704156 nChanged 407 SP:Iteration 12Q (6960.897765 sec): 3 clusters Score: Raw -1572332.208505 + Penalty 3111.282297 = -1569220.926209 nChanged 339 SP:Iteration 13Q (6960.965964 sec): 3 clusters Score: Raw -1572453.108759 + Penalty 3111.282297 = -1569341.826462 nChanged 286 SP:Iteration 14Q (6961.033789 sec): 3 clusters Score: Raw -1572547.295346 + Penalty 3111.282297 = -1569436.013049 nChanged 250 SP:Iteration 15Q (6961.103850 sec): 3 clusters Score: Raw -1572618.250318 + Penalty 3111.282297 = -1569506.968021 nChanged 190 SP:Iteration 16Q (6961.178585 sec): 3 clusters Score: Raw -1572670.124951 + Penalty 3111.282297 = -1569558.842655 nChanged 184 SP:Iteration 17Q (6961.246149 sec): 3 clusters Score: Raw -1572719.369122 + Penalty 3111.282297 = -1569608.086825 nChanged 168 SP:Iteration 18Q (6961.317138 sec): 3 clusters Score: Raw -1572769.305044 + Penalty 3111.282297 = -1569658.022747 nChanged 173 SP:Iteration 19Q (6961.386343 sec): 3 clusters Score: Raw -1572813.089536 + Penalty 3111.282297 = -1569701.807239 nChanged 165 SP:Iteration 20F (6961.455485 sec): 3 clusters Score: Raw -1572853.240915 + Penalty 3111.282297 = -1569741.958618 nChanged 143 SP:Iteration 21Q (6961.527710 sec): 3 clusters Score: Raw -1572888.893917 + Penalty 3111.282297 = -1569777.611620 nChanged 161 SP:Iteration 22Q (6961.599871 sec): 3 clusters Score: Raw -1572934.956126 + Penalty 3111.282297 = -1569823.673829 nChanged 172 SP:Iteration 23Q (6961.670204 sec): 3 clusters Score: Raw -1572987.845885 + Penalty 3111.282297 = -1569876.563589 nChanged 188 SP:Iteration 24Q (6961.733684 sec): 3 clusters Score: Raw -1573046.303626 + Penalty 3111.282297 = -1569935.021329 nChanged 169 SP:Iteration 25Q (6961.811083 sec): 3 clusters Score: Raw -1573100.341291 + Penalty 3111.282297 = -1569989.058994 nChanged 159 SP:Iteration 26Q (6961.879489 sec): 3 clusters Score: Raw -1573155.936262 + Penalty 3111.282297 = -1570044.653965 nChanged 183 SP:Iteration 27Q (6961.941570 sec): 3 clusters Score: Raw -1573224.371569 + Penalty 3111.282297 = -1570113.089272 nChanged 199 SP:Iteration 28Q (6962.008455 sec): 3 clusters Score: Raw -1573307.870474 + Penalty 3111.282297 = -1570196.588177 nChanged 221 SP:Iteration 29Q (6962.085483 sec): 3 clusters Score: Raw -1573423.085763 + Penalty 3111.282297 = -1570311.803466 nChanged 239 SP:Iteration 30Q (6962.152165 sec): 3 clusters Score: Raw -1573547.204332 + Penalty 3111.282297 = -1570435.922035 nChanged 226 SP:Iteration 31Q (6962.205655 sec): 3 clusters Score: Raw -1573662.984786 + Penalty 3111.282297 = -1570551.702489 nChanged 217 SP:Iteration 32Q (6962.270285 sec): 3 clusters Score: Raw -1573781.591559 + Penalty 3111.282297 = -1570670.309262 nChanged 214 SP:Iteration 33Q (6962.348400 sec): 3 clusters Score: Raw -1573898.305323 + Penalty 3111.282297 = -1570787.023026 nChanged 194 SP:Iteration 34Q (6962.418830 sec): 3 clusters Score: Raw -1574007.960902 + Penalty 3111.282297 = -1570896.678605 nChanged 174 SP:Iteration 35Q (6962.472709 sec): 3 clusters Score: Raw -1574100.053298 + Penalty 3111.282297 = -1570988.771001 nChanged 149 SP:Iteration 36Q (6962.540436 sec): 3 clusters Score: Raw -1574169.100295 + Penalty 3111.282297 = -1571057.817998 nChanged 118 SP:Iteration 37Q (6962.608226 sec): 3 clusters Score: Raw -1574228.545717 + Penalty 3111.282297 = -1571117.263420 nChanged 124 SP:Iteration 38Q (6962.661965 sec): 3 clusters Score: Raw -1574293.825137 + Penalty 3111.282297 = -1571182.542841 nChanged 99 SP:Iteration 39Q (6962.731494 sec): 3 clusters Score: Raw -1574345.299519 + Penalty 3111.282297 = -1571234.017222 nChanged 79 SP:Iteration 40F (6962.791520 sec): 3 clusters Score: Raw -1574383.611770 + Penalty 3111.282297 = -1571272.329473 nChanged 64 SP:Iteration 41Q (6962.852634 sec): 3 clusters Score: Raw -1574415.561166 + Penalty 3111.282297 = -1571304.278870 nChanged 45 SP:Iteration 42Q (6962.914081 sec): 3 clusters Score: Raw -1574436.573028 + Penalty 3111.282297 = -1571325.290731 nChanged 42 SP:Iteration 43Q (6962.982084 sec): 3 clusters Score: Raw -1574454.473893 + Penalty 3111.282297 = -1571343.191596 nChanged 26 SP:Iteration 44Q (6963.049399 sec): 3 clusters Score: Raw -1574465.235789 + Penalty 3111.282297 = -1571353.953493 nChanged 24 SP:Iteration 45Q (6963.117735 sec): 3 clusters Score: Raw -1574476.016453 + Penalty 3111.282297 = -1571364.734156 nChanged 21 SP:Iteration 46Q (6963.181214 sec): 3 clusters Score: Raw -1574485.175525 + Penalty 3111.282297 = -1571373.893228 nChanged 16 SP:Iteration 47Q (6963.243464 sec): 3 clusters Score: Raw -1574491.459435 + Penalty 3111.282297 = -1571380.177138 nChanged 9 SP:Iteration 48Q (6963.289743 sec): 3 clusters Score: Raw -1574494.543752 + Penalty 3111.282297 = -1571383.261455 nChanged 11 SP:Iteration 49Q (6963.358487 sec): 3 clusters Score: Raw -1574499.698583 + Penalty 3111.282297 = -1571388.416287 nChanged 13 SP:Iteration 50Q (6963.415515 sec): 3 clusters Score: Raw -1574505.033978 + Penalty 3111.282297 = -1571393.751681 nChanged 14 SP:Iteration 51Q (6963.476821 sec): 3 clusters Score: Raw -1574510.798590 + Penalty 3111.282297 = -1571399.516293 nChanged 9 SP:Iteration 52Q (6963.538923 sec): 3 clusters Score: Raw -1574516.543681 + Penalty 3111.282297 = -1571405.261384 nChanged 17 SP:Iteration 53Q (6963.599049 sec): 3 clusters Score: Raw -1574526.376402 + Penalty 3111.282297 = -1571415.094105 nChanged 21 SP:Iteration 54Q (6963.667959 sec): 3 clusters Score: Raw -1574539.113896 + Penalty 3111.282297 = -1571427.831599 nChanged 19 SP:Iteration 55Q (6963.732888 sec): 3 clusters Score: Raw -1574551.074504 + Penalty 3111.282297 = -1571439.792207 nChanged 16 SP:Iteration 56Q (6963.788370 sec): 3 clusters Score: Raw -1574560.973496 + Penalty 3111.282297 = -1571449.691199 nChanged 20 SP:Iteration 57Q (6963.851707 sec): 3 clusters Score: Raw -1574571.338332 + Penalty 3111.282297 = -1571460.056035 nChanged 20 SP:Iteration 58Q (6963.912607 sec): 3 clusters Score: Raw -1574582.712027 + Penalty 3111.282297 = -1571471.429730 nChanged 20 SP:Iteration 59Q (6963.975119 sec): 3 clusters Score: Raw -1574595.359700 + Penalty 3111.282297 = -1571484.077403 nChanged 17 SP:Iteration 60F (6964.035490 sec): 3 clusters Score: Raw -1574606.435334 + Penalty 3111.282297 = -1571495.153037 nChanged 12 SP:Iteration 61Q (6964.095314 sec): 3 clusters Score: Raw -1574612.589920 + Penalty 3111.282297 = -1571501.307623 nChanged 11 SP:Iteration 62Q (6964.168087 sec): 3 clusters Score: Raw -1574618.781905 + Penalty 3111.282297 = -1571507.499608 nChanged 8 SP:Iteration 63Q (6964.218663 sec): 3 clusters Score: Raw -1574622.926126 + Penalty 3111.282297 = -1571511.643829 nChanged 5 SP:Iteration 64Q (6964.286417 sec): 3 clusters Score: Raw -1574626.128736 + Penalty 3111.282297 = -1571514.846439 nChanged 6 SP:Iteration 65Q (6964.352627 sec): 3 clusters Score: Raw -1574629.272757 + Penalty 3111.282297 = -1571517.990460 nChanged 4 SP:Iteration 66Q (6964.407793 sec): 3 clusters Score: Raw -1574630.229056 + Penalty 3111.282297 = -1571518.946759 nChanged 2 SP:Iteration 67Q (6964.477242 sec): 3 clusters Score: Raw -1574631.007641 + Penalty 3111.282297 = -1571519.725344 nChanged 0 SP:Iteration 68F (6964.550110 sec): 3 clusters Score: Raw -1574631.007641 + Penalty 3111.282297 = -1571519.725344 nChanged 0 Trying to split cluster 31 (3587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6964.580311 sec): 2 clusters Score: Raw -363428.412140 + Penalty 1330.074115 = -362098.338025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6964.628939 sec): 3 clusters Score: Raw -361686.590413 + Penalty 2660.148230 = -359026.442183 nChanged 1353 SP:Iteration 1F (6964.683314 sec): 3 clusters Score: Raw -362481.288401 + Penalty 2660.148230 = -359821.140171 nChanged 294 SP:Iteration 2F (6964.733580 sec): 3 clusters Score: Raw -362707.416770 + Penalty 2660.148230 = -360047.268539 nChanged 231 SP:Iteration 3F (6964.785497 sec): 3 clusters Score: Raw -362911.788125 + Penalty 2660.148230 = -360251.639895 nChanged 201 SP:Iteration 4F (6964.825843 sec): 3 clusters Score: Raw -363095.496965 + Penalty 2660.148230 = -360435.348735 nChanged 212 SP:Iteration 5F (6964.889181 sec): 3 clusters Score: Raw -363299.727398 + Penalty 2660.148230 = -360639.579168 nChanged 195 SP:Iteration 6F (6964.939608 sec): 3 clusters Score: Raw -363480.688784 + Penalty 2660.148230 = -360820.540554 nChanged 167 SP:Iteration 7Q (6964.983411 sec): 3 clusters Score: Raw -363623.999092 + Penalty 2660.148230 = -360963.850862 nChanged 135 SP:Iteration 8Q (6965.035981 sec): 3 clusters Score: Raw -363716.766130 + Penalty 2660.148230 = -361056.617900 nChanged 92 SP:Iteration 9Q (6965.089677 sec): 3 clusters Score: Raw -363760.068204 + Penalty 2660.148230 = -361099.919974 nChanged 51 SP:Iteration 10Q (6965.143370 sec): 3 clusters Score: Raw -363778.205054 + Penalty 2660.148230 = -361118.056824 nChanged 43 SP:Iteration 11Q (6965.192557 sec): 3 clusters Score: Raw -363793.640420 + Penalty 2660.148230 = -361133.492190 nChanged 39 SP:Iteration 12Q (6965.249193 sec): 3 clusters Score: Raw -363809.760248 + Penalty 2660.148230 = -361149.612018 nChanged 48 SP:Iteration 13Q (6965.299018 sec): 3 clusters Score: Raw -363834.494783 + Penalty 2660.148230 = -361174.346553 nChanged 48 SP:Iteration 14Q (6965.341506 sec): 3 clusters Score: Raw -363855.079243 + Penalty 2660.148230 = -361194.931012 nChanged 32 SP:Iteration 15Q (6965.392553 sec): 3 clusters Score: Raw -363866.684047 + Penalty 2660.148230 = -361206.535817 nChanged 25 SP:Iteration 16Q (6965.447933 sec): 3 clusters Score: Raw -363875.386303 + Penalty 2660.148230 = -361215.238073 nChanged 18 SP:Iteration 17Q (6965.486738 sec): 3 clusters Score: Raw -363882.321026 + Penalty 2660.148230 = -361222.172796 nChanged 16 SP:Iteration 18Q (6965.546817 sec): 3 clusters Score: Raw -363885.863466 + Penalty 2660.148230 = -361225.715236 nChanged 10 SP:Iteration 19Q (6965.594456 sec): 3 clusters Score: Raw -363889.379995 + Penalty 2660.148230 = -361229.231765 nChanged 11 SP:Iteration 20F (6965.646233 sec): 3 clusters Score: Raw -363891.805688 + Penalty 2660.148230 = -361231.657457 nChanged 10 SP:Iteration 21Q (6965.694264 sec): 3 clusters Score: Raw -363894.951135 + Penalty 2660.148230 = -361234.802905 nChanged 7 SP:Iteration 22Q (6965.744770 sec): 3 clusters Score: Raw -363896.995955 + Penalty 2660.148230 = -361236.847725 nChanged 3 SP:Iteration 23Q (6965.798438 sec): 3 clusters Score: Raw -363897.720544 + Penalty 2660.148230 = -361237.572314 nChanged 5 SP:Iteration 24Q (6965.850073 sec): 3 clusters Score: Raw -363898.514696 + Penalty 2660.148230 = -361238.366466 nChanged 6 SP:Iteration 25Q (6965.904737 sec): 3 clusters Score: Raw -363899.494124 + Penalty 2660.148230 = -361239.345894 nChanged 2 SP:Iteration 26Q (6965.956882 sec): 3 clusters Score: Raw -363899.761462 + Penalty 2660.148230 = -361239.613232 nChanged 0 SP:Iteration 27F (6966.004258 sec): 3 clusters Score: Raw -363899.761462 + Penalty 2660.148230 = -361239.613232 nChanged 0 Trying to split cluster 32 (6050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6966.029108 sec): 2 clusters Score: Raw -587341.838892 + Penalty 1415.019702 = -585926.819190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6966.087580 sec): 3 clusters Score: Raw -584189.194545 + Penalty 2830.039404 = -581359.155141 nChanged 2464 SP:Iteration 1F (6966.138146 sec): 3 clusters Score: Raw -585794.009698 + Penalty 2830.039404 = -582963.970294 nChanged 540 SP:Iteration 2F (6966.194703 sec): 3 clusters Score: Raw -586221.887551 + Penalty 2830.039404 = -583391.848147 nChanged 451 SP:Iteration 3F (6966.248568 sec): 3 clusters Score: Raw -586612.543556 + Penalty 2830.039404 = -583782.504152 nChanged 423 SP:Iteration 4F (6966.309225 sec): 3 clusters Score: Raw -587009.317051 + Penalty 2830.039404 = -584179.277647 nChanged 392 SP:Iteration 5F (6966.360063 sec): 3 clusters Score: Raw -587330.901053 + Penalty 2830.039404 = -584500.861649 nChanged 293 SP:Iteration 6Q (6966.415110 sec): 3 clusters Score: Raw -587530.834972 + Penalty 2830.039404 = -584700.795568 nChanged 229 SP:Iteration 7Q (6966.472450 sec): 3 clusters Score: Raw -587650.516313 + Penalty 2830.039404 = -584820.476909 nChanged 163 SP:Iteration 8Q (6966.524622 sec): 3 clusters Score: Raw -587725.665911 + Penalty 2830.039404 = -584895.626507 nChanged 114 SP:Iteration 9Q (6966.582488 sec): 3 clusters Score: Raw -587773.721922 + Penalty 2830.039404 = -584943.682518 nChanged 87 SP:Iteration 10Q (6966.629678 sec): 3 clusters Score: Raw -587816.007627 + Penalty 2830.039404 = -584985.968222 nChanged 81 SP:Iteration 11Q (6966.696608 sec): 3 clusters Score: Raw -587850.993402 + Penalty 2830.039404 = -585020.953998 nChanged 70 SP:Iteration 12Q (6966.741632 sec): 3 clusters Score: Raw -587873.148031 + Penalty 2830.039404 = -585043.108627 nChanged 48 SP:Iteration 13Q (6966.798391 sec): 3 clusters Score: Raw -587885.284163 + Penalty 2830.039404 = -585055.244759 nChanged 42 SP:Iteration 14Q (6966.855975 sec): 3 clusters Score: Raw -587896.120432 + Penalty 2830.039404 = -585066.081028 nChanged 31 SP:Iteration 15Q (6966.912276 sec): 3 clusters Score: Raw -587903.614659 + Penalty 2830.039404 = -585073.575255 nChanged 29 SP:Iteration 16Q (6966.969026 sec): 3 clusters Score: Raw -587911.165957 + Penalty 2830.039404 = -585081.126553 nChanged 34 SP:Iteration 17Q (6967.022724 sec): 3 clusters Score: Raw -587919.758248 + Penalty 2830.039404 = -585089.718844 nChanged 28 SP:Iteration 18Q (6967.079575 sec): 3 clusters Score: Raw -587928.488759 + Penalty 2830.039404 = -585098.449355 nChanged 31 SP:Iteration 19Q (6967.130604 sec): 3 clusters Score: Raw -587937.965903 + Penalty 2830.039404 = -585107.926499 nChanged 30 SP:Iteration 20F (6967.177032 sec): 3 clusters Score: Raw -587949.011394 + Penalty 2830.039404 = -585118.971990 nChanged 36 SP:Iteration 21Q (6967.232082 sec): 3 clusters Score: Raw -587962.330046 + Penalty 2830.039404 = -585132.290642 nChanged 42 SP:Iteration 22Q (6967.288470 sec): 3 clusters Score: Raw -587977.625011 + Penalty 2830.039404 = -585147.585607 nChanged 36 SP:Iteration 23Q (6967.349065 sec): 3 clusters Score: Raw -587986.490535 + Penalty 2830.039404 = -585156.451131 nChanged 35 SP:Iteration 24Q (6967.397741 sec): 3 clusters Score: Raw -587996.268972 + Penalty 2830.039404 = -585166.229568 nChanged 25 SP:Iteration 25Q (6967.447465 sec): 3 clusters Score: Raw -588003.428049 + Penalty 2830.039404 = -585173.388645 nChanged 20 SP:Iteration 26Q (6967.506852 sec): 3 clusters Score: Raw -588008.507444 + Penalty 2830.039404 = -585178.468039 nChanged 19 SP:Iteration 27Q (6967.559687 sec): 3 clusters Score: Raw -588013.063388 + Penalty 2830.039404 = -585183.023984 nChanged 21 SP:Iteration 28Q (6967.605294 sec): 3 clusters Score: Raw -588017.311582 + Penalty 2830.039404 = -585187.272178 nChanged 21 SP:Iteration 29Q (6967.670426 sec): 3 clusters Score: Raw -588021.334677 + Penalty 2830.039404 = -585191.295273 nChanged 17 SP:Iteration 30Q (6967.713564 sec): 3 clusters Score: Raw -588025.339725 + Penalty 2830.039404 = -585195.300321 nChanged 22 SP:Iteration 31Q (6967.770273 sec): 3 clusters Score: Raw -588032.279738 + Penalty 2830.039404 = -585202.240334 nChanged 23 SP:Iteration 32Q (6967.825866 sec): 3 clusters Score: Raw -588043.113804 + Penalty 2830.039404 = -585213.074400 nChanged 41 SP:Iteration 33Q (6967.878998 sec): 3 clusters Score: Raw -588061.794409 + Penalty 2830.039404 = -585231.755005 nChanged 58 SP:Iteration 34Q (6967.945413 sec): 3 clusters Score: Raw -588087.460908 + Penalty 2830.039404 = -585257.421504 nChanged 46 SP:Iteration 35Q (6968.000810 sec): 3 clusters Score: Raw -588101.431021 + Penalty 2830.039404 = -585271.391617 nChanged 42 SP:Iteration 36Q (6968.055068 sec): 3 clusters Score: Raw -588116.173769 + Penalty 2830.039404 = -585286.134365 nChanged 48 SP:Iteration 37Q (6968.103875 sec): 3 clusters Score: Raw -588131.997630 + Penalty 2830.039404 = -585301.958226 nChanged 48 SP:Iteration 38Q (6968.160440 sec): 3 clusters Score: Raw -588148.020246 + Penalty 2830.039404 = -585317.980842 nChanged 42 SP:Iteration 39Q (6968.209801 sec): 3 clusters Score: Raw -588161.837384 + Penalty 2830.039404 = -585331.797980 nChanged 31 SP:Iteration 40F (6968.267639 sec): 3 clusters Score: Raw -588172.263918 + Penalty 2830.039404 = -585342.224514 nChanged 33 SP:Iteration 41Q (6968.321503 sec): 3 clusters Score: Raw -588182.522393 + Penalty 2830.039404 = -585352.482989 nChanged 27 SP:Iteration 42Q (6968.365131 sec): 3 clusters Score: Raw -588189.970172 + Penalty 2830.039404 = -585359.930768 nChanged 23 SP:Iteration 43Q (6968.415488 sec): 3 clusters Score: Raw -588196.992600 + Penalty 2830.039404 = -585366.953196 nChanged 17 SP:Iteration 44Q (6968.471672 sec): 3 clusters Score: Raw -588201.730226 + Penalty 2830.039404 = -585371.690822 nChanged 15 SP:Iteration 45Q (6968.517814 sec): 3 clusters Score: Raw -588205.695385 + Penalty 2830.039404 = -585375.655981 nChanged 17 SP:Iteration 46Q (6968.572655 sec): 3 clusters Score: Raw -588210.308537 + Penalty 2830.039404 = -585380.269132 nChanged 19 SP:Iteration 47Q (6968.622412 sec): 3 clusters Score: Raw -588214.786366 + Penalty 2830.039404 = -585384.746962 nChanged 18 SP:Iteration 48Q (6968.674856 sec): 3 clusters Score: Raw -588218.140390 + Penalty 2830.039404 = -585388.100986 nChanged 12 SP:Iteration 49Q (6968.726606 sec): 3 clusters Score: Raw -588220.866863 + Penalty 2830.039404 = -585390.827459 nChanged 14 SP:Iteration 50Q (6968.778263 sec): 3 clusters Score: Raw -588223.930215 + Penalty 2830.039404 = -585393.890811 nChanged 2 SP:Iteration 51Q (6968.833073 sec): 3 clusters Score: Raw -588224.154825 + Penalty 2830.039404 = -585394.115421 nChanged 3 SP:Iteration 52Q (6968.890751 sec): 3 clusters Score: Raw -588224.367607 + Penalty 2830.039404 = -585394.328203 nChanged 0 SP:Iteration 53F (6968.947816 sec): 3 clusters Score: Raw -588224.367607 + Penalty 2830.039404 = -585394.328203 nChanged 0 Trying to split cluster 33 (6254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6968.967325 sec): 2 clusters Score: Raw -658448.683966 + Penalty 1420.408687 = -657028.275279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6969.013254 sec): 3 clusters Score: Raw -655059.275604 + Penalty 2840.817375 = -652218.458229 nChanged 2598 SP:Iteration 1F (6969.072322 sec): 3 clusters Score: Raw -656504.064462 + Penalty 2840.817375 = -653663.247087 nChanged 418 SP:Iteration 2F (6969.111905 sec): 3 clusters Score: Raw -656717.669564 + Penalty 2840.817375 = -653876.852189 nChanged 358 SP:Iteration 3F (6969.171837 sec): 3 clusters Score: Raw -656898.069613 + Penalty 2840.817375 = -654057.252239 nChanged 278 SP:Iteration 4Q (6969.221660 sec): 3 clusters Score: Raw -657051.786402 + Penalty 2840.817375 = -654210.969027 nChanged 261 SP:Iteration 5Q (6969.277012 sec): 3 clusters Score: Raw -657169.423439 + Penalty 2840.817375 = -654328.606064 nChanged 206 SP:Iteration 6Q (6969.327937 sec): 3 clusters Score: Raw -657266.546514 + Penalty 2840.817375 = -654425.729139 nChanged 202 SP:Iteration 7Q (6969.391223 sec): 3 clusters Score: Raw -657368.885717 + Penalty 2840.817375 = -654528.068342 nChanged 186 SP:Iteration 8Q (6969.441486 sec): 3 clusters Score: Raw -657466.941052 + Penalty 2840.817375 = -654626.123677 nChanged 168 SP:Iteration 9Q (6969.486836 sec): 3 clusters Score: Raw -657574.677932 + Penalty 2840.817375 = -654733.860557 nChanged 197 SP:Iteration 10Q (6969.549414 sec): 3 clusters Score: Raw -657720.550593 + Penalty 2840.817375 = -654879.733218 nChanged 189 SP:Iteration 11Q (6969.592174 sec): 3 clusters Score: Raw -657871.287263 + Penalty 2840.817375 = -655030.469888 nChanged 198 SP:Iteration 12Q (6969.649918 sec): 3 clusters Score: Raw -657997.970763 + Penalty 2840.817375 = -655157.153389 nChanged 145 SP:Iteration 13Q (6969.695978 sec): 3 clusters Score: Raw -658084.386639 + Penalty 2840.817375 = -655243.569265 nChanged 135 SP:Iteration 14Q (6969.752303 sec): 3 clusters Score: Raw -658157.946975 + Penalty 2840.817375 = -655317.129600 nChanged 104 SP:Iteration 15Q (6969.802485 sec): 3 clusters Score: Raw -658220.740813 + Penalty 2840.817375 = -655379.923438 nChanged 85 SP:Iteration 16Q (6969.864106 sec): 3 clusters Score: Raw -658267.311178 + Penalty 2840.817375 = -655426.493803 nChanged 74 SP:Iteration 17Q (6969.918320 sec): 3 clusters Score: Raw -658304.780754 + Penalty 2840.817375 = -655463.963379 nChanged 59 SP:Iteration 18Q (6969.969474 sec): 3 clusters Score: Raw -658341.166003 + Penalty 2840.817375 = -655500.348628 nChanged 65 SP:Iteration 19Q (6970.023914 sec): 3 clusters Score: Raw -658384.425170 + Penalty 2840.817375 = -655543.607795 nChanged 58 SP:Iteration 20F (6970.084216 sec): 3 clusters Score: Raw -658418.597329 + Penalty 2840.817375 = -655577.779954 nChanged 48 SP:Iteration 21Q (6970.126451 sec): 3 clusters Score: Raw -658448.915601 + Penalty 2840.817375 = -655608.098226 nChanged 48 SP:Iteration 22Q (6970.178413 sec): 3 clusters Score: Raw -658472.850147 + Penalty 2840.817375 = -655632.032772 nChanged 40 SP:Iteration 23Q (6970.243497 sec): 3 clusters Score: Raw -658496.121173 + Penalty 2840.817375 = -655655.303798 nChanged 32 SP:Iteration 24Q (6970.289401 sec): 3 clusters Score: Raw -658515.418006 + Penalty 2840.817375 = -655674.600631 nChanged 35 SP:Iteration 25Q (6970.337323 sec): 3 clusters Score: Raw -658533.753839 + Penalty 2840.817375 = -655692.936464 nChanged 26 SP:Iteration 26Q (6970.390137 sec): 3 clusters Score: Raw -658549.202684 + Penalty 2840.817375 = -655708.385309 nChanged 33 SP:Iteration 27Q (6970.434580 sec): 3 clusters Score: Raw -658569.213629 + Penalty 2840.817375 = -655728.396255 nChanged 31 SP:Iteration 28Q (6970.486576 sec): 3 clusters Score: Raw -658588.748633 + Penalty 2840.817375 = -655747.931258 nChanged 29 SP:Iteration 29Q (6970.542969 sec): 3 clusters Score: Raw -658611.343419 + Penalty 2840.817375 = -655770.526044 nChanged 27 SP:Iteration 30Q (6970.597677 sec): 3 clusters Score: Raw -658630.171071 + Penalty 2840.817375 = -655789.353696 nChanged 18 SP:Iteration 31Q (6970.650228 sec): 3 clusters Score: Raw -658640.444992 + Penalty 2840.817375 = -655799.627617 nChanged 21 SP:Iteration 32Q (6970.701415 sec): 3 clusters Score: Raw -658657.354462 + Penalty 2840.817375 = -655816.537088 nChanged 12 SP:Iteration 33Q (6970.752937 sec): 3 clusters Score: Raw -658665.280895 + Penalty 2840.817375 = -655824.463521 nChanged 11 SP:Iteration 34Q (6970.808864 sec): 3 clusters Score: Raw -658671.893144 + Penalty 2840.817375 = -655831.075769 nChanged 11 SP:Iteration 35Q (6970.872420 sec): 3 clusters Score: Raw -658678.783654 + Penalty 2840.817375 = -655837.966280 nChanged 11 SP:Iteration 36Q (6970.914697 sec): 3 clusters Score: Raw -658684.598688 + Penalty 2840.817375 = -655843.781313 nChanged 8 SP:Iteration 37Q (6970.977761 sec): 3 clusters Score: Raw -658690.054542 + Penalty 2840.817375 = -655849.237167 nChanged 11 SP:Iteration 38Q (6971.033571 sec): 3 clusters Score: Raw -658695.508007 + Penalty 2840.817375 = -655854.690632 nChanged 7 SP:Iteration 39Q (6971.085100 sec): 3 clusters Score: Raw -658699.028311 + Penalty 2840.817375 = -655858.210936 nChanged 5 SP:Iteration 40F (6971.135487 sec): 3 clusters Score: Raw -658702.152064 + Penalty 2840.817375 = -655861.334689 nChanged 5 SP:Iteration 41Q (6971.189996 sec): 3 clusters Score: Raw -658703.653918 + Penalty 2840.817375 = -655862.836543 nChanged 3 SP:Iteration 42Q (6971.254312 sec): 3 clusters Score: Raw -658704.859167 + Penalty 2840.817375 = -655864.041792 nChanged 0 SP:Iteration 43F (6971.293309 sec): 3 clusters Score: Raw -658704.859167 + Penalty 2840.817375 = -655864.041792 nChanged 0 Trying to split cluster 34 (18748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6971.351507 sec): 2 clusters Score: Raw -1926947.295586 + Penalty 1598.811883 = -1925348.483703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6971.422607 sec): 3 clusters Score: Raw -1915773.426601 + Penalty 3197.623767 = -1912575.802834 nChanged 8405 SP:Iteration 1F (6971.496237 sec): 3 clusters Score: Raw -1920426.549888 + Penalty 3197.623767 = -1917228.926121 nChanged 963 SP:Iteration 2F (6971.572913 sec): 3 clusters Score: Raw -1920809.938424 + Penalty 3197.623767 = -1917612.314658 nChanged 931 SP:Iteration 3Q (6971.654887 sec): 3 clusters Score: Raw -1921223.444345 + Penalty 3197.623767 = -1918025.820578 nChanged 952 SP:Iteration 4F (6971.732840 sec): 3 clusters Score: Raw -1921713.631856 + Penalty 3197.623767 = -1918516.008089 nChanged 1005 SP:Iteration 5F (6971.796645 sec): 3 clusters Score: Raw -1922303.685951 + Penalty 3197.623767 = -1919106.062184 nChanged 1098 SP:Iteration 6F (6971.881479 sec): 3 clusters Score: Raw -1923062.724200 + Penalty 3197.623767 = -1919865.100433 nChanged 1116 SP:Iteration 7F (6971.958426 sec): 3 clusters Score: Raw -1923893.918944 + Penalty 3197.623767 = -1920696.295177 nChanged 1011 SP:Iteration 8F (6972.031047 sec): 3 clusters Score: Raw -1924612.821274 + Penalty 3197.623767 = -1921415.197507 nChanged 856 SP:Iteration 9Q (6972.100991 sec): 3 clusters Score: Raw -1925088.259632 + Penalty 3197.623767 = -1921890.635866 nChanged 611 SP:Iteration 10Q (6972.183014 sec): 3 clusters Score: Raw -1925311.592289 + Penalty 3197.623767 = -1922113.968522 nChanged 399 SP:Iteration 11Q (6972.261616 sec): 3 clusters Score: Raw -1925428.361654 + Penalty 3197.623767 = -1922230.737887 nChanged 279 SP:Iteration 12Q (6972.329754 sec): 3 clusters Score: Raw -1925503.731680 + Penalty 3197.623767 = -1922306.107914 nChanged 256 SP:Iteration 13Q (6972.412275 sec): 3 clusters Score: Raw -1925571.048392 + Penalty 3197.623767 = -1922373.424625 nChanged 227 SP:Iteration 14Q (6972.494111 sec): 3 clusters Score: Raw -1925629.015499 + Penalty 3197.623767 = -1922431.391732 nChanged 213 SP:Iteration 15Q (6972.571494 sec): 3 clusters Score: Raw -1925681.427616 + Penalty 3197.623767 = -1922483.803849 nChanged 205 SP:Iteration 16Q (6972.646885 sec): 3 clusters Score: Raw -1925735.066854 + Penalty 3197.623767 = -1922537.443087 nChanged 202 SP:Iteration 17Q (6972.718598 sec): 3 clusters Score: Raw -1925787.433315 + Penalty 3197.623767 = -1922589.809548 nChanged 198 SP:Iteration 18Q (6972.801682 sec): 3 clusters Score: Raw -1925838.280042 + Penalty 3197.623767 = -1922640.656276 nChanged 209 SP:Iteration 19Q (6972.880379 sec): 3 clusters Score: Raw -1925894.055641 + Penalty 3197.623767 = -1922696.431875 nChanged 201 SP:Iteration 20F (6972.958898 sec): 3 clusters Score: Raw -1925950.427545 + Penalty 3197.623767 = -1922752.803778 nChanged 219 SP:Iteration 21Q (6973.030078 sec): 3 clusters Score: Raw -1926013.737976 + Penalty 3197.623767 = -1922816.114209 nChanged 215 SP:Iteration 22Q (6973.109651 sec): 3 clusters Score: Raw -1926084.729364 + Penalty 3197.623767 = -1922887.105597 nChanged 219 SP:Iteration 23Q (6973.188670 sec): 3 clusters Score: Raw -1926155.843716 + Penalty 3197.623767 = -1922958.219949 nChanged 214 SP:Iteration 24Q (6973.251209 sec): 3 clusters Score: Raw -1926228.365440 + Penalty 3197.623767 = -1923030.741673 nChanged 208 SP:Iteration 25Q (6973.329316 sec): 3 clusters Score: Raw -1926300.361268 + Penalty 3197.623767 = -1923102.737502 nChanged 190 SP:Iteration 26Q (6973.403768 sec): 3 clusters Score: Raw -1926358.251303 + Penalty 3197.623767 = -1923160.627536 nChanged 160 SP:Iteration 27Q (6973.485757 sec): 3 clusters Score: Raw -1926401.236285 + Penalty 3197.623767 = -1923203.612518 nChanged 131 SP:Iteration 28Q (6973.563700 sec): 3 clusters Score: Raw -1926434.768928 + Penalty 3197.623767 = -1923237.145161 nChanged 131 SP:Iteration 29Q (6973.636816 sec): 3 clusters Score: Raw -1926471.572773 + Penalty 3197.623767 = -1923273.949007 nChanged 126 SP:Iteration 30Q (6973.711585 sec): 3 clusters Score: Raw -1926502.219783 + Penalty 3197.623767 = -1923304.596017 nChanged 126 SP:Iteration 31Q (6973.784491 sec): 3 clusters Score: Raw -1926532.312809 + Penalty 3197.623767 = -1923334.689042 nChanged 119 SP:Iteration 32Q (6973.855831 sec): 3 clusters Score: Raw -1926558.469109 + Penalty 3197.623767 = -1923360.845342 nChanged 111 SP:Iteration 33Q (6973.922509 sec): 3 clusters Score: Raw -1926584.804394 + Penalty 3197.623767 = -1923387.180627 nChanged 113 SP:Iteration 34Q (6974.001433 sec): 3 clusters Score: Raw -1926610.876292 + Penalty 3197.623767 = -1923413.252525 nChanged 105 SP:Iteration 35Q (6974.069793 sec): 3 clusters Score: Raw -1926637.247779 + Penalty 3197.623767 = -1923439.624013 nChanged 98 SP:Iteration 36Q (6974.142054 sec): 3 clusters Score: Raw -1926659.212889 + Penalty 3197.623767 = -1923461.589123 nChanged 83 SP:Iteration 37Q (6974.203590 sec): 3 clusters Score: Raw -1926679.777075 + Penalty 3197.623767 = -1923482.153308 nChanged 77 SP:Iteration 38Q (6974.272272 sec): 3 clusters Score: Raw -1926697.196187 + Penalty 3197.623767 = -1923499.572420 nChanged 75 SP:Iteration 39Q (6974.343949 sec): 3 clusters Score: Raw -1926715.724816 + Penalty 3197.623767 = -1923518.101049 nChanged 74 SP:Iteration 40F (6974.413098 sec): 3 clusters Score: Raw -1926734.164833 + Penalty 3197.623767 = -1923536.541066 nChanged 73 SP:Iteration 41Q (6974.489144 sec): 3 clusters Score: Raw -1926753.486287 + Penalty 3197.623767 = -1923555.862520 nChanged 67 SP:Iteration 42Q (6974.550394 sec): 3 clusters Score: Raw -1926770.289124 + Penalty 3197.623767 = -1923572.665357 nChanged 62 SP:Iteration 43Q (6974.615164 sec): 3 clusters Score: Raw -1926782.956582 + Penalty 3197.623767 = -1923585.332816 nChanged 61 SP:Iteration 44Q (6974.691825 sec): 3 clusters Score: Raw -1926795.923551 + Penalty 3197.623767 = -1923598.299785 nChanged 53 SP:Iteration 45Q (6974.757390 sec): 3 clusters Score: Raw -1926807.912135 + Penalty 3197.623767 = -1923610.288368 nChanged 50 SP:Iteration 46Q (6974.829403 sec): 3 clusters Score: Raw -1926819.784638 + Penalty 3197.623767 = -1923622.160871 nChanged 49 SP:Iteration 47Q (6974.897609 sec): 3 clusters Score: Raw -1926830.543372 + Penalty 3197.623767 = -1923632.919605 nChanged 42 SP:Iteration 48Q (6974.966579 sec): 3 clusters Score: Raw -1926840.600926 + Penalty 3197.623767 = -1923642.977159 nChanged 44 SP:Iteration 49Q (6975.020778 sec): 3 clusters Score: Raw -1926850.278218 + Penalty 3197.623767 = -1923652.654452 nChanged 43 SP:Iteration 50Q (6975.083745 sec): 3 clusters Score: Raw -1926858.810129 + Penalty 3197.623767 = -1923661.186362 nChanged 45 SP:Iteration 51Q (6975.154520 sec): 3 clusters Score: Raw -1926869.821991 + Penalty 3197.623767 = -1923672.198224 nChanged 44 SP:Iteration 52Q (6975.227384 sec): 3 clusters Score: Raw -1926879.557636 + Penalty 3197.623767 = -1923681.933869 nChanged 42 SP:Iteration 53Q (6975.288915 sec): 3 clusters Score: Raw -1926889.676209 + Penalty 3197.623767 = -1923692.052442 nChanged 38 SP:Iteration 54Q (6975.349309 sec): 3 clusters Score: Raw -1926896.801954 + Penalty 3197.623767 = -1923699.178187 nChanged 33 SP:Iteration 55Q (6975.421202 sec): 3 clusters Score: Raw -1926904.209291 + Penalty 3197.623767 = -1923706.585524 nChanged 30 SP:Iteration 56Q (6975.483054 sec): 3 clusters Score: Raw -1926911.770651 + Penalty 3197.623767 = -1923714.146884 nChanged 31 SP:Iteration 57Q (6975.552515 sec): 3 clusters Score: Raw -1926920.044673 + Penalty 3197.623767 = -1923722.420906 nChanged 32 SP:Iteration 58Q (6975.614052 sec): 3 clusters Score: Raw -1926927.589099 + Penalty 3197.623767 = -1923729.965332 nChanged 30 SP:Iteration 59Q (6975.670340 sec): 3 clusters Score: Raw -1926934.925501 + Penalty 3197.623767 = -1923737.301734 nChanged 29 SP:Iteration 60F (6975.745295 sec): 3 clusters Score: Raw -1926942.350041 + Penalty 3197.623767 = -1923744.726274 nChanged 26 SP:Iteration 61Q (6975.811763 sec): 3 clusters Score: Raw -1926947.993551 + Penalty 3197.623767 = -1923750.369785 nChanged 26 SP:Iteration 62Q (6975.881326 sec): 3 clusters Score: Raw -1926953.771112 + Penalty 3197.623767 = -1923756.147346 nChanged 20 SP:Iteration 63Q (6975.938430 sec): 3 clusters Score: Raw -1926958.992240 + Penalty 3197.623767 = -1923761.368473 nChanged 23 SP:Iteration 64Q (6976.005377 sec): 3 clusters Score: Raw -1926964.624646 + Penalty 3197.623767 = -1923767.000880 nChanged 16 SP:Iteration 65Q (6976.083236 sec): 3 clusters Score: Raw -1926968.102120 + Penalty 3197.623767 = -1923770.478354 nChanged 19 SP:Iteration 66Q (6976.154410 sec): 3 clusters Score: Raw -1926972.926455 + Penalty 3197.623767 = -1923775.302689 nChanged 17 SP:Iteration 67Q (6976.223940 sec): 3 clusters Score: Raw -1926975.805623 + Penalty 3197.623767 = -1923778.181857 nChanged 12 SP:Iteration 68Q (6976.299535 sec): 3 clusters Score: Raw -1926978.528774 + Penalty 3197.623767 = -1923780.905008 nChanged 10 SP:Iteration 69Q (6976.359622 sec): 3 clusters Score: Raw -1926980.483936 + Penalty 3197.623767 = -1923782.860169 nChanged 14 SP:Iteration 70Q (6976.441072 sec): 3 clusters Score: Raw -1926982.447544 + Penalty 3197.623767 = -1923784.823777 nChanged 6 SP:Iteration 71Q (6976.501643 sec): 3 clusters Score: Raw -1926983.328469 + Penalty 3197.623767 = -1923785.704702 nChanged 6 SP:Iteration 72Q (6976.573772 sec): 3 clusters Score: Raw -1926984.453677 + Penalty 3197.623767 = -1923786.829910 nChanged 4 SP:Iteration 73Q (6976.639016 sec): 3 clusters Score: Raw -1926985.183958 + Penalty 3197.623767 = -1923787.560191 nChanged 3 SP:Iteration 74Q (6976.723032 sec): 3 clusters Score: Raw -1926986.085755 + Penalty 3197.623767 = -1923788.461988 nChanged 5 SP:Iteration 75Q (6976.795702 sec): 3 clusters Score: Raw -1926986.989196 + Penalty 3197.623767 = -1923789.365429 nChanged 8 SP:Iteration 76Q (6976.859489 sec): 3 clusters Score: Raw -1926988.915558 + Penalty 3197.623767 = -1923791.291791 nChanged 5 SP:Iteration 77Q (6976.934555 sec): 3 clusters Score: Raw -1926989.888864 + Penalty 3197.623767 = -1923792.265097 nChanged 4 SP:Iteration 78Q (6977.004043 sec): 3 clusters Score: Raw -1926990.286221 + Penalty 3197.623767 = -1923792.662454 nChanged 1 SP:Iteration 79Q (6977.086421 sec): 3 clusters Score: Raw -1926990.415870 + Penalty 3197.623767 = -1923792.792103 nChanged 3 SP:Iteration 80F (6977.163692 sec): 3 clusters Score: Raw -1926990.856914 + Penalty 3197.623767 = -1923793.233148 nChanged 3 SP:Iteration 81Q (6977.221202 sec): 3 clusters Score: Raw -1926991.280447 + Penalty 3197.623767 = -1923793.656680 nChanged 5 SP:Iteration 82Q (6977.291508 sec): 3 clusters Score: Raw -1926992.197914 + Penalty 3197.623767 = -1923794.574148 nChanged 6 SP:Iteration 83Q (6977.365310 sec): 3 clusters Score: Raw -1926993.035612 + Penalty 3197.623767 = -1923795.411845 nChanged 1 SP:Iteration 84Q (6977.434047 sec): 3 clusters Score: Raw -1926993.093970 + Penalty 3197.623767 = -1923795.470203 nChanged 2 SP:Iteration 85Q (6977.517796 sec): 3 clusters Score: Raw -1926993.551435 + Penalty 3197.623767 = -1923795.927668 nChanged 3 SP:Iteration 86Q (6977.589541 sec): 3 clusters Score: Raw -1926993.870120 + Penalty 3197.623767 = -1923796.246353 nChanged 2 SP:Iteration 87Q (6977.662324 sec): 3 clusters Score: Raw -1926994.091143 + Penalty 3197.623767 = -1923796.467377 nChanged 1 SP:Iteration 88Q (6977.724613 sec): 3 clusters Score: Raw -1926994.238591 + Penalty 3197.623767 = -1923796.614824 nChanged 0 SP:Iteration 89F (6977.801198 sec): 3 clusters Score: Raw -1926994.238591 + Penalty 3197.623767 = -1923796.614824 nChanged 0 Trying to split cluster 35 (9239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6977.844632 sec): 2 clusters Score: Raw -982091.300463 + Penalty 1483.818202 = -980607.482261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6977.888387 sec): 3 clusters Score: Raw -976843.942017 + Penalty 2967.636403 = -973876.305614 nChanged 4015 SP:Iteration 1F (6977.948329 sec): 3 clusters Score: Raw -978983.139172 + Penalty 2967.636403 = -976015.502768 nChanged 572 SP:Iteration 2F (6978.007074 sec): 3 clusters Score: Raw -979230.985919 + Penalty 2967.636403 = -976263.349515 nChanged 471 SP:Iteration 3F (6978.077307 sec): 3 clusters Score: Raw -979447.601772 + Penalty 2967.636403 = -976479.965369 nChanged 402 SP:Iteration 4Q (6978.139581 sec): 3 clusters Score: Raw -979671.161576 + Penalty 2967.636403 = -976703.525172 nChanged 416 SP:Iteration 5Q (6978.204878 sec): 3 clusters Score: Raw -979893.282547 + Penalty 2967.636403 = -976925.646144 nChanged 369 SP:Iteration 6Q (6978.262446 sec): 3 clusters Score: Raw -980081.422025 + Penalty 2967.636403 = -977113.785622 nChanged 343 SP:Iteration 7Q (6978.313675 sec): 3 clusters Score: Raw -980258.752179 + Penalty 2967.636403 = -977291.115776 nChanged 330 SP:Iteration 8Q (6978.383317 sec): 3 clusters Score: Raw -980407.651716 + Penalty 2967.636403 = -977440.015312 nChanged 302 SP:Iteration 9Q (6978.443968 sec): 3 clusters Score: Raw -980547.870731 + Penalty 2967.636403 = -977580.234328 nChanged 277 SP:Iteration 10Q (6978.499078 sec): 3 clusters Score: Raw -980679.085763 + Penalty 2967.636403 = -977711.449359 nChanged 277 SP:Iteration 11Q (6978.571422 sec): 3 clusters Score: Raw -980831.842932 + Penalty 2967.636403 = -977864.206529 nChanged 282 SP:Iteration 12Q (6978.634099 sec): 3 clusters Score: Raw -980964.818338 + Penalty 2967.636403 = -977997.181935 nChanged 255 SP:Iteration 13Q (6978.694974 sec): 3 clusters Score: Raw -981080.414460 + Penalty 2967.636403 = -978112.778056 nChanged 237 SP:Iteration 14Q (6978.744958 sec): 3 clusters Score: Raw -981191.879479 + Penalty 2967.636403 = -978224.243076 nChanged 219 SP:Iteration 15Q (6978.804500 sec): 3 clusters Score: Raw -981299.437136 + Penalty 2967.636403 = -978331.800733 nChanged 200 SP:Iteration 16Q (6978.868303 sec): 3 clusters Score: Raw -981392.310774 + Penalty 2967.636403 = -978424.674370 nChanged 177 SP:Iteration 17Q (6978.920477 sec): 3 clusters Score: Raw -981484.527137 + Penalty 2967.636403 = -978516.890733 nChanged 181 SP:Iteration 18Q (6978.965014 sec): 3 clusters Score: Raw -981581.561604 + Penalty 2967.636403 = -978613.925200 nChanged 157 SP:Iteration 19Q (6979.037982 sec): 3 clusters Score: Raw -981668.364997 + Penalty 2967.636403 = -978700.728594 nChanged 143 SP:Iteration 20F (6979.085100 sec): 3 clusters Score: Raw -981743.276037 + Penalty 2967.636403 = -978775.639634 nChanged 143 SP:Iteration 21Q (6979.146709 sec): 3 clusters Score: Raw -981819.217844 + Penalty 2967.636403 = -978851.581440 nChanged 122 SP:Iteration 22Q (6979.216843 sec): 3 clusters Score: Raw -981884.396751 + Penalty 2967.636403 = -978916.760347 nChanged 114 SP:Iteration 23Q (6979.269102 sec): 3 clusters Score: Raw -981948.570846 + Penalty 2967.636403 = -978980.934442 nChanged 95 SP:Iteration 24Q (6979.335362 sec): 3 clusters Score: Raw -982007.790689 + Penalty 2967.636403 = -979040.154286 nChanged 85 SP:Iteration 25Q (6979.387291 sec): 3 clusters Score: Raw -982059.580744 + Penalty 2967.636403 = -979091.944340 nChanged 77 SP:Iteration 26Q (6979.441589 sec): 3 clusters Score: Raw -982100.924455 + Penalty 2967.636403 = -979133.288051 nChanged 67 SP:Iteration 27Q (6979.511124 sec): 3 clusters Score: Raw -982137.777064 + Penalty 2967.636403 = -979170.140660 nChanged 52 SP:Iteration 28Q (6979.568213 sec): 3 clusters Score: Raw -982165.892163 + Penalty 2967.636403 = -979198.255759 nChanged 32 SP:Iteration 29Q (6979.629103 sec): 3 clusters Score: Raw -982179.999971 + Penalty 2967.636403 = -979212.363567 nChanged 32 SP:Iteration 30Q (6979.687243 sec): 3 clusters Score: Raw -982195.708868 + Penalty 2967.636403 = -979228.072465 nChanged 27 SP:Iteration 31Q (6979.742624 sec): 3 clusters Score: Raw -982209.887483 + Penalty 2967.636403 = -979242.251080 nChanged 26 SP:Iteration 32Q (6979.786620 sec): 3 clusters Score: Raw -982220.343166 + Penalty 2967.636403 = -979252.706763 nChanged 14 SP:Iteration 33Q (6979.849364 sec): 3 clusters Score: Raw -982228.539926 + Penalty 2967.636403 = -979260.903523 nChanged 10 SP:Iteration 34Q (6979.901765 sec): 3 clusters Score: Raw -982234.205220 + Penalty 2967.636403 = -979266.568816 nChanged 13 SP:Iteration 35Q (6979.961858 sec): 3 clusters Score: Raw -982241.949043 + Penalty 2967.636403 = -979274.312640 nChanged 11 SP:Iteration 36Q (6980.018864 sec): 3 clusters Score: Raw -982247.420880 + Penalty 2967.636403 = -979279.784476 nChanged 12 SP:Iteration 37Q (6980.070773 sec): 3 clusters Score: Raw -982251.930096 + Penalty 2967.636403 = -979284.293693 nChanged 8 SP:Iteration 38Q (6980.125875 sec): 3 clusters Score: Raw -982254.806566 + Penalty 2967.636403 = -979287.170162 nChanged 6 SP:Iteration 39Q (6980.184149 sec): 3 clusters Score: Raw -982257.645704 + Penalty 2967.636403 = -979290.009300 nChanged 5 SP:Iteration 40F (6980.240516 sec): 3 clusters Score: Raw -982259.707599 + Penalty 2967.636403 = -979292.071195 nChanged 2 SP:Iteration 41Q (6980.297875 sec): 3 clusters Score: Raw -982260.594265 + Penalty 2967.636403 = -979292.957862 nChanged 3 SP:Iteration 42Q (6980.355691 sec): 3 clusters Score: Raw -982262.427912 + Penalty 2967.636403 = -979294.791509 nChanged 4 SP:Iteration 43Q (6980.412722 sec): 3 clusters Score: Raw -982264.083017 + Penalty 2967.636403 = -979296.446614 nChanged 4 SP:Iteration 44Q (6980.469916 sec): 3 clusters Score: Raw -982265.645015 + Penalty 2967.636403 = -979298.008612 nChanged 2 SP:Iteration 45Q (6980.526913 sec): 3 clusters Score: Raw -982266.721711 + Penalty 2967.636403 = -979299.085308 nChanged 2 SP:Iteration 46Q (6980.585247 sec): 3 clusters Score: Raw -982267.652432 + Penalty 2967.636403 = -979300.016029 nChanged 2 SP:Iteration 47Q (6980.636904 sec): 3 clusters Score: Raw -982268.665129 + Penalty 2967.636403 = -979301.028725 nChanged 3 SP:Iteration 48Q (6980.691590 sec): 3 clusters Score: Raw -982270.252285 + Penalty 2967.636403 = -979302.615882 nChanged 4 SP:Iteration 49Q (6980.752567 sec): 3 clusters Score: Raw -982271.815276 + Penalty 2967.636403 = -979304.178872 nChanged 4 SP:Iteration 50Q (6980.809565 sec): 3 clusters Score: Raw -982274.648055 + Penalty 2967.636403 = -979307.011652 nChanged 3 SP:Iteration 51Q (6980.863767 sec): 3 clusters Score: Raw -982276.674806 + Penalty 2967.636403 = -979309.038403 nChanged 4 SP:Iteration 52Q (6980.908798 sec): 3 clusters Score: Raw -982278.417235 + Penalty 2967.636403 = -979310.780831 nChanged 1 SP:Iteration 53Q (6980.968618 sec): 3 clusters Score: Raw -982278.806325 + Penalty 2967.636403 = -979311.169921 nChanged 2 SP:Iteration 54Q (6981.021945 sec): 3 clusters Score: Raw -982279.581455 + Penalty 2967.636403 = -979311.945052 nChanged 1 SP:Iteration 55Q (6981.071904 sec): 3 clusters Score: Raw -982280.114166 + Penalty 2967.636403 = -979312.477762 nChanged 2 SP:Iteration 56Q (6981.132607 sec): 3 clusters Score: Raw -982280.748885 + Penalty 2967.636403 = -979313.112482 nChanged 2 SP:Iteration 57Q (6981.181033 sec): 3 clusters Score: Raw -982282.027641 + Penalty 2967.636403 = -979314.391237 nChanged 2 SP:Iteration 58Q (6981.241754 sec): 3 clusters Score: Raw -982283.597130 + Penalty 2967.636403 = -979315.960726 nChanged 2 SP:Iteration 59Q (6981.290899 sec): 3 clusters Score: Raw -982284.467140 + Penalty 2967.636403 = -979316.830736 nChanged 2 SP:Iteration 60F (6981.354321 sec): 3 clusters Score: Raw -982285.380349 + Penalty 2967.636403 = -979317.743946 nChanged 1 SP:Iteration 61Q (6981.413276 sec): 3 clusters Score: Raw -982285.559670 + Penalty 2967.636403 = -979317.923267 nChanged 0 SP:Iteration 62F (6981.463272 sec): 3 clusters Score: Raw -982285.559670 + Penalty 2967.636403 = -979317.923267 nChanged 0 Trying to split cluster 36 (5327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6981.502488 sec): 2 clusters Score: Raw -566905.260611 + Penalty 1394.338320 = -565510.922292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6981.541559 sec): 3 clusters Score: Raw -564137.562806 + Penalty 2788.676640 = -561348.886166 nChanged 2196 SP:Iteration 1F (6981.605750 sec): 3 clusters Score: Raw -565463.329245 + Penalty 2788.676640 = -562674.652605 nChanged 383 SP:Iteration 2F (6981.663833 sec): 3 clusters Score: Raw -565681.371975 + Penalty 2788.676640 = -562892.695335 nChanged 264 SP:Iteration 3Q (6981.714695 sec): 3 clusters Score: Raw -565847.499556 + Penalty 2788.676640 = -563058.822917 nChanged 243 SP:Iteration 4Q (6981.757856 sec): 3 clusters Score: Raw -565985.959243 + Penalty 2788.676640 = -563197.282604 nChanged 197 SP:Iteration 5Q (6981.808026 sec): 3 clusters Score: Raw -566102.389717 + Penalty 2788.676640 = -563313.713077 nChanged 198 SP:Iteration 6Q (6981.853617 sec): 3 clusters Score: Raw -566223.336896 + Penalty 2788.676640 = -563434.660256 nChanged 182 SP:Iteration 7Q (6981.919094 sec): 3 clusters Score: Raw -566346.481880 + Penalty 2788.676640 = -563557.805241 nChanged 182 SP:Iteration 8Q (6981.975162 sec): 3 clusters Score: Raw -566462.017922 + Penalty 2788.676640 = -563673.341282 nChanged 147 SP:Iteration 9Q (6982.028101 sec): 3 clusters Score: Raw -566554.869725 + Penalty 2788.676640 = -563766.193086 nChanged 149 SP:Iteration 10Q (6982.072954 sec): 3 clusters Score: Raw -566654.031323 + Penalty 2788.676640 = -563865.354684 nChanged 146 SP:Iteration 11Q (6982.128031 sec): 3 clusters Score: Raw -566734.503471 + Penalty 2788.676640 = -563945.826831 nChanged 101 SP:Iteration 12Q (6982.192639 sec): 3 clusters Score: Raw -566781.746781 + Penalty 2788.676640 = -563993.070141 nChanged 88 SP:Iteration 13Q (6982.242310 sec): 3 clusters Score: Raw -566819.924929 + Penalty 2788.676640 = -564031.248289 nChanged 78 SP:Iteration 14Q (6982.296413 sec): 3 clusters Score: Raw -566851.898922 + Penalty 2788.676640 = -564063.222283 nChanged 59 SP:Iteration 15Q (6982.353551 sec): 3 clusters Score: Raw -566876.531264 + Penalty 2788.676640 = -564087.854625 nChanged 60 SP:Iteration 16Q (6982.401179 sec): 3 clusters Score: Raw -566908.614524 + Penalty 2788.676640 = -564119.937884 nChanged 54 SP:Iteration 17Q (6982.445077 sec): 3 clusters Score: Raw -566934.899802 + Penalty 2788.676640 = -564146.223162 nChanged 48 SP:Iteration 18Q (6982.496744 sec): 3 clusters Score: Raw -566960.709433 + Penalty 2788.676640 = -564172.032793 nChanged 45 SP:Iteration 19Q (6982.552021 sec): 3 clusters Score: Raw -566983.812862 + Penalty 2788.676640 = -564195.136223 nChanged 38 SP:Iteration 20F (6982.606208 sec): 3 clusters Score: Raw -567003.168291 + Penalty 2788.676640 = -564214.491651 nChanged 34 SP:Iteration 21Q (6982.668301 sec): 3 clusters Score: Raw -567022.036568 + Penalty 2788.676640 = -564233.359928 nChanged 44 SP:Iteration 22Q (6982.725709 sec): 3 clusters Score: Raw -567044.269355 + Penalty 2788.676640 = -564255.592716 nChanged 26 SP:Iteration 23Q (6982.784316 sec): 3 clusters Score: Raw -567058.725726 + Penalty 2788.676640 = -564270.049086 nChanged 28 SP:Iteration 24Q (6982.832720 sec): 3 clusters Score: Raw -567076.459160 + Penalty 2788.676640 = -564287.782520 nChanged 20 SP:Iteration 25Q (6982.882550 sec): 3 clusters Score: Raw -567087.337873 + Penalty 2788.676640 = -564298.661233 nChanged 17 SP:Iteration 26Q (6982.937827 sec): 3 clusters Score: Raw -567096.274277 + Penalty 2788.676640 = -564307.597637 nChanged 15 SP:Iteration 27Q (6982.999076 sec): 3 clusters Score: Raw -567100.874463 + Penalty 2788.676640 = -564312.197823 nChanged 9 SP:Iteration 28Q (6983.044816 sec): 3 clusters Score: Raw -567103.914153 + Penalty 2788.676640 = -564315.237513 nChanged 6 SP:Iteration 29Q (6983.104309 sec): 3 clusters Score: Raw -567106.235593 + Penalty 2788.676640 = -564317.558953 nChanged 5 SP:Iteration 30Q (6983.159195 sec): 3 clusters Score: Raw -567108.857424 + Penalty 2788.676640 = -564320.180784 nChanged 5 SP:Iteration 31Q (6983.203698 sec): 3 clusters Score: Raw -567111.797412 + Penalty 2788.676640 = -564323.120772 nChanged 9 SP:Iteration 32Q (6983.268122 sec): 3 clusters Score: Raw -567114.072991 + Penalty 2788.676640 = -564325.396351 nChanged 6 SP:Iteration 33Q (6983.311482 sec): 3 clusters Score: Raw -567116.107783 + Penalty 2788.676640 = -564327.431144 nChanged 0 SP:Iteration 34F (6983.369405 sec): 3 clusters Score: Raw -567116.107783 + Penalty 2788.676640 = -564327.431144 nChanged 0 Trying to split cluster 37 (1616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6983.394784 sec): 2 clusters Score: Raw -176329.227480 + Penalty 1200.502751 = -175128.724729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6983.444140 sec): 3 clusters Score: Raw -175703.944518 + Penalty 2401.005503 = -173302.939015 nChanged 532 SP:Iteration 1F (6983.479711 sec): 3 clusters Score: Raw -176075.035566 + Penalty 2401.005503 = -173674.030063 nChanged 122 SP:Iteration 2F (6983.528863 sec): 3 clusters Score: Raw -176188.124279 + Penalty 2401.005503 = -173787.118777 nChanged 73 SP:Iteration 3Q (6983.565402 sec): 3 clusters Score: Raw -176245.320477 + Penalty 2401.005503 = -173844.314975 nChanged 57 SP:Iteration 4Q (6983.619863 sec): 3 clusters Score: Raw -176290.139744 + Penalty 2401.005503 = -173889.134242 nChanged 37 SP:Iteration 5Q (6983.672687 sec): 3 clusters Score: Raw -176321.843254 + Penalty 2401.005503 = -173920.837751 nChanged 32 SP:Iteration 6Q (6983.709703 sec): 3 clusters Score: Raw -176349.462084 + Penalty 2401.005503 = -173948.456581 nChanged 36 SP:Iteration 7Q (6983.763213 sec): 3 clusters Score: Raw -176382.123914 + Penalty 2401.005503 = -173981.118412 nChanged 35 SP:Iteration 8Q (6983.796751 sec): 3 clusters Score: Raw -176415.710028 + Penalty 2401.005503 = -174014.704525 nChanged 37 SP:Iteration 9Q (6983.855443 sec): 3 clusters Score: Raw -176454.080220 + Penalty 2401.005503 = -174053.074717 nChanged 30 SP:Iteration 10Q (6983.902509 sec): 3 clusters Score: Raw -176481.314219 + Penalty 2401.005503 = -174080.308716 nChanged 29 SP:Iteration 11Q (6983.947068 sec): 3 clusters Score: Raw -176507.284933 + Penalty 2401.005503 = -174106.279430 nChanged 22 SP:Iteration 12Q (6983.996566 sec): 3 clusters Score: Raw -176528.058351 + Penalty 2401.005503 = -174127.052849 nChanged 32 SP:Iteration 13Q (6984.042730 sec): 3 clusters Score: Raw -176547.592134 + Penalty 2401.005503 = -174146.586632 nChanged 28 SP:Iteration 14Q (6984.083051 sec): 3 clusters Score: Raw -176572.109388 + Penalty 2401.005503 = -174171.103885 nChanged 28 SP:Iteration 15Q (6984.138346 sec): 3 clusters Score: Raw -176592.551990 + Penalty 2401.005503 = -174191.546487 nChanged 21 SP:Iteration 16Q (6984.174735 sec): 3 clusters Score: Raw -176605.513702 + Penalty 2401.005503 = -174204.508200 nChanged 13 SP:Iteration 17Q (6984.218832 sec): 3 clusters Score: Raw -176613.565907 + Penalty 2401.005503 = -174212.560404 nChanged 12 SP:Iteration 18Q (6984.271383 sec): 3 clusters Score: Raw -176619.655223 + Penalty 2401.005503 = -174218.649720 nChanged 9 SP:Iteration 19Q (6984.308789 sec): 3 clusters Score: Raw -176623.739719 + Penalty 2401.005503 = -174222.734217 nChanged 5 SP:Iteration 20F (6984.357292 sec): 3 clusters Score: Raw -176626.389165 + Penalty 2401.005503 = -174225.383662 nChanged 5 SP:Iteration 21Q (6984.410491 sec): 3 clusters Score: Raw -176628.978918 + Penalty 2401.005503 = -174227.973415 nChanged 1 SP:Iteration 22Q (6984.456167 sec): 3 clusters Score: Raw -176629.531774 + Penalty 2401.005503 = -174228.526272 nChanged 1 SP:Iteration 23Q (6984.503952 sec): 3 clusters Score: Raw -176630.629578 + Penalty 2401.005503 = -174229.624075 nChanged 3 SP:Iteration 24Q (6984.548233 sec): 3 clusters Score: Raw -176631.414847 + Penalty 2401.005503 = -174230.409345 nChanged 2 SP:Iteration 25Q (6984.596993 sec): 3 clusters Score: Raw -176632.134904 + Penalty 2401.005503 = -174231.129401 nChanged 2 SP:Iteration 26Q (6984.641286 sec): 3 clusters Score: Raw -176632.503790 + Penalty 2401.005503 = -174231.498287 nChanged 2 SP:Iteration 27Q (6984.693334 sec): 3 clusters Score: Raw -176633.125542 + Penalty 2401.005503 = -174232.120039 nChanged 0 SP:Iteration 28F (6984.732682 sec): 3 clusters Score: Raw -176633.125542 + Penalty 2401.005503 = -174232.120039 nChanged 0 Trying to split cluster 38 (26189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6984.799763 sec): 2 clusters Score: Raw -2859076.159019 + Penalty 1653.127898 = -2857423.031121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6984.886237 sec): 3 clusters Score: Raw -2842997.980281 + Penalty 3306.255795 = -2839691.724486 nChanged 12133 SP:Iteration 1F (6984.974919 sec): 3 clusters Score: Raw -2849854.005879 + Penalty 3306.255795 = -2846547.750084 nChanged 1380 SP:Iteration 2F (6985.067199 sec): 3 clusters Score: Raw -2850383.398933 + Penalty 3306.255795 = -2847077.143138 nChanged 1336 SP:Iteration 3F (6985.152639 sec): 3 clusters Score: Raw -2850927.600682 + Penalty 3306.255795 = -2847621.344887 nChanged 1360 SP:Iteration 4F (6985.236636 sec): 3 clusters Score: Raw -2851605.184087 + Penalty 3306.255795 = -2848298.928292 nChanged 1495 SP:Iteration 5F (6985.314546 sec): 3 clusters Score: Raw -2852523.085964 + Penalty 3306.255795 = -2849216.830169 nChanged 1635 SP:Iteration 6F (6985.404297 sec): 3 clusters Score: Raw -2853660.262866 + Penalty 3306.255795 = -2850354.007071 nChanged 1583 SP:Iteration 7F (6985.481432 sec): 3 clusters Score: Raw -2854820.501587 + Penalty 3306.255795 = -2851514.245791 nChanged 1378 SP:Iteration 8F (6985.576462 sec): 3 clusters Score: Raw -2855963.623378 + Penalty 3306.255795 = -2852657.367583 nChanged 1171 SP:Iteration 9Q (6985.668163 sec): 3 clusters Score: Raw -2856913.941170 + Penalty 3306.255795 = -2853607.685375 nChanged 856 SP:Iteration 10Q (6985.762015 sec): 3 clusters Score: Raw -2857587.570807 + Penalty 3306.255795 = -2854281.315012 nChanged 669 SP:Iteration 11Q (6985.851860 sec): 3 clusters Score: Raw -2858032.168337 + Penalty 3306.255795 = -2854725.912541 nChanged 483 SP:Iteration 12Q (6985.945045 sec): 3 clusters Score: Raw -2858289.322384 + Penalty 3306.255795 = -2854983.066589 nChanged 351 SP:Iteration 13Q (6986.026432 sec): 3 clusters Score: Raw -2858454.239220 + Penalty 3306.255795 = -2855147.983425 nChanged 260 SP:Iteration 14Q (6986.120560 sec): 3 clusters Score: Raw -2858565.634186 + Penalty 3306.255795 = -2855259.378391 nChanged 217 SP:Iteration 15Q (6986.195105 sec): 3 clusters Score: Raw -2858667.972931 + Penalty 3306.255795 = -2855361.717136 nChanged 181 SP:Iteration 16Q (6986.271589 sec): 3 clusters Score: Raw -2858735.040008 + Penalty 3306.255795 = -2855428.784213 nChanged 150 SP:Iteration 17Q (6986.354878 sec): 3 clusters Score: Raw -2858806.759354 + Penalty 3306.255795 = -2855500.503559 nChanged 157 SP:Iteration 18Q (6986.433582 sec): 3 clusters Score: Raw -2858872.986559 + Penalty 3306.255795 = -2855566.730764 nChanged 152 SP:Iteration 19Q (6986.522436 sec): 3 clusters Score: Raw -2858947.612462 + Penalty 3306.255795 = -2855641.356666 nChanged 148 SP:Iteration 20F (6986.603877 sec): 3 clusters Score: Raw -2859032.597278 + Penalty 3306.255795 = -2855726.341482 nChanged 148 SP:Iteration 21Q (6986.683758 sec): 3 clusters Score: Raw -2859116.308171 + Penalty 3306.255795 = -2855810.052375 nChanged 136 SP:Iteration 22Q (6986.771245 sec): 3 clusters Score: Raw -2859191.442452 + Penalty 3306.255795 = -2855885.186656 nChanged 131 SP:Iteration 23Q (6986.848619 sec): 3 clusters Score: Raw -2859252.648406 + Penalty 3306.255795 = -2855946.392611 nChanged 110 SP:Iteration 24Q (6986.932300 sec): 3 clusters Score: Raw -2859304.893828 + Penalty 3306.255795 = -2855998.638033 nChanged 99 SP:Iteration 25Q (6987.002583 sec): 3 clusters Score: Raw -2859345.707931 + Penalty 3306.255795 = -2856039.452136 nChanged 93 SP:Iteration 26Q (6987.093310 sec): 3 clusters Score: Raw -2859383.849212 + Penalty 3306.255795 = -2856077.593417 nChanged 90 SP:Iteration 27Q (6987.177274 sec): 3 clusters Score: Raw -2859420.494900 + Penalty 3306.255795 = -2856114.239105 nChanged 94 SP:Iteration 28Q (6987.259943 sec): 3 clusters Score: Raw -2859453.672772 + Penalty 3306.255795 = -2856147.416977 nChanged 60 SP:Iteration 29Q (6987.337868 sec): 3 clusters Score: Raw -2859470.014270 + Penalty 3306.255795 = -2856163.758475 nChanged 42 SP:Iteration 30Q (6987.420540 sec): 3 clusters Score: Raw -2859480.569350 + Penalty 3306.255795 = -2856174.313555 nChanged 42 SP:Iteration 31Q (6987.495173 sec): 3 clusters Score: Raw -2859490.816759 + Penalty 3306.255795 = -2856184.560964 nChanged 39 SP:Iteration 32Q (6987.580586 sec): 3 clusters Score: Raw -2859500.503295 + Penalty 3306.255795 = -2856194.247500 nChanged 37 SP:Iteration 33Q (6987.650950 sec): 3 clusters Score: Raw -2859509.206141 + Penalty 3306.255795 = -2856202.950346 nChanged 24 SP:Iteration 34Q (6987.731451 sec): 3 clusters Score: Raw -2859513.950940 + Penalty 3306.255795 = -2856207.695145 nChanged 19 SP:Iteration 35Q (6987.824525 sec): 3 clusters Score: Raw -2859516.581751 + Penalty 3306.255795 = -2856210.325956 nChanged 17 SP:Iteration 36Q (6987.906035 sec): 3 clusters Score: Raw -2859519.529779 + Penalty 3306.255795 = -2856213.273984 nChanged 16 SP:Iteration 37Q (6987.993247 sec): 3 clusters Score: Raw -2859521.410316 + Penalty 3306.255795 = -2856215.154521 nChanged 10 SP:Iteration 38Q (6988.078147 sec): 3 clusters Score: Raw -2859522.713388 + Penalty 3306.255795 = -2856216.457592 nChanged 10 SP:Iteration 39Q (6988.158903 sec): 3 clusters Score: Raw -2859523.890995 + Penalty 3306.255795 = -2856217.635199 nChanged 10 SP:Iteration 40F (6988.252137 sec): 3 clusters Score: Raw -2859525.964093 + Penalty 3306.255795 = -2856219.708297 nChanged 12 SP:Iteration 41Q (6988.334257 sec): 3 clusters Score: Raw -2859528.372726 + Penalty 3306.255795 = -2856222.116931 nChanged 12 SP:Iteration 42Q (6988.421269 sec): 3 clusters Score: Raw -2859530.824345 + Penalty 3306.255795 = -2856224.568550 nChanged 13 SP:Iteration 43Q (6988.505033 sec): 3 clusters Score: Raw -2859533.035018 + Penalty 3306.255795 = -2856226.779222 nChanged 10 SP:Iteration 44Q (6988.581261 sec): 3 clusters Score: Raw -2859534.715527 + Penalty 3306.255795 = -2856228.459731 nChanged 7 SP:Iteration 45Q (6988.649857 sec): 3 clusters Score: Raw -2859535.474253 + Penalty 3306.255795 = -2856229.218458 nChanged 2 SP:Iteration 46Q (6988.736892 sec): 3 clusters Score: Raw -2859535.756524 + Penalty 3306.255795 = -2856229.500729 nChanged 8 SP:Iteration 47Q (6988.821807 sec): 3 clusters Score: Raw -2859537.330836 + Penalty 3306.255795 = -2856231.075041 nChanged 9 SP:Iteration 48Q (6988.904134 sec): 3 clusters Score: Raw -2859538.821676 + Penalty 3306.255795 = -2856232.565881 nChanged 12 SP:Iteration 49Q (6988.985259 sec): 3 clusters Score: Raw -2859540.697468 + Penalty 3306.255795 = -2856234.441673 nChanged 9 SP:Iteration 50Q (6989.068496 sec): 3 clusters Score: Raw -2859541.893149 + Penalty 3306.255795 = -2856235.637353 nChanged 7 SP:Iteration 51Q (6989.138987 sec): 3 clusters Score: Raw -2859542.979555 + Penalty 3306.255795 = -2856236.723760 nChanged 5 SP:Iteration 52Q (6989.228474 sec): 3 clusters Score: Raw -2859543.836203 + Penalty 3306.255795 = -2856237.580408 nChanged 7 SP:Iteration 53Q (6989.307850 sec): 3 clusters Score: Raw -2859544.891320 + Penalty 3306.255795 = -2856238.635525 nChanged 5 SP:Iteration 54Q (6989.390983 sec): 3 clusters Score: Raw -2859545.444632 + Penalty 3306.255795 = -2856239.188837 nChanged 1 SP:Iteration 55Q (6989.468232 sec): 3 clusters Score: Raw -2859545.633108 + Penalty 3306.255795 = -2856239.377313 nChanged 1 SP:Iteration 56Q (6989.552306 sec): 3 clusters Score: Raw -2859545.761778 + Penalty 3306.255795 = -2856239.505983 nChanged 5 SP:Iteration 57Q (6989.630123 sec): 3 clusters Score: Raw -2859546.493090 + Penalty 3306.255795 = -2856240.237294 nChanged 5 SP:Iteration 58Q (6989.704982 sec): 3 clusters Score: Raw -2859547.415431 + Penalty 3306.255795 = -2856241.159636 nChanged 9 SP:Iteration 59Q (6989.794954 sec): 3 clusters Score: Raw -2859548.505868 + Penalty 3306.255795 = -2856242.250073 nChanged 7 SP:Iteration 60F (6989.878645 sec): 3 clusters Score: Raw -2859549.508393 + Penalty 3306.255795 = -2856243.252598 nChanged 3 SP:Iteration 61Q (6989.969688 sec): 3 clusters Score: Raw -2859549.995246 + Penalty 3306.255795 = -2856243.739451 nChanged 7 SP:Iteration 62Q (6990.049602 sec): 3 clusters Score: Raw -2859551.347444 + Penalty 3306.255795 = -2856245.091649 nChanged 6 SP:Iteration 63Q (6990.137789 sec): 3 clusters Score: Raw -2859552.473253 + Penalty 3306.255795 = -2856246.217458 nChanged 6 SP:Iteration 64Q (6990.209873 sec): 3 clusters Score: Raw -2859553.455120 + Penalty 3306.255795 = -2856247.199325 nChanged 7 SP:Iteration 65Q (6990.291318 sec): 3 clusters Score: Raw -2859554.230900 + Penalty 3306.255795 = -2856247.975105 nChanged 6 SP:Iteration 66Q (6990.381676 sec): 3 clusters Score: Raw -2859555.060936 + Penalty 3306.255795 = -2856248.805141 nChanged 3 SP:Iteration 67Q (6990.452960 sec): 3 clusters Score: Raw -2859555.699791 + Penalty 3306.255795 = -2856249.443996 nChanged 3 SP:Iteration 68Q (6990.523173 sec): 3 clusters Score: Raw -2859556.071488 + Penalty 3306.255795 = -2856249.815693 nChanged 3 SP:Iteration 69Q (6990.596661 sec): 3 clusters Score: Raw -2859556.563664 + Penalty 3306.255795 = -2856250.307869 nChanged 1 SP:Iteration 70Q (6990.670313 sec): 3 clusters Score: Raw -2859556.686664 + Penalty 3306.255795 = -2856250.430869 nChanged 0 SP:Iteration 71F (6990.759759 sec): 3 clusters Score: Raw -2859556.686664 + Penalty 3306.255795 = -2856250.430869 nChanged 0 Trying to split cluster 39 (2146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6990.792582 sec): 2 clusters Score: Raw -215805.351670 + Penalty 1246.596150 = -214558.755520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6990.835883 sec): 3 clusters Score: Raw -214885.255062 + Penalty 2493.192300 = -212392.062762 nChanged 765 SP:Iteration 1F (6990.871230 sec): 3 clusters Score: Raw -215358.342191 + Penalty 2493.192300 = -212865.149891 nChanged 175 SP:Iteration 2F (6990.916567 sec): 3 clusters Score: Raw -215494.744841 + Penalty 2493.192300 = -213001.552541 nChanged 105 SP:Iteration 3Q (6990.961272 sec): 3 clusters Score: Raw -215577.914042 + Penalty 2493.192300 = -213084.721742 nChanged 85 SP:Iteration 4Q (6991.004090 sec): 3 clusters Score: Raw -215643.450940 + Penalty 2493.192300 = -213150.258640 nChanged 54 SP:Iteration 5Q (6991.048778 sec): 3 clusters Score: Raw -215680.800928 + Penalty 2493.192300 = -213187.608628 nChanged 44 SP:Iteration 6Q (6991.094210 sec): 3 clusters Score: Raw -215712.483503 + Penalty 2493.192300 = -213219.291203 nChanged 44 SP:Iteration 7Q (6991.130942 sec): 3 clusters Score: Raw -215745.187239 + Penalty 2493.192300 = -213251.994939 nChanged 39 SP:Iteration 8Q (6991.181061 sec): 3 clusters Score: Raw -215774.918379 + Penalty 2493.192300 = -213281.726079 nChanged 37 SP:Iteration 9Q (6991.219009 sec): 3 clusters Score: Raw -215796.160979 + Penalty 2493.192300 = -213302.968679 nChanged 30 SP:Iteration 10Q (6991.264284 sec): 3 clusters Score: Raw -215815.605933 + Penalty 2493.192300 = -213322.413633 nChanged 26 SP:Iteration 11Q (6991.313092 sec): 3 clusters Score: Raw -215833.883577 + Penalty 2493.192300 = -213340.691277 nChanged 26 SP:Iteration 12Q (6991.358808 sec): 3 clusters Score: Raw -215849.634325 + Penalty 2493.192300 = -213356.442025 nChanged 23 SP:Iteration 13Q (6991.406529 sec): 3 clusters Score: Raw -215865.018229 + Penalty 2493.192300 = -213371.825928 nChanged 16 SP:Iteration 14Q (6991.448449 sec): 3 clusters Score: Raw -215875.807904 + Penalty 2493.192300 = -213382.615604 nChanged 18 SP:Iteration 15Q (6991.496341 sec): 3 clusters Score: Raw -215884.623760 + Penalty 2493.192300 = -213391.431460 nChanged 15 SP:Iteration 16Q (6991.540337 sec): 3 clusters Score: Raw -215894.148698 + Penalty 2493.192300 = -213400.956398 nChanged 14 SP:Iteration 17Q (6991.574482 sec): 3 clusters Score: Raw -215901.012697 + Penalty 2493.192300 = -213407.820397 nChanged 12 SP:Iteration 18Q (6991.624898 sec): 3 clusters Score: Raw -215907.237386 + Penalty 2493.192300 = -213414.045086 nChanged 9 SP:Iteration 19Q (6991.668211 sec): 3 clusters Score: Raw -215911.564713 + Penalty 2493.192300 = -213418.372413 nChanged 11 SP:Iteration 20F (6991.708062 sec): 3 clusters Score: Raw -215916.129567 + Penalty 2493.192300 = -213422.937267 nChanged 6 SP:Iteration 21Q (6991.753367 sec): 3 clusters Score: Raw -215918.725509 + Penalty 2493.192300 = -213425.533209 nChanged 10 SP:Iteration 22Q (6991.798679 sec): 3 clusters Score: Raw -215924.142372 + Penalty 2493.192300 = -213430.950071 nChanged 14 SP:Iteration 23Q (6991.842341 sec): 3 clusters Score: Raw -215932.937389 + Penalty 2493.192300 = -213439.745089 nChanged 10 SP:Iteration 24Q (6991.895664 sec): 3 clusters Score: Raw -215937.951929 + Penalty 2493.192300 = -213444.759629 nChanged 6 SP:Iteration 25Q (6991.931147 sec): 3 clusters Score: Raw -215944.360034 + Penalty 2493.192300 = -213451.167734 nChanged 10 SP:Iteration 26Q (6991.973046 sec): 3 clusters Score: Raw -215950.462217 + Penalty 2493.192300 = -213457.269917 nChanged 6 SP:Iteration 27Q (6992.012673 sec): 3 clusters Score: Raw -215955.284007 + Penalty 2493.192300 = -213462.091707 nChanged 7 SP:Iteration 28Q (6992.062924 sec): 3 clusters Score: Raw -215959.797355 + Penalty 2493.192300 = -213466.605055 nChanged 8 SP:Iteration 29Q (6992.110909 sec): 3 clusters Score: Raw -215963.675351 + Penalty 2493.192300 = -213470.483051 nChanged 8 SP:Iteration 30Q (6992.156171 sec): 3 clusters Score: Raw -215966.960920 + Penalty 2493.192300 = -213473.768620 nChanged 4 SP:Iteration 31Q (6992.190112 sec): 3 clusters Score: Raw -215968.588056 + Penalty 2493.192300 = -213475.395756 nChanged 6 SP:Iteration 32Q (6992.225383 sec): 3 clusters Score: Raw -215971.546766 + Penalty 2493.192300 = -213478.354466 nChanged 5 SP:Iteration 33Q (6992.275587 sec): 3 clusters Score: Raw -215973.481306 + Penalty 2493.192300 = -213480.289006 nChanged 3 SP:Iteration 34Q (6992.314622 sec): 3 clusters Score: Raw -215974.432397 + Penalty 2493.192300 = -213481.240097 nChanged 1 SP:Iteration 35Q (6992.362218 sec): 3 clusters Score: Raw -215974.972073 + Penalty 2493.192300 = -213481.779773 nChanged 1 SP:Iteration 36Q (6992.406653 sec): 3 clusters Score: Raw -215975.410404 + Penalty 2493.192300 = -213482.218104 nChanged 2 SP:Iteration 37Q (6992.455484 sec): 3 clusters Score: Raw -215976.482266 + Penalty 2493.192300 = -213483.289966 nChanged 2 SP:Iteration 38Q (6992.496791 sec): 3 clusters Score: Raw -215977.243742 + Penalty 2493.192300 = -213484.051442 nChanged 3 SP:Iteration 39Q (6992.540434 sec): 3 clusters Score: Raw -215977.971372 + Penalty 2493.192300 = -213484.779072 nChanged 1 SP:Iteration 40F (6992.582707 sec): 3 clusters Score: Raw -215978.709008 + Penalty 2493.192300 = -213485.516708 nChanged 1 SP:Iteration 41Q (6992.627366 sec): 3 clusters Score: Raw -215978.867082 + Penalty 2493.192300 = -213485.674782 nChanged 0 SP:Iteration 42F (6992.672698 sec): 3 clusters Score: Raw -215978.867082 + Penalty 2493.192300 = -213485.674782 nChanged 0 Trying to split cluster 40 (5859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6992.717322 sec): 2 clusters Score: Raw -611457.613769 + Penalty 1409.806811 = -610047.806959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6992.771921 sec): 3 clusters Score: Raw -608371.491470 + Penalty 2819.613621 = -605551.877849 nChanged 2369 SP:Iteration 1F (6992.813350 sec): 3 clusters Score: Raw -609637.553404 + Penalty 2819.613621 = -606817.939782 nChanged 398 SP:Iteration 2F (6992.880143 sec): 3 clusters Score: Raw -609850.677805 + Penalty 2819.613621 = -607031.064184 nChanged 327 SP:Iteration 3F (6992.936097 sec): 3 clusters Score: Raw -610012.742447 + Penalty 2819.613621 = -607193.128826 nChanged 307 SP:Iteration 4F (6992.980740 sec): 3 clusters Score: Raw -610190.597081 + Penalty 2819.613621 = -607370.983460 nChanged 304 SP:Iteration 5F (6993.040469 sec): 3 clusters Score: Raw -610386.506324 + Penalty 2819.613621 = -607566.892702 nChanged 303 SP:Iteration 6F (6993.097689 sec): 3 clusters Score: Raw -610601.257904 + Penalty 2819.613621 = -607781.644283 nChanged 299 SP:Iteration 7F (6993.151951 sec): 3 clusters Score: Raw -610812.520996 + Penalty 2819.613621 = -607992.907375 nChanged 268 SP:Iteration 8Q (6993.203228 sec): 3 clusters Score: Raw -611005.681638 + Penalty 2819.613621 = -608186.068017 nChanged 233 SP:Iteration 9Q (6993.251730 sec): 3 clusters Score: Raw -611175.697648 + Penalty 2819.613621 = -608356.084027 nChanged 197 SP:Iteration 10Q (6993.314127 sec): 3 clusters Score: Raw -611320.056992 + Penalty 2819.613621 = -608500.443371 nChanged 163 SP:Iteration 11Q (6993.358643 sec): 3 clusters Score: Raw -611427.191203 + Penalty 2819.613621 = -608607.577582 nChanged 132 SP:Iteration 12Q (6993.410597 sec): 3 clusters Score: Raw -611507.607546 + Penalty 2819.613621 = -608687.993925 nChanged 110 SP:Iteration 13Q (6993.471800 sec): 3 clusters Score: Raw -611560.246354 + Penalty 2819.613621 = -608740.632732 nChanged 74 SP:Iteration 14Q (6993.520530 sec): 3 clusters Score: Raw -611595.458483 + Penalty 2819.613621 = -608775.844862 nChanged 62 SP:Iteration 15Q (6993.576725 sec): 3 clusters Score: Raw -611614.915280 + Penalty 2819.613621 = -608795.301658 nChanged 38 SP:Iteration 16Q (6993.637130 sec): 3 clusters Score: Raw -611628.057619 + Penalty 2819.613621 = -608808.443997 nChanged 34 SP:Iteration 17Q (6993.694128 sec): 3 clusters Score: Raw -611643.715743 + Penalty 2819.613621 = -608824.102122 nChanged 21 SP:Iteration 18Q (6993.754063 sec): 3 clusters Score: Raw -611650.299522 + Penalty 2819.613621 = -608830.685900 nChanged 20 SP:Iteration 19Q (6993.797472 sec): 3 clusters Score: Raw -611655.931702 + Penalty 2819.613621 = -608836.318081 nChanged 15 SP:Iteration 20F (6993.860831 sec): 3 clusters Score: Raw -611661.810483 + Penalty 2819.613621 = -608842.196862 nChanged 15 SP:Iteration 21Q (6993.908535 sec): 3 clusters Score: Raw -611666.213999 + Penalty 2819.613621 = -608846.600378 nChanged 13 SP:Iteration 22Q (6993.965017 sec): 3 clusters Score: Raw -611670.600201 + Penalty 2819.613621 = -608850.986579 nChanged 13 SP:Iteration 23Q (6994.014083 sec): 3 clusters Score: Raw -611674.914239 + Penalty 2819.613621 = -608855.300617 nChanged 9 SP:Iteration 24Q (6994.069613 sec): 3 clusters Score: Raw -611678.821647 + Penalty 2819.613621 = -608859.208026 nChanged 10 SP:Iteration 25Q (6994.134598 sec): 3 clusters Score: Raw -611682.614411 + Penalty 2819.613621 = -608863.000790 nChanged 12 SP:Iteration 26Q (6994.190951 sec): 3 clusters Score: Raw -611686.651173 + Penalty 2819.613621 = -608867.037552 nChanged 11 SP:Iteration 27Q (6994.250197 sec): 3 clusters Score: Raw -611688.566954 + Penalty 2819.613621 = -608868.953333 nChanged 5 SP:Iteration 28Q (6994.302252 sec): 3 clusters Score: Raw -611689.964682 + Penalty 2819.613621 = -608870.351060 nChanged 1 SP:Iteration 29Q (6994.350878 sec): 3 clusters Score: Raw -611690.115501 + Penalty 2819.613621 = -608870.501879 nChanged 1 SP:Iteration 30Q (6994.406017 sec): 3 clusters Score: Raw -611690.251853 + Penalty 2819.613621 = -608870.638232 nChanged 1 SP:Iteration 31Q (6994.472493 sec): 3 clusters Score: Raw -611690.346958 + Penalty 2819.613621 = -608870.733336 nChanged 0 SP:Iteration 32F (6994.518253 sec): 3 clusters Score: Raw -611690.346958 + Penalty 2819.613621 = -608870.733336 nChanged 0 Trying to split cluster 41 (28258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6994.582723 sec): 2 clusters Score: Raw -2965417.532304 + Penalty 1665.483931 = -2963752.048373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6994.680242 sec): 3 clusters Score: Raw -2948117.455650 + Penalty 3330.967862 = -2944786.487788 nChanged 12955 SP:Iteration 1F (6994.770740 sec): 3 clusters Score: Raw -2955810.088705 + Penalty 3330.967862 = -2952479.120843 nChanged 1587 SP:Iteration 2F (6994.867630 sec): 3 clusters Score: Raw -2956577.396197 + Penalty 3330.967862 = -2953246.428336 nChanged 1542 SP:Iteration 3F (6994.959123 sec): 3 clusters Score: Raw -2957362.902002 + Penalty 3330.967862 = -2954031.934140 nChanged 1540 SP:Iteration 4F (6995.050090 sec): 3 clusters Score: Raw -2958224.198691 + Penalty 3330.967862 = -2954893.230829 nChanged 1555 SP:Iteration 5F (6995.130190 sec): 3 clusters Score: Raw -2959180.606184 + Penalty 3330.967862 = -2955849.638323 nChanged 1619 SP:Iteration 6F (6995.230967 sec): 3 clusters Score: Raw -2960343.087014 + Penalty 3330.967862 = -2957012.119153 nChanged 1629 SP:Iteration 7F (6995.312718 sec): 3 clusters Score: Raw -2961530.257106 + Penalty 3330.967862 = -2958199.289244 nChanged 1482 SP:Iteration 8F (6995.404629 sec): 3 clusters Score: Raw -2962437.811413 + Penalty 3330.967862 = -2959106.843551 nChanged 1089 SP:Iteration 9Q (6995.500299 sec): 3 clusters Score: Raw -2962921.123424 + Penalty 3330.967862 = -2959590.155562 nChanged 703 SP:Iteration 10Q (6995.591312 sec): 3 clusters Score: Raw -2963130.157993 + Penalty 3330.967862 = -2959799.190131 nChanged 475 SP:Iteration 11Q (6995.692736 sec): 3 clusters Score: Raw -2963257.517738 + Penalty 3330.967862 = -2959926.549877 nChanged 394 SP:Iteration 12Q (6995.791854 sec): 3 clusters Score: Raw -2963364.260437 + Penalty 3330.967862 = -2960033.292575 nChanged 377 SP:Iteration 13Q (6995.883995 sec): 3 clusters Score: Raw -2963471.125757 + Penalty 3330.967862 = -2960140.157895 nChanged 372 SP:Iteration 14Q (6995.974872 sec): 3 clusters Score: Raw -2963585.233587 + Penalty 3330.967862 = -2960254.265725 nChanged 373 SP:Iteration 15Q (6996.071496 sec): 3 clusters Score: Raw -2963690.644655 + Penalty 3330.967862 = -2960359.676793 nChanged 347 SP:Iteration 16Q (6996.160150 sec): 3 clusters Score: Raw -2963787.286674 + Penalty 3330.967862 = -2960456.318813 nChanged 338 SP:Iteration 17Q (6996.251863 sec): 3 clusters Score: Raw -2963890.780556 + Penalty 3330.967862 = -2960559.812694 nChanged 351 SP:Iteration 18Q (6996.334420 sec): 3 clusters Score: Raw -2963989.869471 + Penalty 3330.967862 = -2960658.901610 nChanged 310 SP:Iteration 19Q (6996.420728 sec): 3 clusters Score: Raw -2964065.035919 + Penalty 3330.967862 = -2960734.068057 nChanged 270 SP:Iteration 20F (6996.508832 sec): 3 clusters Score: Raw -2964130.192589 + Penalty 3330.967862 = -2960799.224727 nChanged 273 SP:Iteration 21Q (6996.600404 sec): 3 clusters Score: Raw -2964193.885560 + Penalty 3330.967862 = -2960862.917698 nChanged 258 SP:Iteration 22Q (6996.685639 sec): 3 clusters Score: Raw -2964260.802768 + Penalty 3330.967862 = -2960929.834907 nChanged 235 SP:Iteration 23Q (6996.791117 sec): 3 clusters Score: Raw -2964314.134275 + Penalty 3330.967862 = -2960983.166413 nChanged 214 SP:Iteration 24Q (6996.877529 sec): 3 clusters Score: Raw -2964360.170325 + Penalty 3330.967862 = -2961029.202463 nChanged 206 SP:Iteration 25Q (6996.972319 sec): 3 clusters Score: Raw -2964409.057156 + Penalty 3330.967862 = -2961078.089294 nChanged 199 SP:Iteration 26Q (6997.052940 sec): 3 clusters Score: Raw -2964451.126220 + Penalty 3330.967862 = -2961120.158359 nChanged 203 SP:Iteration 27Q (6997.141231 sec): 3 clusters Score: Raw -2964493.641307 + Penalty 3330.967862 = -2961162.673445 nChanged 194 SP:Iteration 28Q (6997.235605 sec): 3 clusters Score: Raw -2964544.989986 + Penalty 3330.967862 = -2961214.022124 nChanged 218 SP:Iteration 29Q (6997.320644 sec): 3 clusters Score: Raw -2964608.143399 + Penalty 3330.967862 = -2961277.175537 nChanged 206 SP:Iteration 30Q (6997.421090 sec): 3 clusters Score: Raw -2964670.738209 + Penalty 3330.967862 = -2961339.770347 nChanged 233 SP:Iteration 31Q (6997.501882 sec): 3 clusters Score: Raw -2964743.021920 + Penalty 3330.967862 = -2961412.054059 nChanged 234 SP:Iteration 32Q (6997.572518 sec): 3 clusters Score: Raw -2964826.097300 + Penalty 3330.967862 = -2961495.129438 nChanged 218 SP:Iteration 33Q (6997.665849 sec): 3 clusters Score: Raw -2964905.638287 + Penalty 3330.967862 = -2961574.670425 nChanged 201 SP:Iteration 34Q (6997.756448 sec): 3 clusters Score: Raw -2964977.214673 + Penalty 3330.967862 = -2961646.246811 nChanged 214 SP:Iteration 35Q (6997.844075 sec): 3 clusters Score: Raw -2965065.430435 + Penalty 3330.967862 = -2961734.462573 nChanged 192 SP:Iteration 36Q (6997.924536 sec): 3 clusters Score: Raw -2965134.603276 + Penalty 3330.967862 = -2961803.635415 nChanged 173 SP:Iteration 37Q (6998.011491 sec): 3 clusters Score: Raw -2965193.342137 + Penalty 3330.967862 = -2961862.374276 nChanged 174 SP:Iteration 38Q (6998.106832 sec): 3 clusters Score: Raw -2965250.683417 + Penalty 3330.967862 = -2961919.715556 nChanged 169 SP:Iteration 39Q (6998.185529 sec): 3 clusters Score: Raw -2965300.343005 + Penalty 3330.967862 = -2961969.375143 nChanged 160 SP:Iteration 40F (6998.274303 sec): 3 clusters Score: Raw -2965341.387944 + Penalty 3330.967862 = -2962010.420082 nChanged 129 SP:Iteration 41Q (6998.368552 sec): 3 clusters Score: Raw -2965376.107341 + Penalty 3330.967862 = -2962045.139479 nChanged 149 SP:Iteration 42Q (6998.457995 sec): 3 clusters Score: Raw -2965412.663663 + Penalty 3330.967862 = -2962081.695802 nChanged 136 SP:Iteration 43Q (6998.546303 sec): 3 clusters Score: Raw -2965442.381158 + Penalty 3330.967862 = -2962111.413297 nChanged 111 SP:Iteration 44Q (6998.630977 sec): 3 clusters Score: Raw -2965466.436251 + Penalty 3330.967862 = -2962135.468389 nChanged 93 SP:Iteration 45Q (6998.718960 sec): 3 clusters Score: Raw -2965487.987113 + Penalty 3330.967862 = -2962157.019251 nChanged 95 SP:Iteration 46Q (6998.813382 sec): 3 clusters Score: Raw -2965510.193825 + Penalty 3330.967862 = -2962179.225963 nChanged 92 SP:Iteration 47Q (6998.901512 sec): 3 clusters Score: Raw -2965528.711212 + Penalty 3330.967862 = -2962197.743350 nChanged 82 SP:Iteration 48Q (6998.988494 sec): 3 clusters Score: Raw -2965543.484399 + Penalty 3330.967862 = -2962212.516538 nChanged 73 SP:Iteration 49Q (6999.075045 sec): 3 clusters Score: Raw -2965555.276094 + Penalty 3330.967862 = -2962224.308233 nChanged 57 SP:Iteration 50Q (6999.160929 sec): 3 clusters Score: Raw -2965562.768999 + Penalty 3330.967862 = -2962231.801138 nChanged 47 SP:Iteration 51Q (6999.245904 sec): 3 clusters Score: Raw -2965568.266525 + Penalty 3330.967862 = -2962237.298663 nChanged 41 SP:Iteration 52Q (6999.332863 sec): 3 clusters Score: Raw -2965574.106856 + Penalty 3330.967862 = -2962243.138994 nChanged 39 SP:Iteration 53Q (6999.418784 sec): 3 clusters Score: Raw -2965578.524173 + Penalty 3330.967862 = -2962247.556311 nChanged 32 SP:Iteration 54Q (6999.508568 sec): 3 clusters Score: Raw -2965583.421525 + Penalty 3330.967862 = -2962252.453664 nChanged 38 SP:Iteration 55Q (6999.594834 sec): 3 clusters Score: Raw -2965588.703222 + Penalty 3330.967862 = -2962257.735360 nChanged 45 SP:Iteration 56Q (6999.674146 sec): 3 clusters Score: Raw -2965595.152022 + Penalty 3330.967862 = -2962264.184160 nChanged 46 SP:Iteration 57Q (6999.762192 sec): 3 clusters Score: Raw -2965600.941061 + Penalty 3330.967862 = -2962269.973200 nChanged 31 SP:Iteration 58Q (6999.848647 sec): 3 clusters Score: Raw -2965604.115342 + Penalty 3330.967862 = -2962273.147480 nChanged 35 SP:Iteration 59Q (6999.938890 sec): 3 clusters Score: Raw -2965607.928563 + Penalty 3330.967862 = -2962276.960701 nChanged 27 SP:Iteration 60F (7000.029580 sec): 3 clusters Score: Raw -2965610.062779 + Penalty 3330.967862 = -2962279.094917 nChanged 18 SP:Iteration 61Q (7000.121056 sec): 3 clusters Score: Raw -2965611.786599 + Penalty 3330.967862 = -2962280.818737 nChanged 14 SP:Iteration 62Q (7000.204921 sec): 3 clusters Score: Raw -2965612.777077 + Penalty 3330.967862 = -2962281.809215 nChanged 9 SP:Iteration 63Q (7000.287199 sec): 3 clusters Score: Raw -2965613.609431 + Penalty 3330.967862 = -2962282.641569 nChanged 7 SP:Iteration 64Q (7000.372324 sec): 3 clusters Score: Raw -2965614.213772 + Penalty 3330.967862 = -2962283.245910 nChanged 12 SP:Iteration 65Q (7000.455630 sec): 3 clusters Score: Raw -2965615.198583 + Penalty 3330.967862 = -2962284.230721 nChanged 7 SP:Iteration 66Q (7000.552998 sec): 3 clusters Score: Raw -2965615.854038 + Penalty 3330.967862 = -2962284.886176 nChanged 10 SP:Iteration 67Q (7000.639800 sec): 3 clusters Score: Raw -2965616.554365 + Penalty 3330.967862 = -2962285.586504 nChanged 7 SP:Iteration 68Q (7000.722597 sec): 3 clusters Score: Raw -2965616.910777 + Penalty 3330.967862 = -2962285.942915 nChanged 7 SP:Iteration 69Q (7000.812711 sec): 3 clusters Score: Raw -2965617.373539 + Penalty 3330.967862 = -2962286.405677 nChanged 8 SP:Iteration 70Q (7000.899538 sec): 3 clusters Score: Raw -2965618.032703 + Penalty 3330.967862 = -2962287.064841 nChanged 10 SP:Iteration 71Q (7000.990674 sec): 3 clusters Score: Raw -2965619.248998 + Penalty 3330.967862 = -2962288.281136 nChanged 11 SP:Iteration 72Q (7001.079947 sec): 3 clusters Score: Raw -2965620.101700 + Penalty 3330.967862 = -2962289.133838 nChanged 5 SP:Iteration 73Q (7001.170320 sec): 3 clusters Score: Raw -2965620.567592 + Penalty 3330.967862 = -2962289.599731 nChanged 8 SP:Iteration 74Q (7001.247023 sec): 3 clusters Score: Raw -2965621.144936 + Penalty 3330.967862 = -2962290.177075 nChanged 7 SP:Iteration 75Q (7001.333188 sec): 3 clusters Score: Raw -2965621.616545 + Penalty 3330.967862 = -2962290.648683 nChanged 5 SP:Iteration 76Q (7001.415873 sec): 3 clusters Score: Raw -2965621.904346 + Penalty 3330.967862 = -2962290.936484 nChanged 5 SP:Iteration 77Q (7001.506700 sec): 3 clusters Score: Raw -2965622.382656 + Penalty 3330.967862 = -2962291.414794 nChanged 5 SP:Iteration 78Q (7001.591161 sec): 3 clusters Score: Raw -2965622.778450 + Penalty 3330.967862 = -2962291.810588 nChanged 3 SP:Iteration 79Q (7001.685939 sec): 3 clusters Score: Raw -2965623.106611 + Penalty 3330.967862 = -2962292.138749 nChanged 5 SP:Iteration 80F (7001.783143 sec): 3 clusters Score: Raw -2965623.438943 + Penalty 3330.967862 = -2962292.471082 nChanged 4 SP:Iteration 81Q (7001.865954 sec): 3 clusters Score: Raw -2965623.694364 + Penalty 3330.967862 = -2962292.726503 nChanged 1 SP:Iteration 82Q (7001.955141 sec): 3 clusters Score: Raw -2965623.737154 + Penalty 3330.967862 = -2962292.769292 nChanged 0 SP:Iteration 83F (7002.039468 sec): 3 clusters Score: Raw -2965623.737154 + Penalty 3330.967862 = -2962292.769292 nChanged 0 Trying to split cluster 42 (5148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7002.073201 sec): 2 clusters Score: Raw -548892.849353 + Penalty 1388.784080 = -547504.065273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7002.115123 sec): 3 clusters Score: Raw -546234.579797 + Penalty 2777.568160 = -543457.011637 nChanged 2087 SP:Iteration 1F (7002.164833 sec): 3 clusters Score: Raw -547310.319589 + Penalty 2777.568160 = -544532.751429 nChanged 367 SP:Iteration 2F (7002.221284 sec): 3 clusters Score: Raw -547505.003423 + Penalty 2777.568160 = -544727.435263 nChanged 268 SP:Iteration 3F (7002.259251 sec): 3 clusters Score: Raw -547632.344776 + Penalty 2777.568160 = -544854.776616 nChanged 211 SP:Iteration 4Q (7002.315102 sec): 3 clusters Score: Raw -547750.219463 + Penalty 2777.568160 = -544972.651303 nChanged 179 SP:Iteration 5Q (7002.355872 sec): 3 clusters Score: Raw -547838.516101 + Penalty 2777.568160 = -545060.947941 nChanged 145 SP:Iteration 6Q (7002.417548 sec): 3 clusters Score: Raw -547910.600660 + Penalty 2777.568160 = -545133.032500 nChanged 142 SP:Iteration 7Q (7002.468968 sec): 3 clusters Score: Raw -547978.756065 + Penalty 2777.568160 = -545201.187905 nChanged 138 SP:Iteration 8Q (7002.520779 sec): 3 clusters Score: Raw -548052.112401 + Penalty 2777.568160 = -545274.544241 nChanged 150 SP:Iteration 9Q (7002.568639 sec): 3 clusters Score: Raw -548138.890775 + Penalty 2777.568160 = -545361.322616 nChanged 147 SP:Iteration 10Q (7002.627910 sec): 3 clusters Score: Raw -548221.162386 + Penalty 2777.568160 = -545443.594226 nChanged 133 SP:Iteration 11Q (7002.671280 sec): 3 clusters Score: Raw -548301.250658 + Penalty 2777.568160 = -545523.682498 nChanged 146 SP:Iteration 12Q (7002.724242 sec): 3 clusters Score: Raw -548398.350238 + Penalty 2777.568160 = -545620.782078 nChanged 156 SP:Iteration 13Q (7002.778377 sec): 3 clusters Score: Raw -548501.199765 + Penalty 2777.568160 = -545723.631605 nChanged 147 SP:Iteration 14Q (7002.824599 sec): 3 clusters Score: Raw -548596.850247 + Penalty 2777.568160 = -545819.282087 nChanged 112 SP:Iteration 15Q (7002.875926 sec): 3 clusters Score: Raw -548681.215221 + Penalty 2777.568160 = -545903.647061 nChanged 110 SP:Iteration 16Q (7002.929140 sec): 3 clusters Score: Raw -548775.465298 + Penalty 2777.568160 = -545997.897139 nChanged 101 SP:Iteration 17Q (7002.980113 sec): 3 clusters Score: Raw -548854.012098 + Penalty 2777.568160 = -546076.443938 nChanged 68 SP:Iteration 18Q (7003.040455 sec): 3 clusters Score: Raw -548907.790206 + Penalty 2777.568160 = -546130.222046 nChanged 48 SP:Iteration 19Q (7003.087975 sec): 3 clusters Score: Raw -548946.199331 + Penalty 2777.568160 = -546168.631172 nChanged 44 SP:Iteration 20F (7003.143656 sec): 3 clusters Score: Raw -548977.370532 + Penalty 2777.568160 = -546199.802372 nChanged 26 SP:Iteration 21Q (7003.187060 sec): 3 clusters Score: Raw -548995.724735 + Penalty 2777.568160 = -546218.156575 nChanged 23 SP:Iteration 22Q (7003.240056 sec): 3 clusters Score: Raw -549016.928562 + Penalty 2777.568160 = -546239.360403 nChanged 17 SP:Iteration 23Q (7003.294660 sec): 3 clusters Score: Raw -549030.018620 + Penalty 2777.568160 = -546252.450460 nChanged 5 SP:Iteration 24Q (7003.349584 sec): 3 clusters Score: Raw -549033.183889 + Penalty 2777.568160 = -546255.615729 nChanged 6 SP:Iteration 25Q (7003.400837 sec): 3 clusters Score: Raw -549038.296508 + Penalty 2777.568160 = -546260.728348 nChanged 4 SP:Iteration 26Q (7003.452669 sec): 3 clusters Score: Raw -549040.657954 + Penalty 2777.568160 = -546263.089795 nChanged 4 SP:Iteration 27Q (7003.514598 sec): 3 clusters Score: Raw -549043.230161 + Penalty 2777.568160 = -546265.662002 nChanged 3 SP:Iteration 28Q (7003.564225 sec): 3 clusters Score: Raw -549044.574514 + Penalty 2777.568160 = -546267.006354 nChanged 1 SP:Iteration 29Q (7003.610796 sec): 3 clusters Score: Raw -549046.480075 + Penalty 2777.568160 = -546268.911915 nChanged 6 SP:Iteration 30Q (7003.662941 sec): 3 clusters Score: Raw -549051.146888 + Penalty 2777.568160 = -546273.578728 nChanged 6 SP:Iteration 31Q (7003.719081 sec): 3 clusters Score: Raw -549055.866023 + Penalty 2777.568160 = -546278.297863 nChanged 7 SP:Iteration 32Q (7003.772269 sec): 3 clusters Score: Raw -549061.226291 + Penalty 2777.568160 = -546283.658131 nChanged 8 SP:Iteration 33Q (7003.826643 sec): 3 clusters Score: Raw -549069.990976 + Penalty 2777.568160 = -546292.422816 nChanged 7 SP:Iteration 34Q (7003.879353 sec): 3 clusters Score: Raw -549075.575960 + Penalty 2777.568160 = -546298.007800 nChanged 1 SP:Iteration 35Q (7003.928241 sec): 3 clusters Score: Raw -549076.715048 + Penalty 2777.568160 = -546299.146888 nChanged 1 SP:Iteration 36Q (7003.984668 sec): 3 clusters Score: Raw -549077.776654 + Penalty 2777.568160 = -546300.208494 nChanged 0 SP:Iteration 37F (7004.039306 sec): 3 clusters Score: Raw -549077.776654 + Penalty 2777.568160 = -546300.208494 nChanged 0 Trying to split cluster 43 (32746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7004.111247 sec): 2 clusters Score: Raw -3571844.433666 + Penalty 1689.437116 = -3570154.996550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7004.205699 sec): 3 clusters Score: Raw -3551511.667357 + Penalty 3378.874231 = -3548132.793125 nChanged 15196 SP:Iteration 1F (7004.313468 sec): 3 clusters Score: Raw -3560064.604110 + Penalty 3378.874231 = -3556685.729879 nChanged 1555 SP:Iteration 2Q (7004.411418 sec): 3 clusters Score: Raw -3560643.166285 + Penalty 3378.874231 = -3557264.292054 nChanged 1582 SP:Iteration 3Q (7004.513539 sec): 3 clusters Score: Raw -3561355.382942 + Penalty 3378.874231 = -3557976.508710 nChanged 1763 SP:Iteration 4F (7004.615765 sec): 3 clusters Score: Raw -3562262.326584 + Penalty 3378.874231 = -3558883.452353 nChanged 1894 SP:Iteration 5F (7004.718522 sec): 3 clusters Score: Raw -3563347.122523 + Penalty 3378.874231 = -3559968.248292 nChanged 1946 SP:Iteration 6F (7004.822174 sec): 3 clusters Score: Raw -3564597.906602 + Penalty 3378.874231 = -3561219.032370 nChanged 1947 SP:Iteration 7F (7004.922307 sec): 3 clusters Score: Raw -3565885.602430 + Penalty 3378.874231 = -3562506.728199 nChanged 1800 SP:Iteration 8F (7005.028142 sec): 3 clusters Score: Raw -3567096.968819 + Penalty 3378.874231 = -3563718.094588 nChanged 1549 SP:Iteration 9Q (7005.122349 sec): 3 clusters Score: Raw -3568146.106762 + Penalty 3378.874231 = -3564767.232530 nChanged 1305 SP:Iteration 10Q (7005.231210 sec): 3 clusters Score: Raw -3568939.981501 + Penalty 3378.874231 = -3565561.107269 nChanged 973 SP:Iteration 11Q (7005.328397 sec): 3 clusters Score: Raw -3569386.005918 + Penalty 3378.874231 = -3566007.131686 nChanged 673 SP:Iteration 12Q (7005.423683 sec): 3 clusters Score: Raw -3569626.743084 + Penalty 3378.874231 = -3566247.868852 nChanged 491 SP:Iteration 13Q (7005.532044 sec): 3 clusters Score: Raw -3569788.368370 + Penalty 3378.874231 = -3566409.494139 nChanged 419 SP:Iteration 14Q (7005.628678 sec): 3 clusters Score: Raw -3569919.332115 + Penalty 3378.874231 = -3566540.457884 nChanged 371 SP:Iteration 15Q (7005.721256 sec): 3 clusters Score: Raw -3570039.546738 + Penalty 3378.874231 = -3566660.672507 nChanged 366 SP:Iteration 16Q (7005.825132 sec): 3 clusters Score: Raw -3570165.617953 + Penalty 3378.874231 = -3566786.743722 nChanged 373 SP:Iteration 17Q (7005.925627 sec): 3 clusters Score: Raw -3570287.063254 + Penalty 3378.874231 = -3566908.189022 nChanged 354 SP:Iteration 18Q (7006.023691 sec): 3 clusters Score: Raw -3570403.451363 + Penalty 3378.874231 = -3567024.577131 nChanged 355 SP:Iteration 19Q (7006.119257 sec): 3 clusters Score: Raw -3570520.029214 + Penalty 3378.874231 = -3567141.154983 nChanged 345 SP:Iteration 20F (7006.206077 sec): 3 clusters Score: Raw -3570638.994425 + Penalty 3378.874231 = -3567260.120194 nChanged 325 SP:Iteration 21Q (7006.305391 sec): 3 clusters Score: Raw -3570742.997542 + Penalty 3378.874231 = -3567364.123311 nChanged 312 SP:Iteration 22Q (7006.402204 sec): 3 clusters Score: Raw -3570843.204202 + Penalty 3378.874231 = -3567464.329970 nChanged 307 SP:Iteration 23Q (7006.497748 sec): 3 clusters Score: Raw -3570932.562927 + Penalty 3378.874231 = -3567553.688696 nChanged 285 SP:Iteration 24Q (7006.596254 sec): 3 clusters Score: Raw -3571015.080379 + Penalty 3378.874231 = -3567636.206148 nChanged 263 SP:Iteration 25Q (7006.692160 sec): 3 clusters Score: Raw -3571092.630452 + Penalty 3378.874231 = -3567713.756220 nChanged 241 SP:Iteration 26Q (7006.791363 sec): 3 clusters Score: Raw -3571168.894609 + Penalty 3378.874231 = -3567790.020378 nChanged 246 SP:Iteration 27Q (7006.883113 sec): 3 clusters Score: Raw -3571248.072946 + Penalty 3378.874231 = -3567869.198715 nChanged 239 SP:Iteration 28Q (7006.967836 sec): 3 clusters Score: Raw -3571327.441403 + Penalty 3378.874231 = -3567948.567172 nChanged 221 SP:Iteration 29Q (7007.067830 sec): 3 clusters Score: Raw -3571396.597388 + Penalty 3378.874231 = -3568017.723157 nChanged 207 SP:Iteration 30Q (7007.158649 sec): 3 clusters Score: Raw -3571455.586250 + Penalty 3378.874231 = -3568076.712019 nChanged 174 SP:Iteration 31Q (7007.250879 sec): 3 clusters Score: Raw -3571508.621066 + Penalty 3378.874231 = -3568129.746834 nChanged 167 SP:Iteration 32Q (7007.337049 sec): 3 clusters Score: Raw -3571563.996896 + Penalty 3378.874231 = -3568185.122665 nChanged 165 SP:Iteration 33Q (7007.426766 sec): 3 clusters Score: Raw -3571617.645438 + Penalty 3378.874231 = -3568238.771207 nChanged 158 SP:Iteration 34Q (7007.513172 sec): 3 clusters Score: Raw -3571664.525319 + Penalty 3378.874231 = -3568285.651088 nChanged 157 SP:Iteration 35Q (7007.603453 sec): 3 clusters Score: Raw -3571710.818005 + Penalty 3378.874231 = -3568331.943774 nChanged 140 SP:Iteration 36Q (7007.686798 sec): 3 clusters Score: Raw -3571750.625417 + Penalty 3378.874231 = -3568371.751186 nChanged 129 SP:Iteration 37Q (7007.774234 sec): 3 clusters Score: Raw -3571790.344580 + Penalty 3378.874231 = -3568411.470349 nChanged 134 SP:Iteration 38Q (7007.866581 sec): 3 clusters Score: Raw -3571837.797316 + Penalty 3378.874231 = -3568458.923085 nChanged 129 SP:Iteration 39Q (7007.941105 sec): 3 clusters Score: Raw -3571881.929365 + Penalty 3378.874231 = -3568503.055133 nChanged 112 SP:Iteration 40F (7008.035982 sec): 3 clusters Score: Raw -3571922.851566 + Penalty 3378.874231 = -3568543.977335 nChanged 106 SP:Iteration 41Q (7008.120777 sec): 3 clusters Score: Raw -3571961.971662 + Penalty 3378.874231 = -3568583.097431 nChanged 97 SP:Iteration 42Q (7008.214679 sec): 3 clusters Score: Raw -3571996.906682 + Penalty 3378.874231 = -3568618.032451 nChanged 77 SP:Iteration 43Q (7008.308314 sec): 3 clusters Score: Raw -3572018.541636 + Penalty 3378.874231 = -3568639.667404 nChanged 67 SP:Iteration 44Q (7008.395520 sec): 3 clusters Score: Raw -3572035.793483 + Penalty 3378.874231 = -3568656.919252 nChanged 53 SP:Iteration 45Q (7008.485611 sec): 3 clusters Score: Raw -3572049.688765 + Penalty 3378.874231 = -3568670.814533 nChanged 48 SP:Iteration 46Q (7008.570429 sec): 3 clusters Score: Raw -3572061.664111 + Penalty 3378.874231 = -3568682.789880 nChanged 34 SP:Iteration 47Q (7008.656970 sec): 3 clusters Score: Raw -3572068.811351 + Penalty 3378.874231 = -3568689.937120 nChanged 25 SP:Iteration 48Q (7008.738339 sec): 3 clusters Score: Raw -3572073.507704 + Penalty 3378.874231 = -3568694.633473 nChanged 17 SP:Iteration 49Q (7008.828402 sec): 3 clusters Score: Raw -3572077.689554 + Penalty 3378.874231 = -3568698.815323 nChanged 18 SP:Iteration 50Q (7008.914402 sec): 3 clusters Score: Raw -3572081.233472 + Penalty 3378.874231 = -3568702.359240 nChanged 13 SP:Iteration 51Q (7009.010722 sec): 3 clusters Score: Raw -3572083.068496 + Penalty 3378.874231 = -3568704.194265 nChanged 11 SP:Iteration 52Q (7009.103898 sec): 3 clusters Score: Raw -3572085.503751 + Penalty 3378.874231 = -3568706.629520 nChanged 10 SP:Iteration 53Q (7009.187712 sec): 3 clusters Score: Raw -3572087.335531 + Penalty 3378.874231 = -3568708.461300 nChanged 11 SP:Iteration 54Q (7009.284957 sec): 3 clusters Score: Raw -3572089.760245 + Penalty 3378.874231 = -3568710.886013 nChanged 12 SP:Iteration 55Q (7009.367252 sec): 3 clusters Score: Raw -3572092.259322 + Penalty 3378.874231 = -3568713.385090 nChanged 17 SP:Iteration 56Q (7009.460274 sec): 3 clusters Score: Raw -3572094.652030 + Penalty 3378.874231 = -3568715.777799 nChanged 11 SP:Iteration 57Q (7009.546765 sec): 3 clusters Score: Raw -3572096.086823 + Penalty 3378.874231 = -3568717.212591 nChanged 8 SP:Iteration 58Q (7009.635844 sec): 3 clusters Score: Raw -3572097.348771 + Penalty 3378.874231 = -3568718.474539 nChanged 10 SP:Iteration 59Q (7009.729818 sec): 3 clusters Score: Raw -3572099.027207 + Penalty 3378.874231 = -3568720.152976 nChanged 12 SP:Iteration 60F (7009.822827 sec): 3 clusters Score: Raw -3572101.176581 + Penalty 3378.874231 = -3568722.302350 nChanged 9 SP:Iteration 61Q (7009.924054 sec): 3 clusters Score: Raw -3572103.537232 + Penalty 3378.874231 = -3568724.663001 nChanged 18 SP:Iteration 62Q (7010.014149 sec): 3 clusters Score: Raw -3572106.881556 + Penalty 3378.874231 = -3568728.007325 nChanged 19 SP:Iteration 63Q (7010.102098 sec): 3 clusters Score: Raw -3572110.543676 + Penalty 3378.874231 = -3568731.669445 nChanged 15 SP:Iteration 64Q (7010.197193 sec): 3 clusters Score: Raw -3572113.791868 + Penalty 3378.874231 = -3568734.917636 nChanged 18 SP:Iteration 65Q (7010.289673 sec): 3 clusters Score: Raw -3572117.067944 + Penalty 3378.874231 = -3568738.193713 nChanged 16 SP:Iteration 66Q (7010.379718 sec): 3 clusters Score: Raw -3572120.726183 + Penalty 3378.874231 = -3568741.851951 nChanged 16 SP:Iteration 67Q (7010.471350 sec): 3 clusters Score: Raw -3572123.426334 + Penalty 3378.874231 = -3568744.552103 nChanged 10 SP:Iteration 68Q (7010.559751 sec): 3 clusters Score: Raw -3572125.286090 + Penalty 3378.874231 = -3568746.411859 nChanged 9 SP:Iteration 69Q (7010.647984 sec): 3 clusters Score: Raw -3572126.785996 + Penalty 3378.874231 = -3568747.911765 nChanged 7 SP:Iteration 70Q (7010.727064 sec): 3 clusters Score: Raw -3572127.619741 + Penalty 3378.874231 = -3568748.745509 nChanged 6 SP:Iteration 71Q (7010.817058 sec): 3 clusters Score: Raw -3572128.272111 + Penalty 3378.874231 = -3568749.397880 nChanged 4 SP:Iteration 72Q (7010.912264 sec): 3 clusters Score: Raw -3572129.097743 + Penalty 3378.874231 = -3568750.223512 nChanged 7 SP:Iteration 73Q (7011.003773 sec): 3 clusters Score: Raw -3572130.445639 + Penalty 3378.874231 = -3568751.571408 nChanged 6 SP:Iteration 74Q (7011.087399 sec): 3 clusters Score: Raw -3572131.270624 + Penalty 3378.874231 = -3568752.396393 nChanged 4 SP:Iteration 75Q (7011.180675 sec): 3 clusters Score: Raw -3572132.375451 + Penalty 3378.874231 = -3568753.501219 nChanged 4 SP:Iteration 76Q (7011.267277 sec): 3 clusters Score: Raw -3572133.308025 + Penalty 3378.874231 = -3568754.433794 nChanged 2 SP:Iteration 77Q (7011.353654 sec): 3 clusters Score: Raw -3572133.706388 + Penalty 3378.874231 = -3568754.832157 nChanged 2 SP:Iteration 78Q (7011.438954 sec): 3 clusters Score: Raw -3572134.174792 + Penalty 3378.874231 = -3568755.300561 nChanged 3 SP:Iteration 79Q (7011.528559 sec): 3 clusters Score: Raw -3572135.291170 + Penalty 3378.874231 = -3568756.416939 nChanged 5 SP:Iteration 80F (7011.621066 sec): 3 clusters Score: Raw -3572137.143231 + Penalty 3378.874231 = -3568758.268999 nChanged 9 SP:Iteration 81Q (7011.720833 sec): 3 clusters Score: Raw -3572139.477496 + Penalty 3378.874231 = -3568760.603264 nChanged 8 SP:Iteration 82Q (7011.814624 sec): 3 clusters Score: Raw -3572142.383643 + Penalty 3378.874231 = -3568763.509412 nChanged 14 SP:Iteration 83Q (7011.907496 sec): 3 clusters Score: Raw -3572147.783343 + Penalty 3378.874231 = -3568768.909111 nChanged 17 SP:Iteration 84Q (7011.997656 sec): 3 clusters Score: Raw -3572153.667053 + Penalty 3378.874231 = -3568774.792822 nChanged 19 SP:Iteration 85Q (7012.089859 sec): 3 clusters Score: Raw -3572158.499499 + Penalty 3378.874231 = -3568779.625267 nChanged 16 SP:Iteration 86Q (7012.169487 sec): 3 clusters Score: Raw -3572162.805718 + Penalty 3378.874231 = -3568783.931487 nChanged 10 SP:Iteration 87Q (7012.253389 sec): 3 clusters Score: Raw -3572164.923573 + Penalty 3378.874231 = -3568786.049342 nChanged 8 SP:Iteration 88Q (7012.345130 sec): 3 clusters Score: Raw -3572166.465475 + Penalty 3378.874231 = -3568787.591244 nChanged 5 SP:Iteration 89Q (7012.437898 sec): 3 clusters Score: Raw -3572167.193869 + Penalty 3378.874231 = -3568788.319638 nChanged 3 SP:Iteration 90Q (7012.520796 sec): 3 clusters Score: Raw -3572167.937038 + Penalty 3378.874231 = -3568789.062807 nChanged 6 SP:Iteration 91Q (7012.602716 sec): 3 clusters Score: Raw -3572170.173781 + Penalty 3378.874231 = -3568791.299550 nChanged 3 SP:Iteration 92Q (7012.693509 sec): 3 clusters Score: Raw -3572171.011160 + Penalty 3378.874231 = -3568792.136928 nChanged 6 SP:Iteration 93Q (7012.772194 sec): 3 clusters Score: Raw -3572172.108651 + Penalty 3378.874231 = -3568793.234420 nChanged 6 SP:Iteration 94Q (7012.871260 sec): 3 clusters Score: Raw -3572174.223945 + Penalty 3378.874231 = -3568795.349714 nChanged 6 SP:Iteration 95Q (7012.961111 sec): 3 clusters Score: Raw -3572175.485095 + Penalty 3378.874231 = -3568796.610864 nChanged 9 SP:Iteration 96Q (7013.047719 sec): 3 clusters Score: Raw -3572177.445220 + Penalty 3378.874231 = -3568798.570989 nChanged 7 SP:Iteration 97Q (7013.123356 sec): 3 clusters Score: Raw -3572178.288434 + Penalty 3378.874231 = -3568799.414202 nChanged 2 SP:Iteration 98Q (7013.216744 sec): 3 clusters Score: Raw -3572178.594200 + Penalty 3378.874231 = -3568799.719969 nChanged 1 SP:Iteration 99Q (7013.297919 sec): 3 clusters Score: Raw -3572179.070372 + Penalty 3378.874231 = -3568800.196141 nChanged 6 SP:Iteration 100F (7013.394945 sec): 3 clusters Score: Raw -3572180.350776 + Penalty 3378.874231 = -3568801.476545 nChanged 6 SP:Iteration 101Q (7013.479826 sec): 3 clusters Score: Raw -3572181.666072 + Penalty 3378.874231 = -3568802.791841 nChanged 5 SP:Iteration 102Q (7013.557576 sec): 3 clusters Score: Raw -3572182.496260 + Penalty 3378.874231 = -3568803.622028 nChanged 4 SP:Iteration 103Q (7013.648906 sec): 3 clusters Score: Raw -3572183.568616 + Penalty 3378.874231 = -3568804.694385 nChanged 4 SP:Iteration 104Q (7013.729128 sec): 3 clusters Score: Raw -3572184.697888 + Penalty 3378.874231 = -3568805.823657 nChanged 3 SP:Iteration 105Q (7013.823560 sec): 3 clusters Score: Raw -3572185.923609 + Penalty 3378.874231 = -3568807.049378 nChanged 4 SP:Iteration 106Q (7013.911340 sec): 3 clusters Score: Raw -3572187.462268 + Penalty 3378.874231 = -3568808.588037 nChanged 6 SP:Iteration 107Q (7013.997022 sec): 3 clusters Score: Raw -3572189.343806 + Penalty 3378.874231 = -3568810.469575 nChanged 4 SP:Iteration 108Q (7014.089611 sec): 3 clusters Score: Raw -3572189.754504 + Penalty 3378.874231 = -3568810.880273 nChanged 2 SP:Iteration 109Q (7014.175518 sec): 3 clusters Score: Raw -3572190.833323 + Penalty 3378.874231 = -3568811.959092 nChanged 3 SP:Iteration 110Q (7014.266608 sec): 3 clusters Score: Raw -3572191.466612 + Penalty 3378.874231 = -3568812.592381 nChanged 1 SP:Iteration 111Q (7014.357101 sec): 3 clusters Score: Raw -3572191.626100 + Penalty 3378.874231 = -3568812.751868 nChanged 1 SP:Iteration 112Q (7014.450567 sec): 3 clusters Score: Raw -3572191.897615 + Penalty 3378.874231 = -3568813.023383 nChanged 2 SP:Iteration 113Q (7014.543384 sec): 3 clusters Score: Raw -3572192.567477 + Penalty 3378.874231 = -3568813.693245 nChanged 5 SP:Iteration 114Q (7014.635307 sec): 3 clusters Score: Raw -3572194.272145 + Penalty 3378.874231 = -3568815.397914 nChanged 9 SP:Iteration 115Q (7014.717714 sec): 3 clusters Score: Raw -3572196.725479 + Penalty 3378.874231 = -3568817.851247 nChanged 6 SP:Iteration 116Q (7014.811299 sec): 3 clusters Score: Raw -3572198.108979 + Penalty 3378.874231 = -3568819.234747 nChanged 3 SP:Iteration 117Q (7014.903159 sec): 3 clusters Score: Raw -3572199.104032 + Penalty 3378.874231 = -3568820.229801 nChanged 5 SP:Iteration 118Q (7014.977242 sec): 3 clusters Score: Raw -3572200.398530 + Penalty 3378.874231 = -3568821.524299 nChanged 4 SP:Iteration 119Q (7015.066593 sec): 3 clusters Score: Raw -3572201.345801 + Penalty 3378.874231 = -3568822.471570 nChanged 3 SP:Iteration 120F (7015.172602 sec): 3 clusters Score: Raw -3572202.244903 + Penalty 3378.874231 = -3568823.370672 nChanged 3 SP:Iteration 121Q (7015.250891 sec): 3 clusters Score: Raw -3572203.037533 + Penalty 3378.874231 = -3568824.163302 nChanged 2 SP:Iteration 122Q (7015.348730 sec): 3 clusters Score: Raw -3572203.367886 + Penalty 3378.874231 = -3568824.493655 nChanged 1 SP:Iteration 123Q (7015.435502 sec): 3 clusters Score: Raw -3572203.653896 + Penalty 3378.874231 = -3568824.779665 nChanged 1 SP:Iteration 124Q (7015.516559 sec): 3 clusters Score: Raw -3572203.802714 + Penalty 3378.874231 = -3568824.928483 nChanged 0 SP:Iteration 125F (7015.616926 sec): 3 clusters Score: Raw -3572203.802714 + Penalty 3378.874231 = -3568824.928483 nChanged 0 Trying to split cluster 44 (11768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7015.662890 sec): 2 clusters Score: Raw -1282459.250084 + Penalty 1523.135130 = -1280936.114954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7015.728357 sec): 3 clusters Score: Raw -1275645.196116 + Penalty 3046.270260 = -1272598.925856 nChanged 5204 SP:Iteration 1F (7015.796794 sec): 3 clusters Score: Raw -1278660.774318 + Penalty 3046.270260 = -1275614.504058 nChanged 915 SP:Iteration 2F (7015.854042 sec): 3 clusters Score: Raw -1279243.971465 + Penalty 3046.270260 = -1276197.701205 nChanged 914 SP:Iteration 3F (7015.921492 sec): 3 clusters Score: Raw -1279937.082942 + Penalty 3046.270260 = -1276890.812682 nChanged 870 SP:Iteration 4F (7015.976143 sec): 3 clusters Score: Raw -1280625.651520 + Penalty 3046.270260 = -1277579.381259 nChanged 783 SP:Iteration 5F (7016.040403 sec): 3 clusters Score: Raw -1281270.628153 + Penalty 3046.270260 = -1278224.357893 nChanged 603 SP:Iteration 6F (7016.112548 sec): 3 clusters Score: Raw -1281764.267937 + Penalty 3046.270260 = -1278717.997677 nChanged 399 SP:Iteration 7Q (7016.177053 sec): 3 clusters Score: Raw -1282072.171758 + Penalty 3046.270260 = -1279025.901498 nChanged 279 SP:Iteration 8Q (7016.234032 sec): 3 clusters Score: Raw -1282271.787055 + Penalty 3046.270260 = -1279225.516795 nChanged 219 SP:Iteration 9Q (7016.298386 sec): 3 clusters Score: Raw -1282429.513101 + Penalty 3046.270260 = -1279383.242840 nChanged 183 SP:Iteration 10Q (7016.357864 sec): 3 clusters Score: Raw -1282535.139593 + Penalty 3046.270260 = -1279488.869332 nChanged 136 SP:Iteration 11Q (7016.433259 sec): 3 clusters Score: Raw -1282607.489643 + Penalty 3046.270260 = -1279561.219383 nChanged 113 SP:Iteration 12Q (7016.497988 sec): 3 clusters Score: Raw -1282674.451077 + Penalty 3046.270260 = -1279628.180817 nChanged 91 SP:Iteration 13Q (7016.565657 sec): 3 clusters Score: Raw -1282718.537066 + Penalty 3046.270260 = -1279672.266806 nChanged 74 SP:Iteration 14Q (7016.629980 sec): 3 clusters Score: Raw -1282753.742741 + Penalty 3046.270260 = -1279707.472481 nChanged 66 SP:Iteration 15Q (7016.686424 sec): 3 clusters Score: Raw -1282783.315218 + Penalty 3046.270260 = -1279737.044958 nChanged 56 SP:Iteration 16Q (7016.752566 sec): 3 clusters Score: Raw -1282802.197670 + Penalty 3046.270260 = -1279755.927410 nChanged 49 SP:Iteration 17Q (7016.818787 sec): 3 clusters Score: Raw -1282820.169508 + Penalty 3046.270260 = -1279773.899248 nChanged 46 SP:Iteration 18Q (7016.885176 sec): 3 clusters Score: Raw -1282835.875580 + Penalty 3046.270260 = -1279789.605320 nChanged 50 SP:Iteration 19Q (7016.946769 sec): 3 clusters Score: Raw -1282852.688640 + Penalty 3046.270260 = -1279806.418379 nChanged 43 SP:Iteration 20F (7017.010568 sec): 3 clusters Score: Raw -1282864.665271 + Penalty 3046.270260 = -1279818.395011 nChanged 34 SP:Iteration 21Q (7017.073314 sec): 3 clusters Score: Raw -1282873.400896 + Penalty 3046.270260 = -1279827.130636 nChanged 19 SP:Iteration 22Q (7017.125365 sec): 3 clusters Score: Raw -1282877.778132 + Penalty 3046.270260 = -1279831.507872 nChanged 20 SP:Iteration 23Q (7017.194985 sec): 3 clusters Score: Raw -1282883.266298 + Penalty 3046.270260 = -1279836.996038 nChanged 21 SP:Iteration 24Q (7017.247177 sec): 3 clusters Score: Raw -1282887.881449 + Penalty 3046.270260 = -1279841.611189 nChanged 12 SP:Iteration 25Q (7017.317586 sec): 3 clusters Score: Raw -1282890.546334 + Penalty 3046.270260 = -1279844.276073 nChanged 10 SP:Iteration 26Q (7017.366811 sec): 3 clusters Score: Raw -1282893.552046 + Penalty 3046.270260 = -1279847.281785 nChanged 15 SP:Iteration 27Q (7017.426321 sec): 3 clusters Score: Raw -1282897.802442 + Penalty 3046.270260 = -1279851.532181 nChanged 13 SP:Iteration 28Q (7017.485244 sec): 3 clusters Score: Raw -1282900.446237 + Penalty 3046.270260 = -1279854.175976 nChanged 8 SP:Iteration 29Q (7017.550232 sec): 3 clusters Score: Raw -1282902.191239 + Penalty 3046.270260 = -1279855.920978 nChanged 11 SP:Iteration 30Q (7017.608054 sec): 3 clusters Score: Raw -1282904.375686 + Penalty 3046.270260 = -1279858.105425 nChanged 4 SP:Iteration 31Q (7017.664153 sec): 3 clusters Score: Raw -1282905.211545 + Penalty 3046.270260 = -1279858.941284 nChanged 5 SP:Iteration 32Q (7017.722832 sec): 3 clusters Score: Raw -1282906.388638 + Penalty 3046.270260 = -1279860.118378 nChanged 3 SP:Iteration 33Q (7017.792851 sec): 3 clusters Score: Raw -1282906.906285 + Penalty 3046.270260 = -1279860.636024 nChanged 3 SP:Iteration 34Q (7017.846748 sec): 3 clusters Score: Raw -1282907.310770 + Penalty 3046.270260 = -1279861.040510 nChanged 0 SP:Iteration 35F (7017.920202 sec): 3 clusters Score: Raw -1282907.310770 + Penalty 3046.270260 = -1279861.040510 nChanged 0 Trying to split cluster 45 (7579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7017.942994 sec): 2 clusters Score: Raw -809398.625722 + Penalty 1451.634688 = -807946.991033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7018.003973 sec): 3 clusters Score: Raw -805283.717529 + Penalty 2903.269377 = -802380.448152 nChanged 3142 SP:Iteration 1F (7018.055241 sec): 3 clusters Score: Raw -806903.058829 + Penalty 2903.269377 = -803999.789453 nChanged 503 SP:Iteration 2F (7018.108466 sec): 3 clusters Score: Raw -807149.283324 + Penalty 2903.269377 = -804246.013948 nChanged 416 SP:Iteration 3F (7018.164374 sec): 3 clusters Score: Raw -807339.548362 + Penalty 2903.269377 = -804436.278985 nChanged 344 SP:Iteration 4Q (7018.219211 sec): 3 clusters Score: Raw -807510.249993 + Penalty 2903.269377 = -804606.980616 nChanged 361 SP:Iteration 5Q (7018.262199 sec): 3 clusters Score: Raw -807714.635989 + Penalty 2903.269377 = -804811.366612 nChanged 367 SP:Iteration 6Q (7018.318326 sec): 3 clusters Score: Raw -807944.432343 + Penalty 2903.269377 = -805041.162967 nChanged 379 SP:Iteration 7F (7018.368665 sec): 3 clusters Score: Raw -808227.950640 + Penalty 2903.269377 = -805324.681264 nChanged 387 SP:Iteration 8F (7018.434081 sec): 3 clusters Score: Raw -808521.820744 + Penalty 2903.269377 = -805618.551367 nChanged 358 SP:Iteration 9Q (7018.480933 sec): 3 clusters Score: Raw -808810.111378 + Penalty 2903.269377 = -805906.842001 nChanged 299 SP:Iteration 10Q (7018.534449 sec): 3 clusters Score: Raw -809070.515317 + Penalty 2903.269377 = -806167.245940 nChanged 226 SP:Iteration 11Q (7018.584643 sec): 3 clusters Score: Raw -809308.763733 + Penalty 2903.269377 = -806405.494356 nChanged 166 SP:Iteration 12Q (7018.641136 sec): 3 clusters Score: Raw -809470.552863 + Penalty 2903.269377 = -806567.283486 nChanged 108 SP:Iteration 13Q (7018.694428 sec): 3 clusters Score: Raw -809569.798309 + Penalty 2903.269377 = -806666.528932 nChanged 76 SP:Iteration 14Q (7018.743057 sec): 3 clusters Score: Raw -809635.863556 + Penalty 2903.269377 = -806732.594180 nChanged 56 SP:Iteration 15Q (7018.799392 sec): 3 clusters Score: Raw -809673.628253 + Penalty 2903.269377 = -806770.358876 nChanged 41 SP:Iteration 16Q (7018.849630 sec): 3 clusters Score: Raw -809696.715510 + Penalty 2903.269377 = -806793.446134 nChanged 25 SP:Iteration 17Q (7018.888605 sec): 3 clusters Score: Raw -809709.807740 + Penalty 2903.269377 = -806806.538363 nChanged 19 SP:Iteration 18Q (7018.942579 sec): 3 clusters Score: Raw -809716.307979 + Penalty 2903.269377 = -806813.038602 nChanged 13 SP:Iteration 19Q (7018.998232 sec): 3 clusters Score: Raw -809722.155845 + Penalty 2903.269377 = -806818.886469 nChanged 15 SP:Iteration 20F (7019.052979 sec): 3 clusters Score: Raw -809729.247377 + Penalty 2903.269377 = -806825.978000 nChanged 17 SP:Iteration 21Q (7019.097573 sec): 3 clusters Score: Raw -809739.682871 + Penalty 2903.269377 = -806836.413494 nChanged 11 SP:Iteration 22Q (7019.153616 sec): 3 clusters Score: Raw -809744.919114 + Penalty 2903.269377 = -806841.649737 nChanged 13 SP:Iteration 23Q (7019.208880 sec): 3 clusters Score: Raw -809751.153237 + Penalty 2903.269377 = -806847.883860 nChanged 9 SP:Iteration 24Q (7019.257420 sec): 3 clusters Score: Raw -809754.705044 + Penalty 2903.269377 = -806851.435667 nChanged 6 SP:Iteration 25Q (7019.304523 sec): 3 clusters Score: Raw -809757.147615 + Penalty 2903.269377 = -806853.878238 nChanged 5 SP:Iteration 26Q (7019.357351 sec): 3 clusters Score: Raw -809759.007144 + Penalty 2903.269377 = -806855.737767 nChanged 5 SP:Iteration 27Q (7019.418144 sec): 3 clusters Score: Raw -809760.612299 + Penalty 2903.269377 = -806857.342922 nChanged 3 SP:Iteration 28Q (7019.460951 sec): 3 clusters Score: Raw -809761.482036 + Penalty 2903.269377 = -806858.212660 nChanged 0 SP:Iteration 29F (7019.514560 sec): 3 clusters Score: Raw -809761.482036 + Penalty 2903.269377 = -806858.212660 nChanged 0 Trying to split cluster 46 (12131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7019.561659 sec): 2 clusters Score: Raw -1224065.731819 + Penalty 1528.071909 = -1222537.659910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7019.626649 sec): 3 clusters Score: Raw -1217044.508236 + Penalty 3056.143818 = -1213988.364418 nChanged 5330 SP:Iteration 1F (7019.671157 sec): 3 clusters Score: Raw -1219851.207005 + Penalty 3056.143818 = -1216795.063187 nChanged 794 SP:Iteration 2F (7019.742665 sec): 3 clusters Score: Raw -1220235.964816 + Penalty 3056.143818 = -1217179.820998 nChanged 729 SP:Iteration 3F (7019.798633 sec): 3 clusters Score: Raw -1220642.358398 + Penalty 3056.143818 = -1217586.214580 nChanged 754 SP:Iteration 4F (7019.875771 sec): 3 clusters Score: Raw -1221102.292973 + Penalty 3056.143818 = -1218046.149156 nChanged 749 SP:Iteration 5F (7019.934852 sec): 3 clusters Score: Raw -1221591.721421 + Penalty 3056.143818 = -1218535.577604 nChanged 723 SP:Iteration 6F (7019.990593 sec): 3 clusters Score: Raw -1222148.084743 + Penalty 3056.143818 = -1219091.940925 nChanged 683 SP:Iteration 7F (7020.054134 sec): 3 clusters Score: Raw -1222703.072150 + Penalty 3056.143818 = -1219646.928332 nChanged 560 SP:Iteration 8Q (7020.121792 sec): 3 clusters Score: Raw -1223190.208270 + Penalty 3056.143818 = -1220134.064452 nChanged 445 SP:Iteration 9Q (7020.195952 sec): 3 clusters Score: Raw -1223567.163664 + Penalty 3056.143818 = -1220511.019847 nChanged 273 SP:Iteration 10Q (7020.251240 sec): 3 clusters Score: Raw -1223787.559810 + Penalty 3056.143818 = -1220731.415993 nChanged 194 SP:Iteration 11Q (7020.318290 sec): 3 clusters Score: Raw -1223931.446347 + Penalty 3056.143818 = -1220875.302530 nChanged 108 SP:Iteration 12Q (7020.382571 sec): 3 clusters Score: Raw -1224015.753832 + Penalty 3056.143818 = -1220959.610015 nChanged 95 SP:Iteration 13Q (7020.434918 sec): 3 clusters Score: Raw -1224088.893686 + Penalty 3056.143818 = -1221032.749868 nChanged 72 SP:Iteration 14Q (7020.496998 sec): 3 clusters Score: Raw -1224145.394812 + Penalty 3056.143818 = -1221089.250995 nChanged 58 SP:Iteration 15Q (7020.566640 sec): 3 clusters Score: Raw -1224193.261907 + Penalty 3056.143818 = -1221137.118090 nChanged 41 SP:Iteration 16Q (7020.630488 sec): 3 clusters Score: Raw -1224226.082045 + Penalty 3056.143818 = -1221169.938227 nChanged 40 SP:Iteration 17Q (7020.694030 sec): 3 clusters Score: Raw -1224250.865389 + Penalty 3056.143818 = -1221194.721571 nChanged 26 SP:Iteration 18Q (7020.753034 sec): 3 clusters Score: Raw -1224268.106112 + Penalty 3056.143818 = -1221211.962294 nChanged 25 SP:Iteration 19Q (7020.813253 sec): 3 clusters Score: Raw -1224285.961674 + Penalty 3056.143818 = -1221229.817856 nChanged 21 SP:Iteration 20F (7020.881568 sec): 3 clusters Score: Raw -1224297.805742 + Penalty 3056.143818 = -1221241.661924 nChanged 18 SP:Iteration 21Q (7020.939964 sec): 3 clusters Score: Raw -1224306.706180 + Penalty 3056.143818 = -1221250.562363 nChanged 12 SP:Iteration 22Q (7021.003486 sec): 3 clusters Score: Raw -1224315.041483 + Penalty 3056.143818 = -1221258.897666 nChanged 13 SP:Iteration 23Q (7021.072757 sec): 3 clusters Score: Raw -1224323.212534 + Penalty 3056.143818 = -1221267.068716 nChanged 10 SP:Iteration 24Q (7021.135539 sec): 3 clusters Score: Raw -1224330.634059 + Penalty 3056.143818 = -1221274.490241 nChanged 6 SP:Iteration 25Q (7021.196340 sec): 3 clusters Score: Raw -1224332.828394 + Penalty 3056.143818 = -1221276.684576 nChanged 4 SP:Iteration 26Q (7021.258531 sec): 3 clusters Score: Raw -1224333.812927 + Penalty 3056.143818 = -1221277.669109 nChanged 2 SP:Iteration 27Q (7021.322734 sec): 3 clusters Score: Raw -1224334.864940 + Penalty 3056.143818 = -1221278.721123 nChanged 1 SP:Iteration 28Q (7021.389387 sec): 3 clusters Score: Raw -1224335.405606 + Penalty 3056.143818 = -1221279.261789 nChanged 1 SP:Iteration 29Q (7021.452002 sec): 3 clusters Score: Raw -1224336.035145 + Penalty 3056.143818 = -1221279.891327 nChanged 0 SP:Iteration 30F (7021.514743 sec): 3 clusters Score: Raw -1224336.035145 + Penalty 3056.143818 = -1221279.891327 nChanged 0 Trying to split cluster 47 (6024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7021.536011 sec): 2 clusters Score: Raw -596935.716677 + Penalty 1414.319850 = -595521.396827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7021.600222 sec): 3 clusters Score: Raw -593750.313684 + Penalty 2828.639700 = -590921.673984 nChanged 2524 SP:Iteration 1F (7021.660760 sec): 3 clusters Score: Raw -595118.642443 + Penalty 2828.639700 = -592290.002742 nChanged 419 SP:Iteration 2F (7021.706397 sec): 3 clusters Score: Raw -595337.187855 + Penalty 2828.639700 = -592508.548155 nChanged 325 SP:Iteration 3F (7021.761504 sec): 3 clusters Score: Raw -595494.640053 + Penalty 2828.639700 = -592666.000353 nChanged 251 SP:Iteration 4Q (7021.828123 sec): 3 clusters Score: Raw -595620.240214 + Penalty 2828.639700 = -592791.600514 nChanged 241 SP:Iteration 5Q (7021.880990 sec): 3 clusters Score: Raw -595744.163787 + Penalty 2828.639700 = -592915.524087 nChanged 233 SP:Iteration 6Q (7021.929853 sec): 3 clusters Score: Raw -595869.799217 + Penalty 2828.639700 = -593041.159517 nChanged 238 SP:Iteration 7Q (7021.997954 sec): 3 clusters Score: Raw -596014.237951 + Penalty 2828.639700 = -593185.598251 nChanged 244 SP:Iteration 8Q (7022.052448 sec): 3 clusters Score: Raw -596172.685884 + Penalty 2828.639700 = -593344.046184 nChanged 247 SP:Iteration 9Q (7022.108822 sec): 3 clusters Score: Raw -596343.187540 + Penalty 2828.639700 = -593514.547840 nChanged 227 SP:Iteration 10Q (7022.165287 sec): 3 clusters Score: Raw -596500.961911 + Penalty 2828.639700 = -593672.322211 nChanged 187 SP:Iteration 11Q (7022.214758 sec): 3 clusters Score: Raw -596636.707833 + Penalty 2828.639700 = -593808.068133 nChanged 141 SP:Iteration 12Q (7022.268211 sec): 3 clusters Score: Raw -596753.643069 + Penalty 2828.639700 = -593925.003369 nChanged 128 SP:Iteration 13Q (7022.337302 sec): 3 clusters Score: Raw -596856.547502 + Penalty 2828.639700 = -594027.907802 nChanged 87 SP:Iteration 14Q (7022.382292 sec): 3 clusters Score: Raw -596923.171359 + Penalty 2828.639700 = -594094.531659 nChanged 56 SP:Iteration 15Q (7022.443114 sec): 3 clusters Score: Raw -596964.512428 + Penalty 2828.639700 = -594135.872728 nChanged 39 SP:Iteration 16Q (7022.496598 sec): 3 clusters Score: Raw -596996.673663 + Penalty 2828.639700 = -594168.033963 nChanged 39 SP:Iteration 17Q (7022.552791 sec): 3 clusters Score: Raw -597033.296010 + Penalty 2828.639700 = -594204.656310 nChanged 27 SP:Iteration 18Q (7022.611916 sec): 3 clusters Score: Raw -597055.015469 + Penalty 2828.639700 = -594226.375769 nChanged 19 SP:Iteration 19Q (7022.662226 sec): 3 clusters Score: Raw -597068.762071 + Penalty 2828.639700 = -594240.122371 nChanged 13 SP:Iteration 20F (7022.707517 sec): 3 clusters Score: Raw -597082.403912 + Penalty 2828.639700 = -594253.764211 nChanged 18 SP:Iteration 21Q (7022.762879 sec): 3 clusters Score: Raw -597101.175993 + Penalty 2828.639700 = -594272.536292 nChanged 16 SP:Iteration 22Q (7022.816562 sec): 3 clusters Score: Raw -597116.527530 + Penalty 2828.639700 = -594287.887830 nChanged 13 SP:Iteration 23Q (7022.875368 sec): 3 clusters Score: Raw -597129.906967 + Penalty 2828.639700 = -594301.267267 nChanged 12 SP:Iteration 24Q (7022.933615 sec): 3 clusters Score: Raw -597139.288155 + Penalty 2828.639700 = -594310.648455 nChanged 7 SP:Iteration 25Q (7022.981261 sec): 3 clusters Score: Raw -597144.516599 + Penalty 2828.639700 = -594315.876899 nChanged 4 SP:Iteration 26Q (7023.043151 sec): 3 clusters Score: Raw -597147.972131 + Penalty 2828.639700 = -594319.332431 nChanged 2 SP:Iteration 27Q (7023.086471 sec): 3 clusters Score: Raw -597149.188474 + Penalty 2828.639700 = -594320.548774 nChanged 2 SP:Iteration 28Q (7023.142736 sec): 3 clusters Score: Raw -597149.895063 + Penalty 2828.639700 = -594321.255363 nChanged 2 SP:Iteration 29Q (7023.198876 sec): 3 clusters Score: Raw -597153.028636 + Penalty 2828.639700 = -594324.388936 nChanged 1 SP:Iteration 30Q (7023.245133 sec): 3 clusters Score: Raw -597153.441802 + Penalty 2828.639700 = -594324.802102 nChanged 0 SP:Iteration 31F (7023.300559 sec): 3 clusters Score: Raw -597153.441802 + Penalty 2828.639700 = -594324.802102 nChanged 0 Iteration 259Q (7029.929289 sec): 48 clusters Score: Raw -50092553.142063 + Penalty 100106.728439 = -49992446.413624 nChanged 98 Iteration 260F (7044.294636 sec): 48 clusters Score: Raw -50092560.392199 + Penalty 100106.728439 = -49992453.663760 nChanged 93 Iteration 261Q (7050.770476 sec): 48 clusters Score: Raw -50092567.566623 + Penalty 100106.728439 = -49992460.838184 nChanged 88 Iteration 262Q (7057.149942 sec): 48 clusters Score: Raw -50092574.231446 + Penalty 100106.728439 = -49992467.503008 nChanged 85 Iteration 263Q (7063.667475 sec): 48 clusters Score: Raw -50092580.951254 + Penalty 100106.728439 = -49992474.222816 nChanged 79 Iteration 264Q (7070.210524 sec): 48 clusters Score: Raw -50092586.306387 + Penalty 100106.728439 = -49992479.577948 nChanged 82 Iteration 265Q (7076.629468 sec): 48 clusters Score: Raw -50092591.789608 + Penalty 100106.728439 = -49992485.061170 nChanged 91 Iteration 266Q (7083.047974 sec): 48 clusters Score: Raw -50092597.626818 + Penalty 100106.728439 = -49992490.898379 nChanged 71 Iteration 267Q (7089.513316 sec): 48 clusters Score: Raw -50092602.117488 + Penalty 100106.728439 = -49992495.389049 nChanged 76 Iteration 268Q (7095.857768 sec): 48 clusters Score: Raw -50092606.389576 + Penalty 100106.728439 = -49992499.661137 nChanged 69 Iteration 269Q (7102.276534 sec): 48 clusters Score: Raw -50092611.502464 + Penalty 100106.728439 = -49992504.774025 nChanged 69 Iteration 270Q (7108.569869 sec): 48 clusters Score: Raw -50092615.908412 + Penalty 100106.728439 = -49992509.179974 nChanged 60 Iteration 271Q (7114.998331 sec): 48 clusters Score: Raw -50092619.541856 + Penalty 100106.728439 = -49992512.813418 nChanged 55 Iteration 272Q (7121.526050 sec): 48 clusters Score: Raw -50092622.744126 + Penalty 100106.728439 = -49992516.015687 nChanged 48 Iteration 273Q (7127.976385 sec): 48 clusters Score: Raw -50092625.263120 + Penalty 100106.728439 = -49992518.534681 nChanged 50 Iteration 274Q (7134.335569 sec): 48 clusters Score: Raw -50092627.669266 + Penalty 100106.728439 = -49992520.940828 nChanged 43 Iteration 275Q (7140.683086 sec): 48 clusters Score: Raw -50092629.937032 + Penalty 100106.728439 = -49992523.208593 nChanged 62 Iteration 276Q (7146.991664 sec): 48 clusters Score: Raw -50092632.724320 + Penalty 100106.728439 = -49992525.995882 nChanged 56 Iteration 277Q (7153.559311 sec): 48 clusters Score: Raw -50092634.997329 + Penalty 100106.728439 = -49992528.268891 nChanged 45 Iteration 278Q (7160.044246 sec): 48 clusters Score: Raw -50092636.654059 + Penalty 100106.728439 = -49992529.925621 nChanged 46 Iteration 279Q (7166.446804 sec): 48 clusters Score: Raw -50092638.391950 + Penalty 100106.728439 = -49992531.663511 nChanged 36 Iteration 280F (7180.832428 sec): 48 clusters Score: Raw -50092640.168214 + Penalty 100106.728439 = -49992533.439775 nChanged 39 Iteration 281Q (7187.312698 sec): 48 clusters Score: Raw -50092641.983143 + Penalty 100106.728439 = -49992535.254705 nChanged 32 Iteration 282Q (7193.713232 sec): 48 clusters Score: Raw -50092643.159679 + Penalty 100106.728439 = -49992536.431240 nChanged 27 Iteration 283Q (7200.230243 sec): 48 clusters Score: Raw -50092644.514356 + Penalty 100106.728439 = -49992537.785918 nChanged 24 Iteration 284Q (7206.881885 sec): 48 clusters Score: Raw -50092645.521214 + Penalty 100106.728439 = -49992538.792776 nChanged 23 Iteration 285Q (7213.415126 sec): 48 clusters Score: Raw -50092646.820314 + Penalty 100106.728439 = -49992540.091875 nChanged 24 Iteration 286Q (7219.995216 sec): 48 clusters Score: Raw -50092648.178813 + Penalty 100106.728439 = -49992541.450374 nChanged 21 Iteration 287Q (7226.555846 sec): 48 clusters Score: Raw -50092648.917196 + Penalty 100106.728439 = -49992542.188758 nChanged 15 Iteration 288Q (7233.136129 sec): 48 clusters Score: Raw -50092649.491494 + Penalty 100106.728439 = -49992542.763055 nChanged 15 Iteration 289Q (7239.560806 sec): 48 clusters Score: Raw -50092650.069312 + Penalty 100106.728439 = -49992543.340874 nChanged 17 Iteration 290Q (7245.792222 sec): 48 clusters Score: Raw -50092650.879838 + Penalty 100106.728439 = -49992544.151399 nChanged 14 Iteration 291Q (7252.225982 sec): 48 clusters Score: Raw -50092651.806363 + Penalty 100106.728439 = -49992545.077924 nChanged 15 Iteration 292Q (7258.608454 sec): 48 clusters Score: Raw -50092652.646157 + Penalty 100106.728439 = -49992545.917718 nChanged 15 Iteration 293Q (7265.044121 sec): 48 clusters Score: Raw -50092653.341136 + Penalty 100106.728439 = -49992546.612698 nChanged 10 Iteration 294Q (7271.538257 sec): 48 clusters Score: Raw -50092653.776627 + Penalty 100106.728439 = -49992547.048189 nChanged 7 Iteration 295Q (7277.903226 sec): 48 clusters Score: Raw -50092654.103848 + Penalty 100106.728439 = -49992547.375409 nChanged 6 Iteration 296Q (7284.266159 sec): 48 clusters Score: Raw -50092654.349384 + Penalty 100106.728439 = -49992547.620946 nChanged 4 Iteration 297Q (7290.908910 sec): 48 clusters Score: Raw -50092654.520279 + Penalty 100106.728439 = -49992547.791840 nChanged 6 Iteration 298Q (7297.558825 sec): 48 clusters Score: Raw -50092654.690567 + Penalty 100106.728439 = -49992547.962128 nChanged 4 Writing temp clu file Because OldScore, -49992547.791840, is greater than current (better) Score,-49992547.962128 Compute initial score before splitting: Score: Raw -50092654.690567 + Penalty 100106.728439 = -49992547.962128 Trying to split cluster 1 (965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7297.731910 sec): 2 clusters Score: Raw -84178.286368 + Penalty 1116.720816 = -83061.565552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7297.780458 sec): 3 clusters Score: Raw -84046.108081 + Penalty 2233.441633 = -81812.666449 nChanged 311 SP:Iteration 1F (7297.817446 sec): 3 clusters Score: Raw -84503.826232 + Penalty 2233.441633 = -82270.384599 nChanged 127 SP:Iteration 2F (7297.860122 sec): 3 clusters Score: Raw -84827.500907 + Penalty 2233.441633 = -82594.059275 nChanged 76 SP:Iteration 3F (7297.903491 sec): 3 clusters Score: Raw -85034.590674 + Penalty 2233.441633 = -82801.149041 nChanged 45 SP:Iteration 4Q (7297.955027 sec): 3 clusters Score: Raw -85113.432114 + Penalty 2233.441633 = -82879.990481 nChanged 21 SP:Iteration 5Q (7297.993266 sec): 3 clusters Score: Raw -85164.446839 + Penalty 2233.441633 = -82931.005206 nChanged 12 SP:Iteration 6Q (7298.044283 sec): 3 clusters Score: Raw -85215.655039 + Penalty 2233.441633 = -82982.213406 nChanged 10 SP:Iteration 7Q (7298.086258 sec): 3 clusters Score: Raw -85233.942059 + Penalty 2233.441633 = -83000.500426 nChanged 5 SP:Iteration 8Q (7298.134008 sec): 3 clusters Score: Raw -85241.437228 + Penalty 2233.441633 = -83007.995595 nChanged 3 SP:Iteration 9Q (7298.178307 sec): 3 clusters Score: Raw -85244.541242 + Penalty 2233.441633 = -83011.099609 nChanged 0 SP:Iteration 10F (7298.220695 sec): 3 clusters Score: Raw -85258.189862 + Penalty 2233.441633 = -83024.748230 nChanged 1 SP:Iteration 11Q (7298.261472 sec): 3 clusters Score: Raw -85293.534692 + Penalty 2233.441633 = -83060.093059 nChanged 7 SP:Iteration 12Q (7298.310106 sec): 3 clusters Score: Raw -85336.046766 + Penalty 2233.441633 = -83102.605133 nChanged 7 SP:Iteration 13Q (7298.354183 sec): 3 clusters Score: Raw -85348.037077 + Penalty 2233.441633 = -83114.595444 nChanged 5 SP:Iteration 14Q (7298.400091 sec): 3 clusters Score: Raw -85358.924942 + Penalty 2233.441633 = -83125.483309 nChanged 4 SP:Iteration 15Q (7298.430627 sec): 3 clusters Score: Raw -85364.805948 + Penalty 2233.441633 = -83131.364315 nChanged 3 SP:Iteration 16Q (7298.476562 sec): 3 clusters Score: Raw -85369.425728 + Penalty 2233.441633 = -83135.984095 nChanged 1 SP:Iteration 17Q (7298.530165 sec): 3 clusters Score: Raw -85369.826144 + Penalty 2233.441633 = -83136.384511 nChanged 1 SP:Iteration 18Q (7298.566333 sec): 3 clusters Score: Raw -85370.887881 + Penalty 2233.441633 = -83137.446248 nChanged 0 SP:Iteration 19F (7298.610561 sec): 3 clusters Score: Raw -85371.708721 + Penalty 2233.441633 = -83138.267088 nChanged 2 SP:Iteration 20F (7298.652084 sec): 3 clusters Score: Raw -85384.104897 + Penalty 2233.441633 = -83150.663264 nChanged 3 SP:Iteration 21Q (7298.699621 sec): 3 clusters Score: Raw -85389.955714 + Penalty 2233.441633 = -83156.514081 nChanged 0 SP:Iteration 22F (7298.743420 sec): 3 clusters Score: Raw -85389.955714 + Penalty 2233.441633 = -83156.514081 nChanged 0 Score: Raw -50093866.463842 + Penalty 102236.658831 = -49991629.805011 Splitting cluster 1 changes total score from -49992547.962128 to -49991629.805011 So it's not getting split. Trying to split cluster 2 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7313.489552 sec): 2 clusters Score: Raw -30523.339287 + Penalty 967.823573 = -29555.515714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7313.534241 sec): 3 clusters Score: Raw -30571.713366 + Penalty 1935.647145 = -28636.066221 nChanged 111 SP:Iteration 1F (7313.576544 sec): 3 clusters Score: Raw -30951.976008 + Penalty 1935.647145 = -29016.328863 nChanged 44 SP:Iteration 2F (7313.621885 sec): 3 clusters Score: Raw -31161.512744 + Penalty 1935.647145 = -29225.865599 nChanged 21 SP:Iteration 3F (7313.657613 sec): 3 clusters Score: Raw -31255.916521 + Penalty 1935.647145 = -29320.269376 nChanged 13 SP:Iteration 4Q (7313.689943 sec): 3 clusters Score: Raw -31296.560586 + Penalty 1935.647145 = -29360.913441 nChanged 1 SP:Iteration 5Q (7313.739726 sec): 3 clusters Score: Raw -31298.924276 + Penalty 1935.647145 = -29363.277131 nChanged 1 SP:Iteration 6Q (7313.767047 sec): 3 clusters Score: Raw -31300.144424 + Penalty 1935.647145 = -29364.497279 nChanged 1 SP:Iteration 7Q (7313.803539 sec): 3 clusters Score: Raw -31301.883871 + Penalty 1935.647145 = -29366.236726 nChanged 0 SP:Iteration 8F (7313.841441 sec): 3 clusters Score: Raw -31301.883871 + Penalty 1935.647145 = -29366.236726 nChanged 0 Trying to split cluster 3 (5521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7313.870249 sec): 2 clusters Score: Raw -534114.539225 + Penalty 1400.151071 = -532714.388154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7313.927213 sec): 3 clusters Score: Raw -531240.240494 + Penalty 2800.302142 = -528439.938352 nChanged 2252 SP:Iteration 1F (7313.983499 sec): 3 clusters Score: Raw -532508.324365 + Penalty 2800.302142 = -529708.022224 nChanged 414 SP:Iteration 2F (7314.027312 sec): 3 clusters Score: Raw -532748.831312 + Penalty 2800.302142 = -529948.529170 nChanged 275 SP:Iteration 3Q (7314.083054 sec): 3 clusters Score: Raw -532901.976937 + Penalty 2800.302142 = -530101.674795 nChanged 250 SP:Iteration 4Q (7314.138719 sec): 3 clusters Score: Raw -533054.370820 + Penalty 2800.302142 = -530254.068678 nChanged 242 SP:Iteration 5Q (7314.202830 sec): 3 clusters Score: Raw -533186.801254 + Penalty 2800.302142 = -530386.499112 nChanged 210 SP:Iteration 6Q (7314.246182 sec): 3 clusters Score: Raw -533299.387307 + Penalty 2800.302142 = -530499.085165 nChanged 201 SP:Iteration 7Q (7314.299026 sec): 3 clusters Score: Raw -533411.262468 + Penalty 2800.302142 = -530610.960326 nChanged 188 SP:Iteration 8Q (7314.357456 sec): 3 clusters Score: Raw -533510.582658 + Penalty 2800.302142 = -530710.280516 nChanged 159 SP:Iteration 9Q (7314.396013 sec): 3 clusters Score: Raw -533580.996603 + Penalty 2800.302142 = -530780.694461 nChanged 136 SP:Iteration 10Q (7314.448648 sec): 3 clusters Score: Raw -533647.168095 + Penalty 2800.302142 = -530846.865953 nChanged 124 SP:Iteration 11Q (7314.499316 sec): 3 clusters Score: Raw -533694.782684 + Penalty 2800.302142 = -530894.480542 nChanged 93 SP:Iteration 12Q (7314.557354 sec): 3 clusters Score: Raw -533730.635883 + Penalty 2800.302142 = -530930.333742 nChanged 92 SP:Iteration 13Q (7314.605331 sec): 3 clusters Score: Raw -533772.560682 + Penalty 2800.302142 = -530972.258540 nChanged 93 SP:Iteration 14Q (7314.660665 sec): 3 clusters Score: Raw -533808.004217 + Penalty 2800.302142 = -531007.702075 nChanged 91 SP:Iteration 15Q (7314.708937 sec): 3 clusters Score: Raw -533847.220259 + Penalty 2800.302142 = -531046.918117 nChanged 77 SP:Iteration 16Q (7314.753367 sec): 3 clusters Score: Raw -533874.068676 + Penalty 2800.302142 = -531073.766534 nChanged 66 SP:Iteration 17Q (7314.812301 sec): 3 clusters Score: Raw -533894.236798 + Penalty 2800.302142 = -531093.934657 nChanged 45 SP:Iteration 18Q (7314.870072 sec): 3 clusters Score: Raw -533905.870274 + Penalty 2800.302142 = -531105.568133 nChanged 40 SP:Iteration 19Q (7314.913025 sec): 3 clusters Score: Raw -533919.094675 + Penalty 2800.302142 = -531118.792534 nChanged 43 SP:Iteration 20F (7314.969814 sec): 3 clusters Score: Raw -533930.167941 + Penalty 2800.302142 = -531129.865799 nChanged 35 SP:Iteration 21Q (7315.022874 sec): 3 clusters Score: Raw -533941.788579 + Penalty 2800.302142 = -531141.486437 nChanged 38 SP:Iteration 22Q (7315.067798 sec): 3 clusters Score: Raw -533952.602740 + Penalty 2800.302142 = -531152.300598 nChanged 26 SP:Iteration 23Q (7315.121057 sec): 3 clusters Score: Raw -533959.168693 + Penalty 2800.302142 = -531158.866552 nChanged 28 SP:Iteration 24Q (7315.184029 sec): 3 clusters Score: Raw -533965.974697 + Penalty 2800.302142 = -531165.672555 nChanged 28 SP:Iteration 25Q (7315.224012 sec): 3 clusters Score: Raw -533971.782239 + Penalty 2800.302142 = -531171.480097 nChanged 27 SP:Iteration 26Q (7315.275531 sec): 3 clusters Score: Raw -533977.915372 + Penalty 2800.302142 = -531177.613231 nChanged 23 SP:Iteration 27Q (7315.323446 sec): 3 clusters Score: Raw -533983.402149 + Penalty 2800.302142 = -531183.100007 nChanged 30 SP:Iteration 28Q (7315.384768 sec): 3 clusters Score: Raw -533990.531221 + Penalty 2800.302142 = -531190.229079 nChanged 29 SP:Iteration 29Q (7315.435046 sec): 3 clusters Score: Raw -533997.715335 + Penalty 2800.302142 = -531197.413193 nChanged 37 SP:Iteration 30Q (7315.490086 sec): 3 clusters Score: Raw -534007.234369 + Penalty 2800.302142 = -531206.932227 nChanged 39 SP:Iteration 31Q (7315.532149 sec): 3 clusters Score: Raw -534016.906579 + Penalty 2800.302142 = -531216.604437 nChanged 29 SP:Iteration 32Q (7315.592503 sec): 3 clusters Score: Raw -534025.901096 + Penalty 2800.302142 = -531225.598954 nChanged 37 SP:Iteration 33Q (7315.645751 sec): 3 clusters Score: Raw -534038.643147 + Penalty 2800.302142 = -531238.341005 nChanged 36 SP:Iteration 34Q (7315.689513 sec): 3 clusters Score: Raw -534052.066206 + Penalty 2800.302142 = -531251.764065 nChanged 49 SP:Iteration 35Q (7315.736724 sec): 3 clusters Score: Raw -534069.175436 + Penalty 2800.302142 = -531268.873295 nChanged 48 SP:Iteration 36Q (7315.793563 sec): 3 clusters Score: Raw -534083.622316 + Penalty 2800.302142 = -531283.320174 nChanged 32 SP:Iteration 37Q (7315.841818 sec): 3 clusters Score: Raw -534093.412346 + Penalty 2800.302142 = -531293.110204 nChanged 27 SP:Iteration 38Q (7315.894069 sec): 3 clusters Score: Raw -534100.040134 + Penalty 2800.302142 = -531299.737992 nChanged 14 SP:Iteration 39Q (7315.942280 sec): 3 clusters Score: Raw -534103.370188 + Penalty 2800.302142 = -531303.068046 nChanged 11 SP:Iteration 40F (7316.002731 sec): 3 clusters Score: Raw -534105.260109 + Penalty 2800.302142 = -531304.957968 nChanged 12 SP:Iteration 41Q (7316.054078 sec): 3 clusters Score: Raw -534108.438351 + Penalty 2800.302142 = -531308.136209 nChanged 14 SP:Iteration 42Q (7316.094852 sec): 3 clusters Score: Raw -534112.302802 + Penalty 2800.302142 = -531312.000660 nChanged 15 SP:Iteration 43Q (7316.145946 sec): 3 clusters Score: Raw -534116.587668 + Penalty 2800.302142 = -531316.285527 nChanged 16 SP:Iteration 44Q (7316.200051 sec): 3 clusters Score: Raw -534119.612157 + Penalty 2800.302142 = -531319.310015 nChanged 11 SP:Iteration 45Q (7316.257154 sec): 3 clusters Score: Raw -534121.977529 + Penalty 2800.302142 = -531321.675387 nChanged 12 SP:Iteration 46Q (7316.298384 sec): 3 clusters Score: Raw -534127.130419 + Penalty 2800.302142 = -531326.828277 nChanged 14 SP:Iteration 47Q (7316.351372 sec): 3 clusters Score: Raw -534129.864634 + Penalty 2800.302142 = -531329.562492 nChanged 16 SP:Iteration 48Q (7316.404607 sec): 3 clusters Score: Raw -534133.697721 + Penalty 2800.302142 = -531333.395579 nChanged 12 SP:Iteration 49Q (7316.454548 sec): 3 clusters Score: Raw -534136.239371 + Penalty 2800.302142 = -531335.937229 nChanged 14 SP:Iteration 50Q (7316.511204 sec): 3 clusters Score: Raw -534139.758417 + Penalty 2800.302142 = -531339.456276 nChanged 18 SP:Iteration 51Q (7316.553152 sec): 3 clusters Score: Raw -534145.539811 + Penalty 2800.302142 = -531345.237669 nChanged 19 SP:Iteration 52Q (7316.606889 sec): 3 clusters Score: Raw -534149.847279 + Penalty 2800.302142 = -531349.545137 nChanged 13 SP:Iteration 53Q (7316.654991 sec): 3 clusters Score: Raw -534153.515699 + Penalty 2800.302142 = -531353.213558 nChanged 14 SP:Iteration 54Q (7316.701363 sec): 3 clusters Score: Raw -534157.462675 + Penalty 2800.302142 = -531357.160533 nChanged 11 SP:Iteration 55Q (7316.758193 sec): 3 clusters Score: Raw -534161.875405 + Penalty 2800.302142 = -531361.573264 nChanged 15 SP:Iteration 56Q (7316.794554 sec): 3 clusters Score: Raw -534166.226057 + Penalty 2800.302142 = -531365.923916 nChanged 13 SP:Iteration 57Q (7316.850555 sec): 3 clusters Score: Raw -534169.009367 + Penalty 2800.302142 = -531368.707225 nChanged 7 SP:Iteration 58Q (7316.904333 sec): 3 clusters Score: Raw -534170.771528 + Penalty 2800.302142 = -531370.469386 nChanged 8 SP:Iteration 59Q (7316.962724 sec): 3 clusters Score: Raw -534172.711601 + Penalty 2800.302142 = -531372.409459 nChanged 6 SP:Iteration 60F (7317.002296 sec): 3 clusters Score: Raw -534173.623897 + Penalty 2800.302142 = -531373.321756 nChanged 5 SP:Iteration 61Q (7317.062999 sec): 3 clusters Score: Raw -534174.849895 + Penalty 2800.302142 = -531374.547754 nChanged 7 SP:Iteration 62Q (7317.104688 sec): 3 clusters Score: Raw -534176.795389 + Penalty 2800.302142 = -531376.493247 nChanged 4 SP:Iteration 63Q (7317.153915 sec): 3 clusters Score: Raw -534177.287624 + Penalty 2800.302142 = -531376.985482 nChanged 3 SP:Iteration 64Q (7317.211984 sec): 3 clusters Score: Raw -534177.631988 + Penalty 2800.302142 = -531377.329846 nChanged 3 SP:Iteration 65Q (7317.262028 sec): 3 clusters Score: Raw -534178.274673 + Penalty 2800.302142 = -531377.972531 nChanged 3 SP:Iteration 66Q (7317.320849 sec): 3 clusters Score: Raw -534178.635409 + Penalty 2800.302142 = -531378.333267 nChanged 2 SP:Iteration 67Q (7317.362453 sec): 3 clusters Score: Raw -534178.792311 + Penalty 2800.302142 = -531378.490169 nChanged 1 SP:Iteration 68Q (7317.418312 sec): 3 clusters Score: Raw -534179.022150 + Penalty 2800.302142 = -531378.720008 nChanged 1 SP:Iteration 69Q (7317.463550 sec): 3 clusters Score: Raw -534179.169140 + Penalty 2800.302142 = -531378.866999 nChanged 0 SP:Iteration 70F (7317.508993 sec): 3 clusters Score: Raw -534179.169140 + Penalty 2800.302142 = -531378.866999 nChanged 0 Trying to split cluster 4 (4162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7317.537523 sec): 2 clusters Score: Raw -428373.353043 + Penalty 1354.234539 = -427019.118505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7317.589919 sec): 3 clusters Score: Raw -426255.988933 + Penalty 2708.469077 = -423547.519856 nChanged 1623 SP:Iteration 1F (7317.633194 sec): 3 clusters Score: Raw -427151.992187 + Penalty 2708.469077 = -424443.523109 nChanged 312 SP:Iteration 2F (7317.670236 sec): 3 clusters Score: Raw -427328.720188 + Penalty 2708.469077 = -424620.251111 nChanged 204 SP:Iteration 3Q (7317.718647 sec): 3 clusters Score: Raw -427442.059269 + Penalty 2708.469077 = -424733.590191 nChanged 176 SP:Iteration 4Q (7317.777714 sec): 3 clusters Score: Raw -427537.665645 + Penalty 2708.469077 = -424829.196568 nChanged 165 SP:Iteration 5Q (7317.825267 sec): 3 clusters Score: Raw -427624.010214 + Penalty 2708.469077 = -424915.541137 nChanged 154 SP:Iteration 6Q (7317.866995 sec): 3 clusters Score: Raw -427713.361281 + Penalty 2708.469077 = -425004.892204 nChanged 152 SP:Iteration 7Q (7317.910266 sec): 3 clusters Score: Raw -427817.078214 + Penalty 2708.469077 = -425108.609137 nChanged 169 SP:Iteration 8Q (7317.965500 sec): 3 clusters Score: Raw -427929.074456 + Penalty 2708.469077 = -425220.605379 nChanged 138 SP:Iteration 9Q (7318.007627 sec): 3 clusters Score: Raw -428016.567221 + Penalty 2708.469077 = -425308.098144 nChanged 134 SP:Iteration 10Q (7318.053340 sec): 3 clusters Score: Raw -428111.659428 + Penalty 2708.469077 = -425403.190351 nChanged 122 SP:Iteration 11Q (7318.102762 sec): 3 clusters Score: Raw -428191.403618 + Penalty 2708.469077 = -425482.934541 nChanged 102 SP:Iteration 12Q (7318.144453 sec): 3 clusters Score: Raw -428254.159594 + Penalty 2708.469077 = -425545.690517 nChanged 96 SP:Iteration 13Q (7318.202608 sec): 3 clusters Score: Raw -428324.658368 + Penalty 2708.469077 = -425616.189291 nChanged 100 SP:Iteration 14Q (7318.246671 sec): 3 clusters Score: Raw -428394.424473 + Penalty 2708.469077 = -425685.955396 nChanged 81 SP:Iteration 15Q (7318.299380 sec): 3 clusters Score: Raw -428449.561986 + Penalty 2708.469077 = -425741.092909 nChanged 86 SP:Iteration 16Q (7318.348187 sec): 3 clusters Score: Raw -428504.493344 + Penalty 2708.469077 = -425796.024266 nChanged 61 SP:Iteration 17Q (7318.394114 sec): 3 clusters Score: Raw -428547.224839 + Penalty 2708.469077 = -425838.755761 nChanged 66 SP:Iteration 18Q (7318.442291 sec): 3 clusters Score: Raw -428586.567656 + Penalty 2708.469077 = -425878.098578 nChanged 42 SP:Iteration 19Q (7318.486786 sec): 3 clusters Score: Raw -428605.145212 + Penalty 2708.469077 = -425896.676135 nChanged 44 SP:Iteration 20F (7318.533163 sec): 3 clusters Score: Raw -428633.251071 + Penalty 2708.469077 = -425924.781994 nChanged 43 SP:Iteration 21Q (7318.578654 sec): 3 clusters Score: Raw -428660.681748 + Penalty 2708.469077 = -425952.212671 nChanged 49 SP:Iteration 22Q (7318.639314 sec): 3 clusters Score: Raw -428683.482620 + Penalty 2708.469077 = -425975.013543 nChanged 31 SP:Iteration 23Q (7318.685351 sec): 3 clusters Score: Raw -428696.884359 + Penalty 2708.469077 = -425988.415282 nChanged 21 SP:Iteration 24Q (7318.731738 sec): 3 clusters Score: Raw -428707.341012 + Penalty 2708.469077 = -425998.871935 nChanged 29 SP:Iteration 25Q (7318.779570 sec): 3 clusters Score: Raw -428720.049246 + Penalty 2708.469077 = -426011.580168 nChanged 19 SP:Iteration 26Q (7318.828658 sec): 3 clusters Score: Raw -428726.600346 + Penalty 2708.469077 = -426018.131269 nChanged 9 SP:Iteration 27Q (7318.881343 sec): 3 clusters Score: Raw -428732.397209 + Penalty 2708.469077 = -426023.928132 nChanged 10 SP:Iteration 28Q (7318.923187 sec): 3 clusters Score: Raw -428737.570524 + Penalty 2708.469077 = -426029.101447 nChanged 10 SP:Iteration 29Q (7318.972572 sec): 3 clusters Score: Raw -428741.458742 + Penalty 2708.469077 = -426032.989664 nChanged 15 SP:Iteration 30Q (7319.031703 sec): 3 clusters Score: Raw -428748.245487 + Penalty 2708.469077 = -426039.776410 nChanged 19 SP:Iteration 31Q (7319.077099 sec): 3 clusters Score: Raw -428758.969758 + Penalty 2708.469077 = -426050.500681 nChanged 16 SP:Iteration 32Q (7319.132138 sec): 3 clusters Score: Raw -428768.991065 + Penalty 2708.469077 = -426060.521988 nChanged 20 SP:Iteration 33Q (7319.176297 sec): 3 clusters Score: Raw -428781.059062 + Penalty 2708.469077 = -426072.589985 nChanged 17 SP:Iteration 34Q (7319.223327 sec): 3 clusters Score: Raw -428793.166308 + Penalty 2708.469077 = -426084.697231 nChanged 16 SP:Iteration 35Q (7319.271181 sec): 3 clusters Score: Raw -428802.199859 + Penalty 2708.469077 = -426093.730781 nChanged 19 SP:Iteration 36Q (7319.323487 sec): 3 clusters Score: Raw -428811.501612 + Penalty 2708.469077 = -426103.032535 nChanged 15 SP:Iteration 37Q (7319.367293 sec): 3 clusters Score: Raw -428819.378341 + Penalty 2708.469077 = -426110.909263 nChanged 11 SP:Iteration 38Q (7319.420952 sec): 3 clusters Score: Raw -428823.564013 + Penalty 2708.469077 = -426115.094936 nChanged 8 SP:Iteration 39Q (7319.464301 sec): 3 clusters Score: Raw -428825.387202 + Penalty 2708.469077 = -426116.918124 nChanged 3 SP:Iteration 40F (7319.515785 sec): 3 clusters Score: Raw -428826.664957 + Penalty 2708.469077 = -426118.195880 nChanged 0 Trying to split cluster 5 (13608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7319.559819 sec): 2 clusters Score: Raw -1447957.017538 + Penalty 1546.742134 = -1446410.275404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7319.624497 sec): 3 clusters Score: Raw -1439967.881102 + Penalty 3093.484269 = -1436874.396834 nChanged 6060 SP:Iteration 1F (7319.679206 sec): 3 clusters Score: Raw -1443308.136945 + Penalty 3093.484269 = -1440214.652677 nChanged 744 SP:Iteration 2F (7319.753733 sec): 3 clusters Score: Raw -1443618.700071 + Penalty 3093.484269 = -1440525.215802 nChanged 668 SP:Iteration 3Q (7319.811564 sec): 3 clusters Score: Raw -1443901.230225 + Penalty 3093.484269 = -1440807.745956 nChanged 635 SP:Iteration 4Q (7319.880281 sec): 3 clusters Score: Raw -1444198.164375 + Penalty 3093.484269 = -1441104.680106 nChanged 679 SP:Iteration 5Q (7319.938685 sec): 3 clusters Score: Raw -1444578.912880 + Penalty 3093.484269 = -1441485.428611 nChanged 746 SP:Iteration 6F (7320.003251 sec): 3 clusters Score: Raw -1445092.588936 + Penalty 3093.484269 = -1441999.104667 nChanged 812 SP:Iteration 7F (7320.068193 sec): 3 clusters Score: Raw -1445747.232698 + Penalty 3093.484269 = -1442653.748429 nChanged 797 SP:Iteration 8F (7320.139683 sec): 3 clusters Score: Raw -1446420.117510 + Penalty 3093.484269 = -1443326.633241 nChanged 713 SP:Iteration 9F (7320.200293 sec): 3 clusters Score: Raw -1447018.336168 + Penalty 3093.484269 = -1443924.851900 nChanged 500 SP:Iteration 10Q (7320.252741 sec): 3 clusters Score: Raw -1447418.007367 + Penalty 3093.484269 = -1444324.523098 nChanged 334 SP:Iteration 11Q (7320.325704 sec): 3 clusters Score: Raw -1447705.990256 + Penalty 3093.484269 = -1444612.505987 nChanged 226 SP:Iteration 12Q (7320.377762 sec): 3 clusters Score: Raw -1447888.307890 + Penalty 3093.484269 = -1444794.823622 nChanged 148 SP:Iteration 13Q (7320.440678 sec): 3 clusters Score: Raw -1448010.139069 + Penalty 3093.484269 = -1444916.654800 nChanged 109 SP:Iteration 14Q (7320.503845 sec): 3 clusters Score: Raw -1448087.024130 + Penalty 3093.484269 = -1444993.539861 nChanged 72 SP:Iteration 15Q (7320.565527 sec): 3 clusters Score: Raw -1448133.707278 + Penalty 3093.484269 = -1445040.223009 nChanged 48 SP:Iteration 16Q (7320.630370 sec): 3 clusters Score: Raw -1448162.224985 + Penalty 3093.484269 = -1445068.740716 nChanged 40 SP:Iteration 17Q (7320.684953 sec): 3 clusters Score: Raw -1448183.866211 + Penalty 3093.484269 = -1445090.381942 nChanged 32 SP:Iteration 18Q (7320.751100 sec): 3 clusters Score: Raw -1448207.099708 + Penalty 3093.484269 = -1445113.615440 nChanged 35 SP:Iteration 19Q (7320.817047 sec): 3 clusters Score: Raw -1448235.377420 + Penalty 3093.484269 = -1445141.893152 nChanged 30 SP:Iteration 20F (7320.888528 sec): 3 clusters Score: Raw -1448258.772640 + Penalty 3093.484269 = -1445165.288372 nChanged 25 SP:Iteration 21Q (7320.949170 sec): 3 clusters Score: Raw -1448273.345082 + Penalty 3093.484269 = -1445179.860813 nChanged 15 SP:Iteration 22Q (7320.998001 sec): 3 clusters Score: Raw -1448288.207506 + Penalty 3093.484269 = -1445194.723237 nChanged 13 SP:Iteration 23Q (7321.071189 sec): 3 clusters Score: Raw -1448296.568309 + Penalty 3093.484269 = -1445203.084040 nChanged 17 SP:Iteration 24Q (7321.127088 sec): 3 clusters Score: Raw -1448307.970034 + Penalty 3093.484269 = -1445214.485765 nChanged 11 SP:Iteration 25Q (7321.195195 sec): 3 clusters Score: Raw -1448315.006532 + Penalty 3093.484269 = -1445221.522263 nChanged 13 SP:Iteration 26Q (7321.249783 sec): 3 clusters Score: Raw -1448323.343578 + Penalty 3093.484269 = -1445229.859310 nChanged 9 SP:Iteration 27Q (7321.300513 sec): 3 clusters Score: Raw -1448329.775416 + Penalty 3093.484269 = -1445236.291147 nChanged 10 SP:Iteration 28Q (7321.357667 sec): 3 clusters Score: Raw -1448334.781649 + Penalty 3093.484269 = -1445241.297380 nChanged 5 SP:Iteration 29Q (7321.427447 sec): 3 clusters Score: Raw -1448337.119837 + Penalty 3093.484269 = -1445243.635568 nChanged 4 SP:Iteration 30Q (7321.486693 sec): 3 clusters Score: Raw -1448339.077030 + Penalty 3093.484269 = -1445245.592762 nChanged 4 SP:Iteration 31Q (7321.536247 sec): 3 clusters Score: Raw -1448341.565911 + Penalty 3093.484269 = -1445248.081643 nChanged 7 SP:Iteration 32Q (7321.601976 sec): 3 clusters Score: Raw -1448345.235391 + Penalty 3093.484269 = -1445251.751123 nChanged 4 SP:Iteration 33Q (7321.665085 sec): 3 clusters Score: Raw -1448347.392978 + Penalty 3093.484269 = -1445253.908710 nChanged 1 SP:Iteration 34Q (7321.723135 sec): 3 clusters Score: Raw -1448347.898100 + Penalty 3093.484269 = -1445254.413831 nChanged 1 SP:Iteration 35Q (7321.782993 sec): 3 clusters Score: Raw -1448348.778676 + Penalty 3093.484269 = -1445255.294407 nChanged 1 SP:Iteration 36Q (7321.849499 sec): 3 clusters Score: Raw -1448348.991460 + Penalty 3093.484269 = -1445255.507191 nChanged 1 SP:Iteration 37Q (7321.906838 sec): 3 clusters Score: Raw -1448350.305125 + Penalty 3093.484269 = -1445256.820856 nChanged 4 SP:Iteration 38Q (7321.972960 sec): 3 clusters Score: Raw -1448352.527973 + Penalty 3093.484269 = -1445259.043705 nChanged 1 SP:Iteration 39Q (7322.033028 sec): 3 clusters Score: Raw -1448352.841005 + Penalty 3093.484269 = -1445259.356737 nChanged 0 SP:Iteration 40F (7322.085639 sec): 3 clusters Score: Raw -1448352.841005 + Penalty 3093.484269 = -1445259.356737 nChanged 0 Trying to split cluster 6 (11319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7322.119147 sec): 2 clusters Score: Raw -1169682.608825 + Penalty 1516.813676 = -1168165.795149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7322.182219 sec): 3 clusters Score: Raw -1163137.686722 + Penalty 3033.627353 = -1160104.059369 nChanged 4939 SP:Iteration 1F (7322.251346 sec): 3 clusters Score: Raw -1165757.294983 + Penalty 3033.627353 = -1162723.667630 nChanged 756 SP:Iteration 2F (7322.307556 sec): 3 clusters Score: Raw -1166140.008521 + Penalty 3033.627353 = -1163106.381168 nChanged 696 SP:Iteration 3F (7322.381173 sec): 3 clusters Score: Raw -1166507.312894 + Penalty 3033.627353 = -1163473.685541 nChanged 695 SP:Iteration 4F (7322.430034 sec): 3 clusters Score: Raw -1166920.646442 + Penalty 3033.627353 = -1163887.019089 nChanged 713 SP:Iteration 5F (7322.492164 sec): 3 clusters Score: Raw -1167402.782035 + Penalty 3033.627353 = -1164369.154682 nChanged 748 SP:Iteration 6F (7322.548511 sec): 3 clusters Score: Raw -1167985.892152 + Penalty 3033.627353 = -1164952.264799 nChanged 712 SP:Iteration 7F (7322.616317 sec): 3 clusters Score: Raw -1168570.397090 + Penalty 3033.627353 = -1165536.769737 nChanged 598 SP:Iteration 8F (7322.670441 sec): 3 clusters Score: Raw -1169016.704886 + Penalty 3033.627353 = -1165983.077533 nChanged 497 SP:Iteration 9Q (7322.740607 sec): 3 clusters Score: Raw -1169330.921708 + Penalty 3033.627353 = -1166297.294355 nChanged 382 SP:Iteration 10Q (7322.796634 sec): 3 clusters Score: Raw -1169518.339750 + Penalty 3033.627353 = -1166484.712397 nChanged 266 SP:Iteration 11Q (7322.859371 sec): 3 clusters Score: Raw -1169604.801004 + Penalty 3033.627353 = -1166571.173651 nChanged 174 SP:Iteration 12Q (7322.930610 sec): 3 clusters Score: Raw -1169645.932591 + Penalty 3033.627353 = -1166612.305238 nChanged 105 SP:Iteration 13Q (7322.983313 sec): 3 clusters Score: Raw -1169665.387684 + Penalty 3033.627353 = -1166631.760332 nChanged 84 SP:Iteration 14Q (7323.051058 sec): 3 clusters Score: Raw -1169678.580129 + Penalty 3033.627353 = -1166644.952776 nChanged 60 SP:Iteration 15Q (7323.115829 sec): 3 clusters Score: Raw -1169686.834596 + Penalty 3033.627353 = -1166653.207243 nChanged 44 SP:Iteration 16Q (7323.179492 sec): 3 clusters Score: Raw -1169692.779353 + Penalty 3033.627353 = -1166659.152000 nChanged 34 SP:Iteration 17Q (7323.250494 sec): 3 clusters Score: Raw -1169696.894982 + Penalty 3033.627353 = -1166663.267629 nChanged 27 SP:Iteration 18Q (7323.307873 sec): 3 clusters Score: Raw -1169699.783297 + Penalty 3033.627353 = -1166666.155944 nChanged 16 SP:Iteration 19Q (7323.365528 sec): 3 clusters Score: Raw -1169701.390902 + Penalty 3033.627353 = -1166667.763549 nChanged 15 SP:Iteration 20F (7323.427793 sec): 3 clusters Score: Raw -1169702.819791 + Penalty 3033.627353 = -1166669.192438 nChanged 14 SP:Iteration 21Q (7323.484536 sec): 3 clusters Score: Raw -1169703.935726 + Penalty 3033.627353 = -1166670.308373 nChanged 7 SP:Iteration 22Q (7323.547207 sec): 3 clusters Score: Raw -1169704.481959 + Penalty 3033.627353 = -1166670.854606 nChanged 5 SP:Iteration 23Q (7323.610236 sec): 3 clusters Score: Raw -1169704.905353 + Penalty 3033.627353 = -1166671.278000 nChanged 3 SP:Iteration 24Q (7323.670134 sec): 3 clusters Score: Raw -1169705.159781 + Penalty 3033.627353 = -1166671.532428 nChanged 1 SP:Iteration 25Q (7323.735478 sec): 3 clusters Score: Raw -1169705.190501 + Penalty 3033.627353 = -1166671.563149 nChanged 1 SP:Iteration 26Q (7323.797193 sec): 3 clusters Score: Raw -1169705.238182 + Penalty 3033.627353 = -1166671.610830 nChanged 1 SP:Iteration 27Q (7323.865526 sec): 3 clusters Score: Raw -1169705.280027 + Penalty 3033.627353 = -1166671.652674 nChanged 0 SP:Iteration 28F (7323.922388 sec): 3 clusters Score: Raw -1169705.280027 + Penalty 3033.627353 = -1166671.652674 nChanged 0 Trying to split cluster 7 (7737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7323.955839 sec): 2 clusters Score: Raw -786833.656249 + Penalty 1454.987510 = -785378.668739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7324.011992 sec): 3 clusters Score: Raw -782566.388855 + Penalty 2909.975021 = -779656.413834 nChanged 3242 SP:Iteration 1F (7324.066847 sec): 3 clusters Score: Raw -784301.407338 + Penalty 2909.975021 = -781391.432318 nChanged 486 SP:Iteration 2F (7324.125247 sec): 3 clusters Score: Raw -784501.761135 + Penalty 2909.975021 = -781591.786114 nChanged 373 SP:Iteration 3Q (7324.184444 sec): 3 clusters Score: Raw -784645.214905 + Penalty 2909.975021 = -781735.239884 nChanged 311 SP:Iteration 4Q (7324.232107 sec): 3 clusters Score: Raw -784757.916029 + Penalty 2909.975021 = -781847.941008 nChanged 257 SP:Iteration 5Q (7324.298326 sec): 3 clusters Score: Raw -784863.214746 + Penalty 2909.975021 = -781953.239725 nChanged 237 SP:Iteration 6Q (7324.347576 sec): 3 clusters Score: Raw -784962.699956 + Penalty 2909.975021 = -782052.724935 nChanged 272 SP:Iteration 7Q (7324.407305 sec): 3 clusters Score: Raw -785080.405349 + Penalty 2909.975021 = -782170.430328 nChanged 272 SP:Iteration 8Q (7324.465130 sec): 3 clusters Score: Raw -785209.146986 + Penalty 2909.975021 = -782299.171965 nChanged 281 SP:Iteration 9Q (7324.531640 sec): 3 clusters Score: Raw -785356.097552 + Penalty 2909.975021 = -782446.122531 nChanged 281 SP:Iteration 10Q (7324.588311 sec): 3 clusters Score: Raw -785512.308758 + Penalty 2909.975021 = -782602.333737 nChanged 321 SP:Iteration 11Q (7324.642545 sec): 3 clusters Score: Raw -785689.203291 + Penalty 2909.975021 = -782779.228271 nChanged 299 SP:Iteration 12Q (7324.694120 sec): 3 clusters Score: Raw -785851.652086 + Penalty 2909.975021 = -782941.677065 nChanged 263 SP:Iteration 13Q (7324.741081 sec): 3 clusters Score: Raw -786004.384368 + Penalty 2909.975021 = -783094.409347 nChanged 254 SP:Iteration 14Q (7324.800408 sec): 3 clusters Score: Raw -786145.636575 + Penalty 2909.975021 = -783235.661555 nChanged 189 SP:Iteration 15Q (7324.861313 sec): 3 clusters Score: Raw -786251.600082 + Penalty 2909.975021 = -783341.625061 nChanged 188 SP:Iteration 16Q (7324.906798 sec): 3 clusters Score: Raw -786339.152647 + Penalty 2909.975021 = -783429.177626 nChanged 141 SP:Iteration 17Q (7324.962389 sec): 3 clusters Score: Raw -786397.582718 + Penalty 2909.975021 = -783487.607697 nChanged 122 SP:Iteration 18Q (7325.019013 sec): 3 clusters Score: Raw -786453.847177 + Penalty 2909.975021 = -783543.872156 nChanged 116 SP:Iteration 19Q (7325.074326 sec): 3 clusters Score: Raw -786504.025813 + Penalty 2909.975021 = -783594.050792 nChanged 112 SP:Iteration 20F (7325.143351 sec): 3 clusters Score: Raw -786550.731314 + Penalty 2909.975021 = -783640.756293 nChanged 80 SP:Iteration 21Q (7325.186771 sec): 3 clusters Score: Raw -786579.286057 + Penalty 2909.975021 = -783669.311037 nChanged 63 SP:Iteration 22Q (7325.241459 sec): 3 clusters Score: Raw -786597.631190 + Penalty 2909.975021 = -783687.656170 nChanged 40 SP:Iteration 23Q (7325.309457 sec): 3 clusters Score: Raw -786610.241154 + Penalty 2909.975021 = -783700.266134 nChanged 45 SP:Iteration 24Q (7325.348332 sec): 3 clusters Score: Raw -786625.961039 + Penalty 2909.975021 = -783715.986019 nChanged 56 SP:Iteration 25Q (7325.405200 sec): 3 clusters Score: Raw -786644.576534 + Penalty 2909.975021 = -783734.601514 nChanged 43 SP:Iteration 26Q (7325.461420 sec): 3 clusters Score: Raw -786657.749850 + Penalty 2909.975021 = -783747.774829 nChanged 41 SP:Iteration 27Q (7325.523680 sec): 3 clusters Score: Raw -786670.670283 + Penalty 2909.975021 = -783760.695262 nChanged 46 SP:Iteration 28Q (7325.574917 sec): 3 clusters Score: Raw -786683.890196 + Penalty 2909.975021 = -783773.915175 nChanged 38 SP:Iteration 29Q (7325.628027 sec): 3 clusters Score: Raw -786698.558275 + Penalty 2909.975021 = -783788.583254 nChanged 57 SP:Iteration 30Q (7325.696192 sec): 3 clusters Score: Raw -786717.898019 + Penalty 2909.975021 = -783807.922999 nChanged 48 SP:Iteration 31Q (7325.749215 sec): 3 clusters Score: Raw -786739.749039 + Penalty 2909.975021 = -783829.774018 nChanged 63 SP:Iteration 32Q (7325.807446 sec): 3 clusters Score: Raw -786768.004866 + Penalty 2909.975021 = -783858.029846 nChanged 52 SP:Iteration 33Q (7325.853962 sec): 3 clusters Score: Raw -786795.695371 + Penalty 2909.975021 = -783885.720351 nChanged 51 SP:Iteration 34Q (7325.906089 sec): 3 clusters Score: Raw -786820.490851 + Penalty 2909.975021 = -783910.515831 nChanged 48 SP:Iteration 35Q (7325.962976 sec): 3 clusters Score: Raw -786847.141217 + Penalty 2909.975021 = -783937.166197 nChanged 57 SP:Iteration 36Q (7326.014360 sec): 3 clusters Score: Raw -786877.123498 + Penalty 2909.975021 = -783967.148477 nChanged 48 SP:Iteration 37Q (7326.078272 sec): 3 clusters Score: Raw -786898.368999 + Penalty 2909.975021 = -783988.393978 nChanged 43 SP:Iteration 38Q (7326.126437 sec): 3 clusters Score: Raw -786917.637918 + Penalty 2909.975021 = -784007.662898 nChanged 47 SP:Iteration 39Q (7326.178609 sec): 3 clusters Score: Raw -786938.518554 + Penalty 2909.975021 = -784028.543533 nChanged 44 SP:Iteration 40F (7326.239156 sec): 3 clusters Score: Raw -786962.461446 + Penalty 2909.975021 = -784052.486426 nChanged 46 SP:Iteration 41Q (7326.296574 sec): 3 clusters Score: Raw -786986.533838 + Penalty 2909.975021 = -784076.558817 nChanged 53 SP:Iteration 42Q (7326.347403 sec): 3 clusters Score: Raw -787012.719744 + Penalty 2909.975021 = -784102.744723 nChanged 39 SP:Iteration 43Q (7326.391816 sec): 3 clusters Score: Raw -787024.575367 + Penalty 2909.975021 = -784114.600346 nChanged 24 SP:Iteration 44Q (7326.440833 sec): 3 clusters Score: Raw -787032.260660 + Penalty 2909.975021 = -784122.285639 nChanged 15 SP:Iteration 45Q (7326.490223 sec): 3 clusters Score: Raw -787036.906069 + Penalty 2909.975021 = -784126.931048 nChanged 13 SP:Iteration 46Q (7326.546816 sec): 3 clusters Score: Raw -787040.829809 + Penalty 2909.975021 = -784130.854788 nChanged 11 SP:Iteration 47Q (7326.610197 sec): 3 clusters Score: Raw -787044.066147 + Penalty 2909.975021 = -784134.091127 nChanged 8 SP:Iteration 48Q (7326.661408 sec): 3 clusters Score: Raw -787045.768461 + Penalty 2909.975021 = -784135.793441 nChanged 1 SP:Iteration 49Q (7326.717409 sec): 3 clusters Score: Raw -787045.909936 + Penalty 2909.975021 = -784135.934915 nChanged 2 SP:Iteration 50Q (7326.776576 sec): 3 clusters Score: Raw -787046.330149 + Penalty 2909.975021 = -784136.355128 nChanged 3 SP:Iteration 51Q (7326.831030 sec): 3 clusters Score: Raw -787046.952352 + Penalty 2909.975021 = -784136.977332 nChanged 2 SP:Iteration 52Q (7326.883657 sec): 3 clusters Score: Raw -787047.382106 + Penalty 2909.975021 = -784137.407085 nChanged 4 SP:Iteration 53Q (7326.939347 sec): 3 clusters Score: Raw -787047.990129 + Penalty 2909.975021 = -784138.015109 nChanged 2 SP:Iteration 54Q (7326.983702 sec): 3 clusters Score: Raw -787048.311879 + Penalty 2909.975021 = -784138.336859 nChanged 2 SP:Iteration 55Q (7327.039085 sec): 3 clusters Score: Raw -787048.540649 + Penalty 2909.975021 = -784138.565628 nChanged 0 SP:Iteration 56F (7327.107088 sec): 3 clusters Score: Raw -787048.540649 + Penalty 2909.975021 = -784138.565628 nChanged 0 Trying to split cluster 8 (10025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7327.138659 sec): 2 clusters Score: Raw -1021645.734853 + Penalty 1497.086053 = -1020148.648800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7327.198685 sec): 3 clusters Score: Raw -1015988.236871 + Penalty 2994.172107 = -1012994.064764 nChanged 4341 SP:Iteration 1F (7327.254322 sec): 3 clusters Score: Raw -1018308.398871 + Penalty 2994.172107 = -1015314.226764 nChanged 547 SP:Iteration 2F (7327.310575 sec): 3 clusters Score: Raw -1018511.387016 + Penalty 2994.172107 = -1015517.214909 nChanged 442 SP:Iteration 3Q (7327.373760 sec): 3 clusters Score: Raw -1018659.123926 + Penalty 2994.172107 = -1015664.951819 nChanged 377 SP:Iteration 4Q (7327.434133 sec): 3 clusters Score: Raw -1018786.888702 + Penalty 2994.172107 = -1015792.716595 nChanged 343 SP:Iteration 5Q (7327.488828 sec): 3 clusters Score: Raw -1018904.984940 + Penalty 2994.172107 = -1015910.812833 nChanged 331 SP:Iteration 6Q (7327.547705 sec): 3 clusters Score: Raw -1019033.467896 + Penalty 2994.172107 = -1016039.295789 nChanged 366 SP:Iteration 7Q (7327.616751 sec): 3 clusters Score: Raw -1019205.330905 + Penalty 2994.172107 = -1016211.158798 nChanged 447 SP:Iteration 8Q (7327.658202 sec): 3 clusters Score: Raw -1019472.459283 + Penalty 2994.172107 = -1016478.287176 nChanged 509 SP:Iteration 9F (7327.718448 sec): 3 clusters Score: Raw -1019833.962830 + Penalty 2994.172107 = -1016839.790723 nChanged 568 SP:Iteration 10F (7327.782711 sec): 3 clusters Score: Raw -1020268.723714 + Penalty 2994.172107 = -1017274.551607 nChanged 498 SP:Iteration 11Q (7327.836070 sec): 3 clusters Score: Raw -1020634.060913 + Penalty 2994.172107 = -1017639.888806 nChanged 404 SP:Iteration 12Q (7327.902195 sec): 3 clusters Score: Raw -1020932.637149 + Penalty 2994.172107 = -1017938.465042 nChanged 322 SP:Iteration 13Q (7327.960708 sec): 3 clusters Score: Raw -1021149.846192 + Penalty 2994.172107 = -1018155.674085 nChanged 255 SP:Iteration 14Q (7328.016978 sec): 3 clusters Score: Raw -1021322.786205 + Penalty 2994.172107 = -1018328.614098 nChanged 187 SP:Iteration 15Q (7328.079253 sec): 3 clusters Score: Raw -1021437.332092 + Penalty 2994.172107 = -1018443.159985 nChanged 166 SP:Iteration 16Q (7328.147484 sec): 3 clusters Score: Raw -1021538.911565 + Penalty 2994.172107 = -1018544.739458 nChanged 118 SP:Iteration 17Q (7328.205298 sec): 3 clusters Score: Raw -1021605.201501 + Penalty 2994.172107 = -1018611.029394 nChanged 96 SP:Iteration 18Q (7328.258404 sec): 3 clusters Score: Raw -1021668.116796 + Penalty 2994.172107 = -1018673.944689 nChanged 86 SP:Iteration 19Q (7328.312538 sec): 3 clusters Score: Raw -1021735.487593 + Penalty 2994.172107 = -1018741.315486 nChanged 79 SP:Iteration 20F (7328.375585 sec): 3 clusters Score: Raw -1021789.508212 + Penalty 2994.172107 = -1018795.336105 nChanged 65 SP:Iteration 21Q (7328.436691 sec): 3 clusters Score: Raw -1021833.870241 + Penalty 2994.172107 = -1018839.698134 nChanged 59 SP:Iteration 22Q (7328.482128 sec): 3 clusters Score: Raw -1021865.237193 + Penalty 2994.172107 = -1018871.065086 nChanged 42 SP:Iteration 23Q (7328.545198 sec): 3 clusters Score: Raw -1021889.139780 + Penalty 2994.172107 = -1018894.967673 nChanged 37 SP:Iteration 24Q (7328.601551 sec): 3 clusters Score: Raw -1021908.759284 + Penalty 2994.172107 = -1018914.587177 nChanged 30 SP:Iteration 25Q (7328.656671 sec): 3 clusters Score: Raw -1021923.535083 + Penalty 2994.172107 = -1018929.362976 nChanged 25 SP:Iteration 26Q (7328.720708 sec): 3 clusters Score: Raw -1021933.792737 + Penalty 2994.172107 = -1018939.620630 nChanged 19 SP:Iteration 27Q (7328.769622 sec): 3 clusters Score: Raw -1021941.264189 + Penalty 2994.172107 = -1018947.092082 nChanged 13 SP:Iteration 28Q (7328.831783 sec): 3 clusters Score: Raw -1021946.093050 + Penalty 2994.172107 = -1018951.920943 nChanged 22 SP:Iteration 29Q (7328.882632 sec): 3 clusters Score: Raw -1021956.539599 + Penalty 2994.172107 = -1018962.367492 nChanged 33 SP:Iteration 30Q (7328.945541 sec): 3 clusters Score: Raw -1021972.542033 + Penalty 2994.172107 = -1018978.369926 nChanged 25 SP:Iteration 31Q (7328.995724 sec): 3 clusters Score: Raw -1021983.910699 + Penalty 2994.172107 = -1018989.738592 nChanged 22 SP:Iteration 32Q (7329.053499 sec): 3 clusters Score: Raw -1021991.678910 + Penalty 2994.172107 = -1018997.506803 nChanged 14 SP:Iteration 33Q (7329.116424 sec): 3 clusters Score: Raw -1021998.176289 + Penalty 2994.172107 = -1019004.004182 nChanged 20 SP:Iteration 34Q (7329.174998 sec): 3 clusters Score: Raw -1022007.709205 + Penalty 2994.172107 = -1019013.537098 nChanged 20 SP:Iteration 35Q (7329.228315 sec): 3 clusters Score: Raw -1022014.718210 + Penalty 2994.172107 = -1019020.546103 nChanged 14 SP:Iteration 36Q (7329.297907 sec): 3 clusters Score: Raw -1022019.527496 + Penalty 2994.172107 = -1019025.355389 nChanged 18 SP:Iteration 37Q (7329.353786 sec): 3 clusters Score: Raw -1022027.045286 + Penalty 2994.172107 = -1019032.873179 nChanged 16 SP:Iteration 38Q (7329.408384 sec): 3 clusters Score: Raw -1022033.231326 + Penalty 2994.172107 = -1019039.059219 nChanged 15 SP:Iteration 39Q (7329.471369 sec): 3 clusters Score: Raw -1022038.611473 + Penalty 2994.172107 = -1019044.439366 nChanged 6 SP:Iteration 40F (7329.519610 sec): 3 clusters Score: Raw -1022039.674804 + Penalty 2994.172107 = -1019045.502697 nChanged 7 SP:Iteration 41Q (7329.574939 sec): 3 clusters Score: Raw -1022042.683234 + Penalty 2994.172107 = -1019048.511127 nChanged 6 SP:Iteration 42Q (7329.633735 sec): 3 clusters Score: Raw -1022044.318258 + Penalty 2994.172107 = -1019050.146151 nChanged 5 SP:Iteration 43Q (7329.698170 sec): 3 clusters Score: Raw -1022045.613268 + Penalty 2994.172107 = -1019051.441161 nChanged 3 SP:Iteration 44Q (7329.757282 sec): 3 clusters Score: Raw -1022046.339215 + Penalty 2994.172107 = -1019052.167108 nChanged 3 SP:Iteration 45Q (7329.806603 sec): 3 clusters Score: Raw -1022047.346393 + Penalty 2994.172107 = -1019053.174286 nChanged 3 SP:Iteration 46Q (7329.867162 sec): 3 clusters Score: Raw -1022047.920931 + Penalty 2994.172107 = -1019053.748824 nChanged 3 SP:Iteration 47Q (7329.913638 sec): 3 clusters Score: Raw -1022048.688970 + Penalty 2994.172107 = -1019054.516863 nChanged 4 SP:Iteration 48Q (7329.969886 sec): 3 clusters Score: Raw -1022049.817985 + Penalty 2994.172107 = -1019055.645878 nChanged 6 SP:Iteration 49Q (7330.015114 sec): 3 clusters Score: Raw -1022051.798320 + Penalty 2994.172107 = -1019057.626214 nChanged 3 SP:Iteration 50Q (7330.077057 sec): 3 clusters Score: Raw -1022052.796266 + Penalty 2994.172107 = -1019058.624159 nChanged 1 SP:Iteration 51Q (7330.138928 sec): 3 clusters Score: Raw -1022053.142304 + Penalty 2994.172107 = -1019058.970197 nChanged 3 SP:Iteration 52Q (7330.195952 sec): 3 clusters Score: Raw -1022054.054204 + Penalty 2994.172107 = -1019059.882097 nChanged 3 SP:Iteration 53Q (7330.248981 sec): 3 clusters Score: Raw -1022054.775150 + Penalty 2994.172107 = -1019060.603043 nChanged 1 SP:Iteration 54Q (7330.301843 sec): 3 clusters Score: Raw -1022055.157523 + Penalty 2994.172107 = -1019060.985416 nChanged 0 SP:Iteration 55F (7330.364958 sec): 3 clusters Score: Raw -1022055.157523 + Penalty 2994.172107 = -1019060.985416 nChanged 0 Trying to split cluster 9 (5696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7330.395008 sec): 2 clusters Score: Raw -573509.585654 + Penalty 1405.221911 = -572104.363742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7330.455506 sec): 3 clusters Score: Raw -570476.179318 + Penalty 2810.443822 = -567665.735496 nChanged 2309 SP:Iteration 1F (7330.509201 sec): 3 clusters Score: Raw -571754.476345 + Penalty 2810.443822 = -568944.032523 nChanged 403 SP:Iteration 2F (7330.564256 sec): 3 clusters Score: Raw -571983.834484 + Penalty 2810.443822 = -569173.390662 nChanged 316 SP:Iteration 3F (7330.604316 sec): 3 clusters Score: Raw -572172.030830 + Penalty 2810.443822 = -569361.587008 nChanged 275 SP:Iteration 4Q (7330.650644 sec): 3 clusters Score: Raw -572345.321300 + Penalty 2810.443822 = -569534.877478 nChanged 255 SP:Iteration 5Q (7330.704467 sec): 3 clusters Score: Raw -572489.519407 + Penalty 2810.443822 = -569679.075585 nChanged 250 SP:Iteration 6Q (7330.761379 sec): 3 clusters Score: Raw -572624.758676 + Penalty 2810.443822 = -569814.314854 nChanged 230 SP:Iteration 7Q (7330.806586 sec): 3 clusters Score: Raw -572746.439807 + Penalty 2810.443822 = -569935.995984 nChanged 222 SP:Iteration 8Q (7330.869831 sec): 3 clusters Score: Raw -572872.086633 + Penalty 2810.443822 = -570061.642810 nChanged 235 SP:Iteration 9Q (7330.926248 sec): 3 clusters Score: Raw -573018.454738 + Penalty 2810.443822 = -570208.010916 nChanged 228 SP:Iteration 10Q (7330.975291 sec): 3 clusters Score: Raw -573161.612852 + Penalty 2810.443822 = -570351.169029 nChanged 226 SP:Iteration 11Q (7331.032118 sec): 3 clusters Score: Raw -573320.608110 + Penalty 2810.443822 = -570510.164288 nChanged 198 SP:Iteration 12Q (7331.077929 sec): 3 clusters Score: Raw -573471.840549 + Penalty 2810.443822 = -570661.396726 nChanged 180 SP:Iteration 13Q (7331.123248 sec): 3 clusters Score: Raw -573614.743387 + Penalty 2810.443822 = -570804.299565 nChanged 154 SP:Iteration 14Q (7331.176479 sec): 3 clusters Score: Raw -573739.019993 + Penalty 2810.443822 = -570928.576170 nChanged 144 SP:Iteration 15Q (7331.229443 sec): 3 clusters Score: Raw -573857.270344 + Penalty 2810.443822 = -571046.826522 nChanged 123 SP:Iteration 16Q (7331.276801 sec): 3 clusters Score: Raw -573963.887471 + Penalty 2810.443822 = -571153.443648 nChanged 91 SP:Iteration 17Q (7331.330017 sec): 3 clusters Score: Raw -574039.087943 + Penalty 2810.443822 = -571228.644121 nChanged 69 SP:Iteration 18Q (7331.389058 sec): 3 clusters Score: Raw -574081.461517 + Penalty 2810.443822 = -571271.017695 nChanged 45 SP:Iteration 19Q (7331.442414 sec): 3 clusters Score: Raw -574109.156070 + Penalty 2810.443822 = -571298.712248 nChanged 39 SP:Iteration 20F (7331.494199 sec): 3 clusters Score: Raw -574131.311625 + Penalty 2810.443822 = -571320.867803 nChanged 42 SP:Iteration 21Q (7331.543270 sec): 3 clusters Score: Raw -574152.038584 + Penalty 2810.443822 = -571341.594761 nChanged 32 SP:Iteration 22Q (7331.595314 sec): 3 clusters Score: Raw -574165.312969 + Penalty 2810.443822 = -571354.869146 nChanged 22 SP:Iteration 23Q (7331.646383 sec): 3 clusters Score: Raw -574172.678859 + Penalty 2810.443822 = -571362.235037 nChanged 11 SP:Iteration 24Q (7331.704726 sec): 3 clusters Score: Raw -574176.148584 + Penalty 2810.443822 = -571365.704762 nChanged 12 SP:Iteration 25Q (7331.753569 sec): 3 clusters Score: Raw -574181.197076 + Penalty 2810.443822 = -571370.753254 nChanged 9 SP:Iteration 26Q (7331.801343 sec): 3 clusters Score: Raw -574184.539740 + Penalty 2810.443822 = -571374.095918 nChanged 8 SP:Iteration 27Q (7331.855207 sec): 3 clusters Score: Raw -574186.695160 + Penalty 2810.443822 = -571376.251337 nChanged 6 SP:Iteration 28Q (7331.904761 sec): 3 clusters Score: Raw -574188.140413 + Penalty 2810.443822 = -571377.696591 nChanged 4 SP:Iteration 29Q (7331.963886 sec): 3 clusters Score: Raw -574189.395517 + Penalty 2810.443822 = -571378.951695 nChanged 3 SP:Iteration 30Q (7332.009700 sec): 3 clusters Score: Raw -574190.676798 + Penalty 2810.443822 = -571380.232976 nChanged 1 SP:Iteration 31Q (7332.058904 sec): 3 clusters Score: Raw -574190.869580 + Penalty 2810.443822 = -571380.425758 nChanged 1 SP:Iteration 32Q (7332.107111 sec): 3 clusters Score: Raw -574191.124362 + Penalty 2810.443822 = -571380.680540 nChanged 1 SP:Iteration 33Q (7332.162085 sec): 3 clusters Score: Raw -574191.402407 + Penalty 2810.443822 = -571380.958585 nChanged 1 SP:Iteration 34Q (7332.213773 sec): 3 clusters Score: Raw -574191.662608 + Penalty 2810.443822 = -571381.218786 nChanged 1 SP:Iteration 35Q (7332.264528 sec): 3 clusters Score: Raw -574191.930715 + Penalty 2810.443822 = -571381.486893 nChanged 1 SP:Iteration 36Q (7332.310807 sec): 3 clusters Score: Raw -574192.060479 + Penalty 2810.443822 = -571381.616657 nChanged 0 SP:Iteration 37F (7332.362523 sec): 3 clusters Score: Raw -574192.060479 + Penalty 2810.443822 = -571381.616657 nChanged 0 Trying to split cluster 10 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7332.384503 sec): 2 clusters Score: Raw -16557.267777 + Penalty 891.279502 = -15665.988276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7332.426040 sec): 3 clusters Score: Raw -16698.910721 + Penalty 1782.559003 = -14916.351718 nChanged 46 SP:Iteration 1F (7332.468661 sec): 3 clusters Score: Raw -16862.903319 + Penalty 1782.559003 = -15080.344316 nChanged 15 SP:Iteration 2F (7332.507731 sec): 3 clusters Score: Raw -16949.145507 + Penalty 1782.559003 = -15166.586504 nChanged 12 SP:Iteration 3Q (7332.553670 sec): 3 clusters Score: Raw -17004.200322 + Penalty 1782.559003 = -15221.641319 nChanged 9 SP:Iteration 4Q (7332.602426 sec): 3 clusters Score: Raw -17097.802805 + Penalty 1782.559003 = -15315.243801 nChanged 11 SP:Iteration 5Q (7332.642491 sec): 3 clusters Score: Raw -17127.282381 + Penalty 1782.559003 = -15344.723378 nChanged 6 SP:Iteration 6Q (7332.693853 sec): 3 clusters Score: Raw -17151.032466 + Penalty 1782.559003 = -15368.473463 nChanged 2 SP:Iteration 7Q (7332.737244 sec): 3 clusters Score: Raw -17154.747442 + Penalty 1782.559003 = -15372.188439 nChanged 0 SP:Iteration 8F (7332.779558 sec): 3 clusters Score: Raw -17154.747442 + Penalty 1782.559003 = -15372.188439 nChanged 0 Trying to split cluster 11 (3763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7332.810901 sec): 2 clusters Score: Raw -364803.420654 + Penalty 1337.857916 = -363465.562738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7332.842466 sec): 3 clusters Score: Raw -362962.855340 + Penalty 2675.715832 = -360287.139508 nChanged 1481 SP:Iteration 1F (7332.897068 sec): 3 clusters Score: Raw -363927.936835 + Penalty 2675.715832 = -361252.221003 nChanged 333 SP:Iteration 2F (7332.949278 sec): 3 clusters Score: Raw -364188.012160 + Penalty 2675.715832 = -361512.296328 nChanged 235 SP:Iteration 3F (7332.987124 sec): 3 clusters Score: Raw -364362.394170 + Penalty 2675.715832 = -361686.678338 nChanged 175 SP:Iteration 4Q (7333.035653 sec): 3 clusters Score: Raw -364494.072087 + Penalty 2675.715832 = -361818.356255 nChanged 159 SP:Iteration 5Q (7333.083451 sec): 3 clusters Score: Raw -364603.829727 + Penalty 2675.715832 = -361928.113895 nChanged 148 SP:Iteration 6Q (7333.140299 sec): 3 clusters Score: Raw -364701.189406 + Penalty 2675.715832 = -362025.473575 nChanged 125 SP:Iteration 7Q (7333.182987 sec): 3 clusters Score: Raw -364780.017602 + Penalty 2675.715832 = -362104.301770 nChanged 110 SP:Iteration 8Q (7333.216415 sec): 3 clusters Score: Raw -364849.261113 + Penalty 2675.715832 = -362173.545281 nChanged 102 SP:Iteration 9Q (7333.263371 sec): 3 clusters Score: Raw -364910.481362 + Penalty 2675.715832 = -362234.765530 nChanged 86 SP:Iteration 10Q (7333.308721 sec): 3 clusters Score: Raw -364953.051283 + Penalty 2675.715832 = -362277.335451 nChanged 78 SP:Iteration 11Q (7333.363537 sec): 3 clusters Score: Raw -364998.113886 + Penalty 2675.715832 = -362322.398054 nChanged 87 SP:Iteration 12Q (7333.416712 sec): 3 clusters Score: Raw -365049.821294 + Penalty 2675.715832 = -362374.105462 nChanged 79 SP:Iteration 13Q (7333.465169 sec): 3 clusters Score: Raw -365095.203728 + Penalty 2675.715832 = -362419.487896 nChanged 76 SP:Iteration 14Q (7333.516504 sec): 3 clusters Score: Raw -365141.097302 + Penalty 2675.715832 = -362465.381470 nChanged 75 SP:Iteration 15Q (7333.553656 sec): 3 clusters Score: Raw -365193.473107 + Penalty 2675.715832 = -362517.757275 nChanged 73 SP:Iteration 16Q (7333.607043 sec): 3 clusters Score: Raw -365248.430361 + Penalty 2675.715832 = -362572.714529 nChanged 73 SP:Iteration 17Q (7333.659776 sec): 3 clusters Score: Raw -365300.072640 + Penalty 2675.715832 = -362624.356809 nChanged 80 SP:Iteration 18Q (7333.700261 sec): 3 clusters Score: Raw -365361.630090 + Penalty 2675.715832 = -362685.914258 nChanged 71 SP:Iteration 19Q (7333.756383 sec): 3 clusters Score: Raw -365420.174698 + Penalty 2675.715832 = -362744.458866 nChanged 63 SP:Iteration 20F (7333.805660 sec): 3 clusters Score: Raw -365469.396740 + Penalty 2675.715832 = -362793.680908 nChanged 42 SP:Iteration 21Q (7333.846950 sec): 3 clusters Score: Raw -365494.578815 + Penalty 2675.715832 = -362818.862983 nChanged 28 SP:Iteration 22Q (7333.886469 sec): 3 clusters Score: Raw -365513.419101 + Penalty 2675.715832 = -362837.703269 nChanged 27 SP:Iteration 23Q (7333.936940 sec): 3 clusters Score: Raw -365536.819018 + Penalty 2675.715832 = -362861.103186 nChanged 31 SP:Iteration 24Q (7333.992311 sec): 3 clusters Score: Raw -365565.188108 + Penalty 2675.715832 = -362889.472277 nChanged 28 SP:Iteration 25Q (7334.034837 sec): 3 clusters Score: Raw -365587.325548 + Penalty 2675.715832 = -362911.609717 nChanged 28 SP:Iteration 26Q (7334.089993 sec): 3 clusters Score: Raw -365614.829457 + Penalty 2675.715832 = -362939.113625 nChanged 26 SP:Iteration 27Q (7334.124654 sec): 3 clusters Score: Raw -365636.004084 + Penalty 2675.715832 = -362960.288252 nChanged 18 SP:Iteration 28Q (7334.171752 sec): 3 clusters Score: Raw -365647.785123 + Penalty 2675.715832 = -362972.069291 nChanged 16 SP:Iteration 29Q (7334.224362 sec): 3 clusters Score: Raw -365655.880192 + Penalty 2675.715832 = -362980.164360 nChanged 13 SP:Iteration 30Q (7334.265129 sec): 3 clusters Score: Raw -365661.676454 + Penalty 2675.715832 = -362985.960622 nChanged 3 SP:Iteration 31Q (7334.319031 sec): 3 clusters Score: Raw -365662.662209 + Penalty 2675.715832 = -362986.946378 nChanged 0 SP:Iteration 32F (7334.361164 sec): 3 clusters Score: Raw -365662.662209 + Penalty 2675.715832 = -362986.946378 nChanged 0 Trying to split cluster 12 (29964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7334.432101 sec): 2 clusters Score: Raw -3165866.191403 + Penalty 1675.009690 = -3164191.181712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7334.518972 sec): 3 clusters Score: Raw -3147356.934860 + Penalty 3350.019381 = -3144006.915480 nChanged 13733 SP:Iteration 1F (7334.600430 sec): 3 clusters Score: Raw -3155040.260989 + Penalty 3350.019381 = -3151690.241608 nChanged 1389 SP:Iteration 2Q (7334.695498 sec): 3 clusters Score: Raw -3155520.941342 + Penalty 3350.019381 = -3152170.921961 nChanged 1431 SP:Iteration 3Q (7334.789145 sec): 3 clusters Score: Raw -3156062.545600 + Penalty 3350.019381 = -3152712.526220 nChanged 1522 SP:Iteration 4F (7334.882575 sec): 3 clusters Score: Raw -3156734.618284 + Penalty 3350.019381 = -3153384.598904 nChanged 1621 SP:Iteration 5F (7334.977172 sec): 3 clusters Score: Raw -3157562.695916 + Penalty 3350.019381 = -3154212.676535 nChanged 1762 SP:Iteration 6F (7335.056385 sec): 3 clusters Score: Raw -3158645.324799 + Penalty 3350.019381 = -3155295.305419 nChanged 2004 SP:Iteration 7F (7335.146656 sec): 3 clusters Score: Raw -3160123.109459 + Penalty 3350.019381 = -3156773.090078 nChanged 2017 SP:Iteration 8F (7335.239357 sec): 3 clusters Score: Raw -3161812.448454 + Penalty 3350.019381 = -3158462.429073 nChanged 1751 SP:Iteration 9F (7335.328763 sec): 3 clusters Score: Raw -3163408.960271 + Penalty 3350.019381 = -3160058.940891 nChanged 1255 SP:Iteration 10Q (7335.417480 sec): 3 clusters Score: Raw -3164526.286641 + Penalty 3350.019381 = -3161176.267261 nChanged 753 SP:Iteration 11Q (7335.507284 sec): 3 clusters Score: Raw -3165225.563225 + Penalty 3350.019381 = -3161875.543845 nChanged 426 SP:Iteration 12Q (7335.599033 sec): 3 clusters Score: Raw -3165622.596092 + Penalty 3350.019381 = -3162272.576712 nChanged 248 SP:Iteration 13Q (7335.681598 sec): 3 clusters Score: Raw -3165853.867931 + Penalty 3350.019381 = -3162503.848550 nChanged 140 SP:Iteration 14Q (7335.757292 sec): 3 clusters Score: Raw -3165972.048737 + Penalty 3350.019381 = -3162622.029357 nChanged 74 SP:Iteration 15Q (7335.840728 sec): 3 clusters Score: Raw -3166022.325443 + Penalty 3350.019381 = -3162672.306062 nChanged 45 SP:Iteration 16Q (7335.927753 sec): 3 clusters Score: Raw -3166060.524208 + Penalty 3350.019381 = -3162710.504828 nChanged 33 SP:Iteration 17Q (7336.003542 sec): 3 clusters Score: Raw -3166088.947806 + Penalty 3350.019381 = -3162738.928426 nChanged 19 SP:Iteration 18Q (7336.078581 sec): 3 clusters Score: Raw -3166101.771766 + Penalty 3350.019381 = -3162751.752386 nChanged 12 SP:Iteration 19Q (7336.161344 sec): 3 clusters Score: Raw -3166108.170370 + Penalty 3350.019381 = -3162758.150990 nChanged 9 SP:Iteration 20F (7336.258155 sec): 3 clusters Score: Raw -3166112.495006 + Penalty 3350.019381 = -3162762.475625 nChanged 5 SP:Iteration 21Q (7336.335169 sec): 3 clusters Score: Raw -3166115.354803 + Penalty 3350.019381 = -3162765.335423 nChanged 4 SP:Iteration 22Q (7336.417824 sec): 3 clusters Score: Raw -3166118.039258 + Penalty 3350.019381 = -3162768.019877 nChanged 3 SP:Iteration 23Q (7336.503988 sec): 3 clusters Score: Raw -3166119.656946 + Penalty 3350.019381 = -3162769.637565 nChanged 3 SP:Iteration 24Q (7336.578185 sec): 3 clusters Score: Raw -3166121.099937 + Penalty 3350.019381 = -3162771.080557 nChanged 4 SP:Iteration 25Q (7336.657831 sec): 3 clusters Score: Raw -3166122.911615 + Penalty 3350.019381 = -3162772.892235 nChanged 2 SP:Iteration 26Q (7336.734609 sec): 3 clusters Score: Raw -3166124.736431 + Penalty 3350.019381 = -3162774.717051 nChanged 4 SP:Iteration 27Q (7336.810834 sec): 3 clusters Score: Raw -3166126.650870 + Penalty 3350.019381 = -3162776.631489 nChanged 3 SP:Iteration 28Q (7336.885137 sec): 3 clusters Score: Raw -3166127.503733 + Penalty 3350.019381 = -3162777.484353 nChanged 2 SP:Iteration 29Q (7336.964705 sec): 3 clusters Score: Raw -3166127.982527 + Penalty 3350.019381 = -3162777.963147 nChanged 0 SP:Iteration 30F (7337.055266 sec): 3 clusters Score: Raw -3166127.982527 + Penalty 3350.019381 = -3162777.963147 nChanged 0 Trying to split cluster 13 (22657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7337.108680 sec): 2 clusters Score: Raw -2450386.074176 + Penalty 1629.586422 = -2448756.487755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7337.191233 sec): 3 clusters Score: Raw -2436684.019791 + Penalty 3259.172844 = -2433424.846948 nChanged 10257 SP:Iteration 1F (7337.270986 sec): 3 clusters Score: Raw -2442554.768592 + Penalty 3259.172844 = -2439295.595748 nChanged 1246 SP:Iteration 2F (7337.345383 sec): 3 clusters Score: Raw -2443105.385965 + Penalty 3259.172844 = -2439846.213121 nChanged 1253 SP:Iteration 3F (7337.423932 sec): 3 clusters Score: Raw -2443834.003330 + Penalty 3259.172844 = -2440574.830487 nChanged 1365 SP:Iteration 4F (7337.505519 sec): 3 clusters Score: Raw -2444927.049346 + Penalty 3259.172844 = -2441667.876502 nChanged 1588 SP:Iteration 5F (7337.581934 sec): 3 clusters Score: Raw -2446373.660408 + Penalty 3259.172844 = -2443114.487564 nChanged 1588 SP:Iteration 6F (7337.665982 sec): 3 clusters Score: Raw -2447887.170484 + Penalty 3259.172844 = -2444627.997641 nChanged 1378 SP:Iteration 7F (7337.754477 sec): 3 clusters Score: Raw -2449040.560478 + Penalty 3259.172844 = -2445781.387635 nChanged 1185 SP:Iteration 8F (7337.825367 sec): 3 clusters Score: Raw -2449835.012140 + Penalty 3259.172844 = -2446575.839297 nChanged 879 SP:Iteration 9Q (7337.899632 sec): 3 clusters Score: Raw -2450311.452377 + Penalty 3259.172844 = -2447052.279533 nChanged 663 SP:Iteration 10Q (7337.980277 sec): 3 clusters Score: Raw -2450624.254270 + Penalty 3259.172844 = -2447365.081427 nChanged 455 SP:Iteration 11Q (7338.062226 sec): 3 clusters Score: Raw -2450809.087271 + Penalty 3259.172844 = -2447549.914428 nChanged 341 SP:Iteration 12Q (7338.144470 sec): 3 clusters Score: Raw -2450939.118103 + Penalty 3259.172844 = -2447679.945260 nChanged 266 SP:Iteration 13Q (7338.230984 sec): 3 clusters Score: Raw -2451015.716791 + Penalty 3259.172844 = -2447756.543947 nChanged 197 SP:Iteration 14Q (7338.301669 sec): 3 clusters Score: Raw -2451058.676986 + Penalty 3259.172844 = -2447799.504142 nChanged 158 SP:Iteration 15Q (7338.375496 sec): 3 clusters Score: Raw -2451086.068546 + Penalty 3259.172844 = -2447826.895703 nChanged 111 SP:Iteration 16Q (7338.469855 sec): 3 clusters Score: Raw -2451101.673280 + Penalty 3259.172844 = -2447842.500436 nChanged 88 SP:Iteration 17Q (7338.540914 sec): 3 clusters Score: Raw -2451113.607914 + Penalty 3259.172844 = -2447854.435070 nChanged 75 SP:Iteration 18Q (7338.625287 sec): 3 clusters Score: Raw -2451122.325761 + Penalty 3259.172844 = -2447863.152917 nChanged 61 SP:Iteration 19Q (7338.691341 sec): 3 clusters Score: Raw -2451128.000373 + Penalty 3259.172844 = -2447868.827530 nChanged 46 SP:Iteration 20F (7338.766383 sec): 3 clusters Score: Raw -2451131.523745 + Penalty 3259.172844 = -2447872.350902 nChanged 27 SP:Iteration 21Q (7338.854861 sec): 3 clusters Score: Raw -2451133.355032 + Penalty 3259.172844 = -2447874.182189 nChanged 23 SP:Iteration 22Q (7338.935809 sec): 3 clusters Score: Raw -2451134.620660 + Penalty 3259.172844 = -2447875.447816 nChanged 10 SP:Iteration 23Q (7339.008915 sec): 3 clusters Score: Raw -2451135.017220 + Penalty 3259.172844 = -2447875.844376 nChanged 6 SP:Iteration 24Q (7339.083503 sec): 3 clusters Score: Raw -2451135.258001 + Penalty 3259.172844 = -2447876.085157 nChanged 6 SP:Iteration 25Q (7339.174027 sec): 3 clusters Score: Raw -2451135.457800 + Penalty 3259.172844 = -2447876.284956 nChanged 4 SP:Iteration 26Q (7339.248477 sec): 3 clusters Score: Raw -2451135.614604 + Penalty 3259.172844 = -2447876.441760 nChanged 3 SP:Iteration 27Q (7339.327080 sec): 3 clusters Score: Raw -2451135.779792 + Penalty 3259.172844 = -2447876.606949 nChanged 4 SP:Iteration 28Q (7339.396583 sec): 3 clusters Score: Raw -2451136.036865 + Penalty 3259.172844 = -2447876.864021 nChanged 8 SP:Iteration 29Q (7339.477196 sec): 3 clusters Score: Raw -2451136.664290 + Penalty 3259.172844 = -2447877.491446 nChanged 16 SP:Iteration 30Q (7339.561279 sec): 3 clusters Score: Raw -2451137.434957 + Penalty 3259.172844 = -2447878.262114 nChanged 9 SP:Iteration 31Q (7339.644209 sec): 3 clusters Score: Raw -2451137.852715 + Penalty 3259.172844 = -2447878.679871 nChanged 4 SP:Iteration 32Q (7339.721393 sec): 3 clusters Score: Raw -2451137.949803 + Penalty 3259.172844 = -2447878.776960 nChanged 2 SP:Iteration 33Q (7339.802507 sec): 3 clusters Score: Raw -2451138.008890 + Penalty 3259.172844 = -2447878.836046 nChanged 1 SP:Iteration 34Q (7339.876949 sec): 3 clusters Score: Raw -2451138.022943 + Penalty 3259.172844 = -2447878.850100 nChanged 1 SP:Iteration 35Q (7339.958106 sec): 3 clusters Score: Raw -2451138.064468 + Penalty 3259.172844 = -2447878.891624 nChanged 0 SP:Iteration 36F (7340.044391 sec): 3 clusters Score: Raw -2451138.064468 + Penalty 3259.172844 = -2447878.891624 nChanged 0 Trying to split cluster 14 (3885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7340.074744 sec): 2 clusters Score: Raw -373406.073365 + Penalty 1343.042718 = -372063.030648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7340.124125 sec): 3 clusters Score: Raw -371486.425412 + Penalty 2686.085435 = -368800.339977 nChanged 1502 SP:Iteration 1F (7340.163866 sec): 3 clusters Score: Raw -372356.995385 + Penalty 2686.085435 = -369670.909949 nChanged 335 SP:Iteration 2F (7340.217481 sec): 3 clusters Score: Raw -372586.736719 + Penalty 2686.085435 = -369900.651284 nChanged 254 SP:Iteration 3F (7340.267520 sec): 3 clusters Score: Raw -372811.556104 + Penalty 2686.085435 = -370125.470668 nChanged 282 SP:Iteration 4F (7340.328566 sec): 3 clusters Score: Raw -373060.846956 + Penalty 2686.085435 = -370374.761520 nChanged 240 SP:Iteration 5F (7340.379363 sec): 3 clusters Score: Raw -373294.550741 + Penalty 2686.085435 = -370608.465305 nChanged 227 SP:Iteration 6F (7340.430146 sec): 3 clusters Score: Raw -373515.315823 + Penalty 2686.085435 = -370829.230388 nChanged 201 SP:Iteration 7F (7340.478999 sec): 3 clusters Score: Raw -373714.733193 + Penalty 2686.085435 = -371028.647758 nChanged 159 SP:Iteration 8Q (7340.535249 sec): 3 clusters Score: Raw -373849.006821 + Penalty 2686.085435 = -371162.921386 nChanged 112 SP:Iteration 9Q (7340.577641 sec): 3 clusters Score: Raw -373938.910815 + Penalty 2686.085435 = -371252.825379 nChanged 94 SP:Iteration 10Q (7340.613350 sec): 3 clusters Score: Raw -374006.747540 + Penalty 2686.085435 = -371320.662104 nChanged 55 SP:Iteration 11Q (7340.661907 sec): 3 clusters Score: Raw -374045.173545 + Penalty 2686.085435 = -371359.088110 nChanged 51 SP:Iteration 12Q (7340.714464 sec): 3 clusters Score: Raw -374084.215508 + Penalty 2686.085435 = -371398.130072 nChanged 39 SP:Iteration 13Q (7340.762238 sec): 3 clusters Score: Raw -374104.201483 + Penalty 2686.085435 = -371418.116047 nChanged 22 SP:Iteration 14Q (7340.810517 sec): 3 clusters Score: Raw -374115.827804 + Penalty 2686.085435 = -371429.742369 nChanged 20 SP:Iteration 15Q (7340.846269 sec): 3 clusters Score: Raw -374126.566479 + Penalty 2686.085435 = -371440.481043 nChanged 9 SP:Iteration 16Q (7340.898551 sec): 3 clusters Score: Raw -374131.356219 + Penalty 2686.085435 = -371445.270783 nChanged 8 SP:Iteration 17Q (7340.944540 sec): 3 clusters Score: Raw -374135.099185 + Penalty 2686.085435 = -371449.013750 nChanged 6 SP:Iteration 18Q (7340.996272 sec): 3 clusters Score: Raw -374139.232452 + Penalty 2686.085435 = -371453.147016 nChanged 5 SP:Iteration 19Q (7341.039802 sec): 3 clusters Score: Raw -374141.744108 + Penalty 2686.085435 = -371455.658672 nChanged 7 SP:Iteration 20F (7341.095146 sec): 3 clusters Score: Raw -374145.619126 + Penalty 2686.085435 = -371459.533690 nChanged 7 SP:Iteration 21Q (7341.146061 sec): 3 clusters Score: Raw -374150.230367 + Penalty 2686.085435 = -371464.144931 nChanged 6 SP:Iteration 22Q (7341.185285 sec): 3 clusters Score: Raw -374152.897886 + Penalty 2686.085435 = -371466.812451 nChanged 3 SP:Iteration 23Q (7341.239350 sec): 3 clusters Score: Raw -374154.113036 + Penalty 2686.085435 = -371468.027600 nChanged 4 SP:Iteration 24Q (7341.279420 sec): 3 clusters Score: Raw -374156.146757 + Penalty 2686.085435 = -371470.061322 nChanged 3 SP:Iteration 25Q (7341.323688 sec): 3 clusters Score: Raw -374157.805267 + Penalty 2686.085435 = -371471.719832 nChanged 2 SP:Iteration 26Q (7341.372258 sec): 3 clusters Score: Raw -374159.093926 + Penalty 2686.085435 = -371473.008490 nChanged 2 SP:Iteration 27Q (7341.422837 sec): 3 clusters Score: Raw -374160.846193 + Penalty 2686.085435 = -371474.760757 nChanged 1 SP:Iteration 28Q (7341.465921 sec): 3 clusters Score: Raw -374161.360005 + Penalty 2686.085435 = -371475.274569 nChanged 2 SP:Iteration 29Q (7341.522367 sec): 3 clusters Score: Raw -374162.613573 + Penalty 2686.085435 = -371476.528138 nChanged 3 SP:Iteration 30Q (7341.572352 sec): 3 clusters Score: Raw -374163.664095 + Penalty 2686.085435 = -371477.578660 nChanged 2 SP:Iteration 31Q (7341.615668 sec): 3 clusters Score: Raw -374165.086164 + Penalty 2686.085435 = -371479.000728 nChanged 5 SP:Iteration 32Q (7341.662694 sec): 3 clusters Score: Raw -374167.378064 + Penalty 2686.085435 = -371481.292629 nChanged 3 SP:Iteration 33Q (7341.710778 sec): 3 clusters Score: Raw -374168.404620 + Penalty 2686.085435 = -371482.319185 nChanged 4 SP:Iteration 34Q (7341.759595 sec): 3 clusters Score: Raw -374169.804642 + Penalty 2686.085435 = -371483.719206 nChanged 3 SP:Iteration 35Q (7341.809465 sec): 3 clusters Score: Raw -374170.687626 + Penalty 2686.085435 = -371484.602190 nChanged 2 SP:Iteration 36Q (7341.865391 sec): 3 clusters Score: Raw -374171.305535 + Penalty 2686.085435 = -371485.220100 nChanged 3 SP:Iteration 37Q (7341.919433 sec): 3 clusters Score: Raw -374172.882383 + Penalty 2686.085435 = -371486.796947 nChanged 1 SP:Iteration 38Q (7341.971411 sec): 3 clusters Score: Raw -374173.121120 + Penalty 2686.085435 = -371487.035684 nChanged 1 SP:Iteration 39Q (7342.007096 sec): 3 clusters Score: Raw -374173.392598 + Penalty 2686.085435 = -371487.307162 nChanged 2 SP:Iteration 40F (7342.055494 sec): 3 clusters Score: Raw -374173.937964 + Penalty 2686.085435 = -371487.852528 nChanged 0 Trying to split cluster 15 (2401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7342.081041 sec): 2 clusters Score: Raw -213933.045385 + Penalty 1264.841597 = -212668.203788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7342.138031 sec): 3 clusters Score: Raw -212929.053972 + Penalty 2529.683194 = -210399.370779 nChanged 871 SP:Iteration 1F (7342.185812 sec): 3 clusters Score: Raw -213573.479796 + Penalty 2529.683194 = -211043.796602 nChanged 198 SP:Iteration 2F (7342.225527 sec): 3 clusters Score: Raw -213771.539940 + Penalty 2529.683194 = -211241.856746 nChanged 148 SP:Iteration 3F (7342.270689 sec): 3 clusters Score: Raw -213919.690442 + Penalty 2529.683194 = -211390.007248 nChanged 117 SP:Iteration 4Q (7342.317024 sec): 3 clusters Score: Raw -214025.971662 + Penalty 2529.683194 = -211496.288468 nChanged 105 SP:Iteration 5Q (7342.359247 sec): 3 clusters Score: Raw -214137.491104 + Penalty 2529.683194 = -211607.807910 nChanged 103 SP:Iteration 6Q (7342.406919 sec): 3 clusters Score: Raw -214266.033691 + Penalty 2529.683194 = -211736.350498 nChanged 113 SP:Iteration 7Q (7342.464736 sec): 3 clusters Score: Raw -214403.588098 + Penalty 2529.683194 = -211873.904904 nChanged 106 SP:Iteration 8Q (7342.504604 sec): 3 clusters Score: Raw -214526.981842 + Penalty 2529.683194 = -211997.298648 nChanged 91 SP:Iteration 9Q (7342.548241 sec): 3 clusters Score: Raw -214605.180981 + Penalty 2529.683194 = -212075.497788 nChanged 51 SP:Iteration 10Q (7342.592603 sec): 3 clusters Score: Raw -214644.403917 + Penalty 2529.683194 = -212114.720723 nChanged 39 SP:Iteration 11Q (7342.647751 sec): 3 clusters Score: Raw -214665.225848 + Penalty 2529.683194 = -212135.542654 nChanged 25 SP:Iteration 12Q (7342.697204 sec): 3 clusters Score: Raw -214677.390430 + Penalty 2529.683194 = -212147.707237 nChanged 20 SP:Iteration 13Q (7342.740373 sec): 3 clusters Score: Raw -214688.362466 + Penalty 2529.683194 = -212158.679272 nChanged 16 SP:Iteration 14Q (7342.791514 sec): 3 clusters Score: Raw -214695.835540 + Penalty 2529.683194 = -212166.152346 nChanged 12 SP:Iteration 15Q (7342.837699 sec): 3 clusters Score: Raw -214703.618464 + Penalty 2529.683194 = -212173.935270 nChanged 8 SP:Iteration 16Q (7342.889746 sec): 3 clusters Score: Raw -214706.946772 + Penalty 2529.683194 = -212177.263578 nChanged 6 SP:Iteration 17Q (7342.925712 sec): 3 clusters Score: Raw -214712.629286 + Penalty 2529.683194 = -212182.946092 nChanged 12 SP:Iteration 18Q (7342.980823 sec): 3 clusters Score: Raw -214719.154540 + Penalty 2529.683194 = -212189.471346 nChanged 8 SP:Iteration 19Q (7343.016153 sec): 3 clusters Score: Raw -214722.558315 + Penalty 2529.683194 = -212192.875121 nChanged 9 SP:Iteration 20F (7343.057680 sec): 3 clusters Score: Raw -214730.173936 + Penalty 2529.683194 = -212200.490742 nChanged 9 SP:Iteration 21Q (7343.104217 sec): 3 clusters Score: Raw -214742.272665 + Penalty 2529.683194 = -212212.589471 nChanged 20 SP:Iteration 22Q (7343.146732 sec): 3 clusters Score: Raw -214753.398409 + Penalty 2529.683194 = -212223.715215 nChanged 10 SP:Iteration 23Q (7343.205568 sec): 3 clusters Score: Raw -214757.287923 + Penalty 2529.683194 = -212227.604729 nChanged 7 SP:Iteration 24Q (7343.251757 sec): 3 clusters Score: Raw -214759.338151 + Penalty 2529.683194 = -212229.654957 nChanged 5 SP:Iteration 25Q (7343.302155 sec): 3 clusters Score: Raw -214760.839779 + Penalty 2529.683194 = -212231.156585 nChanged 3 SP:Iteration 26Q (7343.350760 sec): 3 clusters Score: Raw -214761.770801 + Penalty 2529.683194 = -212232.087607 nChanged 3 SP:Iteration 27Q (7343.398331 sec): 3 clusters Score: Raw -214762.662110 + Penalty 2529.683194 = -212232.978916 nChanged 2 SP:Iteration 28Q (7343.445876 sec): 3 clusters Score: Raw -214763.399405 + Penalty 2529.683194 = -212233.716211 nChanged 2 SP:Iteration 29Q (7343.486462 sec): 3 clusters Score: Raw -214763.925636 + Penalty 2529.683194 = -212234.242443 nChanged 0 SP:Iteration 30F (7343.526833 sec): 3 clusters Score: Raw -214763.925636 + Penalty 2529.683194 = -212234.242443 nChanged 0 Trying to split cluster 16 (1422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7343.557107 sec): 2 clusters Score: Raw -162042.717038 + Penalty 1179.720687 = -160862.996351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7343.599935 sec): 3 clusters Score: Raw -161517.121970 + Penalty 2359.441373 = -159157.680597 nChanged 451 SP:Iteration 1F (7343.634282 sec): 3 clusters Score: Raw -161818.793411 + Penalty 2359.441373 = -159459.352037 nChanged 94 SP:Iteration 2F (7343.677043 sec): 3 clusters Score: Raw -161910.564546 + Penalty 2359.441373 = -159551.123172 nChanged 68 SP:Iteration 3Q (7343.724965 sec): 3 clusters Score: Raw -161965.006928 + Penalty 2359.441373 = -159605.565555 nChanged 46 SP:Iteration 4Q (7343.773391 sec): 3 clusters Score: Raw -161998.613177 + Penalty 2359.441373 = -159639.171803 nChanged 28 SP:Iteration 5Q (7343.809397 sec): 3 clusters Score: Raw -162022.084589 + Penalty 2359.441373 = -159662.643216 nChanged 30 SP:Iteration 6Q (7343.854776 sec): 3 clusters Score: Raw -162046.531999 + Penalty 2359.441373 = -159687.090625 nChanged 28 SP:Iteration 7Q (7343.897359 sec): 3 clusters Score: Raw -162072.174783 + Penalty 2359.441373 = -159712.733410 nChanged 27 SP:Iteration 8Q (7343.941179 sec): 3 clusters Score: Raw -162097.928811 + Penalty 2359.441373 = -159738.487437 nChanged 26 SP:Iteration 9Q (7343.990593 sec): 3 clusters Score: Raw -162119.259614 + Penalty 2359.441373 = -159759.818241 nChanged 20 SP:Iteration 10Q (7344.027240 sec): 3 clusters Score: Raw -162132.610868 + Penalty 2359.441373 = -159773.169495 nChanged 16 SP:Iteration 11Q (7344.076024 sec): 3 clusters Score: Raw -162145.122738 + Penalty 2359.441373 = -159785.681365 nChanged 14 SP:Iteration 12Q (7344.107364 sec): 3 clusters Score: Raw -162152.428088 + Penalty 2359.441373 = -159792.986715 nChanged 8 SP:Iteration 13Q (7344.155124 sec): 3 clusters Score: Raw -162156.875180 + Penalty 2359.441373 = -159797.433807 nChanged 8 SP:Iteration 14Q (7344.191558 sec): 3 clusters Score: Raw -162160.665923 + Penalty 2359.441373 = -159801.224550 nChanged 4 SP:Iteration 15Q (7344.225007 sec): 3 clusters Score: Raw -162162.659474 + Penalty 2359.441373 = -159803.218101 nChanged 7 SP:Iteration 16Q (7344.258011 sec): 3 clusters Score: Raw -162165.500119 + Penalty 2359.441373 = -159806.058746 nChanged 6 SP:Iteration 17Q (7344.290944 sec): 3 clusters Score: Raw -162169.338100 + Penalty 2359.441373 = -159809.896726 nChanged 1 SP:Iteration 18Q (7344.324048 sec): 3 clusters Score: Raw -162169.597526 + Penalty 2359.441373 = -159810.156153 nChanged 2 SP:Iteration 19Q (7344.350225 sec): 3 clusters Score: Raw -162170.962630 + Penalty 2359.441373 = -159811.521257 nChanged 1 SP:Iteration 20F (7344.383022 sec): 3 clusters Score: Raw -162171.735966 + Penalty 2359.441373 = -159812.294593 nChanged 2 SP:Iteration 21Q (7344.416177 sec): 3 clusters Score: Raw -162172.520032 + Penalty 2359.441373 = -159813.078659 nChanged 2 SP:Iteration 22Q (7344.447101 sec): 3 clusters Score: Raw -162173.884364 + Penalty 2359.441373 = -159814.442991 nChanged 0 SP:Iteration 23F (7344.480434 sec): 3 clusters Score: Raw -162173.884364 + Penalty 2359.441373 = -159814.442991 nChanged 0 Trying to split cluster 17 (1064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7344.501736 sec): 2 clusters Score: Raw -106208.534245 + Penalty 1132.590984 = -105075.943261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7344.527756 sec): 3 clusters Score: Raw -105888.825012 + Penalty 2265.181968 = -103623.643044 nChanged 313 SP:Iteration 1F (7344.565457 sec): 3 clusters Score: Raw -106163.272806 + Penalty 2265.181968 = -103898.090838 nChanged 77 SP:Iteration 2F (7344.602755 sec): 3 clusters Score: Raw -106244.064022 + Penalty 2265.181968 = -103978.882055 nChanged 33 SP:Iteration 3Q (7344.646924 sec): 3 clusters Score: Raw -106272.444032 + Penalty 2265.181968 = -104007.262065 nChanged 22 SP:Iteration 4Q (7344.684288 sec): 3 clusters Score: Raw -106289.257417 + Penalty 2265.181968 = -104024.075449 nChanged 10 SP:Iteration 5Q (7344.731540 sec): 3 clusters Score: Raw -106300.034807 + Penalty 2265.181968 = -104034.852839 nChanged 11 SP:Iteration 6Q (7344.777288 sec): 3 clusters Score: Raw -106308.883199 + Penalty 2265.181968 = -104043.701232 nChanged 3 SP:Iteration 7Q (7344.816371 sec): 3 clusters Score: Raw -106311.118429 + Penalty 2265.181968 = -104045.936461 nChanged 2 SP:Iteration 8Q (7344.860724 sec): 3 clusters Score: Raw -106312.160198 + Penalty 2265.181968 = -104046.978230 nChanged 0 SP:Iteration 9F (7344.893778 sec): 3 clusters Score: Raw -106312.160198 + Penalty 2265.181968 = -104046.978230 nChanged 0 Trying to split cluster 18 (60283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7345.004689 sec): 2 clusters Score: Raw -6345396.704236 + Penalty 1788.605881 = -6343608.098355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7345.141059 sec): 3 clusters Score: Raw -6306968.563630 + Penalty 3577.211761 = -6303391.351868 nChanged 28410 SP:Iteration 1F (7345.283480 sec): 3 clusters Score: Raw -6323101.115964 + Penalty 3577.211761 = -6319523.904202 nChanged 2294 SP:Iteration 2Q (7345.435831 sec): 3 clusters Score: Raw -6323788.611448 + Penalty 3577.211761 = -6320211.399687 nChanged 2437 SP:Iteration 3Q (7345.576997 sec): 3 clusters Score: Raw -6324629.050375 + Penalty 3577.211761 = -6321051.838614 nChanged 2651 SP:Iteration 4Q (7345.733402 sec): 3 clusters Score: Raw -6325803.396503 + Penalty 3577.211761 = -6322226.184742 nChanged 3062 SP:Iteration 5F (7345.874185 sec): 3 clusters Score: Raw -6327514.756627 + Penalty 3577.211761 = -6323937.544866 nChanged 3559 SP:Iteration 6F (7346.020734 sec): 3 clusters Score: Raw -6329922.083518 + Penalty 3577.211761 = -6326344.871757 nChanged 4041 SP:Iteration 7F (7346.170171 sec): 3 clusters Score: Raw -6333099.537751 + Penalty 3577.211761 = -6329522.325989 nChanged 4153 SP:Iteration 8F (7346.314034 sec): 3 clusters Score: Raw -6336613.584364 + Penalty 3577.211761 = -6333036.372602 nChanged 3605 SP:Iteration 9F (7346.444563 sec): 3 clusters Score: Raw -6339731.095027 + Penalty 3577.211761 = -6336153.883266 nChanged 2668 SP:Iteration 10Q (7346.592107 sec): 3 clusters Score: Raw -6341976.315966 + Penalty 3577.211761 = -6338399.104205 nChanged 1862 SP:Iteration 11Q (7346.727663 sec): 3 clusters Score: Raw -6343499.869173 + Penalty 3577.211761 = -6339922.657411 nChanged 1154 SP:Iteration 12Q (7346.863353 sec): 3 clusters Score: Raw -6344369.688978 + Penalty 3577.211761 = -6340792.477217 nChanged 712 SP:Iteration 13Q (7347.004008 sec): 3 clusters Score: Raw -6344884.802261 + Penalty 3577.211761 = -6341307.590500 nChanged 446 SP:Iteration 14Q (7347.123525 sec): 3 clusters Score: Raw -6345194.198748 + Penalty 3577.211761 = -6341616.986987 nChanged 266 SP:Iteration 15Q (7347.251228 sec): 3 clusters Score: Raw -6345376.333061 + Penalty 3577.211761 = -6341799.121299 nChanged 169 SP:Iteration 16Q (7347.363816 sec): 3 clusters Score: Raw -6345492.187935 + Penalty 3577.211761 = -6341914.976174 nChanged 114 SP:Iteration 17Q (7347.468498 sec): 3 clusters Score: Raw -6345567.741637 + Penalty 3577.211761 = -6341990.529875 nChanged 76 SP:Iteration 18Q (7347.594575 sec): 3 clusters Score: Raw -6345619.641838 + Penalty 3577.211761 = -6342042.430077 nChanged 52 SP:Iteration 19Q (7347.728438 sec): 3 clusters Score: Raw -6345650.344106 + Penalty 3577.211761 = -6342073.132345 nChanged 37 SP:Iteration 20F (7347.868714 sec): 3 clusters Score: Raw -6345669.648482 + Penalty 3577.211761 = -6342092.436721 nChanged 16 SP:Iteration 21Q (7347.994881 sec): 3 clusters Score: Raw -6345678.619703 + Penalty 3577.211761 = -6342101.407942 nChanged 14 SP:Iteration 22Q (7348.113793 sec): 3 clusters Score: Raw -6345684.095330 + Penalty 3577.211761 = -6342106.883568 nChanged 4 SP:Iteration 23Q (7348.216668 sec): 3 clusters Score: Raw -6345685.500656 + Penalty 3577.211761 = -6342108.288895 nChanged 4 SP:Iteration 24Q (7348.343904 sec): 3 clusters Score: Raw -6345687.852156 + Penalty 3577.211761 = -6342110.640395 nChanged 5 SP:Iteration 25Q (7348.459820 sec): 3 clusters Score: Raw -6345689.706256 + Penalty 3577.211761 = -6342112.494495 nChanged 4 SP:Iteration 26Q (7348.568186 sec): 3 clusters Score: Raw -6345691.654511 + Penalty 3577.211761 = -6342114.442750 nChanged 5 SP:Iteration 27Q (7348.680078 sec): 3 clusters Score: Raw -6345694.568541 + Penalty 3577.211761 = -6342117.356780 nChanged 7 SP:Iteration 28Q (7348.791253 sec): 3 clusters Score: Raw -6345698.311249 + Penalty 3577.211761 = -6342121.099488 nChanged 12 SP:Iteration 29Q (7348.902587 sec): 3 clusters Score: Raw -6345704.958663 + Penalty 3577.211761 = -6342127.746902 nChanged 8 SP:Iteration 30Q (7349.023241 sec): 3 clusters Score: Raw -6345712.821050 + Penalty 3577.211761 = -6342135.609289 nChanged 18 SP:Iteration 31Q (7349.136169 sec): 3 clusters Score: Raw -6345723.237945 + Penalty 3577.211761 = -6342146.026184 nChanged 10 SP:Iteration 32Q (7349.246297 sec): 3 clusters Score: Raw -6345731.018675 + Penalty 3577.211761 = -6342153.806914 nChanged 11 SP:Iteration 33Q (7349.362373 sec): 3 clusters Score: Raw -6345736.196491 + Penalty 3577.211761 = -6342158.984730 nChanged 7 SP:Iteration 34Q (7349.485412 sec): 3 clusters Score: Raw -6345738.913752 + Penalty 3577.211761 = -6342161.701991 nChanged 7 SP:Iteration 35Q (7349.621514 sec): 3 clusters Score: Raw -6345743.316472 + Penalty 3577.211761 = -6342166.104711 nChanged 6 SP:Iteration 36Q (7349.738937 sec): 3 clusters Score: Raw -6345746.594317 + Penalty 3577.211761 = -6342169.382555 nChanged 10 SP:Iteration 37Q (7349.858258 sec): 3 clusters Score: Raw -6345751.136889 + Penalty 3577.211761 = -6342173.925128 nChanged 5 SP:Iteration 38Q (7349.991179 sec): 3 clusters Score: Raw -6345753.256654 + Penalty 3577.211761 = -6342176.044892 nChanged 5 SP:Iteration 39Q (7350.110976 sec): 3 clusters Score: Raw -6345756.131733 + Penalty 3577.211761 = -6342178.919971 nChanged 6 SP:Iteration 40F (7350.249500 sec): 3 clusters Score: Raw -6345760.191727 + Penalty 3577.211761 = -6342182.979966 nChanged 6 SP:Iteration 41Q (7350.385681 sec): 3 clusters Score: Raw -6345763.173066 + Penalty 3577.211761 = -6342185.961305 nChanged 1 SP:Iteration 42Q (7350.507925 sec): 3 clusters Score: Raw -6345763.484791 + Penalty 3577.211761 = -6342186.273030 nChanged 1 SP:Iteration 43Q (7350.609011 sec): 3 clusters Score: Raw -6345764.010814 + Penalty 3577.211761 = -6342186.799052 nChanged 1 SP:Iteration 44Q (7350.738942 sec): 3 clusters Score: Raw -6345764.212847 + Penalty 3577.211761 = -6342187.001086 nChanged 0 SP:Iteration 45F (7350.880924 sec): 3 clusters Score: Raw -6345764.212847 + Penalty 3577.211761 = -6342187.001086 nChanged 0 Trying to split cluster 19 (4022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7350.910842 sec): 2 clusters Score: Raw -424626.287365 + Penalty 1348.674368 = -423277.612997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7350.961776 sec): 3 clusters Score: Raw -422658.738499 + Penalty 2697.348735 = -419961.389763 nChanged 1571 SP:Iteration 1F (7351.010106 sec): 3 clusters Score: Raw -423555.175520 + Penalty 2697.348735 = -420857.826785 nChanged 305 SP:Iteration 2F (7351.059502 sec): 3 clusters Score: Raw -423738.305445 + Penalty 2697.348735 = -421040.956710 nChanged 209 SP:Iteration 3F (7351.099501 sec): 3 clusters Score: Raw -423882.511435 + Penalty 2697.348735 = -421185.162700 nChanged 165 SP:Iteration 4Q (7351.157864 sec): 3 clusters Score: Raw -424019.360047 + Penalty 2697.348735 = -421322.011311 nChanged 157 SP:Iteration 5Q (7351.202255 sec): 3 clusters Score: Raw -424130.960328 + Penalty 2697.348735 = -421433.611593 nChanged 130 SP:Iteration 6Q (7351.249705 sec): 3 clusters Score: Raw -424219.815389 + Penalty 2697.348735 = -421522.466653 nChanged 125 SP:Iteration 7Q (7351.291788 sec): 3 clusters Score: Raw -424296.461060 + Penalty 2697.348735 = -421599.112325 nChanged 117 SP:Iteration 8Q (7351.345055 sec): 3 clusters Score: Raw -424370.061936 + Penalty 2697.348735 = -421672.713200 nChanged 106 SP:Iteration 9Q (7351.393844 sec): 3 clusters Score: Raw -424429.434442 + Penalty 2697.348735 = -421732.085706 nChanged 91 SP:Iteration 10Q (7351.444180 sec): 3 clusters Score: Raw -424486.853444 + Penalty 2697.348735 = -421789.504709 nChanged 82 SP:Iteration 11Q (7351.483876 sec): 3 clusters Score: Raw -424537.509862 + Penalty 2697.348735 = -421840.161127 nChanged 78 SP:Iteration 12Q (7351.534333 sec): 3 clusters Score: Raw -424575.769381 + Penalty 2697.348735 = -421878.420646 nChanged 49 SP:Iteration 13Q (7351.582437 sec): 3 clusters Score: Raw -424603.118766 + Penalty 2697.348735 = -421905.770031 nChanged 57 SP:Iteration 14Q (7351.632342 sec): 3 clusters Score: Raw -424633.468793 + Penalty 2697.348735 = -421936.120058 nChanged 50 SP:Iteration 15Q (7351.675687 sec): 3 clusters Score: Raw -424657.619750 + Penalty 2697.348735 = -421960.271015 nChanged 45 SP:Iteration 16Q (7351.733166 sec): 3 clusters Score: Raw -424672.416419 + Penalty 2697.348735 = -421975.067683 nChanged 33 SP:Iteration 17Q (7351.775739 sec): 3 clusters Score: Raw -424685.636114 + Penalty 2697.348735 = -421988.287379 nChanged 30 SP:Iteration 18Q (7351.828942 sec): 3 clusters Score: Raw -424696.434382 + Penalty 2697.348735 = -421999.085647 nChanged 21 SP:Iteration 19Q (7351.866627 sec): 3 clusters Score: Raw -424703.162991 + Penalty 2697.348735 = -422005.814255 nChanged 16 SP:Iteration 20F (7351.923637 sec): 3 clusters Score: Raw -424708.960610 + Penalty 2697.348735 = -422011.611875 nChanged 17 SP:Iteration 21Q (7351.961633 sec): 3 clusters Score: Raw -424714.707970 + Penalty 2697.348735 = -422017.359234 nChanged 12 SP:Iteration 22Q (7352.019773 sec): 3 clusters Score: Raw -424718.565612 + Penalty 2697.348735 = -422021.216877 nChanged 8 SP:Iteration 23Q (7352.056116 sec): 3 clusters Score: Raw -424721.592299 + Penalty 2697.348735 = -422024.243563 nChanged 8 SP:Iteration 24Q (7352.092257 sec): 3 clusters Score: Raw -424723.615479 + Penalty 2697.348735 = -422026.266743 nChanged 4 SP:Iteration 25Q (7352.148693 sec): 3 clusters Score: Raw -424724.544414 + Penalty 2697.348735 = -422027.195678 nChanged 5 SP:Iteration 26Q (7352.194601 sec): 3 clusters Score: Raw -424725.463239 + Penalty 2697.348735 = -422028.114503 nChanged 2 SP:Iteration 27Q (7352.241034 sec): 3 clusters Score: Raw -424725.829444 + Penalty 2697.348735 = -422028.480709 nChanged 2 SP:Iteration 28Q (7352.289778 sec): 3 clusters Score: Raw -424726.124039 + Penalty 2697.348735 = -422028.775304 nChanged 0 SP:Iteration 29F (7352.338784 sec): 3 clusters Score: Raw -424726.124039 + Penalty 2697.348735 = -422028.775304 nChanged 0 Trying to split cluster 20 (7957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7352.373476 sec): 2 clusters Score: Raw -819158.821906 + Penalty 1459.543690 = -817699.278216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7352.434478 sec): 3 clusters Score: Raw -814780.739634 + Penalty 2919.087380 = -811861.652254 nChanged 3367 SP:Iteration 1F (7352.489856 sec): 3 clusters Score: Raw -816927.819224 + Penalty 2919.087380 = -814008.731844 nChanged 803 SP:Iteration 2F (7352.526254 sec): 3 clusters Score: Raw -817776.451751 + Penalty 2919.087380 = -814857.364371 nChanged 810 SP:Iteration 3F (7352.586302 sec): 3 clusters Score: Raw -818564.008867 + Penalty 2919.087380 = -815644.921486 nChanged 682 SP:Iteration 4F (7352.638275 sec): 3 clusters Score: Raw -819181.320510 + Penalty 2919.087380 = -816262.233130 nChanged 509 SP:Iteration 5F (7352.697778 sec): 3 clusters Score: Raw -819613.229424 + Penalty 2919.087380 = -816694.142043 nChanged 367 SP:Iteration 6Q (7352.748040 sec): 3 clusters Score: Raw -819862.886640 + Penalty 2919.087380 = -816943.799259 nChanged 247 SP:Iteration 7Q (7352.808476 sec): 3 clusters Score: Raw -820033.757347 + Penalty 2919.087380 = -817114.669967 nChanged 195 SP:Iteration 8Q (7352.865570 sec): 3 clusters Score: Raw -820179.234145 + Penalty 2919.087380 = -817260.146765 nChanged 153 SP:Iteration 9Q (7352.929678 sec): 3 clusters Score: Raw -820290.498604 + Penalty 2919.087380 = -817371.411224 nChanged 96 SP:Iteration 10Q (7352.976334 sec): 3 clusters Score: Raw -820341.769076 + Penalty 2919.087380 = -817422.681696 nChanged 69 SP:Iteration 11Q (7353.038130 sec): 3 clusters Score: Raw -820376.809911 + Penalty 2919.087380 = -817457.722531 nChanged 47 SP:Iteration 12Q (7353.081816 sec): 3 clusters Score: Raw -820398.068162 + Penalty 2919.087380 = -817478.980782 nChanged 44 SP:Iteration 13Q (7353.146296 sec): 3 clusters Score: Raw -820414.131175 + Penalty 2919.087380 = -817495.043795 nChanged 36 SP:Iteration 14Q (7353.194931 sec): 3 clusters Score: Raw -820429.451593 + Penalty 2919.087380 = -817510.364213 nChanged 29 SP:Iteration 15Q (7353.252439 sec): 3 clusters Score: Raw -820439.415933 + Penalty 2919.087380 = -817520.328552 nChanged 23 SP:Iteration 16Q (7353.303132 sec): 3 clusters Score: Raw -820447.231962 + Penalty 2919.087380 = -817528.144581 nChanged 22 SP:Iteration 17Q (7353.368994 sec): 3 clusters Score: Raw -820454.652304 + Penalty 2919.087380 = -817535.564924 nChanged 19 SP:Iteration 18Q (7353.415739 sec): 3 clusters Score: Raw -820459.792546 + Penalty 2919.087380 = -817540.705166 nChanged 8 SP:Iteration 19Q (7353.468936 sec): 3 clusters Score: Raw -820461.204889 + Penalty 2919.087380 = -817542.117508 nChanged 1 SP:Iteration 20F (7353.526128 sec): 3 clusters Score: Raw -820461.732863 + Penalty 2919.087380 = -817542.645483 nChanged 1 SP:Iteration 21Q (7353.590229 sec): 3 clusters Score: Raw -820461.932908 + Penalty 2919.087380 = -817542.845528 nChanged 0 SP:Iteration 22F (7353.633657 sec): 3 clusters Score: Raw -820461.932908 + Penalty 2919.087380 = -817542.845528 nChanged 0 Trying to split cluster 21 (8118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7353.677218 sec): 2 clusters Score: Raw -864724.212556 + Penalty 1462.798853 = -863261.413703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7353.726836 sec): 3 clusters Score: Raw -860247.255621 + Penalty 2925.597707 = -857321.657914 nChanged 3349 SP:Iteration 1F (7353.779665 sec): 3 clusters Score: Raw -862215.805435 + Penalty 2925.597707 = -859290.207728 nChanged 594 SP:Iteration 2F (7353.824703 sec): 3 clusters Score: Raw -862559.416402 + Penalty 2925.597707 = -859633.818696 nChanged 486 SP:Iteration 3F (7353.874104 sec): 3 clusters Score: Raw -862848.018131 + Penalty 2925.597707 = -859922.420424 nChanged 445 SP:Iteration 4F (7353.933145 sec): 3 clusters Score: Raw -863097.633318 + Penalty 2925.597707 = -860172.035611 nChanged 405 SP:Iteration 5Q (7353.990014 sec): 3 clusters Score: Raw -863336.901860 + Penalty 2925.597707 = -860411.304153 nChanged 365 SP:Iteration 6Q (7354.048861 sec): 3 clusters Score: Raw -863550.608965 + Penalty 2925.597707 = -860625.011259 nChanged 327 SP:Iteration 7Q (7354.104138 sec): 3 clusters Score: Raw -863722.812861 + Penalty 2925.597707 = -860797.215154 nChanged 304 SP:Iteration 8Q (7354.161567 sec): 3 clusters Score: Raw -863888.012576 + Penalty 2925.597707 = -860962.414870 nChanged 268 SP:Iteration 9Q (7354.224367 sec): 3 clusters Score: Raw -864024.841398 + Penalty 2925.597707 = -861099.243691 nChanged 228 SP:Iteration 10Q (7354.271844 sec): 3 clusters Score: Raw -864133.519323 + Penalty 2925.597707 = -861207.921617 nChanged 205 SP:Iteration 11Q (7354.331073 sec): 3 clusters Score: Raw -864223.415221 + Penalty 2925.597707 = -861297.817515 nChanged 150 SP:Iteration 12Q (7354.390518 sec): 3 clusters Score: Raw -864272.737574 + Penalty 2925.597707 = -861347.139867 nChanged 94 SP:Iteration 13Q (7354.432058 sec): 3 clusters Score: Raw -864302.345855 + Penalty 2925.597707 = -861376.748148 nChanged 75 SP:Iteration 14Q (7354.487117 sec): 3 clusters Score: Raw -864321.551250 + Penalty 2925.597707 = -861395.953543 nChanged 63 SP:Iteration 15Q (7354.542380 sec): 3 clusters Score: Raw -864336.880231 + Penalty 2925.597707 = -861411.282524 nChanged 58 SP:Iteration 16Q (7354.598015 sec): 3 clusters Score: Raw -864349.148796 + Penalty 2925.597707 = -861423.551090 nChanged 55 SP:Iteration 17Q (7354.651731 sec): 3 clusters Score: Raw -864361.822697 + Penalty 2925.597707 = -861436.224991 nChanged 55 SP:Iteration 18Q (7354.713324 sec): 3 clusters Score: Raw -864373.586900 + Penalty 2925.597707 = -861447.989193 nChanged 40 SP:Iteration 19Q (7354.762814 sec): 3 clusters Score: Raw -864384.211750 + Penalty 2925.597707 = -861458.614043 nChanged 47 SP:Iteration 20F (7354.820133 sec): 3 clusters Score: Raw -864393.197834 + Penalty 2925.597707 = -861467.600128 nChanged 25 SP:Iteration 21Q (7354.874421 sec): 3 clusters Score: Raw -864398.858154 + Penalty 2925.597707 = -861473.260447 nChanged 25 SP:Iteration 22Q (7354.923827 sec): 3 clusters Score: Raw -864403.990568 + Penalty 2925.597707 = -861478.392862 nChanged 19 SP:Iteration 23Q (7354.987511 sec): 3 clusters Score: Raw -864407.681757 + Penalty 2925.597707 = -861482.084050 nChanged 19 SP:Iteration 24Q (7355.036073 sec): 3 clusters Score: Raw -864411.001916 + Penalty 2925.597707 = -861485.404209 nChanged 20 SP:Iteration 25Q (7355.098328 sec): 3 clusters Score: Raw -864413.843384 + Penalty 2925.597707 = -861488.245677 nChanged 15 SP:Iteration 26Q (7355.159132 sec): 3 clusters Score: Raw -864416.023047 + Penalty 2925.597707 = -861490.425340 nChanged 16 SP:Iteration 27Q (7355.204203 sec): 3 clusters Score: Raw -864419.123636 + Penalty 2925.597707 = -861493.525929 nChanged 17 SP:Iteration 28Q (7355.258177 sec): 3 clusters Score: Raw -864421.921297 + Penalty 2925.597707 = -861496.323590 nChanged 14 SP:Iteration 29Q (7355.323770 sec): 3 clusters Score: Raw -864424.367051 + Penalty 2925.597707 = -861498.769344 nChanged 18 SP:Iteration 30Q (7355.371092 sec): 3 clusters Score: Raw -864426.875155 + Penalty 2925.597707 = -861501.277448 nChanged 8 SP:Iteration 31Q (7355.430897 sec): 3 clusters Score: Raw -864428.033240 + Penalty 2925.597707 = -861502.435533 nChanged 10 SP:Iteration 32Q (7355.489654 sec): 3 clusters Score: Raw -864429.083265 + Penalty 2925.597707 = -861503.485558 nChanged 10 SP:Iteration 33Q (7355.560419 sec): 3 clusters Score: Raw -864430.002199 + Penalty 2925.597707 = -861504.404493 nChanged 1 SP:Iteration 34Q (7355.608561 sec): 3 clusters Score: Raw -864430.039004 + Penalty 2925.597707 = -861504.441297 nChanged 2 SP:Iteration 35Q (7355.671324 sec): 3 clusters Score: Raw -864430.199192 + Penalty 2925.597707 = -861504.601485 nChanged 1 SP:Iteration 36Q (7355.712396 sec): 3 clusters Score: Raw -864430.235721 + Penalty 2925.597707 = -861504.638014 nChanged 0 SP:Iteration 37F (7355.776609 sec): 3 clusters Score: Raw -864430.235721 + Penalty 2925.597707 = -861504.638014 nChanged 0 Trying to split cluster 22 (9353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7355.803679 sec): 2 clusters Score: Raw -990732.666061 + Penalty 1485.811019 = -989246.855042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7355.855704 sec): 3 clusters Score: Raw -985442.214685 + Penalty 2971.622039 = -982470.592646 nChanged 4008 SP:Iteration 1F (7355.912211 sec): 3 clusters Score: Raw -987594.411564 + Penalty 2971.622039 = -984622.789526 nChanged 526 SP:Iteration 2F (7355.965612 sec): 3 clusters Score: Raw -987820.697103 + Penalty 2971.622039 = -984849.075065 nChanged 478 SP:Iteration 3F (7356.024237 sec): 3 clusters Score: Raw -988025.398647 + Penalty 2971.622039 = -985053.776608 nChanged 436 SP:Iteration 4Q (7356.073259 sec): 3 clusters Score: Raw -988233.007131 + Penalty 2971.622039 = -985261.385092 nChanged 437 SP:Iteration 5Q (7356.129793 sec): 3 clusters Score: Raw -988472.726669 + Penalty 2971.622039 = -985501.104630 nChanged 466 SP:Iteration 6Q (7356.198480 sec): 3 clusters Score: Raw -988746.901978 + Penalty 2971.622039 = -985775.279940 nChanged 457 SP:Iteration 7Q (7356.249575 sec): 3 clusters Score: Raw -989038.065090 + Penalty 2971.622039 = -986066.443052 nChanged 457 SP:Iteration 8Q (7356.311557 sec): 3 clusters Score: Raw -989381.095511 + Penalty 2971.622039 = -986409.473472 nChanged 438 SP:Iteration 9Q (7356.368269 sec): 3 clusters Score: Raw -989745.199889 + Penalty 2971.622039 = -986773.577850 nChanged 401 SP:Iteration 10Q (7356.429765 sec): 3 clusters Score: Raw -990049.223191 + Penalty 2971.622039 = -987077.601153 nChanged 306 SP:Iteration 11Q (7356.488683 sec): 3 clusters Score: Raw -990285.608865 + Penalty 2971.622039 = -987313.986827 nChanged 258 SP:Iteration 12Q (7356.543592 sec): 3 clusters Score: Raw -990455.715713 + Penalty 2971.622039 = -987484.093674 nChanged 201 SP:Iteration 13Q (7356.601665 sec): 3 clusters Score: Raw -990583.096795 + Penalty 2971.622039 = -987611.474757 nChanged 133 SP:Iteration 14Q (7356.654794 sec): 3 clusters Score: Raw -990662.799734 + Penalty 2971.622039 = -987691.177696 nChanged 96 SP:Iteration 15Q (7356.715420 sec): 3 clusters Score: Raw -990711.777394 + Penalty 2971.622039 = -987740.155355 nChanged 85 SP:Iteration 16Q (7356.766466 sec): 3 clusters Score: Raw -990756.210740 + Penalty 2971.622039 = -987784.588702 nChanged 69 SP:Iteration 17Q (7356.823404 sec): 3 clusters Score: Raw -990791.050759 + Penalty 2971.622039 = -987819.428720 nChanged 76 SP:Iteration 18Q (7356.892508 sec): 3 clusters Score: Raw -990839.321683 + Penalty 2971.622039 = -987867.699645 nChanged 94 SP:Iteration 19Q (7356.945262 sec): 3 clusters Score: Raw -990891.258379 + Penalty 2971.622039 = -987919.636340 nChanged 59 SP:Iteration 20F (7356.998194 sec): 3 clusters Score: Raw -990920.965845 + Penalty 2971.622039 = -987949.343806 nChanged 63 SP:Iteration 21Q (7357.045871 sec): 3 clusters Score: Raw -990951.833495 + Penalty 2971.622039 = -987980.211456 nChanged 58 SP:Iteration 22Q (7357.114815 sec): 3 clusters Score: Raw -990980.389172 + Penalty 2971.622039 = -988008.767133 nChanged 63 SP:Iteration 23Q (7357.158335 sec): 3 clusters Score: Raw -991005.391947 + Penalty 2971.622039 = -988033.769908 nChanged 43 SP:Iteration 24Q (7357.216424 sec): 3 clusters Score: Raw -991021.631012 + Penalty 2971.622039 = -988050.008973 nChanged 47 SP:Iteration 25Q (7357.283344 sec): 3 clusters Score: Raw -991041.460829 + Penalty 2971.622039 = -988069.838791 nChanged 34 SP:Iteration 26Q (7357.322547 sec): 3 clusters Score: Raw -991051.323331 + Penalty 2971.622039 = -988079.701292 nChanged 15 SP:Iteration 27Q (7357.385763 sec): 3 clusters Score: Raw -991055.719062 + Penalty 2971.622039 = -988084.097023 nChanged 17 SP:Iteration 28Q (7357.442385 sec): 3 clusters Score: Raw -991060.286824 + Penalty 2971.622039 = -988088.664786 nChanged 18 SP:Iteration 29Q (7357.493841 sec): 3 clusters Score: Raw -991064.518687 + Penalty 2971.622039 = -988092.896648 nChanged 8 SP:Iteration 30Q (7357.542461 sec): 3 clusters Score: Raw -991066.034964 + Penalty 2971.622039 = -988094.412925 nChanged 5 SP:Iteration 31Q (7357.606089 sec): 3 clusters Score: Raw -991066.935150 + Penalty 2971.622039 = -988095.313111 nChanged 2 SP:Iteration 32Q (7357.656870 sec): 3 clusters Score: Raw -991067.331981 + Penalty 2971.622039 = -988095.709942 nChanged 0 SP:Iteration 33F (7357.717040 sec): 3 clusters Score: Raw -991067.331981 + Penalty 2971.622039 = -988095.709942 nChanged 0 Trying to split cluster 23 (1234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7357.739265 sec): 2 clusters Score: Raw -132962.806051 + Penalty 1156.677633 = -131806.128417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7357.781615 sec): 3 clusters Score: Raw -132488.337950 + Penalty 2313.355266 = -130174.982683 nChanged 398 SP:Iteration 1F (7357.829111 sec): 3 clusters Score: Raw -132809.369204 + Penalty 2313.355266 = -130496.013938 nChanged 98 SP:Iteration 2F (7357.873574 sec): 3 clusters Score: Raw -132910.541686 + Penalty 2313.355266 = -130597.186420 nChanged 65 SP:Iteration 3F (7357.921403 sec): 3 clusters Score: Raw -132998.110073 + Penalty 2313.355266 = -130684.754806 nChanged 60 SP:Iteration 4Q (7357.965076 sec): 3 clusters Score: Raw -133060.574080 + Penalty 2313.355266 = -130747.218814 nChanged 37 SP:Iteration 5Q (7358.003111 sec): 3 clusters Score: Raw -133088.322089 + Penalty 2313.355266 = -130774.966822 nChanged 18 SP:Iteration 6Q (7358.048437 sec): 3 clusters Score: Raw -133109.974387 + Penalty 2313.355266 = -130796.619120 nChanged 23 SP:Iteration 7Q (7358.083810 sec): 3 clusters Score: Raw -133133.954431 + Penalty 2313.355266 = -130820.599164 nChanged 25 SP:Iteration 8Q (7358.118078 sec): 3 clusters Score: Raw -133157.219514 + Penalty 2313.355266 = -130843.864248 nChanged 22 SP:Iteration 9Q (7358.143062 sec): 3 clusters Score: Raw -133174.543590 + Penalty 2313.355266 = -130861.188324 nChanged 14 SP:Iteration 10Q (7358.175144 sec): 3 clusters Score: Raw -133187.737527 + Penalty 2313.355266 = -130874.382261 nChanged 10 SP:Iteration 11Q (7358.207404 sec): 3 clusters Score: Raw -133197.734594 + Penalty 2313.355266 = -130884.379327 nChanged 11 SP:Iteration 12Q (7358.233406 sec): 3 clusters Score: Raw -133207.330931 + Penalty 2313.355266 = -130893.975664 nChanged 10 SP:Iteration 13Q (7358.272227 sec): 3 clusters Score: Raw -133214.633666 + Penalty 2313.355266 = -130901.278400 nChanged 2 SP:Iteration 14Q (7358.300462 sec): 3 clusters Score: Raw -133215.806653 + Penalty 2313.355266 = -130902.451386 nChanged 2 SP:Iteration 15Q (7358.350491 sec): 3 clusters Score: Raw -133218.251208 + Penalty 2313.355266 = -130904.895941 nChanged 4 SP:Iteration 16Q (7358.389303 sec): 3 clusters Score: Raw -133221.421784 + Penalty 2313.355266 = -130908.066518 nChanged 2 SP:Iteration 17Q (7358.426579 sec): 3 clusters Score: Raw -133222.790615 + Penalty 2313.355266 = -130909.435348 nChanged 0 SP:Iteration 18F (7358.463976 sec): 3 clusters Score: Raw -133222.790615 + Penalty 2313.355266 = -130909.435348 nChanged 0 Trying to split cluster 24 (25190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7358.523867 sec): 2 clusters Score: Raw -2744931.205412 + Penalty 1646.807885 = -2743284.397527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7358.607188 sec): 3 clusters Score: Raw -2729540.158175 + Penalty 3293.615770 = -2726246.542405 nChanged 11547 SP:Iteration 1F (7358.695735 sec): 3 clusters Score: Raw -2735834.126064 + Penalty 3293.615770 = -2732540.510294 nChanged 1262 SP:Iteration 2F (7358.774191 sec): 3 clusters Score: Raw -2736297.378550 + Penalty 3293.615770 = -2733003.762780 nChanged 1206 SP:Iteration 3Q (7358.849746 sec): 3 clusters Score: Raw -2736769.590280 + Penalty 3293.615770 = -2733475.974510 nChanged 1251 SP:Iteration 4Q (7358.934915 sec): 3 clusters Score: Raw -2737308.849195 + Penalty 3293.615770 = -2734015.233425 nChanged 1334 SP:Iteration 5F (7359.008028 sec): 3 clusters Score: Raw -2737934.821271 + Penalty 3293.615770 = -2734641.205501 nChanged 1346 SP:Iteration 6F (7359.101091 sec): 3 clusters Score: Raw -2738620.896201 + Penalty 3293.615770 = -2735327.280431 nChanged 1340 SP:Iteration 7F (7359.189723 sec): 3 clusters Score: Raw -2739358.771668 + Penalty 3293.615770 = -2736065.155898 nChanged 1280 SP:Iteration 8F (7359.264179 sec): 3 clusters Score: Raw -2740103.376826 + Penalty 3293.615770 = -2736809.761056 nChanged 1189 SP:Iteration 9Q (7359.350834 sec): 3 clusters Score: Raw -2740864.045557 + Penalty 3293.615770 = -2737570.429787 nChanged 1081 SP:Iteration 10Q (7359.439936 sec): 3 clusters Score: Raw -2741591.401027 + Penalty 3293.615770 = -2738297.785257 nChanged 926 SP:Iteration 11Q (7359.525041 sec): 3 clusters Score: Raw -2742249.378368 + Penalty 3293.615770 = -2738955.762598 nChanged 788 SP:Iteration 12Q (7359.601346 sec): 3 clusters Score: Raw -2742804.047809 + Penalty 3293.615770 = -2739510.432039 nChanged 657 SP:Iteration 13Q (7359.682015 sec): 3 clusters Score: Raw -2743181.347633 + Penalty 3293.615770 = -2739887.731863 nChanged 493 SP:Iteration 14Q (7359.765097 sec): 3 clusters Score: Raw -2743435.044291 + Penalty 3293.615770 = -2740141.428521 nChanged 366 SP:Iteration 15Q (7359.854205 sec): 3 clusters Score: Raw -2743606.598926 + Penalty 3293.615770 = -2740312.983156 nChanged 328 SP:Iteration 16Q (7359.935228 sec): 3 clusters Score: Raw -2743747.254904 + Penalty 3293.615770 = -2740453.639134 nChanged 294 SP:Iteration 17Q (7360.021416 sec): 3 clusters Score: Raw -2743881.221153 + Penalty 3293.615770 = -2740587.605383 nChanged 287 SP:Iteration 18Q (7360.112398 sec): 3 clusters Score: Raw -2744010.855297 + Penalty 3293.615770 = -2740717.239527 nChanged 245 SP:Iteration 19Q (7360.187000 sec): 3 clusters Score: Raw -2744122.209687 + Penalty 3293.615770 = -2740828.593917 nChanged 250 SP:Iteration 20F (7360.272395 sec): 3 clusters Score: Raw -2744246.035712 + Penalty 3293.615770 = -2740952.419942 nChanged 230 SP:Iteration 21Q (7360.351055 sec): 3 clusters Score: Raw -2744352.521352 + Penalty 3293.615770 = -2741058.905582 nChanged 205 SP:Iteration 22Q (7360.421417 sec): 3 clusters Score: Raw -2744443.315141 + Penalty 3293.615770 = -2741149.699371 nChanged 188 SP:Iteration 23Q (7360.505748 sec): 3 clusters Score: Raw -2744527.210595 + Penalty 3293.615770 = -2741233.594825 nChanged 177 SP:Iteration 24Q (7360.581121 sec): 3 clusters Score: Raw -2744609.719365 + Penalty 3293.615770 = -2741316.103595 nChanged 157 SP:Iteration 25Q (7360.661704 sec): 3 clusters Score: Raw -2744676.086006 + Penalty 3293.615770 = -2741382.470236 nChanged 134 SP:Iteration 26Q (7360.738129 sec): 3 clusters Score: Raw -2744727.419106 + Penalty 3293.615770 = -2741433.803336 nChanged 121 SP:Iteration 27Q (7360.816425 sec): 3 clusters Score: Raw -2744775.614482 + Penalty 3293.615770 = -2741481.998712 nChanged 118 SP:Iteration 28Q (7360.896814 sec): 3 clusters Score: Raw -2744824.830990 + Penalty 3293.615770 = -2741531.215220 nChanged 96 SP:Iteration 29Q (7360.964237 sec): 3 clusters Score: Raw -2744864.690642 + Penalty 3293.615770 = -2741571.074872 nChanged 85 SP:Iteration 30Q (7361.041961 sec): 3 clusters Score: Raw -2744896.733349 + Penalty 3293.615770 = -2741603.117579 nChanged 84 SP:Iteration 31Q (7361.115965 sec): 3 clusters Score: Raw -2744928.023171 + Penalty 3293.615770 = -2741634.407401 nChanged 69 SP:Iteration 32Q (7361.192164 sec): 3 clusters Score: Raw -2744953.481547 + Penalty 3293.615770 = -2741659.865777 nChanged 70 SP:Iteration 33Q (7361.259753 sec): 3 clusters Score: Raw -2744982.009554 + Penalty 3293.615770 = -2741688.393784 nChanged 71 SP:Iteration 34Q (7361.334571 sec): 3 clusters Score: Raw -2745010.839198 + Penalty 3293.615770 = -2741717.223428 nChanged 61 SP:Iteration 35Q (7361.416965 sec): 3 clusters Score: Raw -2745032.359114 + Penalty 3293.615770 = -2741738.743344 nChanged 48 SP:Iteration 36Q (7361.488423 sec): 3 clusters Score: Raw -2745049.832736 + Penalty 3293.615770 = -2741756.216966 nChanged 41 SP:Iteration 37Q (7361.565276 sec): 3 clusters Score: Raw -2745067.457850 + Penalty 3293.615770 = -2741773.842080 nChanged 45 SP:Iteration 38Q (7361.648765 sec): 3 clusters Score: Raw -2745086.066528 + Penalty 3293.615770 = -2741792.450758 nChanged 51 SP:Iteration 39Q (7361.722771 sec): 3 clusters Score: Raw -2745106.013437 + Penalty 3293.615770 = -2741812.397667 nChanged 45 SP:Iteration 40F (7361.808563 sec): 3 clusters Score: Raw -2745124.365757 + Penalty 3293.615770 = -2741830.749987 nChanged 33 SP:Iteration 41Q (7361.887300 sec): 3 clusters Score: Raw -2745137.542524 + Penalty 3293.615770 = -2741843.926754 nChanged 33 SP:Iteration 42Q (7361.961863 sec): 3 clusters Score: Raw -2745148.240926 + Penalty 3293.615770 = -2741854.625156 nChanged 23 SP:Iteration 43Q (7362.040054 sec): 3 clusters Score: Raw -2745157.944774 + Penalty 3293.615770 = -2741864.329004 nChanged 24 SP:Iteration 44Q (7362.125485 sec): 3 clusters Score: Raw -2745167.837071 + Penalty 3293.615770 = -2741874.221300 nChanged 17 SP:Iteration 45Q (7362.209299 sec): 3 clusters Score: Raw -2745173.905895 + Penalty 3293.615770 = -2741880.290125 nChanged 14 SP:Iteration 46Q (7362.285056 sec): 3 clusters Score: Raw -2745178.979087 + Penalty 3293.615770 = -2741885.363317 nChanged 14 SP:Iteration 47Q (7362.364202 sec): 3 clusters Score: Raw -2745185.361191 + Penalty 3293.615770 = -2741891.745421 nChanged 23 SP:Iteration 48Q (7362.429637 sec): 3 clusters Score: Raw -2745197.498074 + Penalty 3293.615770 = -2741903.882304 nChanged 18 SP:Iteration 49Q (7362.512733 sec): 3 clusters Score: Raw -2745206.110143 + Penalty 3293.615770 = -2741912.494373 nChanged 20 SP:Iteration 50Q (7362.586360 sec): 3 clusters Score: Raw -2745216.418046 + Penalty 3293.615770 = -2741922.802275 nChanged 24 SP:Iteration 51Q (7362.663718 sec): 3 clusters Score: Raw -2745225.454122 + Penalty 3293.615770 = -2741931.838352 nChanged 15 SP:Iteration 52Q (7362.734777 sec): 3 clusters Score: Raw -2745230.485158 + Penalty 3293.615770 = -2741936.869388 nChanged 13 SP:Iteration 53Q (7362.811374 sec): 3 clusters Score: Raw -2745238.549345 + Penalty 3293.615770 = -2741944.933575 nChanged 16 SP:Iteration 54Q (7362.886608 sec): 3 clusters Score: Raw -2745247.275869 + Penalty 3293.615770 = -2741953.660099 nChanged 17 SP:Iteration 55Q (7362.953891 sec): 3 clusters Score: Raw -2745257.294518 + Penalty 3293.615770 = -2741963.678748 nChanged 25 SP:Iteration 56Q (7363.016704 sec): 3 clusters Score: Raw -2745269.186217 + Penalty 3293.615770 = -2741975.570447 nChanged 18 SP:Iteration 57Q (7363.085189 sec): 3 clusters Score: Raw -2745276.560961 + Penalty 3293.615770 = -2741982.945191 nChanged 13 SP:Iteration 58Q (7363.152490 sec): 3 clusters Score: Raw -2745281.074236 + Penalty 3293.615770 = -2741987.458466 nChanged 10 SP:Iteration 59Q (7363.222423 sec): 3 clusters Score: Raw -2745284.058811 + Penalty 3293.615770 = -2741990.443041 nChanged 4 SP:Iteration 60F (7363.319752 sec): 3 clusters Score: Raw -2745286.047736 + Penalty 3293.615770 = -2741992.431966 nChanged 5 SP:Iteration 61Q (7363.393494 sec): 3 clusters Score: Raw -2745287.560637 + Penalty 3293.615770 = -2741993.944867 nChanged 3 SP:Iteration 62Q (7363.469534 sec): 3 clusters Score: Raw -2745288.769158 + Penalty 3293.615770 = -2741995.153388 nChanged 1 SP:Iteration 63Q (7363.531336 sec): 3 clusters Score: Raw -2745289.042402 + Penalty 3293.615770 = -2741995.426632 nChanged 1 SP:Iteration 64Q (7363.599999 sec): 3 clusters Score: Raw -2745289.512778 + Penalty 3293.615770 = -2741995.897008 nChanged 2 SP:Iteration 65Q (7363.676041 sec): 3 clusters Score: Raw -2745290.910679 + Penalty 3293.615770 = -2741997.294909 nChanged 4 SP:Iteration 66Q (7363.750556 sec): 3 clusters Score: Raw -2745292.935139 + Penalty 3293.615770 = -2741999.319369 nChanged 4 SP:Iteration 67Q (7363.826182 sec): 3 clusters Score: Raw -2745294.291568 + Penalty 3293.615770 = -2742000.675798 nChanged 4 SP:Iteration 68Q (7363.905284 sec): 3 clusters Score: Raw -2745295.259923 + Penalty 3293.615770 = -2742001.644153 nChanged 3 SP:Iteration 69Q (7363.980178 sec): 3 clusters Score: Raw -2745296.218857 + Penalty 3293.615770 = -2742002.603087 nChanged 1 SP:Iteration 70Q (7364.050192 sec): 3 clusters Score: Raw -2745296.415860 + Penalty 3293.615770 = -2742002.800090 nChanged 1 SP:Iteration 71Q (7364.120429 sec): 3 clusters Score: Raw -2745296.690464 + Penalty 3293.615770 = -2742003.074694 nChanged 0 SP:Iteration 72F (7364.205186 sec): 3 clusters Score: Raw -2745296.690464 + Penalty 3293.615770 = -2742003.074694 nChanged 0 Trying to split cluster 25 (3076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7364.239759 sec): 2 clusters Score: Raw -322007.590634 + Penalty 1305.100116 = -320702.490518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7364.279168 sec): 3 clusters Score: Raw -320517.730858 + Penalty 2610.200232 = -317907.530626 nChanged 1171 SP:Iteration 1F (7364.338187 sec): 3 clusters Score: Raw -321209.385672 + Penalty 2610.200232 = -318599.185439 nChanged 204 SP:Iteration 2F (7364.387453 sec): 3 clusters Score: Raw -321331.097692 + Penalty 2610.200232 = -318720.897460 nChanged 150 SP:Iteration 3Q (7364.430234 sec): 3 clusters Score: Raw -321408.323586 + Penalty 2610.200232 = -318798.123354 nChanged 96 SP:Iteration 4Q (7364.472343 sec): 3 clusters Score: Raw -321457.154840 + Penalty 2610.200232 = -318846.954608 nChanged 83 SP:Iteration 5Q (7364.522512 sec): 3 clusters Score: Raw -321494.242584 + Penalty 2610.200232 = -318884.042352 nChanged 66 SP:Iteration 6Q (7364.570902 sec): 3 clusters Score: Raw -321521.645626 + Penalty 2610.200232 = -318911.445394 nChanged 46 SP:Iteration 7Q (7364.607032 sec): 3 clusters Score: Raw -321543.226344 + Penalty 2610.200232 = -318933.026112 nChanged 34 SP:Iteration 8Q (7364.653132 sec): 3 clusters Score: Raw -321555.920087 + Penalty 2610.200232 = -318945.719854 nChanged 30 SP:Iteration 9Q (7364.702997 sec): 3 clusters Score: Raw -321566.923716 + Penalty 2610.200232 = -318956.723483 nChanged 29 SP:Iteration 10Q (7364.749130 sec): 3 clusters Score: Raw -321577.839285 + Penalty 2610.200232 = -318967.639052 nChanged 23 SP:Iteration 11Q (7364.787464 sec): 3 clusters Score: Raw -321586.130751 + Penalty 2610.200232 = -318975.930519 nChanged 21 SP:Iteration 12Q (7364.830982 sec): 3 clusters Score: Raw -321591.709579 + Penalty 2610.200232 = -318981.509346 nChanged 11 SP:Iteration 13Q (7364.884520 sec): 3 clusters Score: Raw -321594.972837 + Penalty 2610.200232 = -318984.772604 nChanged 14 SP:Iteration 14Q (7364.932177 sec): 3 clusters Score: Raw -321599.080107 + Penalty 2610.200232 = -318988.879875 nChanged 8 SP:Iteration 15Q (7364.973291 sec): 3 clusters Score: Raw -321601.717667 + Penalty 2610.200232 = -318991.517434 nChanged 9 SP:Iteration 16Q (7365.015255 sec): 3 clusters Score: Raw -321603.631753 + Penalty 2610.200232 = -318993.431521 nChanged 3 SP:Iteration 17Q (7365.063873 sec): 3 clusters Score: Raw -321604.481481 + Penalty 2610.200232 = -318994.281249 nChanged 6 SP:Iteration 18Q (7365.109287 sec): 3 clusters Score: Raw -321606.223301 + Penalty 2610.200232 = -318996.023069 nChanged 8 SP:Iteration 19Q (7365.160416 sec): 3 clusters Score: Raw -321609.492990 + Penalty 2610.200232 = -318999.292758 nChanged 14 SP:Iteration 20F (7365.202678 sec): 3 clusters Score: Raw -321613.678746 + Penalty 2610.200232 = -319003.478513 nChanged 13 SP:Iteration 21Q (7365.247287 sec): 3 clusters Score: Raw -321618.236524 + Penalty 2610.200232 = -319008.036291 nChanged 10 SP:Iteration 22Q (7365.287725 sec): 3 clusters Score: Raw -321622.038808 + Penalty 2610.200232 = -319011.838575 nChanged 12 SP:Iteration 23Q (7365.346874 sec): 3 clusters Score: Raw -321626.206740 + Penalty 2610.200232 = -319016.006507 nChanged 17 SP:Iteration 24Q (7365.385503 sec): 3 clusters Score: Raw -321632.240903 + Penalty 2610.200232 = -319022.040671 nChanged 15 SP:Iteration 25Q (7365.441765 sec): 3 clusters Score: Raw -321636.947737 + Penalty 2610.200232 = -319026.747504 nChanged 15 SP:Iteration 26Q (7365.490705 sec): 3 clusters Score: Raw -321641.870244 + Penalty 2610.200232 = -319031.670012 nChanged 20 SP:Iteration 27Q (7365.531484 sec): 3 clusters Score: Raw -321648.206021 + Penalty 2610.200232 = -319038.005789 nChanged 14 SP:Iteration 28Q (7365.579025 sec): 3 clusters Score: Raw -321651.532938 + Penalty 2610.200232 = -319041.332705 nChanged 11 SP:Iteration 29Q (7365.625752 sec): 3 clusters Score: Raw -321656.302185 + Penalty 2610.200232 = -319046.101953 nChanged 16 SP:Iteration 30Q (7365.685792 sec): 3 clusters Score: Raw -321661.472933 + Penalty 2610.200232 = -319051.272700 nChanged 9 SP:Iteration 31Q (7365.734404 sec): 3 clusters Score: Raw -321664.091645 + Penalty 2610.200232 = -319053.891412 nChanged 8 SP:Iteration 32Q (7365.778015 sec): 3 clusters Score: Raw -321666.068393 + Penalty 2610.200232 = -319055.868160 nChanged 7 SP:Iteration 33Q (7365.816745 sec): 3 clusters Score: Raw -321668.771717 + Penalty 2610.200232 = -319058.571484 nChanged 12 SP:Iteration 34Q (7365.873292 sec): 3 clusters Score: Raw -321674.921099 + Penalty 2610.200232 = -319064.720866 nChanged 12 SP:Iteration 35Q (7365.921373 sec): 3 clusters Score: Raw -321677.548131 + Penalty 2610.200232 = -319067.347898 nChanged 13 SP:Iteration 36Q (7365.972312 sec): 3 clusters Score: Raw -321680.911628 + Penalty 2610.200232 = -319070.711395 nChanged 13 SP:Iteration 37Q (7366.020543 sec): 3 clusters Score: Raw -321685.525230 + Penalty 2610.200232 = -319075.324998 nChanged 14 SP:Iteration 38Q (7366.056234 sec): 3 clusters Score: Raw -321691.772387 + Penalty 2610.200232 = -319081.572155 nChanged 18 SP:Iteration 39Q (7366.106789 sec): 3 clusters Score: Raw -321696.901035 + Penalty 2610.200232 = -319086.700803 nChanged 15 SP:Iteration 40F (7366.148703 sec): 3 clusters Score: Raw -321702.230712 + Penalty 2610.200232 = -319092.030480 nChanged 18 SP:Iteration 41Q (7366.186695 sec): 3 clusters Score: Raw -321708.981447 + Penalty 2610.200232 = -319098.781214 nChanged 22 SP:Iteration 42Q (7366.225342 sec): 3 clusters Score: Raw -321718.111674 + Penalty 2610.200232 = -319107.911441 nChanged 21 SP:Iteration 43Q (7366.263726 sec): 3 clusters Score: Raw -321725.694871 + Penalty 2610.200232 = -319115.494639 nChanged 14 SP:Iteration 44Q (7366.314141 sec): 3 clusters Score: Raw -321732.183598 + Penalty 2610.200232 = -319121.983365 nChanged 16 SP:Iteration 45Q (7366.357917 sec): 3 clusters Score: Raw -321739.181370 + Penalty 2610.200232 = -319128.981138 nChanged 17 SP:Iteration 46Q (7366.403272 sec): 3 clusters Score: Raw -321749.349399 + Penalty 2610.200232 = -319139.149167 nChanged 19 SP:Iteration 47Q (7366.459480 sec): 3 clusters Score: Raw -321756.728454 + Penalty 2610.200232 = -319146.528222 nChanged 16 SP:Iteration 48Q (7366.501944 sec): 3 clusters Score: Raw -321763.532817 + Penalty 2610.200232 = -319153.332585 nChanged 16 SP:Iteration 49Q (7366.552179 sec): 3 clusters Score: Raw -321768.404447 + Penalty 2610.200232 = -319158.204215 nChanged 11 SP:Iteration 50Q (7366.589906 sec): 3 clusters Score: Raw -321772.407808 + Penalty 2610.200232 = -319162.207575 nChanged 12 SP:Iteration 51Q (7366.633774 sec): 3 clusters Score: Raw -321777.311889 + Penalty 2610.200232 = -319167.111657 nChanged 9 SP:Iteration 52Q (7366.681273 sec): 3 clusters Score: Raw -321780.484579 + Penalty 2610.200232 = -319170.284346 nChanged 9 SP:Iteration 53Q (7366.733417 sec): 3 clusters Score: Raw -321784.013405 + Penalty 2610.200232 = -319173.813173 nChanged 13 SP:Iteration 54Q (7366.786440 sec): 3 clusters Score: Raw -321789.611273 + Penalty 2610.200232 = -319179.411040 nChanged 15 SP:Iteration 55Q (7366.826357 sec): 3 clusters Score: Raw -321796.948178 + Penalty 2610.200232 = -319186.747945 nChanged 21 SP:Iteration 56Q (7366.874470 sec): 3 clusters Score: Raw -321810.216782 + Penalty 2610.200232 = -319200.016550 nChanged 28 SP:Iteration 57Q (7366.931941 sec): 3 clusters Score: Raw -321823.664714 + Penalty 2610.200232 = -319213.464482 nChanged 28 SP:Iteration 58Q (7366.978820 sec): 3 clusters Score: Raw -321836.735745 + Penalty 2610.200232 = -319226.535513 nChanged 25 SP:Iteration 59Q (7367.020150 sec): 3 clusters Score: Raw -321848.410787 + Penalty 2610.200232 = -319238.210555 nChanged 18 SP:Iteration 60F (7367.081435 sec): 3 clusters Score: Raw -321856.693979 + Penalty 2610.200232 = -319246.493746 nChanged 19 SP:Iteration 61Q (7367.124513 sec): 3 clusters Score: Raw -321865.114919 + Penalty 2610.200232 = -319254.914687 nChanged 16 SP:Iteration 62Q (7367.176036 sec): 3 clusters Score: Raw -321871.855094 + Penalty 2610.200232 = -319261.654861 nChanged 21 SP:Iteration 63Q (7367.221864 sec): 3 clusters Score: Raw -321880.737932 + Penalty 2610.200232 = -319270.537699 nChanged 27 SP:Iteration 64Q (7367.262831 sec): 3 clusters Score: Raw -321894.733827 + Penalty 2610.200232 = -319284.533595 nChanged 27 SP:Iteration 65Q (7367.312401 sec): 3 clusters Score: Raw -321910.464840 + Penalty 2610.200232 = -319300.264608 nChanged 32 SP:Iteration 66Q (7367.352189 sec): 3 clusters Score: Raw -321930.750920 + Penalty 2610.200232 = -319320.550688 nChanged 26 SP:Iteration 67Q (7367.409474 sec): 3 clusters Score: Raw -321944.155280 + Penalty 2610.200232 = -319333.955048 nChanged 28 SP:Iteration 68Q (7367.450612 sec): 3 clusters Score: Raw -321961.771726 + Penalty 2610.200232 = -319351.571494 nChanged 25 SP:Iteration 69Q (7367.493145 sec): 3 clusters Score: Raw -321976.879900 + Penalty 2610.200232 = -319366.679667 nChanged 27 SP:Iteration 70Q (7367.541969 sec): 3 clusters Score: Raw -321990.226997 + Penalty 2610.200232 = -319380.026765 nChanged 16 SP:Iteration 71Q (7367.577375 sec): 3 clusters Score: Raw -321999.469769 + Penalty 2610.200232 = -319389.269537 nChanged 14 SP:Iteration 72Q (7367.623796 sec): 3 clusters Score: Raw -322008.611202 + Penalty 2610.200232 = -319398.410969 nChanged 13 SP:Iteration 73Q (7367.671848 sec): 3 clusters Score: Raw -322017.160133 + Penalty 2610.200232 = -319406.959900 nChanged 18 SP:Iteration 74Q (7367.730946 sec): 3 clusters Score: Raw -322030.251997 + Penalty 2610.200232 = -319420.051765 nChanged 22 SP:Iteration 75Q (7367.772592 sec): 3 clusters Score: Raw -322044.875478 + Penalty 2610.200232 = -319434.675245 nChanged 19 SP:Iteration 76Q (7367.824834 sec): 3 clusters Score: Raw -322059.388768 + Penalty 2610.200232 = -319449.188535 nChanged 15 SP:Iteration 77Q (7367.873650 sec): 3 clusters Score: Raw -322074.195216 + Penalty 2610.200232 = -319463.994984 nChanged 12 SP:Iteration 78Q (7367.920960 sec): 3 clusters Score: Raw -322082.635389 + Penalty 2610.200232 = -319472.435157 nChanged 9 SP:Iteration 79Q (7367.957130 sec): 3 clusters Score: Raw -322088.362722 + Penalty 2610.200232 = -319478.162490 nChanged 8 SP:Iteration 80F (7368.004466 sec): 3 clusters Score: Raw -322093.357775 + Penalty 2610.200232 = -319483.157543 nChanged 7 SP:Iteration 81Q (7368.050640 sec): 3 clusters Score: Raw -322100.334711 + Penalty 2610.200232 = -319490.134478 nChanged 4 SP:Iteration 82Q (7368.097489 sec): 3 clusters Score: Raw -322103.517411 + Penalty 2610.200232 = -319493.317179 nChanged 4 SP:Iteration 83Q (7368.152535 sec): 3 clusters Score: Raw -322106.090351 + Penalty 2610.200232 = -319495.890119 nChanged 2 SP:Iteration 84Q (7368.198103 sec): 3 clusters Score: Raw -322106.797672 + Penalty 2610.200232 = -319496.597439 nChanged 1 SP:Iteration 85Q (7368.242016 sec): 3 clusters Score: Raw -322107.305113 + Penalty 2610.200232 = -319497.104880 nChanged 1 SP:Iteration 86Q (7368.279443 sec): 3 clusters Score: Raw -322108.163380 + Penalty 2610.200232 = -319497.963148 nChanged 1 SP:Iteration 87Q (7368.318824 sec): 3 clusters Score: Raw -322108.680569 + Penalty 2610.200232 = -319498.480337 nChanged 1 SP:Iteration 88Q (7368.357692 sec): 3 clusters Score: Raw -322109.298663 + Penalty 2610.200232 = -319499.098430 nChanged 0 SP:Iteration 89F (7368.408457 sec): 3 clusters Score: Raw -322109.298663 + Penalty 2610.200232 = -319499.098430 nChanged 0 Trying to split cluster 26 (15213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7368.443962 sec): 2 clusters Score: Raw -1545814.831197 + Penalty 1564.859661 = -1544249.971537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7368.513346 sec): 3 clusters Score: Raw -1536914.383490 + Penalty 3129.719321 = -1533784.664168 nChanged 6787 SP:Iteration 1F (7368.588541 sec): 3 clusters Score: Raw -1540689.966409 + Penalty 3129.719321 = -1537560.247087 nChanged 974 SP:Iteration 2F (7368.645472 sec): 3 clusters Score: Raw -1541211.314245 + Penalty 3129.719321 = -1538081.594924 nChanged 919 SP:Iteration 3F (7368.716895 sec): 3 clusters Score: Raw -1541710.532291 + Penalty 3129.719321 = -1538580.812970 nChanged 850 SP:Iteration 4F (7368.776188 sec): 3 clusters Score: Raw -1542191.863656 + Penalty 3129.719321 = -1539062.144335 nChanged 809 SP:Iteration 5F (7368.845934 sec): 3 clusters Score: Raw -1542685.032063 + Penalty 3129.719321 = -1539555.312741 nChanged 793 SP:Iteration 6F (7368.912871 sec): 3 clusters Score: Raw -1543196.938501 + Penalty 3129.719321 = -1540067.219180 nChanged 762 SP:Iteration 7F (7368.991621 sec): 3 clusters Score: Raw -1543677.490224 + Penalty 3129.719321 = -1540547.770903 nChanged 742 SP:Iteration 8Q (7369.051526 sec): 3 clusters Score: Raw -1544089.882399 + Penalty 3129.719321 = -1540960.163078 nChanged 578 SP:Iteration 9Q (7369.124330 sec): 3 clusters Score: Raw -1544339.688846 + Penalty 3129.719321 = -1541209.969524 nChanged 402 SP:Iteration 10Q (7369.194879 sec): 3 clusters Score: Raw -1544481.209616 + Penalty 3129.719321 = -1541351.490294 nChanged 318 SP:Iteration 11Q (7369.268616 sec): 3 clusters Score: Raw -1544579.130816 + Penalty 3129.719321 = -1541449.411495 nChanged 247 SP:Iteration 12Q (7369.340017 sec): 3 clusters Score: Raw -1544642.394232 + Penalty 3129.719321 = -1541512.674910 nChanged 191 SP:Iteration 13Q (7369.409229 sec): 3 clusters Score: Raw -1544691.465260 + Penalty 3129.719321 = -1541561.745939 nChanged 171 SP:Iteration 14Q (7369.471166 sec): 3 clusters Score: Raw -1544739.008491 + Penalty 3129.719321 = -1541609.289169 nChanged 180 SP:Iteration 15Q (7369.540838 sec): 3 clusters Score: Raw -1544791.124372 + Penalty 3129.719321 = -1541661.405051 nChanged 193 SP:Iteration 16Q (7369.610505 sec): 3 clusters Score: Raw -1544838.649556 + Penalty 3129.719321 = -1541708.930234 nChanged 169 SP:Iteration 17Q (7369.674460 sec): 3 clusters Score: Raw -1544883.481179 + Penalty 3129.719321 = -1541753.761857 nChanged 171 SP:Iteration 18Q (7369.742445 sec): 3 clusters Score: Raw -1544926.583065 + Penalty 3129.719321 = -1541796.863744 nChanged 166 SP:Iteration 19Q (7369.819899 sec): 3 clusters Score: Raw -1544972.783599 + Penalty 3129.719321 = -1541843.064277 nChanged 154 SP:Iteration 20F (7369.888793 sec): 3 clusters Score: Raw -1545013.538823 + Penalty 3129.719321 = -1541883.819501 nChanged 157 SP:Iteration 21Q (7369.952800 sec): 3 clusters Score: Raw -1545055.799488 + Penalty 3129.719321 = -1541926.080167 nChanged 153 SP:Iteration 22Q (7370.016330 sec): 3 clusters Score: Raw -1545094.130193 + Penalty 3129.719321 = -1541964.410871 nChanged 154 SP:Iteration 23Q (7370.083438 sec): 3 clusters Score: Raw -1545135.912891 + Penalty 3129.719321 = -1542006.193569 nChanged 150 SP:Iteration 24Q (7370.152465 sec): 3 clusters Score: Raw -1545177.791915 + Penalty 3129.719321 = -1542048.072593 nChanged 146 SP:Iteration 25Q (7370.229278 sec): 3 clusters Score: Raw -1545213.519926 + Penalty 3129.719321 = -1542083.800605 nChanged 127 SP:Iteration 26Q (7370.295743 sec): 3 clusters Score: Raw -1545243.405633 + Penalty 3129.719321 = -1542113.686312 nChanged 116 SP:Iteration 27Q (7370.357233 sec): 3 clusters Score: Raw -1545269.617654 + Penalty 3129.719321 = -1542139.898333 nChanged 118 SP:Iteration 28Q (7370.428106 sec): 3 clusters Score: Raw -1545296.403391 + Penalty 3129.719321 = -1542166.684070 nChanged 124 SP:Iteration 29Q (7370.492968 sec): 3 clusters Score: Raw -1545325.186177 + Penalty 3129.719321 = -1542195.466856 nChanged 129 SP:Iteration 30Q (7370.556492 sec): 3 clusters Score: Raw -1545359.064434 + Penalty 3129.719321 = -1542229.345112 nChanged 139 SP:Iteration 31Q (7370.622710 sec): 3 clusters Score: Raw -1545395.494145 + Penalty 3129.719321 = -1542265.774823 nChanged 130 SP:Iteration 32Q (7370.702621 sec): 3 clusters Score: Raw -1545430.915784 + Penalty 3129.719321 = -1542301.196463 nChanged 139 SP:Iteration 33Q (7370.775115 sec): 3 clusters Score: Raw -1545465.324153 + Penalty 3129.719321 = -1542335.604831 nChanged 137 SP:Iteration 34Q (7370.843626 sec): 3 clusters Score: Raw -1545503.863317 + Penalty 3129.719321 = -1542374.143996 nChanged 143 SP:Iteration 35Q (7370.909871 sec): 3 clusters Score: Raw -1545537.048766 + Penalty 3129.719321 = -1542407.329444 nChanged 109 SP:Iteration 36Q (7370.990846 sec): 3 clusters Score: Raw -1545563.130927 + Penalty 3129.719321 = -1542433.411606 nChanged 115 SP:Iteration 37Q (7371.058942 sec): 3 clusters Score: Raw -1545585.950260 + Penalty 3129.719321 = -1542456.230938 nChanged 107 SP:Iteration 38Q (7371.120105 sec): 3 clusters Score: Raw -1545608.380164 + Penalty 3129.719321 = -1542478.660842 nChanged 107 SP:Iteration 39Q (7371.191936 sec): 3 clusters Score: Raw -1545633.533946 + Penalty 3129.719321 = -1542503.814625 nChanged 95 SP:Iteration 40F (7371.256452 sec): 3 clusters Score: Raw -1545656.288925 + Penalty 3129.719321 = -1542526.569604 nChanged 99 SP:Iteration 41Q (7371.323651 sec): 3 clusters Score: Raw -1545678.623636 + Penalty 3129.719321 = -1542548.904315 nChanged 108 SP:Iteration 42Q (7371.394754 sec): 3 clusters Score: Raw -1545702.483243 + Penalty 3129.719321 = -1542572.763921 nChanged 105 SP:Iteration 43Q (7371.462583 sec): 3 clusters Score: Raw -1545726.098845 + Penalty 3129.719321 = -1542596.379524 nChanged 101 SP:Iteration 44Q (7371.529744 sec): 3 clusters Score: Raw -1545745.974364 + Penalty 3129.719321 = -1542616.255042 nChanged 85 SP:Iteration 45Q (7371.600379 sec): 3 clusters Score: Raw -1545760.534010 + Penalty 3129.719321 = -1542630.814689 nChanged 76 SP:Iteration 46Q (7371.670733 sec): 3 clusters Score: Raw -1545774.893846 + Penalty 3129.719321 = -1542645.174524 nChanged 69 SP:Iteration 47Q (7371.743060 sec): 3 clusters Score: Raw -1545788.459446 + Penalty 3129.719321 = -1542658.740125 nChanged 64 SP:Iteration 48Q (7371.781958 sec): 3 clusters Score: Raw -1545800.085927 + Penalty 3129.719321 = -1542670.366606 nChanged 63 SP:Iteration 49Q (7371.857563 sec): 3 clusters Score: Raw -1545811.243251 + Penalty 3129.719321 = -1542681.523930 nChanged 53 SP:Iteration 50Q (7371.915842 sec): 3 clusters Score: Raw -1545818.862151 + Penalty 3129.719321 = -1542689.142829 nChanged 59 SP:Iteration 51Q (7371.991420 sec): 3 clusters Score: Raw -1545827.230263 + Penalty 3129.719321 = -1542697.510942 nChanged 48 SP:Iteration 52Q (7372.064823 sec): 3 clusters Score: Raw -1545834.910720 + Penalty 3129.719321 = -1542705.191399 nChanged 49 SP:Iteration 53Q (7372.132813 sec): 3 clusters Score: Raw -1545841.972072 + Penalty 3129.719321 = -1542712.252751 nChanged 46 SP:Iteration 54Q (7372.196854 sec): 3 clusters Score: Raw -1545850.176213 + Penalty 3129.719321 = -1542720.456892 nChanged 50 SP:Iteration 55Q (7372.259589 sec): 3 clusters Score: Raw -1545858.063314 + Penalty 3129.719321 = -1542728.343993 nChanged 54 SP:Iteration 56Q (7372.324322 sec): 3 clusters Score: Raw -1545865.838135 + Penalty 3129.719321 = -1542736.118814 nChanged 50 SP:Iteration 57Q (7372.398218 sec): 3 clusters Score: Raw -1545873.192140 + Penalty 3129.719321 = -1542743.472818 nChanged 49 SP:Iteration 58Q (7372.453213 sec): 3 clusters Score: Raw -1545880.888896 + Penalty 3129.719321 = -1542751.169575 nChanged 51 SP:Iteration 59Q (7372.525752 sec): 3 clusters Score: Raw -1545891.269067 + Penalty 3129.719321 = -1542761.549745 nChanged 58 SP:Iteration 60F (7372.581892 sec): 3 clusters Score: Raw -1545903.849736 + Penalty 3129.719321 = -1542774.130415 nChanged 65 SP:Iteration 61Q (7372.651080 sec): 3 clusters Score: Raw -1545919.165399 + Penalty 3129.719321 = -1542789.446078 nChanged 72 SP:Iteration 62Q (7372.722719 sec): 3 clusters Score: Raw -1545935.460920 + Penalty 3129.719321 = -1542805.741598 nChanged 70 SP:Iteration 63Q (7372.785741 sec): 3 clusters Score: Raw -1545951.115803 + Penalty 3129.719321 = -1542821.396482 nChanged 68 SP:Iteration 64Q (7372.858375 sec): 3 clusters Score: Raw -1545966.672375 + Penalty 3129.719321 = -1542836.953053 nChanged 63 SP:Iteration 65Q (7372.920637 sec): 3 clusters Score: Raw -1545976.787788 + Penalty 3129.719321 = -1542847.068467 nChanged 54 SP:Iteration 66Q (7372.988730 sec): 3 clusters Score: Raw -1545987.011992 + Penalty 3129.719321 = -1542857.292671 nChanged 64 SP:Iteration 67Q (7373.061993 sec): 3 clusters Score: Raw -1545999.903906 + Penalty 3129.719321 = -1542870.184585 nChanged 69 SP:Iteration 68Q (7373.129443 sec): 3 clusters Score: Raw -1546014.373101 + Penalty 3129.719321 = -1542884.653780 nChanged 60 SP:Iteration 69Q (7373.199920 sec): 3 clusters Score: Raw -1546027.276660 + Penalty 3129.719321 = -1542897.557338 nChanged 50 SP:Iteration 70Q (7373.259628 sec): 3 clusters Score: Raw -1546036.808019 + Penalty 3129.719321 = -1542907.088698 nChanged 56 SP:Iteration 71Q (7373.331786 sec): 3 clusters Score: Raw -1546048.093732 + Penalty 3129.719321 = -1542918.374410 nChanged 48 SP:Iteration 72Q (7373.397812 sec): 3 clusters Score: Raw -1546056.458134 + Penalty 3129.719321 = -1542926.738813 nChanged 48 SP:Iteration 73Q (7373.473453 sec): 3 clusters Score: Raw -1546065.115672 + Penalty 3129.719321 = -1542935.396351 nChanged 52 SP:Iteration 74Q (7373.539405 sec): 3 clusters Score: Raw -1546075.506913 + Penalty 3129.719321 = -1542945.787592 nChanged 54 SP:Iteration 75Q (7373.612760 sec): 3 clusters Score: Raw -1546085.151412 + Penalty 3129.719321 = -1542955.432090 nChanged 52 SP:Iteration 76Q (7373.670113 sec): 3 clusters Score: Raw -1546094.466330 + Penalty 3129.719321 = -1542964.747008 nChanged 47 SP:Iteration 77Q (7373.748930 sec): 3 clusters Score: Raw -1546102.706397 + Penalty 3129.719321 = -1542972.987076 nChanged 39 SP:Iteration 78Q (7373.805852 sec): 3 clusters Score: Raw -1546109.587932 + Penalty 3129.719321 = -1542979.868610 nChanged 37 SP:Iteration 79Q (7373.879093 sec): 3 clusters Score: Raw -1546115.436035 + Penalty 3129.719321 = -1542985.716714 nChanged 35 SP:Iteration 80F (7373.934529 sec): 3 clusters Score: Raw -1546120.207598 + Penalty 3129.719321 = -1542990.488277 nChanged 35 SP:Iteration 81Q (7374.000058 sec): 3 clusters Score: Raw -1546124.665136 + Penalty 3129.719321 = -1542994.945815 nChanged 27 SP:Iteration 82Q (7374.075473 sec): 3 clusters Score: Raw -1546128.788176 + Penalty 3129.719321 = -1542999.068854 nChanged 31 SP:Iteration 83Q (7374.133997 sec): 3 clusters Score: Raw -1546133.499803 + Penalty 3129.719321 = -1543003.780481 nChanged 30 SP:Iteration 84Q (7374.209213 sec): 3 clusters Score: Raw -1546138.256217 + Penalty 3129.719321 = -1543008.536895 nChanged 33 SP:Iteration 85Q (7374.271768 sec): 3 clusters Score: Raw -1546143.729371 + Penalty 3129.719321 = -1543014.010049 nChanged 37 SP:Iteration 86Q (7374.342202 sec): 3 clusters Score: Raw -1546149.800587 + Penalty 3129.719321 = -1543020.081265 nChanged 31 SP:Iteration 87Q (7374.404634 sec): 3 clusters Score: Raw -1546155.497457 + Penalty 3129.719321 = -1543025.778136 nChanged 23 SP:Iteration 88Q (7374.474481 sec): 3 clusters Score: Raw -1546158.069850 + Penalty 3129.719321 = -1543028.350529 nChanged 18 SP:Iteration 89Q (7374.535619 sec): 3 clusters Score: Raw -1546159.985549 + Penalty 3129.719321 = -1543030.266228 nChanged 21 SP:Iteration 90Q (7374.607098 sec): 3 clusters Score: Raw -1546162.949259 + Penalty 3129.719321 = -1543033.229937 nChanged 18 SP:Iteration 91Q (7374.683911 sec): 3 clusters Score: Raw -1546164.982486 + Penalty 3129.719321 = -1543035.263165 nChanged 14 SP:Iteration 92Q (7374.747606 sec): 3 clusters Score: Raw -1546166.564879 + Penalty 3129.719321 = -1543036.845558 nChanged 13 SP:Iteration 93Q (7374.814286 sec): 3 clusters Score: Raw -1546168.389815 + Penalty 3129.719321 = -1543038.670494 nChanged 13 SP:Iteration 94Q (7374.884917 sec): 3 clusters Score: Raw -1546169.579816 + Penalty 3129.719321 = -1543039.860494 nChanged 9 SP:Iteration 95Q (7374.956377 sec): 3 clusters Score: Raw -1546170.402112 + Penalty 3129.719321 = -1543040.682791 nChanged 6 SP:Iteration 96Q (7375.024263 sec): 3 clusters Score: Raw -1546171.010875 + Penalty 3129.719321 = -1543041.291553 nChanged 6 SP:Iteration 97Q (7375.085948 sec): 3 clusters Score: Raw -1546171.701287 + Penalty 3129.719321 = -1543041.981965 nChanged 9 SP:Iteration 98Q (7375.148764 sec): 3 clusters Score: Raw -1546172.573761 + Penalty 3129.719321 = -1543042.854440 nChanged 12 SP:Iteration 99Q (7375.217290 sec): 3 clusters Score: Raw -1546173.653415 + Penalty 3129.719321 = -1543043.934094 nChanged 12 SP:Iteration 100F (7375.291688 sec): 3 clusters Score: Raw -1546174.660334 + Penalty 3129.719321 = -1543044.941012 nChanged 9 SP:Iteration 101Q (7375.361715 sec): 3 clusters Score: Raw -1546175.318358 + Penalty 3129.719321 = -1543045.599036 nChanged 7 SP:Iteration 102Q (7375.424323 sec): 3 clusters Score: Raw -1546176.390446 + Penalty 3129.719321 = -1543046.671124 nChanged 8 SP:Iteration 103Q (7375.485204 sec): 3 clusters Score: Raw -1546176.880697 + Penalty 3129.719321 = -1543047.161376 nChanged 4 SP:Iteration 104Q (7375.548960 sec): 3 clusters Score: Raw -1546177.133186 + Penalty 3129.719321 = -1543047.413865 nChanged 2 SP:Iteration 105Q (7375.618994 sec): 3 clusters Score: Raw -1546177.249588 + Penalty 3129.719321 = -1543047.530266 nChanged 0 SP:Iteration 106F (7375.685163 sec): 3 clusters Score: Raw -1546177.249588 + Penalty 3129.719321 = -1543047.530266 nChanged 0 Trying to split cluster 27 (5806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7375.715409 sec): 2 clusters Score: Raw -595503.593832 + Penalty 1408.330161 = -594095.263671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7375.778120 sec): 3 clusters Score: Raw -592334.775815 + Penalty 2816.660322 = -589518.115493 nChanged 2454 SP:Iteration 1F (7375.827956 sec): 3 clusters Score: Raw -593713.168151 + Penalty 2816.660322 = -590896.507829 nChanged 386 SP:Iteration 2F (7375.879173 sec): 3 clusters Score: Raw -593917.514475 + Penalty 2816.660322 = -591100.854153 nChanged 313 SP:Iteration 3F (7375.932114 sec): 3 clusters Score: Raw -594051.717519 + Penalty 2816.660322 = -591235.057197 nChanged 237 SP:Iteration 4Q (7375.988535 sec): 3 clusters Score: Raw -594152.173620 + Penalty 2816.660322 = -591335.513298 nChanged 218 SP:Iteration 5Q (7376.042087 sec): 3 clusters Score: Raw -594255.825080 + Penalty 2816.660322 = -591439.164758 nChanged 224 SP:Iteration 6Q (7376.086935 sec): 3 clusters Score: Raw -594364.709875 + Penalty 2816.660322 = -591548.049553 nChanged 210 SP:Iteration 7Q (7376.143537 sec): 3 clusters Score: Raw -594460.950291 + Penalty 2816.660322 = -591644.289969 nChanged 216 SP:Iteration 8Q (7376.186434 sec): 3 clusters Score: Raw -594568.012285 + Penalty 2816.660322 = -591751.351963 nChanged 200 SP:Iteration 9Q (7376.237384 sec): 3 clusters Score: Raw -594669.228007 + Penalty 2816.660322 = -591852.567685 nChanged 191 SP:Iteration 10Q (7376.291938 sec): 3 clusters Score: Raw -594758.152072 + Penalty 2816.660322 = -591941.491750 nChanged 180 SP:Iteration 11Q (7376.347785 sec): 3 clusters Score: Raw -594853.463268 + Penalty 2816.660322 = -592036.802946 nChanged 174 SP:Iteration 12Q (7376.402366 sec): 3 clusters Score: Raw -594949.196320 + Penalty 2816.660322 = -592132.535998 nChanged 148 SP:Iteration 13Q (7376.465664 sec): 3 clusters Score: Raw -595026.430996 + Penalty 2816.660322 = -592209.770674 nChanged 105 SP:Iteration 14Q (7376.519537 sec): 3 clusters Score: Raw -595081.074951 + Penalty 2816.660322 = -592264.414629 nChanged 111 SP:Iteration 15Q (7376.569358 sec): 3 clusters Score: Raw -595145.803989 + Penalty 2816.660322 = -592329.143667 nChanged 116 SP:Iteration 16Q (7376.629213 sec): 3 clusters Score: Raw -595227.196256 + Penalty 2816.660322 = -592410.535934 nChanged 105 SP:Iteration 17Q (7376.673114 sec): 3 clusters Score: Raw -595299.904074 + Penalty 2816.660322 = -592483.243752 nChanged 77 SP:Iteration 18Q (7376.727784 sec): 3 clusters Score: Raw -595351.845065 + Penalty 2816.660322 = -592535.184743 nChanged 70 SP:Iteration 19Q (7376.783424 sec): 3 clusters Score: Raw -595409.808268 + Penalty 2816.660322 = -592593.147946 nChanged 69 SP:Iteration 20F (7376.834071 sec): 3 clusters Score: Raw -595462.025529 + Penalty 2816.660322 = -592645.365207 nChanged 56 SP:Iteration 21Q (7376.891000 sec): 3 clusters Score: Raw -595499.922617 + Penalty 2816.660322 = -592683.262295 nChanged 43 SP:Iteration 22Q (7376.946965 sec): 3 clusters Score: Raw -595524.204032 + Penalty 2816.660322 = -592707.543710 nChanged 37 SP:Iteration 23Q (7377.003777 sec): 3 clusters Score: Raw -595541.960689 + Penalty 2816.660322 = -592725.300367 nChanged 21 SP:Iteration 24Q (7377.050863 sec): 3 clusters Score: Raw -595551.816989 + Penalty 2816.660322 = -592735.156667 nChanged 13 SP:Iteration 25Q (7377.096345 sec): 3 clusters Score: Raw -595558.107783 + Penalty 2816.660322 = -592741.447461 nChanged 12 SP:Iteration 26Q (7377.158782 sec): 3 clusters Score: Raw -595562.313859 + Penalty 2816.660322 = -592745.653537 nChanged 11 SP:Iteration 27Q (7377.210197 sec): 3 clusters Score: Raw -595565.896176 + Penalty 2816.660322 = -592749.235854 nChanged 7 SP:Iteration 28Q (7377.265014 sec): 3 clusters Score: Raw -595568.499697 + Penalty 2816.660322 = -592751.839375 nChanged 3 SP:Iteration 29Q (7377.311262 sec): 3 clusters Score: Raw -595569.360499 + Penalty 2816.660322 = -592752.700177 nChanged 3 SP:Iteration 30Q (7377.354316 sec): 3 clusters Score: Raw -595570.623081 + Penalty 2816.660322 = -592753.962759 nChanged 3 SP:Iteration 31Q (7377.415835 sec): 3 clusters Score: Raw -595571.675713 + Penalty 2816.660322 = -592755.015391 nChanged 2 SP:Iteration 32Q (7377.466248 sec): 3 clusters Score: Raw -595572.582177 + Penalty 2816.660322 = -592755.921855 nChanged 3 SP:Iteration 33Q (7377.516906 sec): 3 clusters Score: Raw -595573.989558 + Penalty 2816.660322 = -592757.329236 nChanged 2 SP:Iteration 34Q (7377.565405 sec): 3 clusters Score: Raw -595574.697057 + Penalty 2816.660322 = -592758.036735 nChanged 1 SP:Iteration 35Q (7377.608453 sec): 3 clusters Score: Raw -595575.174186 + Penalty 2816.660322 = -592758.513864 nChanged 2 SP:Iteration 36Q (7377.659093 sec): 3 clusters Score: Raw -595576.032088 + Penalty 2816.660322 = -592759.371766 nChanged 6 SP:Iteration 37Q (7377.702432 sec): 3 clusters Score: Raw -595578.769008 + Penalty 2816.660322 = -592762.108686 nChanged 4 SP:Iteration 38Q (7377.763475 sec): 3 clusters Score: Raw -595579.970703 + Penalty 2816.660322 = -592763.310381 nChanged 4 SP:Iteration 39Q (7377.815498 sec): 3 clusters Score: Raw -595581.553425 + Penalty 2816.660322 = -592764.893103 nChanged 3 SP:Iteration 40F (7377.867960 sec): 3 clusters Score: Raw -595582.579084 + Penalty 2816.660322 = -592765.918762 nChanged 3 SP:Iteration 41Q (7377.913439 sec): 3 clusters Score: Raw -595584.136327 + Penalty 2816.660322 = -592767.476005 nChanged 3 SP:Iteration 42Q (7377.963151 sec): 3 clusters Score: Raw -595586.271696 + Penalty 2816.660322 = -592769.611374 nChanged 2 SP:Iteration 43Q (7378.018339 sec): 3 clusters Score: Raw -595586.975927 + Penalty 2816.660322 = -592770.315605 nChanged 1 SP:Iteration 44Q (7378.074382 sec): 3 clusters Score: Raw -595587.238530 + Penalty 2816.660322 = -592770.578208 nChanged 1 SP:Iteration 45Q (7378.136927 sec): 3 clusters Score: Raw -595587.395019 + Penalty 2816.660322 = -592770.734697 nChanged 1 SP:Iteration 46Q (7378.191812 sec): 3 clusters Score: Raw -595587.788391 + Penalty 2816.660322 = -592771.128069 nChanged 1 SP:Iteration 47Q (7378.245003 sec): 3 clusters Score: Raw -595588.236802 + Penalty 2816.660322 = -592771.576480 nChanged 1 SP:Iteration 48Q (7378.293751 sec): 3 clusters Score: Raw -595589.022251 + Penalty 2816.660322 = -592772.361929 nChanged 2 SP:Iteration 49Q (7378.347494 sec): 3 clusters Score: Raw -595589.846638 + Penalty 2816.660322 = -592773.186316 nChanged 0 SP:Iteration 50F (7378.405018 sec): 3 clusters Score: Raw -595589.846638 + Penalty 2816.660322 = -592773.186316 nChanged 0 Trying to split cluster 28 (3929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7378.422930 sec): 2 clusters Score: Raw -381784.372030 + Penalty 1344.872786 = -380439.499244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7378.480956 sec): 3 clusters Score: Raw -379820.644300 + Penalty 2689.745571 = -377130.898728 nChanged 1600 SP:Iteration 1F (7378.532993 sec): 3 clusters Score: Raw -380694.363466 + Penalty 2689.745571 = -378004.617895 nChanged 327 SP:Iteration 2F (7378.581038 sec): 3 clusters Score: Raw -380882.989642 + Penalty 2689.745571 = -378193.244071 nChanged 215 SP:Iteration 3F (7378.622770 sec): 3 clusters Score: Raw -381009.729062 + Penalty 2689.745571 = -378319.983490 nChanged 164 SP:Iteration 4Q (7378.672868 sec): 3 clusters Score: Raw -381103.585192 + Penalty 2689.745571 = -378413.839621 nChanged 138 SP:Iteration 5Q (7378.727331 sec): 3 clusters Score: Raw -381189.057589 + Penalty 2689.745571 = -378499.312018 nChanged 125 SP:Iteration 6Q (7378.781293 sec): 3 clusters Score: Raw -381268.364390 + Penalty 2689.745571 = -378578.618818 nChanged 130 SP:Iteration 7Q (7378.820273 sec): 3 clusters Score: Raw -381362.350843 + Penalty 2689.745571 = -378672.605272 nChanged 120 SP:Iteration 8Q (7378.869904 sec): 3 clusters Score: Raw -381453.853941 + Penalty 2689.745571 = -378764.108369 nChanged 123 SP:Iteration 9Q (7378.923509 sec): 3 clusters Score: Raw -381550.352311 + Penalty 2689.745571 = -378860.606739 nChanged 133 SP:Iteration 10Q (7378.986774 sec): 3 clusters Score: Raw -381634.004224 + Penalty 2689.745571 = -378944.258653 nChanged 129 SP:Iteration 11Q (7379.037393 sec): 3 clusters Score: Raw -381723.103688 + Penalty 2689.745571 = -379033.358117 nChanged 133 SP:Iteration 12Q (7379.083320 sec): 3 clusters Score: Raw -381818.345786 + Penalty 2689.745571 = -379128.600214 nChanged 121 SP:Iteration 13Q (7379.144967 sec): 3 clusters Score: Raw -381892.537661 + Penalty 2689.745571 = -379202.792090 nChanged 106 SP:Iteration 14Q (7379.185692 sec): 3 clusters Score: Raw -381957.292439 + Penalty 2689.745571 = -379267.546867 nChanged 83 SP:Iteration 15Q (7379.236897 sec): 3 clusters Score: Raw -382003.958133 + Penalty 2689.745571 = -379314.212562 nChanged 79 SP:Iteration 16Q (7379.286432 sec): 3 clusters Score: Raw -382048.544510 + Penalty 2689.745571 = -379358.798939 nChanged 68 SP:Iteration 17Q (7379.339717 sec): 3 clusters Score: Raw -382081.585748 + Penalty 2689.745571 = -379391.840177 nChanged 57 SP:Iteration 18Q (7379.395175 sec): 3 clusters Score: Raw -382110.569601 + Penalty 2689.745571 = -379420.824030 nChanged 53 SP:Iteration 19Q (7379.438649 sec): 3 clusters Score: Raw -382138.731156 + Penalty 2689.745571 = -379448.985585 nChanged 55 SP:Iteration 20F (7379.488585 sec): 3 clusters Score: Raw -382171.257598 + Penalty 2689.745571 = -379481.512027 nChanged 50 SP:Iteration 21Q (7379.532237 sec): 3 clusters Score: Raw -382199.480652 + Penalty 2689.745571 = -379509.735081 nChanged 41 SP:Iteration 22Q (7379.587882 sec): 3 clusters Score: Raw -382216.589820 + Penalty 2689.745571 = -379526.844249 nChanged 39 SP:Iteration 23Q (7379.640259 sec): 3 clusters Score: Raw -382234.824764 + Penalty 2689.745571 = -379545.079192 nChanged 32 SP:Iteration 24Q (7379.683962 sec): 3 clusters Score: Raw -382250.719322 + Penalty 2689.745571 = -379560.973751 nChanged 27 SP:Iteration 25Q (7379.730378 sec): 3 clusters Score: Raw -382261.707241 + Penalty 2689.745571 = -379571.961669 nChanged 17 SP:Iteration 26Q (7379.790218 sec): 3 clusters Score: Raw -382268.386284 + Penalty 2689.745571 = -379578.640713 nChanged 14 SP:Iteration 27Q (7379.824890 sec): 3 clusters Score: Raw -382273.792980 + Penalty 2689.745571 = -379584.047408 nChanged 12 SP:Iteration 28Q (7379.884056 sec): 3 clusters Score: Raw -382279.190153 + Penalty 2689.745571 = -379589.444582 nChanged 15 SP:Iteration 29Q (7379.937492 sec): 3 clusters Score: Raw -382283.140960 + Penalty 2689.745571 = -379593.395389 nChanged 12 SP:Iteration 30Q (7379.975998 sec): 3 clusters Score: Raw -382288.517034 + Penalty 2689.745571 = -379598.771462 nChanged 12 SP:Iteration 31Q (7380.029467 sec): 3 clusters Score: Raw -382294.365575 + Penalty 2689.745571 = -379604.620004 nChanged 16 SP:Iteration 32Q (7380.086802 sec): 3 clusters Score: Raw -382298.153447 + Penalty 2689.745571 = -379608.407876 nChanged 6 SP:Iteration 33Q (7380.141877 sec): 3 clusters Score: Raw -382300.194239 + Penalty 2689.745571 = -379610.448667 nChanged 6 SP:Iteration 34Q (7380.177862 sec): 3 clusters Score: Raw -382301.679088 + Penalty 2689.745571 = -379611.933517 nChanged 3 SP:Iteration 35Q (7380.238807 sec): 3 clusters Score: Raw -382302.531973 + Penalty 2689.745571 = -379612.786402 nChanged 3 SP:Iteration 36Q (7380.279703 sec): 3 clusters Score: Raw -382302.986051 + Penalty 2689.745571 = -379613.240479 nChanged 0 SP:Iteration 37F (7380.340546 sec): 3 clusters Score: Raw -382302.986051 + Penalty 2689.745571 = -379613.240479 nChanged 0 Trying to split cluster 29 (20040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7380.391616 sec): 2 clusters Score: Raw -2116680.396457 + Penalty 1609.641403 = -2115070.755054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7380.464364 sec): 3 clusters Score: Raw -2104663.061103 + Penalty 3219.282805 = -2101443.778298 nChanged 9156 SP:Iteration 1F (7380.536353 sec): 3 clusters Score: Raw -2110031.184245 + Penalty 3219.282805 = -2106811.901440 nChanged 1309 SP:Iteration 2F (7380.603164 sec): 3 clusters Score: Raw -2110820.075043 + Penalty 3219.282805 = -2107600.792237 nChanged 1514 SP:Iteration 3F (7380.679561 sec): 3 clusters Score: Raw -2111944.044314 + Penalty 3219.282805 = -2108724.761509 nChanged 1662 SP:Iteration 4F (7380.756423 sec): 3 clusters Score: Raw -2113312.796779 + Penalty 3219.282805 = -2110093.513973 nChanged 1545 SP:Iteration 5F (7380.831610 sec): 3 clusters Score: Raw -2114494.756089 + Penalty 3219.282805 = -2111275.473283 nChanged 1253 SP:Iteration 6F (7380.907736 sec): 3 clusters Score: Raw -2115285.537361 + Penalty 3219.282805 = -2112066.254556 nChanged 850 SP:Iteration 7Q (7380.984286 sec): 3 clusters Score: Raw -2115689.748092 + Penalty 3219.282805 = -2112470.465287 nChanged 554 SP:Iteration 8Q (7381.048830 sec): 3 clusters Score: Raw -2115915.916160 + Penalty 3219.282805 = -2112696.633354 nChanged 417 SP:Iteration 9Q (7381.131938 sec): 3 clusters Score: Raw -2116072.432096 + Penalty 3219.282805 = -2112853.149291 nChanged 322 SP:Iteration 10Q (7381.210177 sec): 3 clusters Score: Raw -2116174.437387 + Penalty 3219.282805 = -2112955.154582 nChanged 260 SP:Iteration 11Q (7381.284156 sec): 3 clusters Score: Raw -2116249.918618 + Penalty 3219.282805 = -2113030.635812 nChanged 233 SP:Iteration 12Q (7381.370268 sec): 3 clusters Score: Raw -2116313.889503 + Penalty 3219.282805 = -2113094.606697 nChanged 193 SP:Iteration 13Q (7381.439351 sec): 3 clusters Score: Raw -2116366.684722 + Penalty 3219.282805 = -2113147.401917 nChanged 174 SP:Iteration 14Q (7381.521199 sec): 3 clusters Score: Raw -2116410.263524 + Penalty 3219.282805 = -2113190.980719 nChanged 160 SP:Iteration 15Q (7381.606074 sec): 3 clusters Score: Raw -2116449.953616 + Penalty 3219.282805 = -2113230.670810 nChanged 147 SP:Iteration 16Q (7381.674057 sec): 3 clusters Score: Raw -2116487.551398 + Penalty 3219.282805 = -2113268.268593 nChanged 148 SP:Iteration 17Q (7381.758558 sec): 3 clusters Score: Raw -2116527.533939 + Penalty 3219.282805 = -2113308.251134 nChanged 155 SP:Iteration 18Q (7381.830955 sec): 3 clusters Score: Raw -2116575.110365 + Penalty 3219.282805 = -2113355.827560 nChanged 151 SP:Iteration 19Q (7381.910983 sec): 3 clusters Score: Raw -2116623.520787 + Penalty 3219.282805 = -2113404.237982 nChanged 149 SP:Iteration 20F (7381.984425 sec): 3 clusters Score: Raw -2116670.713863 + Penalty 3219.282805 = -2113451.431058 nChanged 136 SP:Iteration 21Q (7382.062713 sec): 3 clusters Score: Raw -2116711.399667 + Penalty 3219.282805 = -2113492.116862 nChanged 134 SP:Iteration 22Q (7382.137454 sec): 3 clusters Score: Raw -2116750.878025 + Penalty 3219.282805 = -2113531.595220 nChanged 110 SP:Iteration 23Q (7382.225909 sec): 3 clusters Score: Raw -2116780.589025 + Penalty 3219.282805 = -2113561.306220 nChanged 101 SP:Iteration 24Q (7382.297829 sec): 3 clusters Score: Raw -2116810.083249 + Penalty 3219.282805 = -2113590.800443 nChanged 87 SP:Iteration 25Q (7382.377475 sec): 3 clusters Score: Raw -2116834.855632 + Penalty 3219.282805 = -2113615.572827 nChanged 83 SP:Iteration 26Q (7382.455310 sec): 3 clusters Score: Raw -2116859.692608 + Penalty 3219.282805 = -2113640.409802 nChanged 82 SP:Iteration 27Q (7382.540971 sec): 3 clusters Score: Raw -2116886.065980 + Penalty 3219.282805 = -2113666.783175 nChanged 61 SP:Iteration 28Q (7382.615589 sec): 3 clusters Score: Raw -2116906.367698 + Penalty 3219.282805 = -2113687.084892 nChanged 55 SP:Iteration 29Q (7382.694119 sec): 3 clusters Score: Raw -2116924.673798 + Penalty 3219.282805 = -2113705.390993 nChanged 43 SP:Iteration 30Q (7382.771292 sec): 3 clusters Score: Raw -2116936.891249 + Penalty 3219.282805 = -2113717.608443 nChanged 34 SP:Iteration 31Q (7382.837351 sec): 3 clusters Score: Raw -2116947.207733 + Penalty 3219.282805 = -2113727.924928 nChanged 25 SP:Iteration 32Q (7382.917827 sec): 3 clusters Score: Raw -2116954.191429 + Penalty 3219.282805 = -2113734.908624 nChanged 21 SP:Iteration 33Q (7382.997217 sec): 3 clusters Score: Raw -2116959.484179 + Penalty 3219.282805 = -2113740.201373 nChanged 19 SP:Iteration 34Q (7383.076920 sec): 3 clusters Score: Raw -2116964.865467 + Penalty 3219.282805 = -2113745.582661 nChanged 18 SP:Iteration 35Q (7383.156051 sec): 3 clusters Score: Raw -2116968.705523 + Penalty 3219.282805 = -2113749.422718 nChanged 13 SP:Iteration 36Q (7383.234738 sec): 3 clusters Score: Raw -2116972.198887 + Penalty 3219.282805 = -2113752.916081 nChanged 17 SP:Iteration 37Q (7383.298996 sec): 3 clusters Score: Raw -2116976.487795 + Penalty 3219.282805 = -2113757.204990 nChanged 16 SP:Iteration 38Q (7383.380526 sec): 3 clusters Score: Raw -2116981.394007 + Penalty 3219.282805 = -2113762.111202 nChanged 16 SP:Iteration 39Q (7383.442957 sec): 3 clusters Score: Raw -2116987.742323 + Penalty 3219.282805 = -2113768.459517 nChanged 22 SP:Iteration 40F (7383.522927 sec): 3 clusters Score: Raw -2116997.132704 + Penalty 3219.282805 = -2113777.849899 nChanged 23 SP:Iteration 41Q (7383.600725 sec): 3 clusters Score: Raw -2117006.789984 + Penalty 3219.282805 = -2113787.507179 nChanged 23 SP:Iteration 42Q (7383.664654 sec): 3 clusters Score: Raw -2117015.144191 + Penalty 3219.282805 = -2113795.861386 nChanged 22 SP:Iteration 43Q (7383.749631 sec): 3 clusters Score: Raw -2117021.686379 + Penalty 3219.282805 = -2113802.403574 nChanged 23 SP:Iteration 44Q (7383.818942 sec): 3 clusters Score: Raw -2117028.389977 + Penalty 3219.282805 = -2113809.107172 nChanged 18 SP:Iteration 45Q (7383.896943 sec): 3 clusters Score: Raw -2117032.754949 + Penalty 3219.282805 = -2113813.472144 nChanged 13 SP:Iteration 46Q (7383.970968 sec): 3 clusters Score: Raw -2117035.892839 + Penalty 3219.282805 = -2113816.610034 nChanged 11 SP:Iteration 47Q (7384.044919 sec): 3 clusters Score: Raw -2117039.195827 + Penalty 3219.282805 = -2113819.913021 nChanged 12 SP:Iteration 48Q (7384.119088 sec): 3 clusters Score: Raw -2117042.123959 + Penalty 3219.282805 = -2113822.841154 nChanged 9 SP:Iteration 49Q (7384.198120 sec): 3 clusters Score: Raw -2117045.505794 + Penalty 3219.282805 = -2113826.222988 nChanged 6 SP:Iteration 50Q (7384.279811 sec): 3 clusters Score: Raw -2117046.897402 + Penalty 3219.282805 = -2113827.614596 nChanged 1 SP:Iteration 51Q (7384.356844 sec): 3 clusters Score: Raw -2117047.343652 + Penalty 3219.282805 = -2113828.060846 nChanged 1 SP:Iteration 52Q (7384.426046 sec): 3 clusters Score: Raw -2117047.796945 + Penalty 3219.282805 = -2113828.514140 nChanged 2 SP:Iteration 53Q (7384.512251 sec): 3 clusters Score: Raw -2117048.272072 + Penalty 3219.282805 = -2113828.989266 nChanged 2 SP:Iteration 54Q (7384.588119 sec): 3 clusters Score: Raw -2117048.725181 + Penalty 3219.282805 = -2113829.442375 nChanged 2 SP:Iteration 55Q (7384.660489 sec): 3 clusters Score: Raw -2117048.964068 + Penalty 3219.282805 = -2113829.681262 nChanged 2 SP:Iteration 56Q (7384.734531 sec): 3 clusters Score: Raw -2117049.415611 + Penalty 3219.282805 = -2113830.132806 nChanged 3 SP:Iteration 57Q (7384.814638 sec): 3 clusters Score: Raw -2117050.146904 + Penalty 3219.282805 = -2113830.864098 nChanged 5 SP:Iteration 58Q (7384.885912 sec): 3 clusters Score: Raw -2117051.560181 + Penalty 3219.282805 = -2113832.277376 nChanged 9 SP:Iteration 59Q (7384.971031 sec): 3 clusters Score: Raw -2117054.021757 + Penalty 3219.282805 = -2113834.738952 nChanged 3 SP:Iteration 60F (7385.042962 sec): 3 clusters Score: Raw -2117056.046240 + Penalty 3219.282805 = -2113836.763434 nChanged 7 SP:Iteration 61Q (7385.122636 sec): 3 clusters Score: Raw -2117059.081376 + Penalty 3219.282805 = -2113839.798571 nChanged 6 SP:Iteration 62Q (7385.186868 sec): 3 clusters Score: Raw -2117061.370791 + Penalty 3219.282805 = -2113842.087986 nChanged 9 SP:Iteration 63Q (7385.258769 sec): 3 clusters Score: Raw -2117063.335180 + Penalty 3219.282805 = -2113844.052375 nChanged 4 SP:Iteration 64Q (7385.341484 sec): 3 clusters Score: Raw -2117064.567262 + Penalty 3219.282805 = -2113845.284456 nChanged 4 SP:Iteration 65Q (7385.421654 sec): 3 clusters Score: Raw -2117065.952349 + Penalty 3219.282805 = -2113846.669544 nChanged 2 SP:Iteration 66Q (7385.492561 sec): 3 clusters Score: Raw -2117066.932316 + Penalty 3219.282805 = -2113847.649510 nChanged 5 SP:Iteration 67Q (7385.564520 sec): 3 clusters Score: Raw -2117068.378867 + Penalty 3219.282805 = -2113849.096062 nChanged 6 SP:Iteration 68Q (7385.642166 sec): 3 clusters Score: Raw -2117069.883081 + Penalty 3219.282805 = -2113850.600275 nChanged 2 SP:Iteration 69Q (7385.716554 sec): 3 clusters Score: Raw -2117070.536268 + Penalty 3219.282805 = -2113851.253462 nChanged 3 SP:Iteration 70Q (7385.797981 sec): 3 clusters Score: Raw -2117071.176652 + Penalty 3219.282805 = -2113851.893847 nChanged 3 SP:Iteration 71Q (7385.867441 sec): 3 clusters Score: Raw -2117072.072410 + Penalty 3219.282805 = -2113852.789605 nChanged 4 SP:Iteration 72Q (7385.946129 sec): 3 clusters Score: Raw -2117072.855091 + Penalty 3219.282805 = -2113853.572285 nChanged 1 SP:Iteration 73Q (7386.026517 sec): 3 clusters Score: Raw -2117072.971436 + Penalty 3219.282805 = -2113853.688630 nChanged 0 SP:Iteration 74F (7386.100870 sec): 3 clusters Score: Raw -2117072.971436 + Penalty 3219.282805 = -2113853.688630 nChanged 0 Trying to split cluster 30 (14372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7386.143522 sec): 2 clusters Score: Raw -1574121.130414 + Penalty 1555.618537 = -1572565.511877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7386.205542 sec): 3 clusters Score: Raw -1565793.683067 + Penalty 3111.237073 = -1562682.445994 nChanged 6385 SP:Iteration 1F (7386.284112 sec): 3 clusters Score: Raw -1569384.669085 + Penalty 3111.237073 = -1566273.432012 nChanged 874 SP:Iteration 2F (7386.337723 sec): 3 clusters Score: Raw -1569808.038162 + Penalty 3111.237073 = -1566696.801089 nChanged 761 SP:Iteration 3F (7386.409278 sec): 3 clusters Score: Raw -1570168.284585 + Penalty 3111.237073 = -1567057.047512 nChanged 669 SP:Iteration 4Q (7386.473800 sec): 3 clusters Score: Raw -1570512.213137 + Penalty 3111.237073 = -1567400.976064 nChanged 662 SP:Iteration 5Q (7386.548287 sec): 3 clusters Score: Raw -1570854.848544 + Penalty 3111.237073 = -1567743.611471 nChanged 651 SP:Iteration 6Q (7386.606681 sec): 3 clusters Score: Raw -1571211.865603 + Penalty 3111.237073 = -1568100.628530 nChanged 639 SP:Iteration 7Q (7386.678244 sec): 3 clusters Score: Raw -1571593.861176 + Penalty 3111.237073 = -1568482.624103 nChanged 646 SP:Iteration 8Q (7386.755535 sec): 3 clusters Score: Raw -1571975.295346 + Penalty 3111.237073 = -1568864.058273 nChanged 607 SP:Iteration 9Q (7386.813274 sec): 3 clusters Score: Raw -1572294.609285 + Penalty 3111.237073 = -1569183.372212 nChanged 494 SP:Iteration 10Q (7386.876390 sec): 3 clusters Score: Raw -1572534.928695 + Penalty 3111.237073 = -1569423.691622 nChanged 427 SP:Iteration 11Q (7386.944558 sec): 3 clusters Score: Raw -1572707.299340 + Penalty 3111.237073 = -1569596.062267 nChanged 356 SP:Iteration 12Q (7387.019119 sec): 3 clusters Score: Raw -1572851.700197 + Penalty 3111.237073 = -1569740.463124 nChanged 297 SP:Iteration 13Q (7387.078598 sec): 3 clusters Score: Raw -1572951.077380 + Penalty 3111.237073 = -1569839.840307 nChanged 262 SP:Iteration 14Q (7387.140827 sec): 3 clusters Score: Raw -1573039.430653 + Penalty 3111.237073 = -1569928.193580 nChanged 217 SP:Iteration 15Q (7387.219693 sec): 3 clusters Score: Raw -1573100.150976 + Penalty 3111.237073 = -1569988.913902 nChanged 182 SP:Iteration 16Q (7387.280270 sec): 3 clusters Score: Raw -1573149.177505 + Penalty 3111.237073 = -1570037.940432 nChanged 150 SP:Iteration 17Q (7387.342259 sec): 3 clusters Score: Raw -1573185.181409 + Penalty 3111.237073 = -1570073.944336 nChanged 140 SP:Iteration 18Q (7387.415108 sec): 3 clusters Score: Raw -1573216.243079 + Penalty 3111.237073 = -1570105.006006 nChanged 126 SP:Iteration 19Q (7387.471609 sec): 3 clusters Score: Raw -1573245.181694 + Penalty 3111.237073 = -1570133.944620 nChanged 108 SP:Iteration 20F (7387.535575 sec): 3 clusters Score: Raw -1573272.104433 + Penalty 3111.237073 = -1570160.867359 nChanged 111 SP:Iteration 21Q (7387.609328 sec): 3 clusters Score: Raw -1573298.115308 + Penalty 3111.237073 = -1570186.878235 nChanged 93 SP:Iteration 22Q (7387.663983 sec): 3 clusters Score: Raw -1573317.843662 + Penalty 3111.237073 = -1570206.606589 nChanged 82 SP:Iteration 23Q (7387.722584 sec): 3 clusters Score: Raw -1573336.810152 + Penalty 3111.237073 = -1570225.573079 nChanged 84 SP:Iteration 24Q (7387.797905 sec): 3 clusters Score: Raw -1573354.866032 + Penalty 3111.237073 = -1570243.628959 nChanged 80 SP:Iteration 25Q (7387.866864 sec): 3 clusters Score: Raw -1573370.031485 + Penalty 3111.237073 = -1570258.794411 nChanged 64 SP:Iteration 26Q (7387.930171 sec): 3 clusters Score: Raw -1573382.310949 + Penalty 3111.237073 = -1570271.073876 nChanged 71 SP:Iteration 27Q (7387.995104 sec): 3 clusters Score: Raw -1573397.749619 + Penalty 3111.237073 = -1570286.512545 nChanged 88 SP:Iteration 28Q (7388.060188 sec): 3 clusters Score: Raw -1573415.507693 + Penalty 3111.237073 = -1570304.270619 nChanged 80 SP:Iteration 29Q (7388.113860 sec): 3 clusters Score: Raw -1573430.578163 + Penalty 3111.237073 = -1570319.341090 nChanged 73 SP:Iteration 30Q (7388.191604 sec): 3 clusters Score: Raw -1573444.929500 + Penalty 3111.237073 = -1570333.692427 nChanged 62 SP:Iteration 31Q (7388.251979 sec): 3 clusters Score: Raw -1573455.513748 + Penalty 3111.237073 = -1570344.276675 nChanged 77 SP:Iteration 32Q (7388.316609 sec): 3 clusters Score: Raw -1573469.780486 + Penalty 3111.237073 = -1570358.543413 nChanged 59 SP:Iteration 33Q (7388.382948 sec): 3 clusters Score: Raw -1573479.622121 + Penalty 3111.237073 = -1570368.385048 nChanged 56 SP:Iteration 34Q (7388.447982 sec): 3 clusters Score: Raw -1573489.035686 + Penalty 3111.237073 = -1570377.798613 nChanged 56 SP:Iteration 35Q (7388.509468 sec): 3 clusters Score: Raw -1573498.966549 + Penalty 3111.237073 = -1570387.729476 nChanged 59 SP:Iteration 36Q (7388.586079 sec): 3 clusters Score: Raw -1573512.617680 + Penalty 3111.237073 = -1570401.380607 nChanged 75 SP:Iteration 37Q (7388.642502 sec): 3 clusters Score: Raw -1573528.524017 + Penalty 3111.237073 = -1570417.286944 nChanged 67 SP:Iteration 38Q (7388.709492 sec): 3 clusters Score: Raw -1573542.117326 + Penalty 3111.237073 = -1570430.880253 nChanged 73 SP:Iteration 39Q (7388.775738 sec): 3 clusters Score: Raw -1573558.672952 + Penalty 3111.237073 = -1570447.435879 nChanged 66 SP:Iteration 40F (7388.841931 sec): 3 clusters Score: Raw -1573572.360639 + Penalty 3111.237073 = -1570461.123566 nChanged 77 SP:Iteration 41Q (7388.902198 sec): 3 clusters Score: Raw -1573586.814086 + Penalty 3111.237073 = -1570475.577013 nChanged 65 SP:Iteration 42Q (7388.974910 sec): 3 clusters Score: Raw -1573598.824875 + Penalty 3111.237073 = -1570487.587802 nChanged 61 SP:Iteration 43Q (7389.024547 sec): 3 clusters Score: Raw -1573610.798714 + Penalty 3111.237073 = -1570499.561640 nChanged 72 SP:Iteration 44Q (7389.092570 sec): 3 clusters Score: Raw -1573623.571717 + Penalty 3111.237073 = -1570512.334644 nChanged 64 SP:Iteration 45Q (7389.166496 sec): 3 clusters Score: Raw -1573635.987916 + Penalty 3111.237073 = -1570524.750843 nChanged 66 SP:Iteration 46Q (7389.226463 sec): 3 clusters Score: Raw -1573650.722816 + Penalty 3111.237073 = -1570539.485743 nChanged 63 SP:Iteration 47Q (7389.289953 sec): 3 clusters Score: Raw -1573663.004834 + Penalty 3111.237073 = -1570551.767761 nChanged 65 SP:Iteration 48Q (7389.358619 sec): 3 clusters Score: Raw -1573676.429417 + Penalty 3111.237073 = -1570565.192344 nChanged 59 SP:Iteration 49Q (7389.427473 sec): 3 clusters Score: Raw -1573687.715878 + Penalty 3111.237073 = -1570576.478805 nChanged 59 SP:Iteration 50Q (7389.498504 sec): 3 clusters Score: Raw -1573700.838107 + Penalty 3111.237073 = -1570589.601034 nChanged 63 SP:Iteration 51Q (7389.561334 sec): 3 clusters Score: Raw -1573713.869276 + Penalty 3111.237073 = -1570602.632203 nChanged 52 SP:Iteration 52Q (7389.630413 sec): 3 clusters Score: Raw -1573722.999834 + Penalty 3111.237073 = -1570611.762761 nChanged 50 SP:Iteration 53Q (7389.685114 sec): 3 clusters Score: Raw -1573734.165291 + Penalty 3111.237073 = -1570622.928217 nChanged 63 SP:Iteration 54Q (7389.759974 sec): 3 clusters Score: Raw -1573747.830020 + Penalty 3111.237073 = -1570636.592947 nChanged 57 SP:Iteration 55Q (7389.816699 sec): 3 clusters Score: Raw -1573761.676013 + Penalty 3111.237073 = -1570650.438939 nChanged 63 SP:Iteration 56Q (7389.887213 sec): 3 clusters Score: Raw -1573778.393169 + Penalty 3111.237073 = -1570667.156095 nChanged 80 SP:Iteration 57Q (7389.947769 sec): 3 clusters Score: Raw -1573799.507669 + Penalty 3111.237073 = -1570688.270596 nChanged 66 SP:Iteration 58Q (7390.013493 sec): 3 clusters Score: Raw -1573815.734173 + Penalty 3111.237073 = -1570704.497100 nChanged 69 SP:Iteration 59Q (7390.076939 sec): 3 clusters Score: Raw -1573832.891310 + Penalty 3111.237073 = -1570721.654236 nChanged 65 SP:Iteration 60F (7390.150914 sec): 3 clusters Score: Raw -1573850.091940 + Penalty 3111.237073 = -1570738.854866 nChanged 70 SP:Iteration 61Q (7390.224535 sec): 3 clusters Score: Raw -1573868.802048 + Penalty 3111.237073 = -1570757.564975 nChanged 60 SP:Iteration 62Q (7390.284227 sec): 3 clusters Score: Raw -1573885.432227 + Penalty 3111.237073 = -1570774.195154 nChanged 68 SP:Iteration 63Q (7390.351784 sec): 3 clusters Score: Raw -1573907.332422 + Penalty 3111.237073 = -1570796.095349 nChanged 82 SP:Iteration 64Q (7390.411477 sec): 3 clusters Score: Raw -1573935.533733 + Penalty 3111.237073 = -1570824.296660 nChanged 75 SP:Iteration 65Q (7390.463260 sec): 3 clusters Score: Raw -1573961.481663 + Penalty 3111.237073 = -1570850.244590 nChanged 75 SP:Iteration 66Q (7390.538699 sec): 3 clusters Score: Raw -1573987.510596 + Penalty 3111.237073 = -1570876.273523 nChanged 68 SP:Iteration 67Q (7390.601859 sec): 3 clusters Score: Raw -1574009.262256 + Penalty 3111.237073 = -1570898.025183 nChanged 67 SP:Iteration 68Q (7390.659124 sec): 3 clusters Score: Raw -1574033.195653 + Penalty 3111.237073 = -1570921.958580 nChanged 70 SP:Iteration 69Q (7390.722836 sec): 3 clusters Score: Raw -1574054.647804 + Penalty 3111.237073 = -1570943.410731 nChanged 54 SP:Iteration 70Q (7390.792842 sec): 3 clusters Score: Raw -1574071.128638 + Penalty 3111.237073 = -1570959.891565 nChanged 51 SP:Iteration 71Q (7390.851428 sec): 3 clusters Score: Raw -1574089.134861 + Penalty 3111.237073 = -1570977.897788 nChanged 64 SP:Iteration 72Q (7390.923027 sec): 3 clusters Score: Raw -1574114.424089 + Penalty 3111.237073 = -1571003.187016 nChanged 61 SP:Iteration 73Q (7390.980039 sec): 3 clusters Score: Raw -1574137.932182 + Penalty 3111.237073 = -1571026.695109 nChanged 67 SP:Iteration 74Q (7391.054897 sec): 3 clusters Score: Raw -1574170.695318 + Penalty 3111.237073 = -1571059.458244 nChanged 66 SP:Iteration 75Q (7391.106053 sec): 3 clusters Score: Raw -1574200.831068 + Penalty 3111.237073 = -1571089.593995 nChanged 61 SP:Iteration 76Q (7391.182590 sec): 3 clusters Score: Raw -1574230.042132 + Penalty 3111.237073 = -1571118.805059 nChanged 52 SP:Iteration 77Q (7391.243911 sec): 3 clusters Score: Raw -1574250.935988 + Penalty 3111.237073 = -1571139.698915 nChanged 46 SP:Iteration 78Q (7391.299049 sec): 3 clusters Score: Raw -1574270.112560 + Penalty 3111.237073 = -1571158.875487 nChanged 34 SP:Iteration 79Q (7391.350305 sec): 3 clusters Score: Raw -1574284.949638 + Penalty 3111.237073 = -1571173.712564 nChanged 27 SP:Iteration 80F (7391.419516 sec): 3 clusters Score: Raw -1574294.750929 + Penalty 3111.237073 = -1571183.513856 nChanged 17 SP:Iteration 81Q (7391.485097 sec): 3 clusters Score: Raw -1574300.875257 + Penalty 3111.237073 = -1571189.638183 nChanged 16 SP:Iteration 82Q (7391.556754 sec): 3 clusters Score: Raw -1574305.369421 + Penalty 3111.237073 = -1571194.132348 nChanged 11 SP:Iteration 83Q (7391.618839 sec): 3 clusters Score: Raw -1574309.428995 + Penalty 3111.237073 = -1571198.191921 nChanged 15 SP:Iteration 84Q (7391.684858 sec): 3 clusters Score: Raw -1574314.357166 + Penalty 3111.237073 = -1571203.120093 nChanged 11 SP:Iteration 85Q (7391.743206 sec): 3 clusters Score: Raw -1574319.180978 + Penalty 3111.237073 = -1571207.943905 nChanged 9 SP:Iteration 86Q (7391.799671 sec): 3 clusters Score: Raw -1574323.273413 + Penalty 3111.237073 = -1571212.036339 nChanged 9 SP:Iteration 87Q (7391.860103 sec): 3 clusters Score: Raw -1574327.043455 + Penalty 3111.237073 = -1571215.806382 nChanged 10 SP:Iteration 88Q (7391.910541 sec): 3 clusters Score: Raw -1574330.581875 + Penalty 3111.237073 = -1571219.344802 nChanged 8 SP:Iteration 89Q (7391.976821 sec): 3 clusters Score: Raw -1574333.450879 + Penalty 3111.237073 = -1571222.213806 nChanged 6 SP:Iteration 90Q (7392.044492 sec): 3 clusters Score: Raw -1574335.710150 + Penalty 3111.237073 = -1571224.473076 nChanged 5 SP:Iteration 91Q (7392.103868 sec): 3 clusters Score: Raw -1574337.428839 + Penalty 3111.237073 = -1571226.191766 nChanged 6 SP:Iteration 92Q (7392.167577 sec): 3 clusters Score: Raw -1574339.680858 + Penalty 3111.237073 = -1571228.443785 nChanged 7 SP:Iteration 93Q (7392.229039 sec): 3 clusters Score: Raw -1574342.395520 + Penalty 3111.237073 = -1571231.158446 nChanged 6 SP:Iteration 94Q (7392.288459 sec): 3 clusters Score: Raw -1574345.221714 + Penalty 3111.237073 = -1571233.984641 nChanged 4 SP:Iteration 95Q (7392.349611 sec): 3 clusters Score: Raw -1574346.910286 + Penalty 3111.237073 = -1571235.673213 nChanged 7 SP:Iteration 96Q (7392.411987 sec): 3 clusters Score: Raw -1574351.937159 + Penalty 3111.237073 = -1571240.700086 nChanged 13 SP:Iteration 97Q (7392.471171 sec): 3 clusters Score: Raw -1574358.799014 + Penalty 3111.237073 = -1571247.561941 nChanged 8 SP:Iteration 98Q (7392.522675 sec): 3 clusters Score: Raw -1574362.429717 + Penalty 3111.237073 = -1571251.192644 nChanged 11 SP:Iteration 99Q (7392.582484 sec): 3 clusters Score: Raw -1574368.440285 + Penalty 3111.237073 = -1571257.203212 nChanged 16 SP:Iteration 100F (7392.650220 sec): 3 clusters Score: Raw -1574373.552897 + Penalty 3111.237073 = -1571262.315824 nChanged 7 SP:Iteration 101Q (7392.708843 sec): 3 clusters Score: Raw -1574375.871929 + Penalty 3111.237073 = -1571264.634856 nChanged 6 SP:Iteration 102Q (7392.769417 sec): 3 clusters Score: Raw -1574378.623304 + Penalty 3111.237073 = -1571267.386231 nChanged 4 SP:Iteration 103Q (7392.840991 sec): 3 clusters Score: Raw -1574381.525201 + Penalty 3111.237073 = -1571270.288127 nChanged 9 SP:Iteration 104Q (7392.895796 sec): 3 clusters Score: Raw -1574386.745391 + Penalty 3111.237073 = -1571275.508318 nChanged 11 SP:Iteration 105Q (7392.957731 sec): 3 clusters Score: Raw -1574392.084682 + Penalty 3111.237073 = -1571280.847608 nChanged 9 SP:Iteration 106Q (7393.025786 sec): 3 clusters Score: Raw -1574395.800895 + Penalty 3111.237073 = -1571284.563821 nChanged 4 SP:Iteration 107Q (7393.094398 sec): 3 clusters Score: Raw -1574396.938672 + Penalty 3111.237073 = -1571285.701599 nChanged 4 SP:Iteration 108Q (7393.155753 sec): 3 clusters Score: Raw -1574399.075904 + Penalty 3111.237073 = -1571287.838831 nChanged 2 SP:Iteration 109Q (7393.225908 sec): 3 clusters Score: Raw -1574400.532632 + Penalty 3111.237073 = -1571289.295559 nChanged 3 SP:Iteration 110Q (7393.291092 sec): 3 clusters Score: Raw -1574401.436816 + Penalty 3111.237073 = -1571290.199743 nChanged 3 SP:Iteration 111Q (7393.355735 sec): 3 clusters Score: Raw -1574403.088313 + Penalty 3111.237073 = -1571291.851240 nChanged 5 SP:Iteration 112Q (7393.408210 sec): 3 clusters Score: Raw -1574405.211357 + Penalty 3111.237073 = -1571293.974284 nChanged 2 SP:Iteration 113Q (7393.464681 sec): 3 clusters Score: Raw -1574406.789621 + Penalty 3111.237073 = -1571295.552547 nChanged 4 SP:Iteration 114Q (7393.527214 sec): 3 clusters Score: Raw -1574408.029936 + Penalty 3111.237073 = -1571296.792863 nChanged 5 SP:Iteration 115Q (7393.592627 sec): 3 clusters Score: Raw -1574409.622150 + Penalty 3111.237073 = -1571298.385077 nChanged 5 SP:Iteration 116Q (7393.648057 sec): 3 clusters Score: Raw -1574411.587338 + Penalty 3111.237073 = -1571300.350264 nChanged 3 SP:Iteration 117Q (7393.703510 sec): 3 clusters Score: Raw -1574412.793044 + Penalty 3111.237073 = -1571301.555971 nChanged 3 SP:Iteration 118Q (7393.772322 sec): 3 clusters Score: Raw -1574413.586695 + Penalty 3111.237073 = -1571302.349622 nChanged 4 SP:Iteration 119Q (7393.828056 sec): 3 clusters Score: Raw -1574414.720368 + Penalty 3111.237073 = -1571303.483295 nChanged 4 SP:Iteration 120F (7393.895110 sec): 3 clusters Score: Raw -1574415.972094 + Penalty 3111.237073 = -1571304.735021 nChanged 2 SP:Iteration 121Q (7393.955743 sec): 3 clusters Score: Raw -1574416.674081 + Penalty 3111.237073 = -1571305.437008 nChanged 0 SP:Iteration 122F (7394.023050 sec): 3 clusters Score: Raw -1574416.674081 + Penalty 3111.237073 = -1571305.437008 nChanged 0 Trying to split cluster 31 (3588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7394.051053 sec): 2 clusters Score: Raw -363526.538479 + Penalty 1330.119411 = -362196.419068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7394.093995 sec): 3 clusters Score: Raw -361762.788376 + Penalty 2660.238823 = -359102.549553 nChanged 1371 SP:Iteration 1F (7394.148466 sec): 3 clusters Score: Raw -362584.933501 + Penalty 2660.238823 = -359924.694679 nChanged 308 SP:Iteration 2F (7394.187310 sec): 3 clusters Score: Raw -362791.707449 + Penalty 2660.238823 = -360131.468627 nChanged 236 SP:Iteration 3F (7394.244558 sec): 3 clusters Score: Raw -362954.357083 + Penalty 2660.238823 = -360294.118261 nChanged 178 SP:Iteration 4Q (7394.285837 sec): 3 clusters Score: Raw -363088.174392 + Penalty 2660.238823 = -360427.935569 nChanged 173 SP:Iteration 5Q (7394.338453 sec): 3 clusters Score: Raw -363209.014042 + Penalty 2660.238823 = -360548.775219 nChanged 154 SP:Iteration 6Q (7394.381714 sec): 3 clusters Score: Raw -363317.273688 + Penalty 2660.238823 = -360657.034865 nChanged 151 SP:Iteration 7Q (7394.437007 sec): 3 clusters Score: Raw -363424.335664 + Penalty 2660.238823 = -360764.096841 nChanged 135 SP:Iteration 8Q (7394.477572 sec): 3 clusters Score: Raw -363532.033564 + Penalty 2660.238823 = -360871.794741 nChanged 128 SP:Iteration 9Q (7394.509953 sec): 3 clusters Score: Raw -363634.115362 + Penalty 2660.238823 = -360973.876540 nChanged 119 SP:Iteration 10Q (7394.527607 sec): 3 clusters Score: Raw -363718.444125 + Penalty 2660.238823 = -361058.205302 nChanged 90 SP:Iteration 11Q (7394.587401 sec): 3 clusters Score: Raw -363788.468755 + Penalty 2660.238823 = -361128.229933 nChanged 59 SP:Iteration 12Q (7394.626651 sec): 3 clusters Score: Raw -363834.519527 + Penalty 2660.238823 = -361174.280704 nChanged 53 SP:Iteration 13Q (7394.677229 sec): 3 clusters Score: Raw -363877.231026 + Penalty 2660.238823 = -361216.992203 nChanged 45 SP:Iteration 14Q (7394.722591 sec): 3 clusters Score: Raw -363923.197351 + Penalty 2660.238823 = -361262.958528 nChanged 43 SP:Iteration 15Q (7394.763944 sec): 3 clusters Score: Raw -363966.781014 + Penalty 2660.238823 = -361306.542191 nChanged 35 SP:Iteration 16Q (7394.815760 sec): 3 clusters Score: Raw -363999.739856 + Penalty 2660.238823 = -361339.501034 nChanged 34 SP:Iteration 17Q (7394.864479 sec): 3 clusters Score: Raw -364025.629781 + Penalty 2660.238823 = -361365.390958 nChanged 26 SP:Iteration 18Q (7394.914204 sec): 3 clusters Score: Raw -364041.591562 + Penalty 2660.238823 = -361381.352739 nChanged 22 SP:Iteration 19Q (7394.957807 sec): 3 clusters Score: Raw -364052.797554 + Penalty 2660.238823 = -361392.558731 nChanged 9 SP:Iteration 20F (7395.001021 sec): 3 clusters Score: Raw -364057.817489 + Penalty 2660.238823 = -361397.578667 nChanged 3 SP:Iteration 21Q (7395.042955 sec): 3 clusters Score: Raw -364059.382082 + Penalty 2660.238823 = -361399.143259 nChanged 4 SP:Iteration 22Q (7395.105339 sec): 3 clusters Score: Raw -364062.707584 + Penalty 2660.238823 = -361402.468761 nChanged 3 SP:Iteration 23Q (7395.148655 sec): 3 clusters Score: Raw -364064.881187 + Penalty 2660.238823 = -361404.642365 nChanged 2 SP:Iteration 24Q (7395.187707 sec): 3 clusters Score: Raw -364065.566463 + Penalty 2660.238823 = -361405.327640 nChanged 3 SP:Iteration 25Q (7395.230845 sec): 3 clusters Score: Raw -364066.880020 + Penalty 2660.238823 = -361406.641198 nChanged 2 SP:Iteration 26Q (7395.279973 sec): 3 clusters Score: Raw -364067.268717 + Penalty 2660.238823 = -361407.029895 nChanged 2 SP:Iteration 27Q (7395.333707 sec): 3 clusters Score: Raw -364067.644939 + Penalty 2660.238823 = -361407.406116 nChanged 2 SP:Iteration 28Q (7395.377964 sec): 3 clusters Score: Raw -364068.654376 + Penalty 2660.238823 = -361408.415554 nChanged 3 SP:Iteration 29Q (7395.424844 sec): 3 clusters Score: Raw -364070.905406 + Penalty 2660.238823 = -361410.666583 nChanged 3 SP:Iteration 30Q (7395.457435 sec): 3 clusters Score: Raw -364071.841656 + Penalty 2660.238823 = -361411.602834 nChanged 0 SP:Iteration 31F (7395.509591 sec): 3 clusters Score: Raw -364071.841656 + Penalty 2660.238823 = -361411.602834 nChanged 0 Trying to split cluster 32 (6057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7395.542790 sec): 2 clusters Score: Raw -588038.159529 + Penalty 1415.207610 = -586622.951920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7395.599373 sec): 3 clusters Score: Raw -584752.622605 + Penalty 2830.415220 = -581922.207386 nChanged 2545 SP:Iteration 1F (7395.662596 sec): 3 clusters Score: Raw -586350.237080 + Penalty 2830.415220 = -583519.821860 nChanged 469 SP:Iteration 2F (7395.718528 sec): 3 clusters Score: Raw -586659.945399 + Penalty 2830.415220 = -583829.530180 nChanged 363 SP:Iteration 3F (7395.766840 sec): 3 clusters Score: Raw -586915.094686 + Penalty 2830.415220 = -584084.679466 nChanged 331 SP:Iteration 4F (7395.812073 sec): 3 clusters Score: Raw -587135.672695 + Penalty 2830.415220 = -584305.257475 nChanged 327 SP:Iteration 5F (7395.852672 sec): 3 clusters Score: Raw -587322.398361 + Penalty 2830.415220 = -584491.983142 nChanged 263 SP:Iteration 6Q (7395.905361 sec): 3 clusters Score: Raw -587457.128154 + Penalty 2830.415220 = -584626.712934 nChanged 213 SP:Iteration 7Q (7395.960140 sec): 3 clusters Score: Raw -587565.965259 + Penalty 2830.415220 = -584735.550040 nChanged 187 SP:Iteration 8Q (7396.020409 sec): 3 clusters Score: Raw -587666.465836 + Penalty 2830.415220 = -584836.050616 nChanged 189 SP:Iteration 9Q (7396.067079 sec): 3 clusters Score: Raw -587796.141362 + Penalty 2830.415220 = -584965.726142 nChanged 201 SP:Iteration 10Q (7396.124784 sec): 3 clusters Score: Raw -587938.404046 + Penalty 2830.415220 = -585107.988826 nChanged 208 SP:Iteration 11Q (7396.164268 sec): 3 clusters Score: Raw -588102.520487 + Penalty 2830.415220 = -585272.105267 nChanged 225 SP:Iteration 12Q (7396.215967 sec): 3 clusters Score: Raw -588295.786575 + Penalty 2830.415220 = -585465.371355 nChanged 192 SP:Iteration 13Q (7396.271159 sec): 3 clusters Score: Raw -588419.657002 + Penalty 2830.415220 = -585589.241782 nChanged 161 SP:Iteration 14Q (7396.324362 sec): 3 clusters Score: Raw -588499.187939 + Penalty 2830.415220 = -585668.772720 nChanged 111 SP:Iteration 15Q (7396.386035 sec): 3 clusters Score: Raw -588559.536781 + Penalty 2830.415220 = -585729.121562 nChanged 104 SP:Iteration 16Q (7396.428962 sec): 3 clusters Score: Raw -588610.707790 + Penalty 2830.415220 = -585780.292570 nChanged 94 SP:Iteration 17Q (7396.492425 sec): 3 clusters Score: Raw -588646.474918 + Penalty 2830.415220 = -585816.059698 nChanged 77 SP:Iteration 18Q (7396.526403 sec): 3 clusters Score: Raw -588675.029770 + Penalty 2830.415220 = -585844.614550 nChanged 68 SP:Iteration 19Q (7396.585743 sec): 3 clusters Score: Raw -588698.428844 + Penalty 2830.415220 = -585868.013624 nChanged 50 SP:Iteration 20F (7396.638748 sec): 3 clusters Score: Raw -588716.357029 + Penalty 2830.415220 = -585885.941809 nChanged 42 SP:Iteration 21Q (7396.679991 sec): 3 clusters Score: Raw -588729.579589 + Penalty 2830.415220 = -585899.164369 nChanged 28 SP:Iteration 22Q (7396.732992 sec): 3 clusters Score: Raw -588734.798273 + Penalty 2830.415220 = -585904.383053 nChanged 30 SP:Iteration 23Q (7396.786669 sec): 3 clusters Score: Raw -588740.192893 + Penalty 2830.415220 = -585909.777673 nChanged 15 SP:Iteration 24Q (7396.831299 sec): 3 clusters Score: Raw -588743.672198 + Penalty 2830.415220 = -585913.256979 nChanged 13 SP:Iteration 25Q (7396.890017 sec): 3 clusters Score: Raw -588745.784752 + Penalty 2830.415220 = -585915.369532 nChanged 8 SP:Iteration 26Q (7396.940874 sec): 3 clusters Score: Raw -588747.057156 + Penalty 2830.415220 = -585916.641936 nChanged 6 SP:Iteration 27Q (7396.992692 sec): 3 clusters Score: Raw -588748.242195 + Penalty 2830.415220 = -585917.826975 nChanged 8 SP:Iteration 28Q (7397.044614 sec): 3 clusters Score: Raw -588749.195644 + Penalty 2830.415220 = -585918.780424 nChanged 5 SP:Iteration 29Q (7397.090905 sec): 3 clusters Score: Raw -588750.169871 + Penalty 2830.415220 = -585919.754651 nChanged 4 SP:Iteration 30Q (7397.127720 sec): 3 clusters Score: Raw -588751.228400 + Penalty 2830.415220 = -585920.813181 nChanged 4 SP:Iteration 31Q (7397.172806 sec): 3 clusters Score: Raw -588752.122240 + Penalty 2830.415220 = -585921.707021 nChanged 3 SP:Iteration 32Q (7397.219261 sec): 3 clusters Score: Raw -588752.370901 + Penalty 2830.415220 = -585921.955681 nChanged 2 SP:Iteration 33Q (7397.280418 sec): 3 clusters Score: Raw -588752.717643 + Penalty 2830.415220 = -585922.302423 nChanged 5 SP:Iteration 34Q (7397.321764 sec): 3 clusters Score: Raw -588753.772425 + Penalty 2830.415220 = -585923.357205 nChanged 6 SP:Iteration 35Q (7397.381787 sec): 3 clusters Score: Raw -588754.646135 + Penalty 2830.415220 = -585924.230916 nChanged 3 SP:Iteration 36Q (7397.427299 sec): 3 clusters Score: Raw -588754.876131 + Penalty 2830.415220 = -585924.460911 nChanged 2 SP:Iteration 37Q (7397.472255 sec): 3 clusters Score: Raw -588755.248828 + Penalty 2830.415220 = -585924.833609 nChanged 2 SP:Iteration 38Q (7397.521823 sec): 3 clusters Score: Raw -588755.676807 + Penalty 2830.415220 = -585925.261588 nChanged 4 SP:Iteration 39Q (7397.574476 sec): 3 clusters Score: Raw -588756.320363 + Penalty 2830.415220 = -585925.905143 nChanged 2 SP:Iteration 40F (7397.628756 sec): 3 clusters Score: Raw -588757.184372 + Penalty 2830.415220 = -585926.769152 nChanged 2 SP:Iteration 41Q (7397.688556 sec): 3 clusters Score: Raw -588757.380582 + Penalty 2830.415220 = -585926.965363 nChanged 0 SP:Iteration 42F (7397.730442 sec): 3 clusters Score: Raw -588757.380582 + Penalty 2830.415220 = -585926.965363 nChanged 0 Trying to split cluster 33 (6248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7397.759977 sec): 2 clusters Score: Raw -657804.767834 + Penalty 1420.252712 = -656384.515122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7397.817265 sec): 3 clusters Score: Raw -654429.482841 + Penalty 2840.505425 = -651588.977416 nChanged 2578 SP:Iteration 1F (7397.872620 sec): 3 clusters Score: Raw -656017.216012 + Penalty 2840.505425 = -653176.710587 nChanged 461 SP:Iteration 2F (7397.935757 sec): 3 clusters Score: Raw -656292.104051 + Penalty 2840.505425 = -653451.598626 nChanged 395 SP:Iteration 3F (7397.980458 sec): 3 clusters Score: Raw -656592.148077 + Penalty 2840.505425 = -653751.642652 nChanged 394 SP:Iteration 4F (7398.032789 sec): 3 clusters Score: Raw -656857.632898 + Penalty 2840.505425 = -654017.127473 nChanged 309 SP:Iteration 5Q (7398.079595 sec): 3 clusters Score: Raw -657054.934258 + Penalty 2840.505425 = -654214.428833 nChanged 287 SP:Iteration 6Q (7398.128732 sec): 3 clusters Score: Raw -657226.298534 + Penalty 2840.505425 = -654385.793110 nChanged 249 SP:Iteration 7Q (7398.178757 sec): 3 clusters Score: Raw -657365.904713 + Penalty 2840.505425 = -654525.399288 nChanged 213 SP:Iteration 8Q (7398.239537 sec): 3 clusters Score: Raw -657501.556000 + Penalty 2840.505425 = -654661.050576 nChanged 189 SP:Iteration 9Q (7398.294581 sec): 3 clusters Score: Raw -657622.084150 + Penalty 2840.505425 = -654781.578726 nChanged 168 SP:Iteration 10Q (7398.341604 sec): 3 clusters Score: Raw -657707.935752 + Penalty 2840.505425 = -654867.430327 nChanged 123 SP:Iteration 11Q (7398.389715 sec): 3 clusters Score: Raw -657769.785010 + Penalty 2840.505425 = -654929.279586 nChanged 119 SP:Iteration 12Q (7398.442914 sec): 3 clusters Score: Raw -657835.205227 + Penalty 2840.505425 = -654994.699803 nChanged 107 SP:Iteration 13Q (7398.508126 sec): 3 clusters Score: Raw -657897.086281 + Penalty 2840.505425 = -655056.580856 nChanged 92 SP:Iteration 14Q (7398.554370 sec): 3 clusters Score: Raw -657952.181468 + Penalty 2840.505425 = -655111.676044 nChanged 80 SP:Iteration 15Q (7398.602510 sec): 3 clusters Score: Raw -658015.300868 + Penalty 2840.505425 = -655174.795443 nChanged 80 SP:Iteration 16Q (7398.658495 sec): 3 clusters Score: Raw -658077.977833 + Penalty 2840.505425 = -655237.472408 nChanged 70 SP:Iteration 17Q (7398.720193 sec): 3 clusters Score: Raw -658121.381730 + Penalty 2840.505425 = -655280.876306 nChanged 57 SP:Iteration 18Q (7398.766780 sec): 3 clusters Score: Raw -658153.911282 + Penalty 2840.505425 = -655313.405858 nChanged 38 SP:Iteration 19Q (7398.828330 sec): 3 clusters Score: Raw -658170.000203 + Penalty 2840.505425 = -655329.494778 nChanged 20 SP:Iteration 20F (7398.881852 sec): 3 clusters Score: Raw -658175.458160 + Penalty 2840.505425 = -655334.952735 nChanged 12 SP:Iteration 21Q (7398.935187 sec): 3 clusters Score: Raw -658178.620107 + Penalty 2840.505425 = -655338.114682 nChanged 11 SP:Iteration 22Q (7398.993487 sec): 3 clusters Score: Raw -658181.282186 + Penalty 2840.505425 = -655340.776761 nChanged 5 SP:Iteration 23Q (7399.036998 sec): 3 clusters Score: Raw -658182.182701 + Penalty 2840.505425 = -655341.677276 nChanged 6 SP:Iteration 24Q (7399.091960 sec): 3 clusters Score: Raw -658183.627107 + Penalty 2840.505425 = -655343.121683 nChanged 6 SP:Iteration 25Q (7399.142528 sec): 3 clusters Score: Raw -658186.066883 + Penalty 2840.505425 = -655345.561458 nChanged 2 SP:Iteration 26Q (7399.194249 sec): 3 clusters Score: Raw -658186.556277 + Penalty 2840.505425 = -655346.050852 nChanged 5 SP:Iteration 27Q (7399.248921 sec): 3 clusters Score: Raw -658187.718346 + Penalty 2840.505425 = -655347.212922 nChanged 5 SP:Iteration 28Q (7399.310205 sec): 3 clusters Score: Raw -658189.793932 + Penalty 2840.505425 = -655349.288507 nChanged 4 SP:Iteration 29Q (7399.360739 sec): 3 clusters Score: Raw -658190.681020 + Penalty 2840.505425 = -655350.175595 nChanged 5 SP:Iteration 30Q (7399.423610 sec): 3 clusters Score: Raw -658191.891816 + Penalty 2840.505425 = -655351.386391 nChanged 4 SP:Iteration 31Q (7399.470643 sec): 3 clusters Score: Raw -658192.895324 + Penalty 2840.505425 = -655352.389899 nChanged 3 SP:Iteration 32Q (7399.512726 sec): 3 clusters Score: Raw -658193.263417 + Penalty 2840.505425 = -655352.757992 nChanged 0 SP:Iteration 33F (7399.562202 sec): 3 clusters Score: Raw -658193.263417 + Penalty 2840.505425 = -655352.757992 nChanged 0 Trying to split cluster 34 (18805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7399.617931 sec): 2 clusters Score: Raw -1932899.241624 + Penalty 1599.305187 = -1931299.936438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7399.686720 sec): 3 clusters Score: Raw -1921595.035094 + Penalty 3198.610373 = -1918396.424721 nChanged 8506 SP:Iteration 1F (7399.756897 sec): 3 clusters Score: Raw -1926231.358156 + Penalty 3198.610373 = -1923032.747783 nChanged 988 SP:Iteration 2F (7399.831369 sec): 3 clusters Score: Raw -1926597.014514 + Penalty 3198.610373 = -1923398.404141 nChanged 912 SP:Iteration 3Q (7399.911441 sec): 3 clusters Score: Raw -1926935.189086 + Penalty 3198.610373 = -1923736.578713 nChanged 792 SP:Iteration 4Q (7399.985226 sec): 3 clusters Score: Raw -1927232.125021 + Penalty 3198.610373 = -1924033.514648 nChanged 777 SP:Iteration 5Q (7400.062911 sec): 3 clusters Score: Raw -1927557.894518 + Penalty 3198.610373 = -1924359.284144 nChanged 839 SP:Iteration 6Q (7400.145731 sec): 3 clusters Score: Raw -1927969.866830 + Penalty 3198.610373 = -1924771.256457 nChanged 939 SP:Iteration 7Q (7400.215418 sec): 3 clusters Score: Raw -1928547.066283 + Penalty 3198.610373 = -1925348.455910 nChanged 1049 SP:Iteration 8F (7400.292631 sec): 3 clusters Score: Raw -1929270.982705 + Penalty 3198.610373 = -1926072.372332 nChanged 1030 SP:Iteration 9F (7400.364359 sec): 3 clusters Score: Raw -1930048.211914 + Penalty 3198.610373 = -1926849.601541 nChanged 922 SP:Iteration 10Q (7400.444500 sec): 3 clusters Score: Raw -1930711.513858 + Penalty 3198.610373 = -1927512.903485 nChanged 743 SP:Iteration 11Q (7400.514324 sec): 3 clusters Score: Raw -1931188.582275 + Penalty 3198.610373 = -1927989.971902 nChanged 571 SP:Iteration 12Q (7400.594938 sec): 3 clusters Score: Raw -1931497.784015 + Penalty 3198.610373 = -1928299.173642 nChanged 414 SP:Iteration 13Q (7400.661802 sec): 3 clusters Score: Raw -1931684.257008 + Penalty 3198.610373 = -1928485.646635 nChanged 304 SP:Iteration 14Q (7400.726344 sec): 3 clusters Score: Raw -1931815.695485 + Penalty 3198.610373 = -1928617.085112 nChanged 278 SP:Iteration 15Q (7400.806617 sec): 3 clusters Score: Raw -1931932.227660 + Penalty 3198.610373 = -1928733.617287 nChanged 239 SP:Iteration 16Q (7400.869017 sec): 3 clusters Score: Raw -1932039.674512 + Penalty 3198.610373 = -1928841.064139 nChanged 252 SP:Iteration 17Q (7400.947986 sec): 3 clusters Score: Raw -1932165.940233 + Penalty 3198.610373 = -1928967.329860 nChanged 243 SP:Iteration 18Q (7401.018718 sec): 3 clusters Score: Raw -1932281.034308 + Penalty 3198.610373 = -1929082.423935 nChanged 205 SP:Iteration 19Q (7401.091250 sec): 3 clusters Score: Raw -1932376.674676 + Penalty 3198.610373 = -1929178.064303 nChanged 187 SP:Iteration 20F (7401.169374 sec): 3 clusters Score: Raw -1932461.179086 + Penalty 3198.610373 = -1929262.568713 nChanged 172 SP:Iteration 21Q (7401.242010 sec): 3 clusters Score: Raw -1932541.746136 + Penalty 3198.610373 = -1929343.135763 nChanged 146 SP:Iteration 22Q (7401.311621 sec): 3 clusters Score: Raw -1932605.870721 + Penalty 3198.610373 = -1929407.260348 nChanged 134 SP:Iteration 23Q (7401.387373 sec): 3 clusters Score: Raw -1932663.195692 + Penalty 3198.610373 = -1929464.585319 nChanged 115 SP:Iteration 24Q (7401.450972 sec): 3 clusters Score: Raw -1932717.832256 + Penalty 3198.610373 = -1929519.221883 nChanged 109 SP:Iteration 25Q (7401.520307 sec): 3 clusters Score: Raw -1932761.929739 + Penalty 3198.610373 = -1929563.319366 nChanged 98 SP:Iteration 26Q (7401.578883 sec): 3 clusters Score: Raw -1932804.796263 + Penalty 3198.610373 = -1929606.185890 nChanged 89 SP:Iteration 27Q (7401.653188 sec): 3 clusters Score: Raw -1932844.865259 + Penalty 3198.610373 = -1929646.254886 nChanged 74 SP:Iteration 28Q (7401.726251 sec): 3 clusters Score: Raw -1932876.817170 + Penalty 3198.610373 = -1929678.206797 nChanged 70 SP:Iteration 29Q (7401.801968 sec): 3 clusters Score: Raw -1932907.131848 + Penalty 3198.610373 = -1929708.521475 nChanged 57 SP:Iteration 30Q (7401.867370 sec): 3 clusters Score: Raw -1932933.670085 + Penalty 3198.610373 = -1929735.059712 nChanged 46 SP:Iteration 31Q (7401.945516 sec): 3 clusters Score: Raw -1932953.695533 + Penalty 3198.610373 = -1929755.085160 nChanged 42 SP:Iteration 32Q (7402.005725 sec): 3 clusters Score: Raw -1932972.049059 + Penalty 3198.610373 = -1929773.438686 nChanged 44 SP:Iteration 33Q (7402.074635 sec): 3 clusters Score: Raw -1932991.407112 + Penalty 3198.610373 = -1929792.796739 nChanged 34 SP:Iteration 34Q (7402.146647 sec): 3 clusters Score: Raw -1933008.130931 + Penalty 3198.610373 = -1929809.520558 nChanged 29 SP:Iteration 35Q (7402.217302 sec): 3 clusters Score: Raw -1933020.192966 + Penalty 3198.610373 = -1929821.582593 nChanged 37 SP:Iteration 36Q (7402.294652 sec): 3 clusters Score: Raw -1933035.447907 + Penalty 3198.610373 = -1929836.837534 nChanged 29 SP:Iteration 37Q (7402.357080 sec): 3 clusters Score: Raw -1933048.753967 + Penalty 3198.610373 = -1929850.143594 nChanged 32 SP:Iteration 38Q (7402.425828 sec): 3 clusters Score: Raw -1933061.562101 + Penalty 3198.610373 = -1929862.951728 nChanged 21 SP:Iteration 39Q (7402.503736 sec): 3 clusters Score: Raw -1933070.425089 + Penalty 3198.610373 = -1929871.814716 nChanged 23 SP:Iteration 40F (7402.572180 sec): 3 clusters Score: Raw -1933085.791959 + Penalty 3198.610373 = -1929887.181586 nChanged 33 SP:Iteration 41Q (7402.640425 sec): 3 clusters Score: Raw -1933103.915011 + Penalty 3198.610373 = -1929905.304638 nChanged 27 SP:Iteration 42Q (7402.706202 sec): 3 clusters Score: Raw -1933119.342408 + Penalty 3198.610373 = -1929920.732035 nChanged 26 SP:Iteration 43Q (7402.781115 sec): 3 clusters Score: Raw -1933131.506959 + Penalty 3198.610373 = -1929932.896586 nChanged 25 SP:Iteration 44Q (7402.854333 sec): 3 clusters Score: Raw -1933143.450991 + Penalty 3198.610373 = -1929944.840618 nChanged 16 SP:Iteration 45Q (7402.927986 sec): 3 clusters Score: Raw -1933151.400357 + Penalty 3198.610373 = -1929952.789984 nChanged 14 SP:Iteration 46Q (7402.991646 sec): 3 clusters Score: Raw -1933157.973925 + Penalty 3198.610373 = -1929959.363552 nChanged 15 SP:Iteration 47Q (7403.070178 sec): 3 clusters Score: Raw -1933167.105132 + Penalty 3198.610373 = -1929968.494759 nChanged 19 SP:Iteration 48Q (7403.134290 sec): 3 clusters Score: Raw -1933177.296432 + Penalty 3198.610373 = -1929978.686059 nChanged 19 SP:Iteration 49Q (7403.206174 sec): 3 clusters Score: Raw -1933185.601613 + Penalty 3198.610373 = -1929986.991240 nChanged 16 SP:Iteration 50Q (7403.277288 sec): 3 clusters Score: Raw -1933193.321409 + Penalty 3198.610373 = -1929994.711036 nChanged 11 SP:Iteration 51Q (7403.334726 sec): 3 clusters Score: Raw -1933199.658568 + Penalty 3198.610373 = -1930001.048195 nChanged 12 SP:Iteration 52Q (7403.414978 sec): 3 clusters Score: Raw -1933208.633820 + Penalty 3198.610373 = -1930010.023447 nChanged 13 SP:Iteration 53Q (7403.481902 sec): 3 clusters Score: Raw -1933216.801979 + Penalty 3198.610373 = -1930018.191606 nChanged 13 SP:Iteration 54Q (7403.556970 sec): 3 clusters Score: Raw -1933224.512164 + Penalty 3198.610373 = -1930025.901791 nChanged 14 SP:Iteration 55Q (7403.616097 sec): 3 clusters Score: Raw -1933229.897240 + Penalty 3198.610373 = -1930031.286867 nChanged 5 SP:Iteration 56Q (7403.688624 sec): 3 clusters Score: Raw -1933232.132517 + Penalty 3198.610373 = -1930033.522143 nChanged 8 SP:Iteration 57Q (7403.770539 sec): 3 clusters Score: Raw -1933235.820160 + Penalty 3198.610373 = -1930037.209787 nChanged 5 SP:Iteration 58Q (7403.840020 sec): 3 clusters Score: Raw -1933237.001793 + Penalty 3198.610373 = -1930038.391420 nChanged 3 SP:Iteration 59Q (7403.891118 sec): 3 clusters Score: Raw -1933238.103139 + Penalty 3198.610373 = -1930039.492766 nChanged 3 SP:Iteration 60F (7403.962245 sec): 3 clusters Score: Raw -1933239.551375 + Penalty 3198.610373 = -1930040.941002 nChanged 3 SP:Iteration 61Q (7404.031728 sec): 3 clusters Score: Raw -1933240.170209 + Penalty 3198.610373 = -1930041.559836 nChanged 0 SP:Iteration 62F (7404.104750 sec): 3 clusters Score: Raw -1933240.170209 + Penalty 3198.610373 = -1930041.559836 nChanged 0 Trying to split cluster 35 (9357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7404.136693 sec): 2 clusters Score: Raw -994177.651815 + Penalty 1485.880501 = -992691.771314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7404.209596 sec): 3 clusters Score: Raw -988924.246347 + Penalty 2971.761002 = -985952.485346 nChanged 3963 SP:Iteration 1F (7404.260371 sec): 3 clusters Score: Raw -991022.967900 + Penalty 2971.761002 = -988051.206898 nChanged 653 SP:Iteration 2F (7404.325599 sec): 3 clusters Score: Raw -991327.698628 + Penalty 2971.761002 = -988355.937627 nChanged 502 SP:Iteration 3F (7404.392245 sec): 3 clusters Score: Raw -991555.033143 + Penalty 2971.761002 = -988583.272141 nChanged 466 SP:Iteration 4Q (7404.446964 sec): 3 clusters Score: Raw -991761.308111 + Penalty 2971.761002 = -988789.547110 nChanged 405 SP:Iteration 5Q (7404.493140 sec): 3 clusters Score: Raw -991949.959034 + Penalty 2971.761002 = -988978.198032 nChanged 378 SP:Iteration 6Q (7404.553158 sec): 3 clusters Score: Raw -992131.407476 + Penalty 2971.761002 = -989159.646474 nChanged 361 SP:Iteration 7Q (7404.612609 sec): 3 clusters Score: Raw -992327.840711 + Penalty 2971.761002 = -989356.079710 nChanged 375 SP:Iteration 8Q (7404.681430 sec): 3 clusters Score: Raw -992544.731152 + Penalty 2971.761002 = -989572.970151 nChanged 360 SP:Iteration 9Q (7404.735497 sec): 3 clusters Score: Raw -992750.897204 + Penalty 2971.761002 = -989779.136203 nChanged 340 SP:Iteration 10Q (7404.805060 sec): 3 clusters Score: Raw -992939.812816 + Penalty 2971.761002 = -989968.051814 nChanged 291 SP:Iteration 11Q (7404.851270 sec): 3 clusters Score: Raw -993118.545240 + Penalty 2971.761002 = -990146.784239 nChanged 294 SP:Iteration 12Q (7404.916173 sec): 3 clusters Score: Raw -993285.131627 + Penalty 2971.761002 = -990313.370625 nChanged 241 SP:Iteration 13Q (7404.971776 sec): 3 clusters Score: Raw -993419.582421 + Penalty 2971.761002 = -990447.821419 nChanged 207 SP:Iteration 14Q (7405.030340 sec): 3 clusters Score: Raw -993515.193952 + Penalty 2971.761002 = -990543.432950 nChanged 164 SP:Iteration 15Q (7405.093725 sec): 3 clusters Score: Raw -993584.184884 + Penalty 2971.761002 = -990612.423882 nChanged 137 SP:Iteration 16Q (7405.151884 sec): 3 clusters Score: Raw -993636.932828 + Penalty 2971.761002 = -990665.171826 nChanged 139 SP:Iteration 17Q (7405.206172 sec): 3 clusters Score: Raw -993693.340763 + Penalty 2971.761002 = -990721.579761 nChanged 136 SP:Iteration 18Q (7405.267870 sec): 3 clusters Score: Raw -993752.117197 + Penalty 2971.761002 = -990780.356196 nChanged 116 SP:Iteration 19Q (7405.331184 sec): 3 clusters Score: Raw -993801.794576 + Penalty 2971.761002 = -990830.033574 nChanged 110 SP:Iteration 20F (7405.388139 sec): 3 clusters Score: Raw -993851.330050 + Penalty 2971.761002 = -990879.569048 nChanged 111 SP:Iteration 21Q (7405.450963 sec): 3 clusters Score: Raw -993907.744472 + Penalty 2971.761002 = -990935.983470 nChanged 102 SP:Iteration 22Q (7405.501635 sec): 3 clusters Score: Raw -993955.300775 + Penalty 2971.761002 = -990983.539773 nChanged 81 SP:Iteration 23Q (7405.565282 sec): 3 clusters Score: Raw -993993.819733 + Penalty 2971.761002 = -991022.058731 nChanged 73 SP:Iteration 24Q (7405.618211 sec): 3 clusters Score: Raw -994024.787238 + Penalty 2971.761002 = -991053.026236 nChanged 64 SP:Iteration 25Q (7405.684874 sec): 3 clusters Score: Raw -994050.910637 + Penalty 2971.761002 = -991079.149636 nChanged 52 SP:Iteration 26Q (7405.744199 sec): 3 clusters Score: Raw -994070.890603 + Penalty 2971.761002 = -991099.129601 nChanged 49 SP:Iteration 27Q (7405.791903 sec): 3 clusters Score: Raw -994091.796246 + Penalty 2971.761002 = -991120.035244 nChanged 55 SP:Iteration 28Q (7405.851511 sec): 3 clusters Score: Raw -994113.816981 + Penalty 2971.761002 = -991142.055979 nChanged 48 SP:Iteration 29Q (7405.909543 sec): 3 clusters Score: Raw -994136.881190 + Penalty 2971.761002 = -991165.120189 nChanged 51 SP:Iteration 30Q (7405.964859 sec): 3 clusters Score: Raw -994160.831645 + Penalty 2971.761002 = -991189.070644 nChanged 33 SP:Iteration 31Q (7406.019921 sec): 3 clusters Score: Raw -994173.582762 + Penalty 2971.761002 = -991201.821760 nChanged 30 SP:Iteration 32Q (7406.080026 sec): 3 clusters Score: Raw -994186.724813 + Penalty 2971.761002 = -991214.963812 nChanged 32 SP:Iteration 33Q (7406.137332 sec): 3 clusters Score: Raw -994197.865106 + Penalty 2971.761002 = -991226.104104 nChanged 29 SP:Iteration 34Q (7406.195197 sec): 3 clusters Score: Raw -994208.093658 + Penalty 2971.761002 = -991236.332656 nChanged 17 SP:Iteration 35Q (7406.260730 sec): 3 clusters Score: Raw -994212.505422 + Penalty 2971.761002 = -991240.744421 nChanged 18 SP:Iteration 36Q (7406.313623 sec): 3 clusters Score: Raw -994218.340010 + Penalty 2971.761002 = -991246.579009 nChanged 14 SP:Iteration 37Q (7406.372508 sec): 3 clusters Score: Raw -994222.772841 + Penalty 2971.761002 = -991251.011839 nChanged 11 SP:Iteration 38Q (7406.422113 sec): 3 clusters Score: Raw -994227.099137 + Penalty 2971.761002 = -991255.338135 nChanged 13 SP:Iteration 39Q (7406.476059 sec): 3 clusters Score: Raw -994231.057799 + Penalty 2971.761002 = -991259.296797 nChanged 8 SP:Iteration 40F (7406.544643 sec): 3 clusters Score: Raw -994233.713100 + Penalty 2971.761002 = -991261.952098 nChanged 11 SP:Iteration 41Q (7406.591165 sec): 3 clusters Score: Raw -994236.563962 + Penalty 2971.761002 = -991264.802960 nChanged 7 SP:Iteration 42Q (7406.644087 sec): 3 clusters Score: Raw -994238.966621 + Penalty 2971.761002 = -991267.205619 nChanged 8 SP:Iteration 43Q (7406.705432 sec): 3 clusters Score: Raw -994241.374471 + Penalty 2971.761002 = -991269.613469 nChanged 10 SP:Iteration 44Q (7406.765704 sec): 3 clusters Score: Raw -994244.144043 + Penalty 2971.761002 = -991272.383041 nChanged 6 SP:Iteration 45Q (7406.816389 sec): 3 clusters Score: Raw -994246.924945 + Penalty 2971.761002 = -991275.163943 nChanged 3 SP:Iteration 46Q (7406.871572 sec): 3 clusters Score: Raw -994247.802790 + Penalty 2971.761002 = -991276.041789 nChanged 4 SP:Iteration 47Q (7406.928252 sec): 3 clusters Score: Raw -994249.616124 + Penalty 2971.761002 = -991277.855123 nChanged 7 SP:Iteration 48Q (7406.989655 sec): 3 clusters Score: Raw -994252.570555 + Penalty 2971.761002 = -991280.809553 nChanged 9 SP:Iteration 49Q (7407.045441 sec): 3 clusters Score: Raw -994254.626625 + Penalty 2971.761002 = -991282.865623 nChanged 4 SP:Iteration 50Q (7407.094048 sec): 3 clusters Score: Raw -994256.464677 + Penalty 2971.761002 = -991284.703676 nChanged 10 SP:Iteration 51Q (7407.147761 sec): 3 clusters Score: Raw -994260.956154 + Penalty 2971.761002 = -991289.195152 nChanged 9 SP:Iteration 52Q (7407.205365 sec): 3 clusters Score: Raw -994266.181394 + Penalty 2971.761002 = -991294.420392 nChanged 15 SP:Iteration 53Q (7407.259402 sec): 3 clusters Score: Raw -994273.723022 + Penalty 2971.761002 = -991301.962020 nChanged 15 SP:Iteration 54Q (7407.321622 sec): 3 clusters Score: Raw -994278.686667 + Penalty 2971.761002 = -991306.925665 nChanged 14 SP:Iteration 55Q (7407.375037 sec): 3 clusters Score: Raw -994284.091772 + Penalty 2971.761002 = -991312.330770 nChanged 12 SP:Iteration 56Q (7407.446680 sec): 3 clusters Score: Raw -994289.462380 + Penalty 2971.761002 = -991317.701379 nChanged 12 SP:Iteration 57Q (7407.494324 sec): 3 clusters Score: Raw -994293.479175 + Penalty 2971.761002 = -991321.718173 nChanged 11 SP:Iteration 58Q (7407.552747 sec): 3 clusters Score: Raw -994297.329066 + Penalty 2971.761002 = -991325.568064 nChanged 10 SP:Iteration 59Q (7407.614856 sec): 3 clusters Score: Raw -994301.627194 + Penalty 2971.761002 = -991329.866193 nChanged 3 SP:Iteration 60F (7407.680269 sec): 3 clusters Score: Raw -994302.646688 + Penalty 2971.761002 = -991330.885687 nChanged 2 SP:Iteration 61Q (7407.721618 sec): 3 clusters Score: Raw -994303.427351 + Penalty 2971.761002 = -991331.666349 nChanged 1 SP:Iteration 62Q (7407.784260 sec): 3 clusters Score: Raw -994303.971309 + Penalty 2971.761002 = -991332.210308 nChanged 2 SP:Iteration 63Q (7407.840340 sec): 3 clusters Score: Raw -994304.910907 + Penalty 2971.761002 = -991333.149905 nChanged 2 SP:Iteration 64Q (7407.900234 sec): 3 clusters Score: Raw -994305.868097 + Penalty 2971.761002 = -991334.107096 nChanged 4 SP:Iteration 65Q (7407.942991 sec): 3 clusters Score: Raw -994307.198998 + Penalty 2971.761002 = -991335.437996 nChanged 4 SP:Iteration 66Q (7407.998308 sec): 3 clusters Score: Raw -994309.166840 + Penalty 2971.761002 = -991337.405838 nChanged 4 SP:Iteration 67Q (7408.051358 sec): 3 clusters Score: Raw -994310.647565 + Penalty 2971.761002 = -991338.886564 nChanged 3 SP:Iteration 68Q (7408.111559 sec): 3 clusters Score: Raw -994311.572510 + Penalty 2971.761002 = -991339.811509 nChanged 3 SP:Iteration 69Q (7408.174588 sec): 3 clusters Score: Raw -994312.359056 + Penalty 2971.761002 = -991340.598054 nChanged 2 SP:Iteration 70Q (7408.231698 sec): 3 clusters Score: Raw -994313.108992 + Penalty 2971.761002 = -991341.347990 nChanged 2 SP:Iteration 71Q (7408.280974 sec): 3 clusters Score: Raw -994313.775404 + Penalty 2971.761002 = -991342.014402 nChanged 3 SP:Iteration 72Q (7408.334187 sec): 3 clusters Score: Raw -994314.897763 + Penalty 2971.761002 = -991343.136761 nChanged 2 SP:Iteration 73Q (7408.396260 sec): 3 clusters Score: Raw -994315.500643 + Penalty 2971.761002 = -991343.739642 nChanged 4 SP:Iteration 74Q (7408.445661 sec): 3 clusters Score: Raw -994317.639446 + Penalty 2971.761002 = -991345.878445 nChanged 4 SP:Iteration 75Q (7408.505731 sec): 3 clusters Score: Raw -994318.906692 + Penalty 2971.761002 = -991347.145690 nChanged 3 SP:Iteration 76Q (7408.561771 sec): 3 clusters Score: Raw -994320.472888 + Penalty 2971.761002 = -991348.711886 nChanged 2 SP:Iteration 77Q (7408.623110 sec): 3 clusters Score: Raw -994321.359812 + Penalty 2971.761002 = -991349.598810 nChanged 1 SP:Iteration 78Q (7408.680072 sec): 3 clusters Score: Raw -994321.913871 + Penalty 2971.761002 = -991350.152869 nChanged 0 SP:Iteration 79F (7408.738840 sec): 3 clusters Score: Raw -994321.913871 + Penalty 2971.761002 = -991350.152869 nChanged 0 Trying to split cluster 36 (5326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7408.760372 sec): 2 clusters Score: Raw -566799.792237 + Penalty 1394.307812 = -565405.484425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7408.813730 sec): 3 clusters Score: Raw -564041.277877 + Penalty 2788.615624 = -561252.662253 nChanged 2170 SP:Iteration 1F (7408.858151 sec): 3 clusters Score: Raw -565233.215960 + Penalty 2788.615624 = -562444.600336 nChanged 380 SP:Iteration 2F (7408.907207 sec): 3 clusters Score: Raw -565456.836850 + Penalty 2788.615624 = -562668.221226 nChanged 324 SP:Iteration 3F (7408.959145 sec): 3 clusters Score: Raw -565663.810900 + Penalty 2788.615624 = -562875.195276 nChanged 284 SP:Iteration 4F (7409.012544 sec): 3 clusters Score: Raw -565862.241096 + Penalty 2788.615624 = -563073.625472 nChanged 251 SP:Iteration 5Q (7409.065695 sec): 3 clusters Score: Raw -566038.210681 + Penalty 2788.615624 = -563249.595057 nChanged 236 SP:Iteration 6Q (7409.111515 sec): 3 clusters Score: Raw -566196.350663 + Penalty 2788.615624 = -563407.735038 nChanged 211 SP:Iteration 7Q (7409.163966 sec): 3 clusters Score: Raw -566345.543551 + Penalty 2788.615624 = -563556.927927 nChanged 176 SP:Iteration 8Q (7409.223199 sec): 3 clusters Score: Raw -566467.484605 + Penalty 2788.615624 = -563678.868981 nChanged 154 SP:Iteration 9Q (7409.265716 sec): 3 clusters Score: Raw -566584.896200 + Penalty 2788.615624 = -563796.280576 nChanged 125 SP:Iteration 10Q (7409.324529 sec): 3 clusters Score: Raw -566690.614909 + Penalty 2788.615624 = -563901.999285 nChanged 112 SP:Iteration 11Q (7409.369163 sec): 3 clusters Score: Raw -566769.735339 + Penalty 2788.615624 = -563981.119715 nChanged 104 SP:Iteration 12Q (7409.414687 sec): 3 clusters Score: Raw -566845.968272 + Penalty 2788.615624 = -564057.352648 nChanged 72 SP:Iteration 13Q (7409.459735 sec): 3 clusters Score: Raw -566904.327563 + Penalty 2788.615624 = -564115.711939 nChanged 56 SP:Iteration 14Q (7409.502589 sec): 3 clusters Score: Raw -566941.513139 + Penalty 2788.615624 = -564152.897515 nChanged 34 SP:Iteration 15Q (7409.553997 sec): 3 clusters Score: Raw -566966.779106 + Penalty 2788.615624 = -564178.163482 nChanged 35 SP:Iteration 16Q (7409.606782 sec): 3 clusters Score: Raw -566992.754137 + Penalty 2788.615624 = -564204.138513 nChanged 30 SP:Iteration 17Q (7409.655203 sec): 3 clusters Score: Raw -567018.141266 + Penalty 2788.615624 = -564229.525642 nChanged 26 SP:Iteration 18Q (7409.712171 sec): 3 clusters Score: Raw -567035.643139 + Penalty 2788.615624 = -564247.027515 nChanged 14 SP:Iteration 19Q (7409.753583 sec): 3 clusters Score: Raw -567044.651674 + Penalty 2788.615624 = -564256.036050 nChanged 10 SP:Iteration 20F (7409.811197 sec): 3 clusters Score: Raw -567050.570654 + Penalty 2788.615624 = -564261.955030 nChanged 4 SP:Iteration 21Q (7409.857483 sec): 3 clusters Score: Raw -567052.185104 + Penalty 2788.615624 = -564263.569480 nChanged 3 SP:Iteration 22Q (7409.904412 sec): 3 clusters Score: Raw -567054.359335 + Penalty 2788.615624 = -564265.743711 nChanged 4 SP:Iteration 23Q (7409.948259 sec): 3 clusters Score: Raw -567055.975171 + Penalty 2788.615624 = -564267.359547 nChanged 1 SP:Iteration 24Q (7410.000497 sec): 3 clusters Score: Raw -567056.418186 + Penalty 2788.615624 = -564267.802562 nChanged 2 SP:Iteration 25Q (7410.037148 sec): 3 clusters Score: Raw -567058.737344 + Penalty 2788.615624 = -564270.121720 nChanged 3 SP:Iteration 26Q (7410.084636 sec): 3 clusters Score: Raw -567060.615935 + Penalty 2788.615624 = -564272.000311 nChanged 0 SP:Iteration 27F (7410.144901 sec): 3 clusters Score: Raw -567060.615935 + Penalty 2788.615624 = -564272.000311 nChanged 0 Trying to split cluster 37 (1616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7410.170212 sec): 2 clusters Score: Raw -176329.227480 + Penalty 1200.502751 = -175128.724729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7410.203258 sec): 3 clusters Score: Raw -175676.481186 + Penalty 2401.005503 = -173275.475683 nChanged 564 SP:Iteration 1F (7410.248362 sec): 3 clusters Score: Raw -176087.444497 + Penalty 2401.005503 = -173686.438994 nChanged 128 SP:Iteration 2F (7410.295854 sec): 3 clusters Score: Raw -176198.485709 + Penalty 2401.005503 = -173797.480206 nChanged 68 SP:Iteration 3Q (7410.329640 sec): 3 clusters Score: Raw -176278.439216 + Penalty 2401.005503 = -173877.433713 nChanged 79 SP:Iteration 4Q (7410.369859 sec): 3 clusters Score: Raw -176352.291439 + Penalty 2401.005503 = -173951.285936 nChanged 66 SP:Iteration 5Q (7410.423155 sec): 3 clusters Score: Raw -176422.282139 + Penalty 2401.005503 = -174021.276636 nChanged 58 SP:Iteration 6Q (7410.458088 sec): 3 clusters Score: Raw -176470.471986 + Penalty 2401.005503 = -174069.466483 nChanged 40 SP:Iteration 7Q (7410.504567 sec): 3 clusters Score: Raw -176514.456033 + Penalty 2401.005503 = -174113.450531 nChanged 50 SP:Iteration 8Q (7410.542206 sec): 3 clusters Score: Raw -176571.122287 + Penalty 2401.005503 = -174170.116784 nChanged 40 SP:Iteration 9Q (7410.596908 sec): 3 clusters Score: Raw -176609.267445 + Penalty 2401.005503 = -174208.261942 nChanged 28 SP:Iteration 10Q (7410.633330 sec): 3 clusters Score: Raw -176634.630595 + Penalty 2401.005503 = -174233.625092 nChanged 22 SP:Iteration 11Q (7410.681308 sec): 3 clusters Score: Raw -176649.889895 + Penalty 2401.005503 = -174248.884392 nChanged 15 SP:Iteration 12Q (7410.725729 sec): 3 clusters Score: Raw -176661.095559 + Penalty 2401.005503 = -174260.090056 nChanged 20 SP:Iteration 13Q (7410.764932 sec): 3 clusters Score: Raw -176675.401254 + Penalty 2401.005503 = -174274.395752 nChanged 17 SP:Iteration 14Q (7410.805497 sec): 3 clusters Score: Raw -176689.735218 + Penalty 2401.005503 = -174288.729716 nChanged 13 SP:Iteration 15Q (7410.865626 sec): 3 clusters Score: Raw -176697.370648 + Penalty 2401.005503 = -174296.365146 nChanged 4 SP:Iteration 16Q (7410.912197 sec): 3 clusters Score: Raw -176702.422922 + Penalty 2401.005503 = -174301.417419 nChanged 10 SP:Iteration 17Q (7410.958188 sec): 3 clusters Score: Raw -176711.664726 + Penalty 2401.005503 = -174310.659223 nChanged 12 SP:Iteration 18Q (7411.012095 sec): 3 clusters Score: Raw -176724.242373 + Penalty 2401.005503 = -174323.236871 nChanged 14 SP:Iteration 19Q (7411.058201 sec): 3 clusters Score: Raw -176737.850738 + Penalty 2401.005503 = -174336.845235 nChanged 17 SP:Iteration 20F (7411.106775 sec): 3 clusters Score: Raw -176752.378137 + Penalty 2401.005503 = -174351.372634 nChanged 15 SP:Iteration 21Q (7411.144177 sec): 3 clusters Score: Raw -176760.093516 + Penalty 2401.005503 = -174359.088013 nChanged 7 SP:Iteration 22Q (7411.190100 sec): 3 clusters Score: Raw -176763.413428 + Penalty 2401.005503 = -174362.407925 nChanged 4 SP:Iteration 23Q (7411.247752 sec): 3 clusters Score: Raw -176766.058580 + Penalty 2401.005503 = -174365.053078 nChanged 5 SP:Iteration 24Q (7411.296848 sec): 3 clusters Score: Raw -176769.012801 + Penalty 2401.005503 = -174368.007299 nChanged 5 SP:Iteration 25Q (7411.352529 sec): 3 clusters Score: Raw -176770.735274 + Penalty 2401.005503 = -174369.729771 nChanged 2 SP:Iteration 26Q (7411.390686 sec): 3 clusters Score: Raw -176771.750025 + Penalty 2401.005503 = -174370.744522 nChanged 0 SP:Iteration 27F (7411.439647 sec): 3 clusters Score: Raw -176771.750025 + Penalty 2401.005503 = -174370.744522 nChanged 0 Trying to split cluster 38 (26102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7411.511124 sec): 2 clusters Score: Raw -2849822.114747 + Penalty 1652.587173 = -2848169.527574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7411.601329 sec): 3 clusters Score: Raw -2833732.868168 + Penalty 3305.174346 = -2830427.693822 nChanged 11987 SP:Iteration 1F (7411.692595 sec): 3 clusters Score: Raw -2840490.986547 + Penalty 3305.174346 = -2837185.812201 nChanged 1451 SP:Iteration 2F (7411.787148 sec): 3 clusters Score: Raw -2841139.024861 + Penalty 3305.174346 = -2837833.850515 nChanged 1561 SP:Iteration 3F (7411.863847 sec): 3 clusters Score: Raw -2842008.780116 + Penalty 3305.174346 = -2838703.605770 nChanged 1800 SP:Iteration 4F (7411.961389 sec): 3 clusters Score: Raw -2843218.337361 + Penalty 3305.174346 = -2839913.163015 nChanged 1827 SP:Iteration 5F (7412.042760 sec): 3 clusters Score: Raw -2844624.780203 + Penalty 3305.174346 = -2841319.605857 nChanged 1805 SP:Iteration 6F (7412.123247 sec): 3 clusters Score: Raw -2846196.342253 + Penalty 3305.174346 = -2842891.167907 nChanged 1455 SP:Iteration 7F (7412.214702 sec): 3 clusters Score: Raw -2847533.537897 + Penalty 3305.174346 = -2844228.363551 nChanged 1071 SP:Iteration 8Q (7412.307911 sec): 3 clusters Score: Raw -2848455.533266 + Penalty 3305.174346 = -2845150.358920 nChanged 736 SP:Iteration 9Q (7412.399022 sec): 3 clusters Score: Raw -2848991.433264 + Penalty 3305.174346 = -2845686.258918 nChanged 461 SP:Iteration 10Q (7412.487812 sec): 3 clusters Score: Raw -2849277.742977 + Penalty 3305.174346 = -2845972.568631 nChanged 311 SP:Iteration 11Q (7412.574497 sec): 3 clusters Score: Raw -2849452.409289 + Penalty 3305.174346 = -2846147.234943 nChanged 234 SP:Iteration 12Q (7412.660711 sec): 3 clusters Score: Raw -2849589.434827 + Penalty 3305.174346 = -2846284.260481 nChanged 194 SP:Iteration 13Q (7412.742965 sec): 3 clusters Score: Raw -2849711.409251 + Penalty 3305.174346 = -2846406.234905 nChanged 176 SP:Iteration 14Q (7412.831495 sec): 3 clusters Score: Raw -2849825.268647 + Penalty 3305.174346 = -2846520.094301 nChanged 137 SP:Iteration 15Q (7412.913430 sec): 3 clusters Score: Raw -2849900.270204 + Penalty 3305.174346 = -2846595.095858 nChanged 99 SP:Iteration 16Q (7412.990593 sec): 3 clusters Score: Raw -2849951.224720 + Penalty 3305.174346 = -2846646.050374 nChanged 66 SP:Iteration 17Q (7413.081591 sec): 3 clusters Score: Raw -2849986.483673 + Penalty 3305.174346 = -2846681.309327 nChanged 57 SP:Iteration 18Q (7413.163545 sec): 3 clusters Score: Raw -2850024.770229 + Penalty 3305.174346 = -2846719.595883 nChanged 59 SP:Iteration 19Q (7413.246673 sec): 3 clusters Score: Raw -2850064.220793 + Penalty 3305.174346 = -2846759.046447 nChanged 57 SP:Iteration 20F (7413.334219 sec): 3 clusters Score: Raw -2850096.531628 + Penalty 3305.174346 = -2846791.357282 nChanged 48 SP:Iteration 21Q (7413.422041 sec): 3 clusters Score: Raw -2850117.300364 + Penalty 3305.174346 = -2846812.126018 nChanged 31 SP:Iteration 22Q (7413.505352 sec): 3 clusters Score: Raw -2850130.471729 + Penalty 3305.174346 = -2846825.297383 nChanged 28 SP:Iteration 23Q (7413.586346 sec): 3 clusters Score: Raw -2850144.397664 + Penalty 3305.174346 = -2846839.223318 nChanged 23 SP:Iteration 24Q (7413.673067 sec): 3 clusters Score: Raw -2850156.918964 + Penalty 3305.174346 = -2846851.744617 nChanged 16 SP:Iteration 25Q (7413.757119 sec): 3 clusters Score: Raw -2850164.349622 + Penalty 3305.174346 = -2846859.175276 nChanged 20 SP:Iteration 26Q (7413.834063 sec): 3 clusters Score: Raw -2850171.533841 + Penalty 3305.174346 = -2846866.359495 nChanged 19 SP:Iteration 27Q (7413.919201 sec): 3 clusters Score: Raw -2850179.346391 + Penalty 3305.174346 = -2846874.172045 nChanged 12 SP:Iteration 28Q (7414.001847 sec): 3 clusters Score: Raw -2850184.404142 + Penalty 3305.174346 = -2846879.229796 nChanged 14 SP:Iteration 29Q (7414.079548 sec): 3 clusters Score: Raw -2850191.221203 + Penalty 3305.174346 = -2846886.046857 nChanged 10 SP:Iteration 30Q (7414.163937 sec): 3 clusters Score: Raw -2850197.417189 + Penalty 3305.174346 = -2846892.242843 nChanged 9 SP:Iteration 31Q (7414.249832 sec): 3 clusters Score: Raw -2850200.669861 + Penalty 3305.174346 = -2846895.495515 nChanged 4 SP:Iteration 32Q (7414.331074 sec): 3 clusters Score: Raw -2850203.145834 + Penalty 3305.174346 = -2846897.971488 nChanged 6 SP:Iteration 33Q (7414.410893 sec): 3 clusters Score: Raw -2850206.453418 + Penalty 3305.174346 = -2846901.279072 nChanged 6 SP:Iteration 34Q (7414.493766 sec): 3 clusters Score: Raw -2850208.686750 + Penalty 3305.174346 = -2846903.512404 nChanged 2 SP:Iteration 35Q (7414.573369 sec): 3 clusters Score: Raw -2850209.012712 + Penalty 3305.174346 = -2846903.838366 nChanged 1 SP:Iteration 36Q (7414.658954 sec): 3 clusters Score: Raw -2850209.058100 + Penalty 3305.174346 = -2846903.883754 nChanged 0 SP:Iteration 37F (7414.747444 sec): 3 clusters Score: Raw -2850209.058100 + Penalty 3305.174346 = -2846903.883754 nChanged 0 Trying to split cluster 39 (2146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7414.772383 sec): 2 clusters Score: Raw -215805.351670 + Penalty 1246.596150 = -214558.755520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7414.827506 sec): 3 clusters Score: Raw -214863.953522 + Penalty 2493.192300 = -212370.761222 nChanged 752 SP:Iteration 1F (7414.879201 sec): 3 clusters Score: Raw -215340.295277 + Penalty 2493.192300 = -212847.102977 nChanged 154 SP:Iteration 2F (7414.924178 sec): 3 clusters Score: Raw -215441.856762 + Penalty 2493.192300 = -212948.664462 nChanged 105 SP:Iteration 3Q (7414.971201 sec): 3 clusters Score: Raw -215517.390368 + Penalty 2493.192300 = -213024.198068 nChanged 83 SP:Iteration 4Q (7415.021964 sec): 3 clusters Score: Raw -215582.293783 + Penalty 2493.192300 = -213089.101483 nChanged 81 SP:Iteration 5Q (7415.075206 sec): 3 clusters Score: Raw -215626.295973 + Penalty 2493.192300 = -213133.103673 nChanged 51 SP:Iteration 6Q (7415.123993 sec): 3 clusters Score: Raw -215661.399417 + Penalty 2493.192300 = -213168.207117 nChanged 51 SP:Iteration 7Q (7415.171654 sec): 3 clusters Score: Raw -215691.788267 + Penalty 2493.192300 = -213198.595967 nChanged 43 SP:Iteration 8Q (7415.216489 sec): 3 clusters Score: Raw -215715.378967 + Penalty 2493.192300 = -213222.186667 nChanged 39 SP:Iteration 9Q (7415.268282 sec): 3 clusters Score: Raw -215736.344088 + Penalty 2493.192300 = -213243.151787 nChanged 38 SP:Iteration 10Q (7415.323654 sec): 3 clusters Score: Raw -215757.102315 + Penalty 2493.192300 = -213263.910015 nChanged 28 SP:Iteration 11Q (7415.376312 sec): 3 clusters Score: Raw -215772.261465 + Penalty 2493.192300 = -213279.069164 nChanged 30 SP:Iteration 12Q (7415.419649 sec): 3 clusters Score: Raw -215786.827099 + Penalty 2493.192300 = -213293.634799 nChanged 33 SP:Iteration 13Q (7415.472810 sec): 3 clusters Score: Raw -215808.817038 + Penalty 2493.192300 = -213315.624738 nChanged 39 SP:Iteration 14Q (7415.526332 sec): 3 clusters Score: Raw -215836.982299 + Penalty 2493.192300 = -213343.789999 nChanged 38 SP:Iteration 15Q (7415.563297 sec): 3 clusters Score: Raw -215864.822594 + Penalty 2493.192300 = -213371.630293 nChanged 38 SP:Iteration 16Q (7415.604207 sec): 3 clusters Score: Raw -215886.237226 + Penalty 2493.192300 = -213393.044926 nChanged 29 SP:Iteration 17Q (7415.655110 sec): 3 clusters Score: Raw -215904.995862 + Penalty 2493.192300 = -213411.803562 nChanged 26 SP:Iteration 18Q (7415.704801 sec): 3 clusters Score: Raw -215919.411706 + Penalty 2493.192300 = -213426.219406 nChanged 21 SP:Iteration 19Q (7415.758449 sec): 3 clusters Score: Raw -215932.673144 + Penalty 2493.192300 = -213439.480844 nChanged 19 SP:Iteration 20F (7415.809688 sec): 3 clusters Score: Raw -215943.294315 + Penalty 2493.192300 = -213450.102015 nChanged 14 SP:Iteration 21Q (7415.862163 sec): 3 clusters Score: Raw -215950.001412 + Penalty 2493.192300 = -213456.809112 nChanged 10 SP:Iteration 22Q (7415.911566 sec): 3 clusters Score: Raw -215958.371659 + Penalty 2493.192300 = -213465.179359 nChanged 16 SP:Iteration 23Q (7415.957391 sec): 3 clusters Score: Raw -215965.734809 + Penalty 2493.192300 = -213472.542509 nChanged 12 SP:Iteration 24Q (7416.023549 sec): 3 clusters Score: Raw -215973.518400 + Penalty 2493.192300 = -213480.326100 nChanged 16 SP:Iteration 25Q (7416.057517 sec): 3 clusters Score: Raw -215979.817692 + Penalty 2493.192300 = -213486.625392 nChanged 12 SP:Iteration 26Q (7416.112746 sec): 3 clusters Score: Raw -215986.734809 + Penalty 2493.192300 = -213493.542509 nChanged 10 SP:Iteration 27Q (7416.161838 sec): 3 clusters Score: Raw -215990.063290 + Penalty 2493.192300 = -213496.870990 nChanged 4 SP:Iteration 28Q (7416.205320 sec): 3 clusters Score: Raw -215991.695861 + Penalty 2493.192300 = -213498.503561 nChanged 2 SP:Iteration 29Q (7416.252662 sec): 3 clusters Score: Raw -215992.214517 + Penalty 2493.192300 = -213499.022217 nChanged 2 SP:Iteration 30Q (7416.299361 sec): 3 clusters Score: Raw -215993.935452 + Penalty 2493.192300 = -213500.743152 nChanged 1 SP:Iteration 31Q (7416.346387 sec): 3 clusters Score: Raw -215994.191916 + Penalty 2493.192300 = -213500.999616 nChanged 1 SP:Iteration 32Q (7416.386080 sec): 3 clusters Score: Raw -215994.543144 + Penalty 2493.192300 = -213501.350844 nChanged 2 SP:Iteration 33Q (7416.439705 sec): 3 clusters Score: Raw -215995.177985 + Penalty 2493.192300 = -213501.985685 nChanged 2 SP:Iteration 34Q (7416.479724 sec): 3 clusters Score: Raw -215996.078693 + Penalty 2493.192300 = -213502.886393 nChanged 1 SP:Iteration 35Q (7416.537331 sec): 3 clusters Score: Raw -215996.181985 + Penalty 2493.192300 = -213502.989685 nChanged 0 SP:Iteration 36F (7416.575641 sec): 3 clusters Score: Raw -215996.181985 + Penalty 2493.192300 = -213502.989685 nChanged 0 Trying to split cluster 40 (5859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7416.607943 sec): 2 clusters Score: Raw -611457.613769 + Penalty 1409.806811 = -610047.806959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7416.675780 sec): 3 clusters Score: Raw -608336.736000 + Penalty 2819.613621 = -605517.122379 nChanged 2393 SP:Iteration 1F (7416.721892 sec): 3 clusters Score: Raw -609617.458102 + Penalty 2819.613621 = -606797.844481 nChanged 428 SP:Iteration 2F (7416.776703 sec): 3 clusters Score: Raw -609828.337008 + Penalty 2819.613621 = -607008.723386 nChanged 317 SP:Iteration 3F (7416.833572 sec): 3 clusters Score: Raw -610000.088566 + Penalty 2819.613621 = -607180.474945 nChanged 310 SP:Iteration 4F (7416.881754 sec): 3 clusters Score: Raw -610211.837100 + Penalty 2819.613621 = -607392.223479 nChanged 354 SP:Iteration 5F (7416.945854 sec): 3 clusters Score: Raw -610463.585719 + Penalty 2819.613621 = -607643.972098 nChanged 331 SP:Iteration 6F (7416.991899 sec): 3 clusters Score: Raw -610709.596904 + Penalty 2819.613621 = -607889.983283 nChanged 298 SP:Iteration 7F (7417.048530 sec): 3 clusters Score: Raw -610929.411290 + Penalty 2819.613621 = -608109.797669 nChanged 267 SP:Iteration 8Q (7417.105164 sec): 3 clusters Score: Raw -611101.803696 + Penalty 2819.613621 = -608282.190074 nChanged 216 SP:Iteration 9Q (7417.166407 sec): 3 clusters Score: Raw -611224.863200 + Penalty 2819.613621 = -608405.249578 nChanged 181 SP:Iteration 10Q (7417.217911 sec): 3 clusters Score: Raw -611301.598973 + Penalty 2819.613621 = -608481.985351 nChanged 126 SP:Iteration 11Q (7417.276170 sec): 3 clusters Score: Raw -611349.096553 + Penalty 2819.613621 = -608529.482932 nChanged 100 SP:Iteration 12Q (7417.342295 sec): 3 clusters Score: Raw -611382.904238 + Penalty 2819.613621 = -608563.290617 nChanged 69 SP:Iteration 13Q (7417.403806 sec): 3 clusters Score: Raw -611405.108177 + Penalty 2819.613621 = -608585.494556 nChanged 51 SP:Iteration 14Q (7417.450763 sec): 3 clusters Score: Raw -611424.486929 + Penalty 2819.613621 = -608604.873308 nChanged 50 SP:Iteration 15Q (7417.507084 sec): 3 clusters Score: Raw -611443.538376 + Penalty 2819.613621 = -608623.924754 nChanged 75 SP:Iteration 16Q (7417.575369 sec): 3 clusters Score: Raw -611468.581540 + Penalty 2819.613621 = -608648.967919 nChanged 59 SP:Iteration 17Q (7417.634999 sec): 3 clusters Score: Raw -611485.271056 + Penalty 2819.613621 = -608665.657434 nChanged 54 SP:Iteration 18Q (7417.689046 sec): 3 clusters Score: Raw -611498.510865 + Penalty 2819.613621 = -608678.897244 nChanged 43 SP:Iteration 19Q (7417.744270 sec): 3 clusters Score: Raw -611508.666907 + Penalty 2819.613621 = -608689.053285 nChanged 39 SP:Iteration 20F (7417.795948 sec): 3 clusters Score: Raw -611518.209626 + Penalty 2819.613621 = -608698.596005 nChanged 48 SP:Iteration 21Q (7417.846327 sec): 3 clusters Score: Raw -611532.745370 + Penalty 2819.613621 = -608713.131749 nChanged 46 SP:Iteration 22Q (7417.903329 sec): 3 clusters Score: Raw -611547.430066 + Penalty 2819.613621 = -608727.816444 nChanged 34 SP:Iteration 23Q (7417.958165 sec): 3 clusters Score: Raw -611555.557066 + Penalty 2819.613621 = -608735.943445 nChanged 33 SP:Iteration 24Q (7418.022148 sec): 3 clusters Score: Raw -611563.097287 + Penalty 2819.613621 = -608743.483665 nChanged 27 SP:Iteration 25Q (7418.074005 sec): 3 clusters Score: Raw -611569.363338 + Penalty 2819.613621 = -608749.749716 nChanged 28 SP:Iteration 26Q (7418.142998 sec): 3 clusters Score: Raw -611575.545355 + Penalty 2819.613621 = -608755.931733 nChanged 22 SP:Iteration 27Q (7418.195786 sec): 3 clusters Score: Raw -611581.668101 + Penalty 2819.613621 = -608762.054480 nChanged 25 SP:Iteration 28Q (7418.244868 sec): 3 clusters Score: Raw -611587.371863 + Penalty 2819.613621 = -608767.758241 nChanged 20 SP:Iteration 29Q (7418.287627 sec): 3 clusters Score: Raw -611591.361335 + Penalty 2819.613621 = -608771.747714 nChanged 17 SP:Iteration 30Q (7418.339800 sec): 3 clusters Score: Raw -611595.964596 + Penalty 2819.613621 = -608776.350975 nChanged 15 SP:Iteration 31Q (7418.406480 sec): 3 clusters Score: Raw -611600.233472 + Penalty 2819.613621 = -608780.619851 nChanged 24 SP:Iteration 32Q (7418.449625 sec): 3 clusters Score: Raw -611604.936056 + Penalty 2819.613621 = -608785.322435 nChanged 25 SP:Iteration 33Q (7418.503105 sec): 3 clusters Score: Raw -611609.960791 + Penalty 2819.613621 = -608790.347170 nChanged 15 SP:Iteration 34Q (7418.568692 sec): 3 clusters Score: Raw -611612.944915 + Penalty 2819.613621 = -608793.331294 nChanged 8 SP:Iteration 35Q (7418.614279 sec): 3 clusters Score: Raw -611614.452667 + Penalty 2819.613621 = -608794.839045 nChanged 8 SP:Iteration 36Q (7418.674223 sec): 3 clusters Score: Raw -611616.136732 + Penalty 2819.613621 = -608796.523111 nChanged 14 SP:Iteration 37Q (7418.732678 sec): 3 clusters Score: Raw -611618.340424 + Penalty 2819.613621 = -608798.726803 nChanged 11 SP:Iteration 38Q (7418.775042 sec): 3 clusters Score: Raw -611620.563261 + Penalty 2819.613621 = -608800.949640 nChanged 13 SP:Iteration 39Q (7418.828019 sec): 3 clusters Score: Raw -611623.965937 + Penalty 2819.613621 = -608804.352315 nChanged 17 SP:Iteration 40F (7418.883943 sec): 3 clusters Score: Raw -611628.075933 + Penalty 2819.613621 = -608808.462312 nChanged 18 SP:Iteration 41Q (7418.930155 sec): 3 clusters Score: Raw -611632.410843 + Penalty 2819.613621 = -608812.797222 nChanged 16 SP:Iteration 42Q (7418.985614 sec): 3 clusters Score: Raw -611635.693708 + Penalty 2819.613621 = -608816.080086 nChanged 19 SP:Iteration 43Q (7419.040554 sec): 3 clusters Score: Raw -611639.543367 + Penalty 2819.613621 = -608819.929746 nChanged 15 SP:Iteration 44Q (7419.080380 sec): 3 clusters Score: Raw -611642.389935 + Penalty 2819.613621 = -608822.776314 nChanged 12 SP:Iteration 45Q (7419.123065 sec): 3 clusters Score: Raw -611644.766682 + Penalty 2819.613621 = -608825.153061 nChanged 9 SP:Iteration 46Q (7419.187118 sec): 3 clusters Score: Raw -611645.938137 + Penalty 2819.613621 = -608826.324516 nChanged 5 SP:Iteration 47Q (7419.238860 sec): 3 clusters Score: Raw -611646.875306 + Penalty 2819.613621 = -608827.261685 nChanged 3 SP:Iteration 48Q (7419.292294 sec): 3 clusters Score: Raw -611647.393390 + Penalty 2819.613621 = -608827.779769 nChanged 4 SP:Iteration 49Q (7419.347430 sec): 3 clusters Score: Raw -611647.986758 + Penalty 2819.613621 = -608828.373136 nChanged 5 SP:Iteration 50Q (7419.401472 sec): 3 clusters Score: Raw -611649.067941 + Penalty 2819.613621 = -608829.454319 nChanged 7 SP:Iteration 51Q (7419.446229 sec): 3 clusters Score: Raw -611650.502097 + Penalty 2819.613621 = -608830.888476 nChanged 5 SP:Iteration 52Q (7419.491798 sec): 3 clusters Score: Raw -611651.486155 + Penalty 2819.613621 = -608831.872534 nChanged 2 SP:Iteration 53Q (7419.544975 sec): 3 clusters Score: Raw -611651.851657 + Penalty 2819.613621 = -608832.238036 nChanged 3 SP:Iteration 54Q (7419.599068 sec): 3 clusters Score: Raw -611652.465573 + Penalty 2819.613621 = -608832.851951 nChanged 5 SP:Iteration 55Q (7419.646714 sec): 3 clusters Score: Raw -611653.518178 + Penalty 2819.613621 = -608833.904557 nChanged 7 SP:Iteration 56Q (7419.702462 sec): 3 clusters Score: Raw -611654.476008 + Penalty 2819.613621 = -608834.862386 nChanged 3 SP:Iteration 57Q (7419.760098 sec): 3 clusters Score: Raw -611654.962040 + Penalty 2819.613621 = -608835.348419 nChanged 4 SP:Iteration 58Q (7419.814574 sec): 3 clusters Score: Raw -611655.628901 + Penalty 2819.613621 = -608836.015279 nChanged 5 SP:Iteration 59Q (7419.847377 sec): 3 clusters Score: Raw -611656.357165 + Penalty 2819.613621 = -608836.743544 nChanged 1 SP:Iteration 60F (7419.912650 sec): 3 clusters Score: Raw -611656.537451 + Penalty 2819.613621 = -608836.923830 nChanged 1 SP:Iteration 61Q (7419.951257 sec): 3 clusters Score: Raw -611656.623674 + Penalty 2819.613621 = -608837.010053 nChanged 0 SP:Iteration 62F (7419.998433 sec): 3 clusters Score: Raw -611656.623674 + Penalty 2819.613621 = -608837.010053 nChanged 0 Trying to split cluster 41 (28201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7420.060884 sec): 2 clusters Score: Raw -2959575.857839 + Penalty 1665.155817 = -2957910.702023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7420.158568 sec): 3 clusters Score: Raw -2942127.569981 + Penalty 3330.311633 = -2938797.258348 nChanged 12911 SP:Iteration 1F (7420.246261 sec): 3 clusters Score: Raw -2949313.212848 + Penalty 3330.311633 = -2945982.901215 nChanged 1288 SP:Iteration 2Q (7420.342096 sec): 3 clusters Score: Raw -2949715.275997 + Penalty 3330.311633 = -2946384.964364 nChanged 1158 SP:Iteration 3Q (7420.430979 sec): 3 clusters Score: Raw -2950122.040443 + Penalty 3330.311633 = -2946791.728810 nChanged 1198 SP:Iteration 4Q (7420.521239 sec): 3 clusters Score: Raw -2950623.775625 + Penalty 3330.311633 = -2947293.463992 nChanged 1273 SP:Iteration 5Q (7420.611461 sec): 3 clusters Score: Raw -2951299.349292 + Penalty 3330.311633 = -2947969.037658 nChanged 1478 SP:Iteration 6F (7420.701282 sec): 3 clusters Score: Raw -2952212.550802 + Penalty 3330.311633 = -2948882.239169 nChanged 1619 SP:Iteration 7F (7420.794728 sec): 3 clusters Score: Raw -2953357.714026 + Penalty 3330.311633 = -2950027.402393 nChanged 1696 SP:Iteration 8F (7420.875605 sec): 3 clusters Score: Raw -2954555.265608 + Penalty 3330.311633 = -2951224.953975 nChanged 1669 SP:Iteration 9F (7420.964888 sec): 3 clusters Score: Raw -2955764.155777 + Penalty 3330.311633 = -2952433.844144 nChanged 1491 SP:Iteration 10F (7421.052277 sec): 3 clusters Score: Raw -2956756.498147 + Penalty 3330.311633 = -2953426.186514 nChanged 1232 SP:Iteration 11Q (7421.143725 sec): 3 clusters Score: Raw -2957392.053889 + Penalty 3330.311633 = -2954061.742256 nChanged 834 SP:Iteration 12Q (7421.250160 sec): 3 clusters Score: Raw -2957732.308692 + Penalty 3330.311633 = -2954401.997059 nChanged 634 SP:Iteration 13Q (7421.340498 sec): 3 clusters Score: Raw -2957952.295901 + Penalty 3330.311633 = -2954621.984267 nChanged 503 SP:Iteration 14Q (7421.428363 sec): 3 clusters Score: Raw -2958116.239641 + Penalty 3330.311633 = -2954785.928008 nChanged 424 SP:Iteration 15Q (7421.526550 sec): 3 clusters Score: Raw -2958250.658753 + Penalty 3330.311633 = -2954920.347120 nChanged 386 SP:Iteration 16Q (7421.618323 sec): 3 clusters Score: Raw -2958358.396219 + Penalty 3330.311633 = -2955028.084586 nChanged 322 SP:Iteration 17Q (7421.704967 sec): 3 clusters Score: Raw -2958434.918898 + Penalty 3330.311633 = -2955104.607265 nChanged 277 SP:Iteration 18Q (7421.803127 sec): 3 clusters Score: Raw -2958486.385626 + Penalty 3330.311633 = -2955156.073992 nChanged 231 SP:Iteration 19Q (7421.886978 sec): 3 clusters Score: Raw -2958528.629168 + Penalty 3330.311633 = -2955198.317535 nChanged 190 SP:Iteration 20F (7421.981130 sec): 3 clusters Score: Raw -2958564.956215 + Penalty 3330.311633 = -2955234.644581 nChanged 209 SP:Iteration 21Q (7422.062499 sec): 3 clusters Score: Raw -2958604.382258 + Penalty 3330.311633 = -2955274.070625 nChanged 196 SP:Iteration 22Q (7422.151875 sec): 3 clusters Score: Raw -2958636.984092 + Penalty 3330.311633 = -2955306.672459 nChanged 164 SP:Iteration 23Q (7422.238710 sec): 3 clusters Score: Raw -2958662.681678 + Penalty 3330.311633 = -2955332.370045 nChanged 155 SP:Iteration 24Q (7422.323934 sec): 3 clusters Score: Raw -2958687.035572 + Penalty 3330.311633 = -2955356.723939 nChanged 150 SP:Iteration 25Q (7422.407281 sec): 3 clusters Score: Raw -2958711.008026 + Penalty 3330.311633 = -2955380.696393 nChanged 158 SP:Iteration 26Q (7422.510579 sec): 3 clusters Score: Raw -2958734.231073 + Penalty 3330.311633 = -2955403.919440 nChanged 132 SP:Iteration 27Q (7422.594862 sec): 3 clusters Score: Raw -2958753.310979 + Penalty 3330.311633 = -2955422.999346 nChanged 116 SP:Iteration 28Q (7422.691051 sec): 3 clusters Score: Raw -2958767.347507 + Penalty 3330.311633 = -2955437.035874 nChanged 113 SP:Iteration 29Q (7422.778850 sec): 3 clusters Score: Raw -2958780.586330 + Penalty 3330.311633 = -2955450.274696 nChanged 110 SP:Iteration 30Q (7422.871928 sec): 3 clusters Score: Raw -2958792.532185 + Penalty 3330.311633 = -2955462.220552 nChanged 112 SP:Iteration 31Q (7422.967980 sec): 3 clusters Score: Raw -2958803.901617 + Penalty 3330.311633 = -2955473.589984 nChanged 93 SP:Iteration 32Q (7423.062010 sec): 3 clusters Score: Raw -2958812.798419 + Penalty 3330.311633 = -2955482.486786 nChanged 82 SP:Iteration 33Q (7423.154926 sec): 3 clusters Score: Raw -2958820.465076 + Penalty 3330.311633 = -2955490.153443 nChanged 90 SP:Iteration 34Q (7423.237419 sec): 3 clusters Score: Raw -2958829.330409 + Penalty 3330.311633 = -2955499.018776 nChanged 86 SP:Iteration 35Q (7423.331182 sec): 3 clusters Score: Raw -2958836.707191 + Penalty 3330.311633 = -2955506.395558 nChanged 80 SP:Iteration 36Q (7423.422011 sec): 3 clusters Score: Raw -2958843.705851 + Penalty 3330.311633 = -2955513.394217 nChanged 89 SP:Iteration 37Q (7423.515157 sec): 3 clusters Score: Raw -2958851.277385 + Penalty 3330.311633 = -2955520.965752 nChanged 81 SP:Iteration 38Q (7423.615187 sec): 3 clusters Score: Raw -2958857.203870 + Penalty 3330.311633 = -2955526.892237 nChanged 72 SP:Iteration 39Q (7423.698188 sec): 3 clusters Score: Raw -2958862.502759 + Penalty 3330.311633 = -2955532.191126 nChanged 77 SP:Iteration 40F (7423.791905 sec): 3 clusters Score: Raw -2958869.023929 + Penalty 3330.311633 = -2955538.712296 nChanged 76 SP:Iteration 41Q (7423.882939 sec): 3 clusters Score: Raw -2958874.967677 + Penalty 3330.311633 = -2955544.656044 nChanged 64 SP:Iteration 42Q (7423.983136 sec): 3 clusters Score: Raw -2958880.186017 + Penalty 3330.311633 = -2955549.874384 nChanged 67 SP:Iteration 43Q (7424.079876 sec): 3 clusters Score: Raw -2958887.117766 + Penalty 3330.311633 = -2955556.806133 nChanged 83 SP:Iteration 44Q (7424.175442 sec): 3 clusters Score: Raw -2958896.220288 + Penalty 3330.311633 = -2955565.908655 nChanged 74 SP:Iteration 45Q (7424.269706 sec): 3 clusters Score: Raw -2958903.001512 + Penalty 3330.311633 = -2955572.689879 nChanged 73 SP:Iteration 46Q (7424.353511 sec): 3 clusters Score: Raw -2958908.622293 + Penalty 3330.311633 = -2955578.310660 nChanged 72 SP:Iteration 47Q (7424.443405 sec): 3 clusters Score: Raw -2958914.016197 + Penalty 3330.311633 = -2955583.704563 nChanged 69 SP:Iteration 48Q (7424.533453 sec): 3 clusters Score: Raw -2958919.199795 + Penalty 3330.311633 = -2955588.888162 nChanged 73 SP:Iteration 49Q (7424.624080 sec): 3 clusters Score: Raw -2958925.542415 + Penalty 3330.311633 = -2955595.230782 nChanged 68 SP:Iteration 50Q (7424.723662 sec): 3 clusters Score: Raw -2958931.163971 + Penalty 3330.311633 = -2955600.852338 nChanged 61 SP:Iteration 51Q (7424.817736 sec): 3 clusters Score: Raw -2958935.871676 + Penalty 3330.311633 = -2955605.560043 nChanged 53 SP:Iteration 52Q (7424.905389 sec): 3 clusters Score: Raw -2958939.282403 + Penalty 3330.311633 = -2955608.970770 nChanged 46 SP:Iteration 53Q (7424.986857 sec): 3 clusters Score: Raw -2958943.166562 + Penalty 3330.311633 = -2955612.854929 nChanged 53 SP:Iteration 54Q (7425.086310 sec): 3 clusters Score: Raw -2958947.510579 + Penalty 3330.311633 = -2955617.198945 nChanged 54 SP:Iteration 55Q (7425.175971 sec): 3 clusters Score: Raw -2958952.373684 + Penalty 3330.311633 = -2955622.062050 nChanged 60 SP:Iteration 56Q (7425.268026 sec): 3 clusters Score: Raw -2958957.096237 + Penalty 3330.311633 = -2955626.784604 nChanged 55 SP:Iteration 57Q (7425.362170 sec): 3 clusters Score: Raw -2958962.825672 + Penalty 3330.311633 = -2955632.514038 nChanged 59 SP:Iteration 58Q (7425.452091 sec): 3 clusters Score: Raw -2958968.922965 + Penalty 3330.311633 = -2955638.611332 nChanged 61 SP:Iteration 59Q (7425.539879 sec): 3 clusters Score: Raw -2958974.839141 + Penalty 3330.311633 = -2955644.527508 nChanged 45 SP:Iteration 60F (7425.624760 sec): 3 clusters Score: Raw -2958978.519842 + Penalty 3330.311633 = -2955648.208209 nChanged 50 SP:Iteration 61Q (7425.710789 sec): 3 clusters Score: Raw -2958981.793669 + Penalty 3330.311633 = -2955651.482036 nChanged 43 SP:Iteration 62Q (7425.808704 sec): 3 clusters Score: Raw -2958984.479331 + Penalty 3330.311633 = -2955654.167697 nChanged 33 SP:Iteration 63Q (7425.899682 sec): 3 clusters Score: Raw -2958986.610190 + Penalty 3330.311633 = -2955656.298556 nChanged 35 SP:Iteration 64Q (7425.991640 sec): 3 clusters Score: Raw -2958988.924579 + Penalty 3330.311633 = -2955658.612946 nChanged 34 SP:Iteration 65Q (7426.087905 sec): 3 clusters Score: Raw -2958991.126486 + Penalty 3330.311633 = -2955660.814853 nChanged 32 SP:Iteration 66Q (7426.175051 sec): 3 clusters Score: Raw -2958992.607707 + Penalty 3330.311633 = -2955662.296074 nChanged 23 SP:Iteration 67Q (7426.265642 sec): 3 clusters Score: Raw -2958993.721516 + Penalty 3330.311633 = -2955663.409883 nChanged 18 SP:Iteration 68Q (7426.352996 sec): 3 clusters Score: Raw -2958994.829564 + Penalty 3330.311633 = -2955664.517931 nChanged 21 SP:Iteration 69Q (7426.441840 sec): 3 clusters Score: Raw -2958995.969670 + Penalty 3330.311633 = -2955665.658037 nChanged 18 SP:Iteration 70Q (7426.527029 sec): 3 clusters Score: Raw -2958996.845858 + Penalty 3330.311633 = -2955666.534224 nChanged 20 SP:Iteration 71Q (7426.625550 sec): 3 clusters Score: Raw -2958997.759235 + Penalty 3330.311633 = -2955667.447602 nChanged 21 SP:Iteration 72Q (7426.713106 sec): 3 clusters Score: Raw -2958999.024409 + Penalty 3330.311633 = -2955668.712776 nChanged 18 SP:Iteration 73Q (7426.814361 sec): 3 clusters Score: Raw -2959000.156423 + Penalty 3330.311633 = -2955669.844790 nChanged 18 SP:Iteration 74Q (7426.896502 sec): 3 clusters Score: Raw -2959001.059898 + Penalty 3330.311633 = -2955670.748265 nChanged 12 SP:Iteration 75Q (7426.981024 sec): 3 clusters Score: Raw -2959001.575767 + Penalty 3330.311633 = -2955671.264134 nChanged 6 SP:Iteration 76Q (7427.080773 sec): 3 clusters Score: Raw -2959002.003458 + Penalty 3330.311633 = -2955671.691825 nChanged 6 SP:Iteration 77Q (7427.165960 sec): 3 clusters Score: Raw -2959002.281890 + Penalty 3330.311633 = -2955671.970257 nChanged 5 SP:Iteration 78Q (7427.259939 sec): 3 clusters Score: Raw -2959002.475371 + Penalty 3330.311633 = -2955672.163738 nChanged 5 SP:Iteration 79Q (7427.354074 sec): 3 clusters Score: Raw -2959002.704869 + Penalty 3330.311633 = -2955672.393236 nChanged 4 SP:Iteration 80F (7427.439727 sec): 3 clusters Score: Raw -2959002.866286 + Penalty 3330.311633 = -2955672.554653 nChanged 8 SP:Iteration 81Q (7427.530095 sec): 3 clusters Score: Raw -2959003.151611 + Penalty 3330.311633 = -2955672.839978 nChanged 4 SP:Iteration 82Q (7427.627134 sec): 3 clusters Score: Raw -2959003.351643 + Penalty 3330.311633 = -2955673.040010 nChanged 5 SP:Iteration 83Q (7427.714343 sec): 3 clusters Score: Raw -2959003.473808 + Penalty 3330.311633 = -2955673.162175 nChanged 7 SP:Iteration 84Q (7427.796269 sec): 3 clusters Score: Raw -2959003.712411 + Penalty 3330.311633 = -2955673.400778 nChanged 9 SP:Iteration 85Q (7427.890974 sec): 3 clusters Score: Raw -2959004.017002 + Penalty 3330.311633 = -2955673.705369 nChanged 7 SP:Iteration 86Q (7427.983561 sec): 3 clusters Score: Raw -2959004.260507 + Penalty 3330.311633 = -2955673.948874 nChanged 11 SP:Iteration 87Q (7428.072178 sec): 3 clusters Score: Raw -2959004.749196 + Penalty 3330.311633 = -2955674.437563 nChanged 7 SP:Iteration 88Q (7428.158963 sec): 3 clusters Score: Raw -2959005.074389 + Penalty 3330.311633 = -2955674.762756 nChanged 12 SP:Iteration 89Q (7428.256014 sec): 3 clusters Score: Raw -2959005.655680 + Penalty 3330.311633 = -2955675.344047 nChanged 8 SP:Iteration 90Q (7428.360580 sec): 3 clusters Score: Raw -2959005.988703 + Penalty 3330.311633 = -2955675.677070 nChanged 5 SP:Iteration 91Q (7428.453857 sec): 3 clusters Score: Raw -2959006.232169 + Penalty 3330.311633 = -2955675.920536 nChanged 10 SP:Iteration 92Q (7428.545092 sec): 3 clusters Score: Raw -2959006.594100 + Penalty 3330.311633 = -2955676.282467 nChanged 12 SP:Iteration 93Q (7428.633315 sec): 3 clusters Score: Raw -2959007.182574 + Penalty 3330.311633 = -2955676.870941 nChanged 14 SP:Iteration 94Q (7428.733752 sec): 3 clusters Score: Raw -2959007.624367 + Penalty 3330.311633 = -2955677.312734 nChanged 10 SP:Iteration 95Q (7428.819547 sec): 3 clusters Score: Raw -2959008.149253 + Penalty 3330.311633 = -2955677.837620 nChanged 13 SP:Iteration 96Q (7428.910517 sec): 3 clusters Score: Raw -2959008.980639 + Penalty 3330.311633 = -2955678.669006 nChanged 17 SP:Iteration 97Q (7429.010136 sec): 3 clusters Score: Raw -2959009.823254 + Penalty 3330.311633 = -2955679.511621 nChanged 11 SP:Iteration 98Q (7429.103315 sec): 3 clusters Score: Raw -2959010.229164 + Penalty 3330.311633 = -2955679.917531 nChanged 7 SP:Iteration 99Q (7429.193548 sec): 3 clusters Score: Raw -2959010.415589 + Penalty 3330.311633 = -2955680.103956 nChanged 7 SP:Iteration 100F (7429.292098 sec): 3 clusters Score: Raw -2959010.646977 + Penalty 3330.311633 = -2955680.335344 nChanged 6 SP:Iteration 101Q (7429.374623 sec): 3 clusters Score: Raw -2959011.003175 + Penalty 3330.311633 = -2955680.691542 nChanged 8 SP:Iteration 102Q (7429.456301 sec): 3 clusters Score: Raw -2959011.276188 + Penalty 3330.311633 = -2955680.964554 nChanged 8 SP:Iteration 103Q (7429.538898 sec): 3 clusters Score: Raw -2959011.722393 + Penalty 3330.311633 = -2955681.410760 nChanged 9 SP:Iteration 104Q (7429.622298 sec): 3 clusters Score: Raw -2959012.294814 + Penalty 3330.311633 = -2955681.983181 nChanged 9 SP:Iteration 105Q (7429.717102 sec): 3 clusters Score: Raw -2959012.820680 + Penalty 3330.311633 = -2955682.509047 nChanged 12 SP:Iteration 106Q (7429.806150 sec): 3 clusters Score: Raw -2959013.631433 + Penalty 3330.311633 = -2955683.319800 nChanged 13 SP:Iteration 107Q (7429.898540 sec): 3 clusters Score: Raw -2959014.565591 + Penalty 3330.311633 = -2955684.253958 nChanged 16 SP:Iteration 108Q (7429.995287 sec): 3 clusters Score: Raw -2959015.179055 + Penalty 3330.311633 = -2955684.867422 nChanged 10 SP:Iteration 109Q (7430.092549 sec): 3 clusters Score: Raw -2959015.582713 + Penalty 3330.311633 = -2955685.271080 nChanged 6 SP:Iteration 110Q (7430.168218 sec): 3 clusters Score: Raw -2959015.801208 + Penalty 3330.311633 = -2955685.489575 nChanged 6 SP:Iteration 111Q (7430.271252 sec): 3 clusters Score: Raw -2959016.032016 + Penalty 3330.311633 = -2955685.720383 nChanged 8 SP:Iteration 112Q (7430.365563 sec): 3 clusters Score: Raw -2959016.345490 + Penalty 3330.311633 = -2955686.033856 nChanged 7 SP:Iteration 113Q (7430.460975 sec): 3 clusters Score: Raw -2959016.556757 + Penalty 3330.311633 = -2955686.245124 nChanged 6 SP:Iteration 114Q (7430.550938 sec): 3 clusters Score: Raw -2959016.759029 + Penalty 3330.311633 = -2955686.447396 nChanged 3 SP:Iteration 115Q (7430.644071 sec): 3 clusters Score: Raw -2959016.854970 + Penalty 3330.311633 = -2955686.543337 nChanged 4 SP:Iteration 116Q (7430.740780 sec): 3 clusters Score: Raw -2959017.023996 + Penalty 3330.311633 = -2955686.712363 nChanged 3 SP:Iteration 117Q (7430.824584 sec): 3 clusters Score: Raw -2959017.230457 + Penalty 3330.311633 = -2955686.918824 nChanged 4 SP:Iteration 118Q (7430.920565 sec): 3 clusters Score: Raw -2959017.537550 + Penalty 3330.311633 = -2955687.225917 nChanged 7 SP:Iteration 119Q (7431.007821 sec): 3 clusters Score: Raw -2959017.849008 + Penalty 3330.311633 = -2955687.537375 nChanged 4 SP:Iteration 120F (7431.109884 sec): 3 clusters Score: Raw -2959017.988150 + Penalty 3330.311633 = -2955687.676517 nChanged 1 SP:Iteration 121Q (7431.199169 sec): 3 clusters Score: Raw -2959018.028454 + Penalty 3330.311633 = -2955687.716821 nChanged 2 SP:Iteration 122Q (7431.280749 sec): 3 clusters Score: Raw -2959018.091689 + Penalty 3330.311633 = -2955687.780055 nChanged 2 SP:Iteration 123Q (7431.383885 sec): 3 clusters Score: Raw -2959018.150248 + Penalty 3330.311633 = -2955687.838615 nChanged 2 SP:Iteration 124Q (7431.477883 sec): 3 clusters Score: Raw -2959018.221447 + Penalty 3330.311633 = -2955687.909814 nChanged 2 SP:Iteration 125Q (7431.573622 sec): 3 clusters Score: Raw -2959018.334300 + Penalty 3330.311633 = -2955688.022667 nChanged 2 SP:Iteration 126Q (7431.660716 sec): 3 clusters Score: Raw -2959018.392384 + Penalty 3330.311633 = -2955688.080751 nChanged 1 SP:Iteration 127Q (7431.751809 sec): 3 clusters Score: Raw -2959018.437687 + Penalty 3330.311633 = -2955688.126054 nChanged 0 SP:Iteration 128F (7431.848641 sec): 3 clusters Score: Raw -2959018.437687 + Penalty 3330.311633 = -2955688.126054 nChanged 0 Trying to split cluster 42 (5148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7431.883134 sec): 2 clusters Score: Raw -548892.849353 + Penalty 1388.784080 = -547504.065273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7431.936483 sec): 3 clusters Score: Raw -546208.909591 + Penalty 2777.568160 = -543431.341431 nChanged 2101 SP:Iteration 1F (7431.997469 sec): 3 clusters Score: Raw -547371.716857 + Penalty 2777.568160 = -544594.148697 nChanged 351 SP:Iteration 2F (7432.053010 sec): 3 clusters Score: Raw -547551.352874 + Penalty 2777.568160 = -544773.784714 nChanged 248 SP:Iteration 3Q (7432.100420 sec): 3 clusters Score: Raw -547676.430526 + Penalty 2777.568160 = -544898.862366 nChanged 192 SP:Iteration 4Q (7432.160428 sec): 3 clusters Score: Raw -547775.781504 + Penalty 2777.568160 = -544998.213344 nChanged 174 SP:Iteration 5Q (7432.209013 sec): 3 clusters Score: Raw -547857.612447 + Penalty 2777.568160 = -545080.044287 nChanged 159 SP:Iteration 6Q (7432.271330 sec): 3 clusters Score: Raw -547951.027839 + Penalty 2777.568160 = -545173.459680 nChanged 164 SP:Iteration 7Q (7432.323020 sec): 3 clusters Score: Raw -548033.425027 + Penalty 2777.568160 = -545255.856868 nChanged 148 SP:Iteration 8Q (7432.391389 sec): 3 clusters Score: Raw -548107.698658 + Penalty 2777.568160 = -545330.130498 nChanged 130 SP:Iteration 9Q (7432.452743 sec): 3 clusters Score: Raw -548179.985031 + Penalty 2777.568160 = -545402.416871 nChanged 137 SP:Iteration 10Q (7432.507211 sec): 3 clusters Score: Raw -548257.358965 + Penalty 2777.568160 = -545479.790805 nChanged 139 SP:Iteration 11Q (7432.564764 sec): 3 clusters Score: Raw -548329.891631 + Penalty 2777.568160 = -545552.323472 nChanged 117 SP:Iteration 12Q (7432.624279 sec): 3 clusters Score: Raw -548393.777805 + Penalty 2777.568160 = -545616.209645 nChanged 125 SP:Iteration 13Q (7432.667072 sec): 3 clusters Score: Raw -548460.454950 + Penalty 2777.568160 = -545682.886790 nChanged 108 SP:Iteration 14Q (7432.736159 sec): 3 clusters Score: Raw -548506.122206 + Penalty 2777.568160 = -545728.554046 nChanged 68 SP:Iteration 15Q (7432.782901 sec): 3 clusters Score: Raw -548527.176162 + Penalty 2777.568160 = -545749.608002 nChanged 43 SP:Iteration 16Q (7432.848951 sec): 3 clusters Score: Raw -548537.285029 + Penalty 2777.568160 = -545759.716869 nChanged 23 SP:Iteration 17Q (7432.899519 sec): 3 clusters Score: Raw -548543.919492 + Penalty 2777.568160 = -545766.351332 nChanged 19 SP:Iteration 18Q (7432.961950 sec): 3 clusters Score: Raw -548547.280238 + Penalty 2777.568160 = -545769.712078 nChanged 13 SP:Iteration 19Q (7433.019400 sec): 3 clusters Score: Raw -548550.370431 + Penalty 2777.568160 = -545772.802272 nChanged 17 SP:Iteration 20F (7433.064779 sec): 3 clusters Score: Raw -548553.331354 + Penalty 2777.568160 = -545775.763194 nChanged 13 SP:Iteration 21Q (7433.130893 sec): 3 clusters Score: Raw -548555.234566 + Penalty 2777.568160 = -545777.666407 nChanged 8 SP:Iteration 22Q (7433.183822 sec): 3 clusters Score: Raw -548556.544580 + Penalty 2777.568160 = -545778.976420 nChanged 5 SP:Iteration 23Q (7433.240478 sec): 3 clusters Score: Raw -548557.723269 + Penalty 2777.568160 = -545780.155110 nChanged 5 SP:Iteration 24Q (7433.302587 sec): 3 clusters Score: Raw -548558.992563 + Penalty 2777.568160 = -545781.424403 nChanged 3 SP:Iteration 25Q (7433.355616 sec): 3 clusters Score: Raw -548559.615046 + Penalty 2777.568160 = -545782.046886 nChanged 4 SP:Iteration 26Q (7433.414051 sec): 3 clusters Score: Raw -548560.243280 + Penalty 2777.568160 = -545782.675120 nChanged 1 SP:Iteration 27Q (7433.470184 sec): 3 clusters Score: Raw -548560.378375 + Penalty 2777.568160 = -545782.810215 nChanged 0 SP:Iteration 28F (7433.525675 sec): 3 clusters Score: Raw -548560.378375 + Penalty 2777.568160 = -545782.810215 nChanged 0 Trying to split cluster 43 (32730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7433.598591 sec): 2 clusters Score: Raw -3570106.903316 + Penalty 1689.357697 = -3568417.545619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7433.702741 sec): 3 clusters Score: Raw -3549776.357924 + Penalty 3378.715394 = -3546397.642530 nChanged 15197 SP:Iteration 1F (7433.804625 sec): 3 clusters Score: Raw -3558552.694630 + Penalty 3378.715394 = -3555173.979235 nChanged 1650 SP:Iteration 2F (7433.906364 sec): 3 clusters Score: Raw -3559222.616622 + Penalty 3378.715394 = -3555843.901228 nChanged 1734 SP:Iteration 3F (7434.010394 sec): 3 clusters Score: Raw -3559987.338856 + Penalty 3378.715394 = -3556608.623462 nChanged 1726 SP:Iteration 4F (7434.109613 sec): 3 clusters Score: Raw -3560832.180276 + Penalty 3378.715394 = -3557453.464881 nChanged 1721 SP:Iteration 5F (7434.210462 sec): 3 clusters Score: Raw -3561792.206008 + Penalty 3378.715394 = -3558413.490613 nChanged 1751 SP:Iteration 6F (7434.306646 sec): 3 clusters Score: Raw -3562837.056536 + Penalty 3378.715394 = -3559458.341142 nChanged 1695 SP:Iteration 7F (7434.414733 sec): 3 clusters Score: Raw -3563898.081177 + Penalty 3378.715394 = -3560519.365783 nChanged 1653 SP:Iteration 8F (7434.514925 sec): 3 clusters Score: Raw -3564900.192742 + Penalty 3378.715394 = -3561521.477347 nChanged 1347 SP:Iteration 9Q (7434.618162 sec): 3 clusters Score: Raw -3565626.432087 + Penalty 3378.715394 = -3562247.716693 nChanged 1035 SP:Iteration 10Q (7434.719587 sec): 3 clusters Score: Raw -3566095.571825 + Penalty 3378.715394 = -3562716.856430 nChanged 801 SP:Iteration 11Q (7434.820289 sec): 3 clusters Score: Raw -3566428.634163 + Penalty 3378.715394 = -3563049.918769 nChanged 635 SP:Iteration 12Q (7434.915566 sec): 3 clusters Score: Raw -3566669.790155 + Penalty 3378.715394 = -3563291.074760 nChanged 593 SP:Iteration 13Q (7435.012338 sec): 3 clusters Score: Raw -3566901.559946 + Penalty 3378.715394 = -3563522.844552 nChanged 563 SP:Iteration 14Q (7435.106457 sec): 3 clusters Score: Raw -3567123.750605 + Penalty 3378.715394 = -3563745.035211 nChanged 556 SP:Iteration 15Q (7435.206538 sec): 3 clusters Score: Raw -3567324.013174 + Penalty 3378.715394 = -3563945.297780 nChanged 524 SP:Iteration 16Q (7435.298020 sec): 3 clusters Score: Raw -3567517.468630 + Penalty 3378.715394 = -3564138.753236 nChanged 515 SP:Iteration 17Q (7435.404700 sec): 3 clusters Score: Raw -3567713.810845 + Penalty 3378.715394 = -3564335.095450 nChanged 501 SP:Iteration 18Q (7435.499565 sec): 3 clusters Score: Raw -3567901.571551 + Penalty 3378.715394 = -3564522.856156 nChanged 473 SP:Iteration 19Q (7435.598079 sec): 3 clusters Score: Raw -3568085.316465 + Penalty 3378.715394 = -3564706.601071 nChanged 459 SP:Iteration 20F (7435.692411 sec): 3 clusters Score: Raw -3568258.020655 + Penalty 3378.715394 = -3564879.305261 nChanged 436 SP:Iteration 21Q (7435.788451 sec): 3 clusters Score: Raw -3568426.420527 + Penalty 3378.715394 = -3565047.705132 nChanged 431 SP:Iteration 22Q (7435.878398 sec): 3 clusters Score: Raw -3568592.814023 + Penalty 3378.715394 = -3565214.098628 nChanged 388 SP:Iteration 23Q (7435.964051 sec): 3 clusters Score: Raw -3568749.403193 + Penalty 3378.715394 = -3565370.687799 nChanged 400 SP:Iteration 24Q (7436.055517 sec): 3 clusters Score: Raw -3568910.327045 + Penalty 3378.715394 = -3565531.611651 nChanged 414 SP:Iteration 25Q (7436.153305 sec): 3 clusters Score: Raw -3569095.411521 + Penalty 3378.715394 = -3565716.696126 nChanged 408 SP:Iteration 26Q (7436.236535 sec): 3 clusters Score: Raw -3569274.582114 + Penalty 3378.715394 = -3565895.866719 nChanged 381 SP:Iteration 27Q (7436.337287 sec): 3 clusters Score: Raw -3569426.422274 + Penalty 3378.715394 = -3566047.706880 nChanged 323 SP:Iteration 28Q (7436.431777 sec): 3 clusters Score: Raw -3569548.904568 + Penalty 3378.715394 = -3566170.189174 nChanged 281 SP:Iteration 29Q (7436.530012 sec): 3 clusters Score: Raw -3569646.931838 + Penalty 3378.715394 = -3566268.216444 nChanged 245 SP:Iteration 30Q (7436.628246 sec): 3 clusters Score: Raw -3569722.392965 + Penalty 3378.715394 = -3566343.677571 nChanged 213 SP:Iteration 31Q (7436.723323 sec): 3 clusters Score: Raw -3569784.082105 + Penalty 3378.715394 = -3566405.366710 nChanged 197 SP:Iteration 32Q (7436.813535 sec): 3 clusters Score: Raw -3569844.194129 + Penalty 3378.715394 = -3566465.478735 nChanged 184 SP:Iteration 33Q (7436.909020 sec): 3 clusters Score: Raw -3569899.496088 + Penalty 3378.715394 = -3566520.780693 nChanged 164 SP:Iteration 34Q (7437.004817 sec): 3 clusters Score: Raw -3569947.432704 + Penalty 3378.715394 = -3566568.717310 nChanged 150 SP:Iteration 35Q (7437.100910 sec): 3 clusters Score: Raw -3569990.650146 + Penalty 3378.715394 = -3566611.934752 nChanged 147 SP:Iteration 36Q (7437.196744 sec): 3 clusters Score: Raw -3570031.902341 + Penalty 3378.715394 = -3566653.186947 nChanged 127 SP:Iteration 37Q (7437.291290 sec): 3 clusters Score: Raw -3570063.564766 + Penalty 3378.715394 = -3566684.849372 nChanged 110 SP:Iteration 38Q (7437.371661 sec): 3 clusters Score: Raw -3570089.685317 + Penalty 3378.715394 = -3566710.969922 nChanged 90 SP:Iteration 39Q (7437.470853 sec): 3 clusters Score: Raw -3570109.909135 + Penalty 3378.715394 = -3566731.193740 nChanged 77 SP:Iteration 40F (7437.554519 sec): 3 clusters Score: Raw -3570127.767337 + Penalty 3378.715394 = -3566749.051942 nChanged 74 SP:Iteration 41Q (7437.649995 sec): 3 clusters Score: Raw -3570143.513910 + Penalty 3378.715394 = -3566764.798515 nChanged 71 SP:Iteration 42Q (7437.746048 sec): 3 clusters Score: Raw -3570159.523075 + Penalty 3378.715394 = -3566780.807681 nChanged 68 SP:Iteration 43Q (7437.829159 sec): 3 clusters Score: Raw -3570173.769733 + Penalty 3378.715394 = -3566795.054339 nChanged 60 SP:Iteration 44Q (7437.913922 sec): 3 clusters Score: Raw -3570187.784926 + Penalty 3378.715394 = -3566809.069532 nChanged 58 SP:Iteration 45Q (7438.014537 sec): 3 clusters Score: Raw -3570201.828179 + Penalty 3378.715394 = -3566823.112785 nChanged 57 SP:Iteration 46Q (7438.107960 sec): 3 clusters Score: Raw -3570213.816054 + Penalty 3378.715394 = -3566835.100660 nChanged 48 SP:Iteration 47Q (7438.200039 sec): 3 clusters Score: Raw -3570221.504687 + Penalty 3378.715394 = -3566842.789292 nChanged 41 SP:Iteration 48Q (7438.287433 sec): 3 clusters Score: Raw -3570230.495584 + Penalty 3378.715394 = -3566851.780190 nChanged 53 SP:Iteration 49Q (7438.380362 sec): 3 clusters Score: Raw -3570244.744179 + Penalty 3378.715394 = -3566866.028785 nChanged 52 SP:Iteration 50Q (7438.476483 sec): 3 clusters Score: Raw -3570257.746015 + Penalty 3378.715394 = -3566879.030620 nChanged 60 SP:Iteration 51Q (7438.560685 sec): 3 clusters Score: Raw -3570274.056431 + Penalty 3378.715394 = -3566895.341037 nChanged 52 SP:Iteration 52Q (7438.661108 sec): 3 clusters Score: Raw -3570284.678685 + Penalty 3378.715394 = -3566905.963290 nChanged 40 SP:Iteration 53Q (7438.744551 sec): 3 clusters Score: Raw -3570293.249598 + Penalty 3378.715394 = -3566914.534204 nChanged 37 SP:Iteration 54Q (7438.830064 sec): 3 clusters Score: Raw -3570300.244916 + Penalty 3378.715394 = -3566921.529522 nChanged 35 SP:Iteration 55Q (7438.925990 sec): 3 clusters Score: Raw -3570310.690384 + Penalty 3378.715394 = -3566931.974990 nChanged 36 SP:Iteration 56Q (7439.013721 sec): 3 clusters Score: Raw -3570320.017435 + Penalty 3378.715394 = -3566941.302041 nChanged 29 SP:Iteration 57Q (7439.097422 sec): 3 clusters Score: Raw -3570326.982720 + Penalty 3378.715394 = -3566948.267326 nChanged 22 SP:Iteration 58Q (7439.194041 sec): 3 clusters Score: Raw -3570334.526646 + Penalty 3378.715394 = -3566955.811252 nChanged 24 SP:Iteration 59Q (7439.280534 sec): 3 clusters Score: Raw -3570339.505122 + Penalty 3378.715394 = -3566960.789728 nChanged 19 SP:Iteration 60F (7439.386895 sec): 3 clusters Score: Raw -3570344.017228 + Penalty 3378.715394 = -3566965.301834 nChanged 19 SP:Iteration 61Q (7439.472014 sec): 3 clusters Score: Raw -3570348.961439 + Penalty 3378.715394 = -3566970.246045 nChanged 19 SP:Iteration 62Q (7439.566715 sec): 3 clusters Score: Raw -3570353.636282 + Penalty 3378.715394 = -3566974.920887 nChanged 17 SP:Iteration 63Q (7439.659932 sec): 3 clusters Score: Raw -3570356.691706 + Penalty 3378.715394 = -3566977.976312 nChanged 16 SP:Iteration 64Q (7439.755291 sec): 3 clusters Score: Raw -3570359.958218 + Penalty 3378.715394 = -3566981.242824 nChanged 17 SP:Iteration 65Q (7439.848126 sec): 3 clusters Score: Raw -3570363.346321 + Penalty 3378.715394 = -3566984.630926 nChanged 21 SP:Iteration 66Q (7439.933018 sec): 3 clusters Score: Raw -3570368.610115 + Penalty 3378.715394 = -3566989.894721 nChanged 13 SP:Iteration 67Q (7440.019290 sec): 3 clusters Score: Raw -3570372.818024 + Penalty 3378.715394 = -3566994.102629 nChanged 18 SP:Iteration 68Q (7440.115687 sec): 3 clusters Score: Raw -3570377.573633 + Penalty 3378.715394 = -3566998.858239 nChanged 15 SP:Iteration 69Q (7440.195176 sec): 3 clusters Score: Raw -3570382.274983 + Penalty 3378.715394 = -3567003.559588 nChanged 22 SP:Iteration 70Q (7440.287037 sec): 3 clusters Score: Raw -3570386.905445 + Penalty 3378.715394 = -3567008.190051 nChanged 22 SP:Iteration 71Q (7440.376404 sec): 3 clusters Score: Raw -3570392.713040 + Penalty 3378.715394 = -3567013.997645 nChanged 24 SP:Iteration 72Q (7440.464658 sec): 3 clusters Score: Raw -3570397.862350 + Penalty 3378.715394 = -3567019.146956 nChanged 22 SP:Iteration 73Q (7440.553936 sec): 3 clusters Score: Raw -3570402.651737 + Penalty 3378.715394 = -3567023.936343 nChanged 16 SP:Iteration 74Q (7440.639044 sec): 3 clusters Score: Raw -3570405.888503 + Penalty 3378.715394 = -3567027.173109 nChanged 16 SP:Iteration 75Q (7440.726703 sec): 3 clusters Score: Raw -3570408.140538 + Penalty 3378.715394 = -3567029.425144 nChanged 11 SP:Iteration 76Q (7440.813663 sec): 3 clusters Score: Raw -3570410.102001 + Penalty 3378.715394 = -3567031.386607 nChanged 5 SP:Iteration 77Q (7440.889904 sec): 3 clusters Score: Raw -3570411.350864 + Penalty 3378.715394 = -3567032.635470 nChanged 5 SP:Iteration 78Q (7440.979144 sec): 3 clusters Score: Raw -3570412.545288 + Penalty 3378.715394 = -3567033.829893 nChanged 6 SP:Iteration 79Q (7441.060776 sec): 3 clusters Score: Raw -3570414.579694 + Penalty 3378.715394 = -3567035.864300 nChanged 9 SP:Iteration 80F (7441.165547 sec): 3 clusters Score: Raw -3570416.523295 + Penalty 3378.715394 = -3567037.807901 nChanged 11 SP:Iteration 81Q (7441.253107 sec): 3 clusters Score: Raw -3570418.419178 + Penalty 3378.715394 = -3567039.703783 nChanged 8 SP:Iteration 82Q (7441.343969 sec): 3 clusters Score: Raw -3570420.369858 + Penalty 3378.715394 = -3567041.654464 nChanged 8 SP:Iteration 83Q (7441.429788 sec): 3 clusters Score: Raw -3570422.261759 + Penalty 3378.715394 = -3567043.546364 nChanged 10 SP:Iteration 84Q (7441.512089 sec): 3 clusters Score: Raw -3570424.905438 + Penalty 3378.715394 = -3567046.190044 nChanged 11 SP:Iteration 85Q (7441.591973 sec): 3 clusters Score: Raw -3570426.715188 + Penalty 3378.715394 = -3567047.999794 nChanged 7 SP:Iteration 86Q (7441.676667 sec): 3 clusters Score: Raw -3570427.651721 + Penalty 3378.715394 = -3567048.936327 nChanged 4 SP:Iteration 87Q (7441.769633 sec): 3 clusters Score: Raw -3570428.079381 + Penalty 3378.715394 = -3567049.363986 nChanged 4 SP:Iteration 88Q (7441.860776 sec): 3 clusters Score: Raw -3570428.434298 + Penalty 3378.715394 = -3567049.718903 nChanged 1 SP:Iteration 89Q (7441.948767 sec): 3 clusters Score: Raw -3570428.687313 + Penalty 3378.715394 = -3567049.971918 nChanged 0 SP:Iteration 90F (7442.041541 sec): 3 clusters Score: Raw -3570428.687313 + Penalty 3378.715394 = -3567049.971918 nChanged 0 Trying to split cluster 44 (11767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7442.088009 sec): 2 clusters Score: Raw -1282358.187726 + Penalty 1523.121321 = -1280835.066406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7442.143848 sec): 3 clusters Score: Raw -1275603.316666 + Penalty 3046.242642 = -1272557.074024 nChanged 5137 SP:Iteration 1F (7442.208270 sec): 3 clusters Score: Raw -1278426.165097 + Penalty 3046.242642 = -1275379.922455 nChanged 746 SP:Iteration 2F (7442.284042 sec): 3 clusters Score: Raw -1278794.505083 + Penalty 3046.242642 = -1275748.262441 nChanged 654 SP:Iteration 3F (7442.335349 sec): 3 clusters Score: Raw -1279150.620298 + Penalty 3046.242642 = -1276104.377656 nChanged 628 SP:Iteration 4F (7442.398324 sec): 3 clusters Score: Raw -1279533.551757 + Penalty 3046.242642 = -1276487.309115 nChanged 617 SP:Iteration 5F (7442.470101 sec): 3 clusters Score: Raw -1279944.973932 + Penalty 3046.242642 = -1276898.731290 nChanged 692 SP:Iteration 6F (7442.536344 sec): 3 clusters Score: Raw -1280477.673070 + Penalty 3046.242642 = -1277431.430428 nChanged 677 SP:Iteration 7F (7442.604429 sec): 3 clusters Score: Raw -1281035.984221 + Penalty 3046.242642 = -1277989.741579 nChanged 587 SP:Iteration 8Q (7442.671115 sec): 3 clusters Score: Raw -1281524.034321 + Penalty 3046.242642 = -1278477.791679 nChanged 453 SP:Iteration 9Q (7442.723762 sec): 3 clusters Score: Raw -1281921.682875 + Penalty 3046.242642 = -1278875.440233 nChanged 280 SP:Iteration 10Q (7442.789285 sec): 3 clusters Score: Raw -1282149.945033 + Penalty 3046.242642 = -1279103.702391 nChanged 172 SP:Iteration 11Q (7442.862497 sec): 3 clusters Score: Raw -1282294.231087 + Penalty 3046.242642 = -1279247.988445 nChanged 102 SP:Iteration 12Q (7442.924246 sec): 3 clusters Score: Raw -1282386.141298 + Penalty 3046.242642 = -1279339.898656 nChanged 58 SP:Iteration 13Q (7442.984137 sec): 3 clusters Score: Raw -1282441.362701 + Penalty 3046.242642 = -1279395.120059 nChanged 38 SP:Iteration 14Q (7443.049368 sec): 3 clusters Score: Raw -1282482.715323 + Penalty 3046.242642 = -1279436.472682 nChanged 25 SP:Iteration 15Q (7443.108782 sec): 3 clusters Score: Raw -1282501.711697 + Penalty 3046.242642 = -1279455.469055 nChanged 10 SP:Iteration 16Q (7443.174990 sec): 3 clusters Score: Raw -1282509.771609 + Penalty 3046.242642 = -1279463.528967 nChanged 13 SP:Iteration 17Q (7443.233906 sec): 3 clusters Score: Raw -1282519.291909 + Penalty 3046.242642 = -1279473.049267 nChanged 9 SP:Iteration 18Q (7443.290055 sec): 3 clusters Score: Raw -1282530.418283 + Penalty 3046.242642 = -1279484.175641 nChanged 8 SP:Iteration 19Q (7443.361087 sec): 3 clusters Score: Raw -1282538.903148 + Penalty 3046.242642 = -1279492.660507 nChanged 5 SP:Iteration 20F (7443.423705 sec): 3 clusters Score: Raw -1282544.145398 + Penalty 3046.242642 = -1279497.902756 nChanged 4 SP:Iteration 21Q (7443.485795 sec): 3 clusters Score: Raw -1282548.181303 + Penalty 3046.242642 = -1279501.938662 nChanged 6 SP:Iteration 22Q (7443.550493 sec): 3 clusters Score: Raw -1282555.776957 + Penalty 3046.242642 = -1279509.534315 nChanged 2 SP:Iteration 23Q (7443.611165 sec): 3 clusters Score: Raw -1282558.163084 + Penalty 3046.242642 = -1279511.920442 nChanged 0 SP:Iteration 24F (7443.674335 sec): 3 clusters Score: Raw -1282558.163084 + Penalty 3046.242642 = -1279511.920442 nChanged 0 Trying to split cluster 45 (7579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7443.708350 sec): 2 clusters Score: Raw -809398.625722 + Penalty 1451.634688 = -807946.991033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7443.770605 sec): 3 clusters Score: Raw -805243.515653 + Penalty 2903.269377 = -802340.246276 nChanged 3224 SP:Iteration 1F (7443.818144 sec): 3 clusters Score: Raw -806988.143716 + Penalty 2903.269377 = -804084.874340 nChanged 518 SP:Iteration 2F (7443.877288 sec): 3 clusters Score: Raw -807249.453428 + Penalty 2903.269377 = -804346.184052 nChanged 418 SP:Iteration 3F (7443.935334 sec): 3 clusters Score: Raw -807419.912713 + Penalty 2903.269377 = -804516.643336 nChanged 301 SP:Iteration 4Q (7443.996319 sec): 3 clusters Score: Raw -807532.604603 + Penalty 2903.269377 = -804629.335226 nChanged 226 SP:Iteration 5Q (7444.055508 sec): 3 clusters Score: Raw -807613.469084 + Penalty 2903.269377 = -804710.199707 nChanged 189 SP:Iteration 6Q (7444.112856 sec): 3 clusters Score: Raw -807682.261964 + Penalty 2903.269377 = -804778.992588 nChanged 213 SP:Iteration 7Q (7444.182322 sec): 3 clusters Score: Raw -807755.715688 + Penalty 2903.269377 = -804852.446311 nChanged 175 SP:Iteration 8Q (7444.240168 sec): 3 clusters Score: Raw -807815.791543 + Penalty 2903.269377 = -804912.522166 nChanged 169 SP:Iteration 9Q (7444.288848 sec): 3 clusters Score: Raw -807870.123351 + Penalty 2903.269377 = -804966.853974 nChanged 165 SP:Iteration 10Q (7444.358071 sec): 3 clusters Score: Raw -807927.568045 + Penalty 2903.269377 = -805024.298668 nChanged 171 SP:Iteration 11Q (7444.403605 sec): 3 clusters Score: Raw -807995.009308 + Penalty 2903.269377 = -805091.739931 nChanged 195 SP:Iteration 12Q (7444.468494 sec): 3 clusters Score: Raw -808084.107532 + Penalty 2903.269377 = -805180.838155 nChanged 244 SP:Iteration 13Q (7444.524086 sec): 3 clusters Score: Raw -808219.138254 + Penalty 2903.269377 = -805315.868877 nChanged 258 SP:Iteration 14Q (7444.575337 sec): 3 clusters Score: Raw -808359.797256 + Penalty 2903.269377 = -805456.527880 nChanged 251 SP:Iteration 15Q (7444.643647 sec): 3 clusters Score: Raw -808514.722469 + Penalty 2903.269377 = -805611.453092 nChanged 266 SP:Iteration 16Q (7444.705744 sec): 3 clusters Score: Raw -808667.607362 + Penalty 2903.269377 = -805764.337985 nChanged 255 SP:Iteration 17Q (7444.749389 sec): 3 clusters Score: Raw -808796.667853 + Penalty 2903.269377 = -805893.398477 nChanged 228 SP:Iteration 18Q (7444.812416 sec): 3 clusters Score: Raw -808911.332060 + Penalty 2903.269377 = -806008.062683 nChanged 177 SP:Iteration 19Q (7444.861505 sec): 3 clusters Score: Raw -808999.167270 + Penalty 2903.269377 = -806095.897894 nChanged 152 SP:Iteration 20F (7444.917752 sec): 3 clusters Score: Raw -809063.740803 + Penalty 2903.269377 = -806160.471426 nChanged 119 SP:Iteration 21Q (7444.970206 sec): 3 clusters Score: Raw -809109.456623 + Penalty 2903.269377 = -806206.187246 nChanged 91 SP:Iteration 22Q (7445.029452 sec): 3 clusters Score: Raw -809142.250958 + Penalty 2903.269377 = -806238.981582 nChanged 79 SP:Iteration 23Q (7445.084350 sec): 3 clusters Score: Raw -809167.448781 + Penalty 2903.269377 = -806264.179404 nChanged 60 SP:Iteration 24Q (7445.149889 sec): 3 clusters Score: Raw -809187.815814 + Penalty 2903.269377 = -806284.546437 nChanged 67 SP:Iteration 25Q (7445.193059 sec): 3 clusters Score: Raw -809209.029093 + Penalty 2903.269377 = -806305.759717 nChanged 64 SP:Iteration 26Q (7445.249852 sec): 3 clusters Score: Raw -809228.602255 + Penalty 2903.269377 = -806325.332878 nChanged 59 SP:Iteration 27Q (7445.315772 sec): 3 clusters Score: Raw -809246.349732 + Penalty 2903.269377 = -806343.080355 nChanged 57 SP:Iteration 28Q (7445.358677 sec): 3 clusters Score: Raw -809265.431843 + Penalty 2903.269377 = -806362.162466 nChanged 64 SP:Iteration 29Q (7445.415408 sec): 3 clusters Score: Raw -809288.597140 + Penalty 2903.269377 = -806385.327763 nChanged 73 SP:Iteration 30Q (7445.467625 sec): 3 clusters Score: Raw -809316.453638 + Penalty 2903.269377 = -806413.184261 nChanged 78 SP:Iteration 31Q (7445.521366 sec): 3 clusters Score: Raw -809344.771281 + Penalty 2903.269377 = -806441.501905 nChanged 66 SP:Iteration 32Q (7445.576869 sec): 3 clusters Score: Raw -809366.534047 + Penalty 2903.269377 = -806463.264670 nChanged 76 SP:Iteration 33Q (7445.641511 sec): 3 clusters Score: Raw -809392.209656 + Penalty 2903.269377 = -806488.940279 nChanged 68 SP:Iteration 34Q (7445.688302 sec): 3 clusters Score: Raw -809413.547561 + Penalty 2903.269377 = -806510.278184 nChanged 68 SP:Iteration 35Q (7445.742644 sec): 3 clusters Score: Raw -809437.880399 + Penalty 2903.269377 = -806534.611023 nChanged 66 SP:Iteration 36Q (7445.805556 sec): 3 clusters Score: Raw -809459.164583 + Penalty 2903.269377 = -806555.895206 nChanged 48 SP:Iteration 37Q (7445.850059 sec): 3 clusters Score: Raw -809476.259110 + Penalty 2903.269377 = -806572.989734 nChanged 53 SP:Iteration 38Q (7445.908878 sec): 3 clusters Score: Raw -809493.121629 + Penalty 2903.269377 = -806589.852252 nChanged 38 SP:Iteration 39Q (7445.967329 sec): 3 clusters Score: Raw -809502.203131 + Penalty 2903.269377 = -806598.933755 nChanged 21 SP:Iteration 40F (7446.023195 sec): 3 clusters Score: Raw -809506.579738 + Penalty 2903.269377 = -806603.310361 nChanged 21 SP:Iteration 41Q (7446.078491 sec): 3 clusters Score: Raw -809512.290294 + Penalty 2903.269377 = -806609.020917 nChanged 18 SP:Iteration 42Q (7446.132493 sec): 3 clusters Score: Raw -809516.747254 + Penalty 2903.269377 = -806613.477878 nChanged 18 SP:Iteration 43Q (7446.188024 sec): 3 clusters Score: Raw -809520.102901 + Penalty 2903.269377 = -806616.833525 nChanged 13 SP:Iteration 44Q (7446.232068 sec): 3 clusters Score: Raw -809522.637957 + Penalty 2903.269377 = -806619.368580 nChanged 11 SP:Iteration 45Q (7446.288582 sec): 3 clusters Score: Raw -809524.633400 + Penalty 2903.269377 = -806621.364024 nChanged 12 SP:Iteration 46Q (7446.337520 sec): 3 clusters Score: Raw -809526.611721 + Penalty 2903.269377 = -806623.342344 nChanged 9 SP:Iteration 47Q (7446.392719 sec): 3 clusters Score: Raw -809528.377987 + Penalty 2903.269377 = -806625.108611 nChanged 9 SP:Iteration 48Q (7446.447103 sec): 3 clusters Score: Raw -809530.312525 + Penalty 2903.269377 = -806627.043149 nChanged 9 SP:Iteration 49Q (7446.501876 sec): 3 clusters Score: Raw -809533.246149 + Penalty 2903.269377 = -806629.976773 nChanged 12 SP:Iteration 50Q (7446.566380 sec): 3 clusters Score: Raw -809537.759393 + Penalty 2903.269377 = -806634.490016 nChanged 19 SP:Iteration 51Q (7446.611873 sec): 3 clusters Score: Raw -809543.533058 + Penalty 2903.269377 = -806640.263681 nChanged 20 SP:Iteration 52Q (7446.674842 sec): 3 clusters Score: Raw -809549.336579 + Penalty 2903.269377 = -806646.067202 nChanged 17 SP:Iteration 53Q (7446.717727 sec): 3 clusters Score: Raw -809554.163123 + Penalty 2903.269377 = -806650.893746 nChanged 18 SP:Iteration 54Q (7446.774332 sec): 3 clusters Score: Raw -809558.295954 + Penalty 2903.269377 = -806655.026577 nChanged 18 SP:Iteration 55Q (7446.828345 sec): 3 clusters Score: Raw -809563.280896 + Penalty 2903.269377 = -806660.011519 nChanged 15 SP:Iteration 56Q (7446.893419 sec): 3 clusters Score: Raw -809565.895309 + Penalty 2903.269377 = -806662.625932 nChanged 11 SP:Iteration 57Q (7446.943514 sec): 3 clusters Score: Raw -809568.536468 + Penalty 2903.269377 = -806665.267091 nChanged 13 SP:Iteration 58Q (7446.993239 sec): 3 clusters Score: Raw -809570.808959 + Penalty 2903.269377 = -806667.539583 nChanged 10 SP:Iteration 59Q (7447.050745 sec): 3 clusters Score: Raw -809572.219570 + Penalty 2903.269377 = -806668.950193 nChanged 5 SP:Iteration 60F (7447.093635 sec): 3 clusters Score: Raw -809572.995603 + Penalty 2903.269377 = -806669.726227 nChanged 9 SP:Iteration 61Q (7447.147777 sec): 3 clusters Score: Raw -809574.632112 + Penalty 2903.269377 = -806671.362736 nChanged 8 SP:Iteration 62Q (7447.201089 sec): 3 clusters Score: Raw -809576.329373 + Penalty 2903.269377 = -806673.059996 nChanged 12 SP:Iteration 63Q (7447.259291 sec): 3 clusters Score: Raw -809578.791698 + Penalty 2903.269377 = -806675.522321 nChanged 11 SP:Iteration 64Q (7447.300263 sec): 3 clusters Score: Raw -809581.156008 + Penalty 2903.269377 = -806677.886631 nChanged 12 SP:Iteration 65Q (7447.359593 sec): 3 clusters Score: Raw -809583.890677 + Penalty 2903.269377 = -806680.621300 nChanged 10 SP:Iteration 66Q (7447.421103 sec): 3 clusters Score: Raw -809585.676005 + Penalty 2903.269377 = -806682.406629 nChanged 8 SP:Iteration 67Q (7447.466063 sec): 3 clusters Score: Raw -809587.136980 + Penalty 2903.269377 = -806683.867603 nChanged 8 SP:Iteration 68Q (7447.505736 sec): 3 clusters Score: Raw -809588.952885 + Penalty 2903.269377 = -806685.683509 nChanged 7 SP:Iteration 69Q (7447.558755 sec): 3 clusters Score: Raw -809590.010232 + Penalty 2903.269377 = -806686.740855 nChanged 4 SP:Iteration 70Q (7447.616902 sec): 3 clusters Score: Raw -809590.668034 + Penalty 2903.269377 = -806687.398658 nChanged 3 SP:Iteration 71Q (7447.670839 sec): 3 clusters Score: Raw -809591.317055 + Penalty 2903.269377 = -806688.047678 nChanged 3 SP:Iteration 72Q (7447.730627 sec): 3 clusters Score: Raw -809591.894799 + Penalty 2903.269377 = -806688.625422 nChanged 1 SP:Iteration 73Q (7447.783951 sec): 3 clusters Score: Raw -809592.066938 + Penalty 2903.269377 = -806688.797561 nChanged 1 SP:Iteration 74Q (7447.845329 sec): 3 clusters Score: Raw -809592.263165 + Penalty 2903.269377 = -806688.993789 nChanged 2 SP:Iteration 75Q (7447.891712 sec): 3 clusters Score: Raw -809592.449739 + Penalty 2903.269377 = -806689.180363 nChanged 1 SP:Iteration 76Q (7447.956615 sec): 3 clusters Score: Raw -809592.593738 + Penalty 2903.269377 = -806689.324361 nChanged 3 SP:Iteration 77Q (7448.014269 sec): 3 clusters Score: Raw -809593.046757 + Penalty 2903.269377 = -806689.777380 nChanged 2 SP:Iteration 78Q (7448.069745 sec): 3 clusters Score: Raw -809593.378533 + Penalty 2903.269377 = -806690.109156 nChanged 0 SP:Iteration 79F (7448.126430 sec): 3 clusters Score: Raw -809593.378533 + Penalty 2903.269377 = -806690.109156 nChanged 0 Trying to split cluster 46 (12138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7448.167691 sec): 2 clusters Score: Raw -1224712.604335 + Penalty 1528.165650 = -1223184.438686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7448.226756 sec): 3 clusters Score: Raw -1217751.382076 + Penalty 3056.331300 = -1214695.050776 nChanged 5326 SP:Iteration 1F (7448.298902 sec): 3 clusters Score: Raw -1220667.939790 + Penalty 3056.331300 = -1217611.608490 nChanged 725 SP:Iteration 2F (7448.366144 sec): 3 clusters Score: Raw -1220996.265613 + Penalty 3056.331300 = -1217939.934313 nChanged 607 SP:Iteration 3F (7448.429847 sec): 3 clusters Score: Raw -1221265.655629 + Penalty 3056.331300 = -1218209.324330 nChanged 558 SP:Iteration 4Q (7448.489528 sec): 3 clusters Score: Raw -1221555.260191 + Penalty 3056.331300 = -1218498.928892 nChanged 581 SP:Iteration 5Q (7448.550803 sec): 3 clusters Score: Raw -1221863.592516 + Penalty 3056.331300 = -1218807.261216 nChanged 583 SP:Iteration 6Q (7448.622067 sec): 3 clusters Score: Raw -1222191.086158 + Penalty 3056.331300 = -1219134.754858 nChanged 577 SP:Iteration 7Q (7448.688923 sec): 3 clusters Score: Raw -1222578.529889 + Penalty 3056.331300 = -1219522.198590 nChanged 600 SP:Iteration 8Q (7448.754781 sec): 3 clusters Score: Raw -1222975.453821 + Penalty 3056.331300 = -1219919.122522 nChanged 550 SP:Iteration 9Q (7448.820650 sec): 3 clusters Score: Raw -1223374.401616 + Penalty 3056.331300 = -1220318.070316 nChanged 480 SP:Iteration 10Q (7448.872090 sec): 3 clusters Score: Raw -1223732.814774 + Penalty 3056.331300 = -1220676.483474 nChanged 440 SP:Iteration 11Q (7448.947268 sec): 3 clusters Score: Raw -1224057.755137 + Penalty 3056.331300 = -1221001.423838 nChanged 347 SP:Iteration 12Q (7449.014993 sec): 3 clusters Score: Raw -1224269.267644 + Penalty 3056.331300 = -1221212.936344 nChanged 277 SP:Iteration 13Q (7449.082274 sec): 3 clusters Score: Raw -1224444.390998 + Penalty 3056.331300 = -1221388.059699 nChanged 224 SP:Iteration 14Q (7449.146806 sec): 3 clusters Score: Raw -1224617.382651 + Penalty 3056.331300 = -1221561.051351 nChanged 201 SP:Iteration 15Q (7449.207670 sec): 3 clusters Score: Raw -1224765.088605 + Penalty 3056.331300 = -1221708.757305 nChanged 162 SP:Iteration 16Q (7449.270231 sec): 3 clusters Score: Raw -1224869.433550 + Penalty 3056.331300 = -1221813.102250 nChanged 124 SP:Iteration 17Q (7449.328891 sec): 3 clusters Score: Raw -1224948.087510 + Penalty 3056.331300 = -1221891.756210 nChanged 96 SP:Iteration 18Q (7449.400630 sec): 3 clusters Score: Raw -1225008.849208 + Penalty 3056.331300 = -1221952.517908 nChanged 92 SP:Iteration 19Q (7449.466288 sec): 3 clusters Score: Raw -1225063.526066 + Penalty 3056.331300 = -1222007.194767 nChanged 75 SP:Iteration 20F (7449.533808 sec): 3 clusters Score: Raw -1225104.499592 + Penalty 3056.331300 = -1222048.168293 nChanged 56 SP:Iteration 21Q (7449.597859 sec): 3 clusters Score: Raw -1225135.072602 + Penalty 3056.331300 = -1222078.741302 nChanged 49 SP:Iteration 22Q (7449.657610 sec): 3 clusters Score: Raw -1225157.985605 + Penalty 3056.331300 = -1222101.654306 nChanged 44 SP:Iteration 23Q (7449.716161 sec): 3 clusters Score: Raw -1225175.126961 + Penalty 3056.331300 = -1222118.795661 nChanged 35 SP:Iteration 24Q (7449.780824 sec): 3 clusters Score: Raw -1225185.214329 + Penalty 3056.331300 = -1222128.883030 nChanged 26 SP:Iteration 25Q (7449.843995 sec): 3 clusters Score: Raw -1225194.641293 + Penalty 3056.331300 = -1222138.309993 nChanged 17 SP:Iteration 26Q (7449.909237 sec): 3 clusters Score: Raw -1225200.902654 + Penalty 3056.331300 = -1222144.571354 nChanged 18 SP:Iteration 27Q (7449.968324 sec): 3 clusters Score: Raw -1225206.466095 + Penalty 3056.331300 = -1222150.134795 nChanged 13 SP:Iteration 28Q (7450.034451 sec): 3 clusters Score: Raw -1225209.922616 + Penalty 3056.331300 = -1222153.591317 nChanged 14 SP:Iteration 29Q (7450.090696 sec): 3 clusters Score: Raw -1225214.282766 + Penalty 3056.331300 = -1222157.951467 nChanged 10 SP:Iteration 30Q (7450.159780 sec): 3 clusters Score: Raw -1225217.636519 + Penalty 3056.331300 = -1222161.305219 nChanged 12 SP:Iteration 31Q (7450.220077 sec): 3 clusters Score: Raw -1225223.547579 + Penalty 3056.331300 = -1222167.216279 nChanged 13 SP:Iteration 32Q (7450.286028 sec): 3 clusters Score: Raw -1225227.730980 + Penalty 3056.331300 = -1222171.399680 nChanged 12 SP:Iteration 33Q (7450.347773 sec): 3 clusters Score: Raw -1225231.219819 + Penalty 3056.331300 = -1222174.888519 nChanged 6 SP:Iteration 34Q (7450.411769 sec): 3 clusters Score: Raw -1225232.883671 + Penalty 3056.331300 = -1222176.552371 nChanged 6 SP:Iteration 35Q (7450.463472 sec): 3 clusters Score: Raw -1225235.007456 + Penalty 3056.331300 = -1222178.676157 nChanged 12 SP:Iteration 36Q (7450.539266 sec): 3 clusters Score: Raw -1225239.000007 + Penalty 3056.331300 = -1222182.668708 nChanged 7 SP:Iteration 37Q (7450.600723 sec): 3 clusters Score: Raw -1225241.199149 + Penalty 3056.331300 = -1222184.867850 nChanged 10 SP:Iteration 38Q (7450.666226 sec): 3 clusters Score: Raw -1225245.060983 + Penalty 3056.331300 = -1222188.729683 nChanged 10 SP:Iteration 39Q (7450.728524 sec): 3 clusters Score: Raw -1225248.160067 + Penalty 3056.331300 = -1222191.828767 nChanged 7 SP:Iteration 40F (7450.790682 sec): 3 clusters Score: Raw -1225250.948359 + Penalty 3056.331300 = -1222194.617060 nChanged 4 SP:Iteration 41Q (7450.852896 sec): 3 clusters Score: Raw -1225251.876918 + Penalty 3056.331300 = -1222195.545618 nChanged 3 SP:Iteration 42Q (7450.918531 sec): 3 clusters Score: Raw -1225252.479200 + Penalty 3056.331300 = -1222196.147900 nChanged 3 SP:Iteration 43Q (7450.980780 sec): 3 clusters Score: Raw -1225253.226421 + Penalty 3056.331300 = -1222196.895122 nChanged 4 SP:Iteration 44Q (7451.036537 sec): 3 clusters Score: Raw -1225254.145015 + Penalty 3056.331300 = -1222197.813716 nChanged 1 SP:Iteration 45Q (7451.098457 sec): 3 clusters Score: Raw -1225254.533396 + Penalty 3056.331300 = -1222198.202096 nChanged 1 SP:Iteration 46Q (7451.168593 sec): 3 clusters Score: Raw -1225254.863701 + Penalty 3056.331300 = -1222198.532401 nChanged 2 SP:Iteration 47Q (7451.226094 sec): 3 clusters Score: Raw -1225255.260544 + Penalty 3056.331300 = -1222198.929245 nChanged 2 SP:Iteration 48Q (7451.279121 sec): 3 clusters Score: Raw -1225255.799266 + Penalty 3056.331300 = -1222199.467967 nChanged 2 SP:Iteration 49Q (7451.329892 sec): 3 clusters Score: Raw -1225256.336766 + Penalty 3056.331300 = -1222200.005466 nChanged 2 SP:Iteration 50Q (7451.392001 sec): 3 clusters Score: Raw -1225257.135673 + Penalty 3056.331300 = -1222200.804373 nChanged 2 SP:Iteration 51Q (7451.452746 sec): 3 clusters Score: Raw -1225257.838682 + Penalty 3056.331300 = -1222201.507382 nChanged 3 SP:Iteration 52Q (7451.510537 sec): 3 clusters Score: Raw -1225258.642819 + Penalty 3056.331300 = -1222202.311519 nChanged 5 SP:Iteration 53Q (7451.574312 sec): 3 clusters Score: Raw -1225259.360672 + Penalty 3056.331300 = -1222203.029372 nChanged 1 SP:Iteration 54Q (7451.637856 sec): 3 clusters Score: Raw -1225259.647764 + Penalty 3056.331300 = -1222203.316464 nChanged 0 SP:Iteration 55F (7451.696060 sec): 3 clusters Score: Raw -1225259.647764 + Penalty 3056.331300 = -1222203.316464 nChanged 0 Trying to split cluster 47 (6389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7451.727407 sec): 2 clusters Score: Raw -633259.404058 + Penalty 1423.879119 = -631835.524938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7451.779010 sec): 3 clusters Score: Raw -629782.392008 + Penalty 2847.758238 = -626934.633770 nChanged 2640 SP:Iteration 1F (7451.820021 sec): 3 clusters Score: Raw -631229.546949 + Penalty 2847.758238 = -628381.788711 nChanged 410 SP:Iteration 2F (7451.877474 sec): 3 clusters Score: Raw -631442.823017 + Penalty 2847.758238 = -628595.064778 nChanged 349 SP:Iteration 3F (7451.936878 sec): 3 clusters Score: Raw -631618.961780 + Penalty 2847.758238 = -628771.203542 nChanged 315 SP:Iteration 4Q (7451.999054 sec): 3 clusters Score: Raw -631778.028340 + Penalty 2847.758238 = -628930.270102 nChanged 258 SP:Iteration 5Q (7452.055012 sec): 3 clusters Score: Raw -631904.074516 + Penalty 2847.758238 = -629056.316278 nChanged 253 SP:Iteration 6Q (7452.100823 sec): 3 clusters Score: Raw -632016.256424 + Penalty 2847.758238 = -629168.498185 nChanged 205 SP:Iteration 7Q (7452.159002 sec): 3 clusters Score: Raw -632109.689946 + Penalty 2847.758238 = -629261.931708 nChanged 201 SP:Iteration 8Q (7452.207123 sec): 3 clusters Score: Raw -632190.348142 + Penalty 2847.758238 = -629342.589904 nChanged 163 SP:Iteration 9Q (7452.267005 sec): 3 clusters Score: Raw -632256.905972 + Penalty 2847.758238 = -629409.147733 nChanged 160 SP:Iteration 10Q (7452.317182 sec): 3 clusters Score: Raw -632313.558333 + Penalty 2847.758238 = -629465.800094 nChanged 125 SP:Iteration 11Q (7452.378710 sec): 3 clusters Score: Raw -632359.223932 + Penalty 2847.758238 = -629511.465694 nChanged 111 SP:Iteration 12Q (7452.435179 sec): 3 clusters Score: Raw -632396.774923 + Penalty 2847.758238 = -629549.016685 nChanged 109 SP:Iteration 13Q (7452.489283 sec): 3 clusters Score: Raw -632433.758298 + Penalty 2847.758238 = -629586.000059 nChanged 113 SP:Iteration 14Q (7452.535943 sec): 3 clusters Score: Raw -632469.214582 + Penalty 2847.758238 = -629621.456344 nChanged 119 SP:Iteration 15Q (7452.589739 sec): 3 clusters Score: Raw -632507.568543 + Penalty 2847.758238 = -629659.810305 nChanged 91 SP:Iteration 16Q (7452.640845 sec): 3 clusters Score: Raw -632535.182049 + Penalty 2847.758238 = -629687.423811 nChanged 82 SP:Iteration 17Q (7452.699653 sec): 3 clusters Score: Raw -632562.259706 + Penalty 2847.758238 = -629714.501468 nChanged 87 SP:Iteration 18Q (7452.746859 sec): 3 clusters Score: Raw -632592.983198 + Penalty 2847.758238 = -629745.224960 nChanged 98 SP:Iteration 19Q (7452.802081 sec): 3 clusters Score: Raw -632625.120113 + Penalty 2847.758238 = -629777.361875 nChanged 101 SP:Iteration 20F (7452.850720 sec): 3 clusters Score: Raw -632661.486001 + Penalty 2847.758238 = -629813.727763 nChanged 94 SP:Iteration 21Q (7452.915072 sec): 3 clusters Score: Raw -632694.322588 + Penalty 2847.758238 = -629846.564350 nChanged 105 SP:Iteration 22Q (7452.960459 sec): 3 clusters Score: Raw -632734.938685 + Penalty 2847.758238 = -629887.180447 nChanged 111 SP:Iteration 23Q (7453.021007 sec): 3 clusters Score: Raw -632780.362574 + Penalty 2847.758238 = -629932.604335 nChanged 96 SP:Iteration 24Q (7453.070553 sec): 3 clusters Score: Raw -632823.372578 + Penalty 2847.758238 = -629975.614340 nChanged 106 SP:Iteration 25Q (7453.118316 sec): 3 clusters Score: Raw -632876.043295 + Penalty 2847.758238 = -630028.285056 nChanged 105 SP:Iteration 26Q (7453.162755 sec): 3 clusters Score: Raw -632925.022725 + Penalty 2847.758238 = -630077.264487 nChanged 88 SP:Iteration 27Q (7453.218242 sec): 3 clusters Score: Raw -632969.554887 + Penalty 2847.758238 = -630121.796648 nChanged 94 SP:Iteration 28Q (7453.269452 sec): 3 clusters Score: Raw -633015.486411 + Penalty 2847.758238 = -630167.728173 nChanged 93 SP:Iteration 29Q (7453.322147 sec): 3 clusters Score: Raw -633064.631639 + Penalty 2847.758238 = -630216.873400 nChanged 77 SP:Iteration 30Q (7453.376928 sec): 3 clusters Score: Raw -633108.336712 + Penalty 2847.758238 = -630260.578474 nChanged 80 SP:Iteration 31Q (7453.423156 sec): 3 clusters Score: Raw -633156.339147 + Penalty 2847.758238 = -630308.580909 nChanged 63 SP:Iteration 32Q (7453.475996 sec): 3 clusters Score: Raw -633193.791454 + Penalty 2847.758238 = -630346.033216 nChanged 64 SP:Iteration 33Q (7453.530351 sec): 3 clusters Score: Raw -633231.396670 + Penalty 2847.758238 = -630383.638432 nChanged 59 SP:Iteration 34Q (7453.582215 sec): 3 clusters Score: Raw -633261.627528 + Penalty 2847.758238 = -630413.869290 nChanged 47 SP:Iteration 35Q (7453.636365 sec): 3 clusters Score: Raw -633295.828040 + Penalty 2847.758238 = -630448.069802 nChanged 44 SP:Iteration 36Q (7453.690021 sec): 3 clusters Score: Raw -633321.456658 + Penalty 2847.758238 = -630473.698420 nChanged 41 SP:Iteration 37Q (7453.753546 sec): 3 clusters Score: Raw -633339.511220 + Penalty 2847.758238 = -630491.752982 nChanged 30 SP:Iteration 38Q (7453.798891 sec): 3 clusters Score: Raw -633356.175936 + Penalty 2847.758238 = -630508.417698 nChanged 34 SP:Iteration 39Q (7453.860037 sec): 3 clusters Score: Raw -633381.035479 + Penalty 2847.758238 = -630533.277241 nChanged 29 SP:Iteration 40F (7453.911912 sec): 3 clusters Score: Raw -633400.748812 + Penalty 2847.758238 = -630552.990574 nChanged 33 SP:Iteration 41Q (7453.958823 sec): 3 clusters Score: Raw -633420.847493 + Penalty 2847.758238 = -630573.089255 nChanged 27 SP:Iteration 42Q (7454.016745 sec): 3 clusters Score: Raw -633439.814139 + Penalty 2847.758238 = -630592.055901 nChanged 24 SP:Iteration 43Q (7454.062745 sec): 3 clusters Score: Raw -633458.570324 + Penalty 2847.758238 = -630610.812086 nChanged 22 SP:Iteration 44Q (7454.114124 sec): 3 clusters Score: Raw -633473.707950 + Penalty 2847.758238 = -630625.949712 nChanged 14 SP:Iteration 45Q (7454.147768 sec): 3 clusters Score: Raw -633484.296811 + Penalty 2847.758238 = -630636.538573 nChanged 14 SP:Iteration 46Q (7454.200318 sec): 3 clusters Score: Raw -633493.532108 + Penalty 2847.758238 = -630645.773870 nChanged 13 SP:Iteration 47Q (7454.243955 sec): 3 clusters Score: Raw -633504.136997 + Penalty 2847.758238 = -630656.378759 nChanged 14 SP:Iteration 48Q (7454.304761 sec): 3 clusters Score: Raw -633511.412625 + Penalty 2847.758238 = -630663.654387 nChanged 7 SP:Iteration 49Q (7454.359429 sec): 3 clusters Score: Raw -633515.653297 + Penalty 2847.758238 = -630667.895059 nChanged 3 SP:Iteration 50Q (7454.417217 sec): 3 clusters Score: Raw -633516.452380 + Penalty 2847.758238 = -630668.694141 nChanged 5 SP:Iteration 51Q (7454.462547 sec): 3 clusters Score: Raw -633519.033720 + Penalty 2847.758238 = -630671.275482 nChanged 6 SP:Iteration 52Q (7454.516983 sec): 3 clusters Score: Raw -633523.726712 + Penalty 2847.758238 = -630675.968474 nChanged 3 SP:Iteration 53Q (7454.581014 sec): 3 clusters Score: Raw -633525.331576 + Penalty 2847.758238 = -630677.573338 nChanged 3 SP:Iteration 54Q (7454.638002 sec): 3 clusters Score: Raw -633527.098489 + Penalty 2847.758238 = -630679.340251 nChanged 1 SP:Iteration 55Q (7454.689470 sec): 3 clusters Score: Raw -633527.383634 + Penalty 2847.758238 = -630679.625395 nChanged 1 SP:Iteration 56Q (7454.738406 sec): 3 clusters Score: Raw -633528.259598 + Penalty 2847.758238 = -630680.501359 nChanged 0 SP:Iteration 57F (7454.798306 sec): 3 clusters Score: Raw -633528.259598 + Penalty 2847.758238 = -630680.501359 nChanged 0 Iteration 299Q (7461.220258 sec): 48 clusters Score: Raw -50092654.794496 + Penalty 100106.728439 = -49992548.066057 nChanged 0 Iteration 300F (7475.643842 sec): 48 clusters Score: Raw -50092654.794496 + Penalty 100106.728439 = -49992548.066057 nChanged 0 Compute initial score before splitting: Score: Raw -50092654.794496 + Penalty 100106.728439 = -49992548.066057 Trying to split cluster 1 (965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7475.759999 sec): 2 clusters Score: Raw -84178.286368 + Penalty 1116.720816 = -83061.565552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7475.808290 sec): 3 clusters Score: Raw -84022.479628 + Penalty 2233.441633 = -81789.037995 nChanged 313 SP:Iteration 1F (7475.858132 sec): 3 clusters Score: Raw -84477.276439 + Penalty 2233.441633 = -82243.834806 nChanged 111 SP:Iteration 2F (7475.899660 sec): 3 clusters Score: Raw -84767.905867 + Penalty 2233.441633 = -82534.464234 nChanged 79 SP:Iteration 3F (7475.936489 sec): 3 clusters Score: Raw -84941.321157 + Penalty 2233.441633 = -82707.879524 nChanged 51 SP:Iteration 4F (7475.992628 sec): 3 clusters Score: Raw -85062.886329 + Penalty 2233.441633 = -82829.444696 nChanged 31 SP:Iteration 5Q (7476.030621 sec): 3 clusters Score: Raw -85312.374555 + Penalty 2233.441633 = -83078.932922 nChanged 25 SP:Iteration 6Q (7476.090758 sec): 3 clusters Score: Raw -85365.501460 + Penalty 2233.441633 = -83132.059827 nChanged 12 SP:Iteration 7Q (7476.133237 sec): 3 clusters Score: Raw -85385.577663 + Penalty 2233.441633 = -83152.136030 nChanged 6 SP:Iteration 8Q (7476.169156 sec): 3 clusters Score: Raw -85394.251184 + Penalty 2233.441633 = -83160.809551 nChanged 4 SP:Iteration 9Q (7476.216002 sec): 3 clusters Score: Raw -85399.693015 + Penalty 2233.441633 = -83166.251382 nChanged 1 SP:Iteration 10Q (7476.259897 sec): 3 clusters Score: Raw -85400.897539 + Penalty 2233.441633 = -83167.455906 nChanged 0 SP:Iteration 11F (7476.306710 sec): 3 clusters Score: Raw -85400.897539 + Penalty 2233.441633 = -83167.455906 nChanged 0 Score: Raw -50093877.405667 + Penalty 102236.658831 = -49991640.746836 Splitting cluster 1 changes total score from -49992548.066057 to -49991640.746836 So it's not getting split. Trying to split cluster 2 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7491.021979 sec): 2 clusters Score: Raw -30523.339287 + Penalty 967.823573 = -29555.515714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7491.051690 sec): 3 clusters Score: Raw -30614.714530 + Penalty 1935.647145 = -28679.067385 nChanged 93 SP:Iteration 1F (7491.094114 sec): 3 clusters Score: Raw -30925.643081 + Penalty 1935.647145 = -28989.995936 nChanged 34 SP:Iteration 2F (7491.137670 sec): 3 clusters Score: Raw -31042.081067 + Penalty 1935.647145 = -29106.433921 nChanged 24 SP:Iteration 3F (7491.181016 sec): 3 clusters Score: Raw -31176.275719 + Penalty 1935.647145 = -29240.628574 nChanged 13 SP:Iteration 4Q (7491.223423 sec): 3 clusters Score: Raw -31280.155020 + Penalty 1935.647145 = -29344.507875 nChanged 16 SP:Iteration 5Q (7491.278451 sec): 3 clusters Score: Raw -31386.222514 + Penalty 1935.647145 = -29450.575369 nChanged 9 SP:Iteration 6Q (7491.322673 sec): 3 clusters Score: Raw -31421.660033 + Penalty 1935.647145 = -29486.012888 nChanged 1 SP:Iteration 7Q (7491.366161 sec): 3 clusters Score: Raw -31424.634301 + Penalty 1935.647145 = -29488.987156 nChanged 1 SP:Iteration 8Q (7491.407667 sec): 3 clusters Score: Raw -31425.816365 + Penalty 1935.647145 = -29490.169220 nChanged 0 SP:Iteration 9F (7491.449283 sec): 3 clusters Score: Raw -31425.816365 + Penalty 1935.647145 = -29490.169220 nChanged 0 Trying to split cluster 3 (5521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7491.483177 sec): 2 clusters Score: Raw -534114.539225 + Penalty 1400.151071 = -532714.388154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7491.533998 sec): 3 clusters Score: Raw -531193.398569 + Penalty 2800.302142 = -528393.096427 nChanged 2294 SP:Iteration 1F (7491.586020 sec): 3 clusters Score: Raw -532493.408375 + Penalty 2800.302142 = -529693.106233 nChanged 396 SP:Iteration 2F (7491.645418 sec): 3 clusters Score: Raw -532727.842536 + Penalty 2800.302142 = -529927.540394 nChanged 318 SP:Iteration 3F (7491.702039 sec): 3 clusters Score: Raw -532941.997831 + Penalty 2800.302142 = -530141.695689 nChanged 284 SP:Iteration 4F (7491.748877 sec): 3 clusters Score: Raw -533120.549554 + Penalty 2800.302142 = -530320.247412 nChanged 249 SP:Iteration 5Q (7491.805818 sec): 3 clusters Score: Raw -533270.561808 + Penalty 2800.302142 = -530470.259666 nChanged 220 SP:Iteration 6Q (7491.874024 sec): 3 clusters Score: Raw -533401.175080 + Penalty 2800.302142 = -530600.872939 nChanged 214 SP:Iteration 7Q (7491.915885 sec): 3 clusters Score: Raw -533527.562779 + Penalty 2800.302142 = -530727.260637 nChanged 176 SP:Iteration 8Q (7491.967057 sec): 3 clusters Score: Raw -533627.678924 + Penalty 2800.302142 = -530827.376783 nChanged 175 SP:Iteration 9Q (7492.024365 sec): 3 clusters Score: Raw -533718.795600 + Penalty 2800.302142 = -530918.493458 nChanged 147 SP:Iteration 10Q (7492.075385 sec): 3 clusters Score: Raw -533784.105008 + Penalty 2800.302142 = -530983.802866 nChanged 110 SP:Iteration 11Q (7492.140871 sec): 3 clusters Score: Raw -533827.643577 + Penalty 2800.302142 = -531027.341435 nChanged 103 SP:Iteration 12Q (7492.183887 sec): 3 clusters Score: Raw -533868.817009 + Penalty 2800.302142 = -531068.514867 nChanged 93 SP:Iteration 13Q (7492.246771 sec): 3 clusters Score: Raw -533901.509129 + Penalty 2800.302142 = -531101.206987 nChanged 72 SP:Iteration 14Q (7492.284346 sec): 3 clusters Score: Raw -533928.840283 + Penalty 2800.302142 = -531128.538141 nChanged 72 SP:Iteration 15Q (7492.337251 sec): 3 clusters Score: Raw -533957.425186 + Penalty 2800.302142 = -531157.123044 nChanged 61 SP:Iteration 16Q (7492.396942 sec): 3 clusters Score: Raw -533976.778155 + Penalty 2800.302142 = -531176.476013 nChanged 41 SP:Iteration 17Q (7492.437507 sec): 3 clusters Score: Raw -533990.449336 + Penalty 2800.302142 = -531190.147195 nChanged 35 SP:Iteration 18Q (7492.491177 sec): 3 clusters Score: Raw -534001.793747 + Penalty 2800.302142 = -531201.491605 nChanged 37 SP:Iteration 19Q (7492.554092 sec): 3 clusters Score: Raw -534012.904118 + Penalty 2800.302142 = -531212.601976 nChanged 35 SP:Iteration 20F (7492.603788 sec): 3 clusters Score: Raw -534024.824792 + Penalty 2800.302142 = -531224.522650 nChanged 38 SP:Iteration 21Q (7492.648391 sec): 3 clusters Score: Raw -534036.072389 + Penalty 2800.302142 = -531235.770247 nChanged 42 SP:Iteration 22Q (7492.688644 sec): 3 clusters Score: Raw -534053.699051 + Penalty 2800.302142 = -531253.396910 nChanged 46 SP:Iteration 23Q (7492.748216 sec): 3 clusters Score: Raw -534076.738282 + Penalty 2800.302142 = -531276.436141 nChanged 53 SP:Iteration 24Q (7492.798395 sec): 3 clusters Score: Raw -534098.779966 + Penalty 2800.302142 = -531298.477825 nChanged 44 SP:Iteration 25Q (7492.846847 sec): 3 clusters Score: Raw -534115.373565 + Penalty 2800.302142 = -531315.071423 nChanged 39 SP:Iteration 26Q (7492.905046 sec): 3 clusters Score: Raw -534128.143203 + Penalty 2800.302142 = -531327.841062 nChanged 40 SP:Iteration 27Q (7492.954106 sec): 3 clusters Score: Raw -534142.484615 + Penalty 2800.302142 = -531342.182473 nChanged 28 SP:Iteration 28Q (7493.000759 sec): 3 clusters Score: Raw -534152.500227 + Penalty 2800.302142 = -531352.198085 nChanged 37 SP:Iteration 29Q (7493.051816 sec): 3 clusters Score: Raw -534162.003070 + Penalty 2800.302142 = -531361.700928 nChanged 31 SP:Iteration 30Q (7493.096100 sec): 3 clusters Score: Raw -534168.627266 + Penalty 2800.302142 = -531368.325124 nChanged 18 SP:Iteration 31Q (7493.148993 sec): 3 clusters Score: Raw -534173.462498 + Penalty 2800.302142 = -531373.160356 nChanged 23 SP:Iteration 32Q (7493.203467 sec): 3 clusters Score: Raw -534179.110424 + Penalty 2800.302142 = -531378.808282 nChanged 15 SP:Iteration 33Q (7493.251258 sec): 3 clusters Score: Raw -534183.239068 + Penalty 2800.302142 = -531382.936927 nChanged 13 SP:Iteration 34Q (7493.301218 sec): 3 clusters Score: Raw -534185.403489 + Penalty 2800.302142 = -531385.101347 nChanged 9 SP:Iteration 35Q (7493.343351 sec): 3 clusters Score: Raw -534187.187426 + Penalty 2800.302142 = -531386.885284 nChanged 5 SP:Iteration 36Q (7493.383382 sec): 3 clusters Score: Raw -534188.299610 + Penalty 2800.302142 = -531387.997468 nChanged 3 SP:Iteration 37Q (7493.436128 sec): 3 clusters Score: Raw -534188.833733 + Penalty 2800.302142 = -531388.531591 nChanged 2 SP:Iteration 38Q (7493.497852 sec): 3 clusters Score: Raw -534189.132309 + Penalty 2800.302142 = -531388.830167 nChanged 1 SP:Iteration 39Q (7493.539512 sec): 3 clusters Score: Raw -534189.300246 + Penalty 2800.302142 = -531388.998104 nChanged 2 SP:Iteration 40F (7493.595524 sec): 3 clusters Score: Raw -534189.564665 + Penalty 2800.302142 = -531389.262523 nChanged 1 SP:Iteration 41Q (7493.649518 sec): 3 clusters Score: Raw -534189.707103 + Penalty 2800.302142 = -531389.404961 nChanged 0 SP:Iteration 42F (7493.700872 sec): 3 clusters Score: Raw -534189.707103 + Penalty 2800.302142 = -531389.404961 nChanged 0 Trying to split cluster 4 (4162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7493.738102 sec): 2 clusters Score: Raw -428373.353043 + Penalty 1354.234539 = -427019.118505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7493.788333 sec): 3 clusters Score: Raw -426275.001201 + Penalty 2708.469077 = -423566.532124 nChanged 1648 SP:Iteration 1F (7493.841521 sec): 3 clusters Score: Raw -427223.871197 + Penalty 2708.469077 = -424515.402119 nChanged 318 SP:Iteration 2F (7493.881279 sec): 3 clusters Score: Raw -427449.809549 + Penalty 2708.469077 = -424741.340472 nChanged 260 SP:Iteration 3F (7493.928038 sec): 3 clusters Score: Raw -427618.800111 + Penalty 2708.469077 = -424910.331034 nChanged 225 SP:Iteration 4F (7493.986159 sec): 3 clusters Score: Raw -427791.444346 + Penalty 2708.469077 = -425082.975269 nChanged 218 SP:Iteration 5F (7494.026544 sec): 3 clusters Score: Raw -427951.135282 + Penalty 2708.469077 = -425242.666205 nChanged 199 SP:Iteration 6Q (7494.074893 sec): 3 clusters Score: Raw -428090.546993 + Penalty 2708.469077 = -425382.077916 nChanged 180 SP:Iteration 7Q (7494.116414 sec): 3 clusters Score: Raw -428220.374191 + Penalty 2708.469077 = -425511.905113 nChanged 149 SP:Iteration 8Q (7494.169085 sec): 3 clusters Score: Raw -428333.896158 + Penalty 2708.469077 = -425625.427081 nChanged 136 SP:Iteration 9Q (7494.209326 sec): 3 clusters Score: Raw -428424.814635 + Penalty 2708.469077 = -425716.345558 nChanged 115 SP:Iteration 10Q (7494.267317 sec): 3 clusters Score: Raw -428493.109227 + Penalty 2708.469077 = -425784.640149 nChanged 92 SP:Iteration 11Q (7494.309072 sec): 3 clusters Score: Raw -428542.804020 + Penalty 2708.469077 = -425834.334942 nChanged 79 SP:Iteration 12Q (7494.359269 sec): 3 clusters Score: Raw -428588.091663 + Penalty 2708.469077 = -425879.622586 nChanged 60 SP:Iteration 13Q (7494.425433 sec): 3 clusters Score: Raw -428619.913117 + Penalty 2708.469077 = -425911.444040 nChanged 45 SP:Iteration 14Q (7494.469377 sec): 3 clusters Score: Raw -428642.272664 + Penalty 2708.469077 = -425933.803587 nChanged 34 SP:Iteration 15Q (7494.521684 sec): 3 clusters Score: Raw -428657.743311 + Penalty 2708.469077 = -425949.274234 nChanged 26 SP:Iteration 16Q (7494.580187 sec): 3 clusters Score: Raw -428669.653052 + Penalty 2708.469077 = -425961.183975 nChanged 22 SP:Iteration 17Q (7494.638138 sec): 3 clusters Score: Raw -428681.359380 + Penalty 2708.469077 = -425972.890302 nChanged 27 SP:Iteration 18Q (7494.680330 sec): 3 clusters Score: Raw -428694.823970 + Penalty 2708.469077 = -425986.354893 nChanged 30 SP:Iteration 19Q (7494.740119 sec): 3 clusters Score: Raw -428711.969908 + Penalty 2708.469077 = -426003.500830 nChanged 28 SP:Iteration 20F (7494.791685 sec): 3 clusters Score: Raw -428724.927390 + Penalty 2708.469077 = -426016.458313 nChanged 20 SP:Iteration 21Q (7494.839382 sec): 3 clusters Score: Raw -428735.257618 + Penalty 2708.469077 = -426026.788541 nChanged 21 SP:Iteration 22Q (7494.886213 sec): 3 clusters Score: Raw -428744.881754 + Penalty 2708.469077 = -426036.412677 nChanged 19 SP:Iteration 23Q (7494.947881 sec): 3 clusters Score: Raw -428754.721898 + Penalty 2708.469077 = -426046.252821 nChanged 17 SP:Iteration 24Q (7494.993873 sec): 3 clusters Score: Raw -428762.929637 + Penalty 2708.469077 = -426054.460560 nChanged 18 SP:Iteration 25Q (7495.045006 sec): 3 clusters Score: Raw -428769.808094 + Penalty 2708.469077 = -426061.339017 nChanged 12 SP:Iteration 26Q (7495.097977 sec): 3 clusters Score: Raw -428775.340111 + Penalty 2708.469077 = -426066.871034 nChanged 8 SP:Iteration 27Q (7495.149839 sec): 3 clusters Score: Raw -428778.755321 + Penalty 2708.469077 = -426070.286244 nChanged 9 SP:Iteration 28Q (7495.210603 sec): 3 clusters Score: Raw -428781.485654 + Penalty 2708.469077 = -426073.016577 nChanged 5 SP:Iteration 29Q (7495.260042 sec): 3 clusters Score: Raw -428782.857981 + Penalty 2708.469077 = -426074.388904 nChanged 4 SP:Iteration 30Q (7495.310076 sec): 3 clusters Score: Raw -428783.743810 + Penalty 2708.469077 = -426075.274732 nChanged 2 SP:Iteration 31Q (7495.363447 sec): 3 clusters Score: Raw -428784.645458 + Penalty 2708.469077 = -426076.176380 nChanged 3 SP:Iteration 32Q (7495.406305 sec): 3 clusters Score: Raw -428785.933275 + Penalty 2708.469077 = -426077.464198 nChanged 1 SP:Iteration 33Q (7495.465964 sec): 3 clusters Score: Raw -428786.477931 + Penalty 2708.469077 = -426078.008853 nChanged 2 SP:Iteration 34Q (7495.524507 sec): 3 clusters Score: Raw -428787.353533 + Penalty 2708.469077 = -426078.884456 nChanged 3 SP:Iteration 35Q (7495.565699 sec): 3 clusters Score: Raw -428789.912019 + Penalty 2708.469077 = -426081.442942 nChanged 6 SP:Iteration 36Q (7495.627284 sec): 3 clusters Score: Raw -428791.941594 + Penalty 2708.469077 = -426083.472517 nChanged 5 SP:Iteration 37Q (7495.673006 sec): 3 clusters Score: Raw -428793.229536 + Penalty 2708.469077 = -426084.760459 nChanged 1 SP:Iteration 38Q (7495.722465 sec): 3 clusters Score: Raw -428793.521522 + Penalty 2708.469077 = -426085.052445 nChanged 2 SP:Iteration 39Q (7495.774663 sec): 3 clusters Score: Raw -428794.196316 + Penalty 2708.469077 = -426085.727239 nChanged 4 SP:Iteration 40F (7495.824828 sec): 3 clusters Score: Raw -428795.966857 + Penalty 2708.469077 = -426087.497780 nChanged 4 SP:Iteration 41Q (7495.869905 sec): 3 clusters Score: Raw -428797.703169 + Penalty 2708.469077 = -426089.234091 nChanged 3 SP:Iteration 42Q (7495.919028 sec): 3 clusters Score: Raw -428798.558204 + Penalty 2708.469077 = -426090.089127 nChanged 0 SP:Iteration 43F (7495.969882 sec): 3 clusters Score: Raw -428798.558204 + Penalty 2708.469077 = -426090.089127 nChanged 0 Trying to split cluster 5 (13608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7496.021232 sec): 2 clusters Score: Raw -1447957.017538 + Penalty 1546.742134 = -1446410.275404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7496.093520 sec): 3 clusters Score: Raw -1440083.759393 + Penalty 3093.484269 = -1436990.275125 nChanged 5960 SP:Iteration 1F (7496.161771 sec): 3 clusters Score: Raw -1443226.654426 + Penalty 3093.484269 = -1440133.170157 nChanged 769 SP:Iteration 2F (7496.231473 sec): 3 clusters Score: Raw -1443557.290952 + Penalty 3093.484269 = -1440463.806683 nChanged 722 SP:Iteration 3F (7496.298982 sec): 3 clusters Score: Raw -1443889.123494 + Penalty 3093.484269 = -1440795.639226 nChanged 665 SP:Iteration 4Q (7496.370749 sec): 3 clusters Score: Raw -1444206.143724 + Penalty 3093.484269 = -1441112.659455 nChanged 640 SP:Iteration 5Q (7496.439969 sec): 3 clusters Score: Raw -1444538.931191 + Penalty 3093.484269 = -1441445.446922 nChanged 640 SP:Iteration 6Q (7496.513690 sec): 3 clusters Score: Raw -1444888.662517 + Penalty 3093.484269 = -1441795.178249 nChanged 622 SP:Iteration 7Q (7496.585791 sec): 3 clusters Score: Raw -1445253.115413 + Penalty 3093.484269 = -1442159.631144 nChanged 622 SP:Iteration 8Q (7496.657133 sec): 3 clusters Score: Raw -1445657.775772 + Penalty 3093.484269 = -1442564.291504 nChanged 579 SP:Iteration 9Q (7496.727276 sec): 3 clusters Score: Raw -1446039.076397 + Penalty 3093.484269 = -1442945.592128 nChanged 579 SP:Iteration 10Q (7496.798255 sec): 3 clusters Score: Raw -1446402.611220 + Penalty 3093.484269 = -1443309.126952 nChanged 509 SP:Iteration 11Q (7496.856658 sec): 3 clusters Score: Raw -1446711.306237 + Penalty 3093.484269 = -1443617.821968 nChanged 406 SP:Iteration 12Q (7496.936199 sec): 3 clusters Score: Raw -1446924.176888 + Penalty 3093.484269 = -1443830.692619 nChanged 330 SP:Iteration 13Q (7497.002478 sec): 3 clusters Score: Raw -1447094.818306 + Penalty 3093.484269 = -1444001.334037 nChanged 292 SP:Iteration 14Q (7497.060572 sec): 3 clusters Score: Raw -1447246.426119 + Penalty 3093.484269 = -1444152.941850 nChanged 263 SP:Iteration 15Q (7497.134877 sec): 3 clusters Score: Raw -1447377.439374 + Penalty 3093.484269 = -1444283.955105 nChanged 226 SP:Iteration 16Q (7497.205290 sec): 3 clusters Score: Raw -1447489.238569 + Penalty 3093.484269 = -1444395.754301 nChanged 191 SP:Iteration 17Q (7497.258170 sec): 3 clusters Score: Raw -1447584.727229 + Penalty 3093.484269 = -1444491.242961 nChanged 174 SP:Iteration 18Q (7497.329467 sec): 3 clusters Score: Raw -1447670.886944 + Penalty 3093.484269 = -1444577.402675 nChanged 140 SP:Iteration 19Q (7497.396622 sec): 3 clusters Score: Raw -1447744.115433 + Penalty 3093.484269 = -1444650.631165 nChanged 133 SP:Iteration 20F (7497.466976 sec): 3 clusters Score: Raw -1447813.574351 + Penalty 3093.484269 = -1444720.090082 nChanged 112 SP:Iteration 21Q (7497.530086 sec): 3 clusters Score: Raw -1447864.191992 + Penalty 3093.484269 = -1444770.707724 nChanged 77 SP:Iteration 22Q (7497.594072 sec): 3 clusters Score: Raw -1447900.352235 + Penalty 3093.484269 = -1444806.867967 nChanged 83 SP:Iteration 23Q (7497.654554 sec): 3 clusters Score: Raw -1447941.892702 + Penalty 3093.484269 = -1444848.408434 nChanged 71 SP:Iteration 24Q (7497.726347 sec): 3 clusters Score: Raw -1447975.453480 + Penalty 3093.484269 = -1444881.969212 nChanged 54 SP:Iteration 25Q (7497.785069 sec): 3 clusters Score: Raw -1448000.310099 + Penalty 3093.484269 = -1444906.825830 nChanged 47 SP:Iteration 26Q (7497.841501 sec): 3 clusters Score: Raw -1448022.584636 + Penalty 3093.484269 = -1444929.100367 nChanged 47 SP:Iteration 27Q (7497.903487 sec): 3 clusters Score: Raw -1448046.530541 + Penalty 3093.484269 = -1444953.046272 nChanged 40 SP:Iteration 28Q (7497.970253 sec): 3 clusters Score: Raw -1448069.664301 + Penalty 3093.484269 = -1444976.180032 nChanged 38 SP:Iteration 29Q (7498.022215 sec): 3 clusters Score: Raw -1448089.319186 + Penalty 3093.484269 = -1444995.834918 nChanged 33 SP:Iteration 30Q (7498.086640 sec): 3 clusters Score: Raw -1448107.080183 + Penalty 3093.484269 = -1445013.595915 nChanged 25 SP:Iteration 31Q (7498.150836 sec): 3 clusters Score: Raw -1448121.601411 + Penalty 3093.484269 = -1445028.117143 nChanged 19 SP:Iteration 32Q (7498.206269 sec): 3 clusters Score: Raw -1448131.978187 + Penalty 3093.484269 = -1445038.493918 nChanged 22 SP:Iteration 33Q (7498.273119 sec): 3 clusters Score: Raw -1448145.345134 + Penalty 3093.484269 = -1445051.860866 nChanged 25 SP:Iteration 34Q (7498.330860 sec): 3 clusters Score: Raw -1448158.612579 + Penalty 3093.484269 = -1445065.128310 nChanged 21 SP:Iteration 35Q (7498.383922 sec): 3 clusters Score: Raw -1448170.079319 + Penalty 3093.484269 = -1445076.595050 nChanged 18 SP:Iteration 36Q (7498.451004 sec): 3 clusters Score: Raw -1448181.549946 + Penalty 3093.484269 = -1445088.065678 nChanged 15 SP:Iteration 37Q (7498.511330 sec): 3 clusters Score: Raw -1448190.195710 + Penalty 3093.484269 = -1445096.711441 nChanged 11 SP:Iteration 38Q (7498.569644 sec): 3 clusters Score: Raw -1448196.471463 + Penalty 3093.484269 = -1445102.987194 nChanged 10 SP:Iteration 39Q (7498.626186 sec): 3 clusters Score: Raw -1448201.848161 + Penalty 3093.484269 = -1445108.363893 nChanged 10 SP:Iteration 40F (7498.698608 sec): 3 clusters Score: Raw -1448209.019422 + Penalty 3093.484269 = -1445115.535153 nChanged 9 SP:Iteration 41Q (7498.749304 sec): 3 clusters Score: Raw -1448213.442777 + Penalty 3093.484269 = -1445119.958508 nChanged 5 SP:Iteration 42Q (7498.802337 sec): 3 clusters Score: Raw -1448215.165793 + Penalty 3093.484269 = -1445121.681524 nChanged 2 SP:Iteration 43Q (7498.865982 sec): 3 clusters Score: Raw -1448216.568008 + Penalty 3093.484269 = -1445123.083739 nChanged 5 SP:Iteration 44Q (7498.928591 sec): 3 clusters Score: Raw -1448218.536254 + Penalty 3093.484269 = -1445125.051985 nChanged 1 SP:Iteration 45Q (7499.000889 sec): 3 clusters Score: Raw -1448219.167214 + Penalty 3093.484269 = -1445125.682945 nChanged 0 SP:Iteration 46F (7499.056964 sec): 3 clusters Score: Raw -1448219.167214 + Penalty 3093.484269 = -1445125.682945 nChanged 0 Trying to split cluster 6 (11319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7499.100523 sec): 2 clusters Score: Raw -1169682.608825 + Penalty 1516.813676 = -1168165.795149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7499.166818 sec): 3 clusters Score: Raw -1163236.538251 + Penalty 3033.627353 = -1160202.910898 nChanged 4919 SP:Iteration 1F (7499.223808 sec): 3 clusters Score: Raw -1165933.314802 + Penalty 3033.627353 = -1162899.687449 nChanged 749 SP:Iteration 2F (7499.291084 sec): 3 clusters Score: Raw -1166321.817766 + Penalty 3033.627353 = -1163288.190413 nChanged 724 SP:Iteration 3F (7499.352993 sec): 3 clusters Score: Raw -1166729.081938 + Penalty 3033.627353 = -1163695.454585 nChanged 709 SP:Iteration 4F (7499.405983 sec): 3 clusters Score: Raw -1167144.080258 + Penalty 3033.627353 = -1164110.452906 nChanged 676 SP:Iteration 5F (7499.471655 sec): 3 clusters Score: Raw -1167518.063422 + Penalty 3033.627353 = -1164484.436069 nChanged 586 SP:Iteration 6F (7499.528819 sec): 3 clusters Score: Raw -1167832.974496 + Penalty 3033.627353 = -1164799.347144 nChanged 486 SP:Iteration 7Q (7499.587437 sec): 3 clusters Score: Raw -1168086.647081 + Penalty 3033.627353 = -1165053.019728 nChanged 415 SP:Iteration 8Q (7499.659735 sec): 3 clusters Score: Raw -1168298.234881 + Penalty 3033.627353 = -1165264.607528 nChanged 343 SP:Iteration 9Q (7499.713078 sec): 3 clusters Score: Raw -1168462.931366 + Penalty 3033.627353 = -1165429.304013 nChanged 280 SP:Iteration 10Q (7499.784533 sec): 3 clusters Score: Raw -1168599.681391 + Penalty 3033.627353 = -1165566.054038 nChanged 264 SP:Iteration 11Q (7499.845386 sec): 3 clusters Score: Raw -1168738.666894 + Penalty 3033.627353 = -1165705.039542 nChanged 236 SP:Iteration 12Q (7499.923171 sec): 3 clusters Score: Raw -1168888.661998 + Penalty 3033.627353 = -1165855.034645 nChanged 238 SP:Iteration 13Q (7499.989791 sec): 3 clusters Score: Raw -1169063.187075 + Penalty 3033.627353 = -1166029.559722 nChanged 224 SP:Iteration 14Q (7500.044606 sec): 3 clusters Score: Raw -1169212.974124 + Penalty 3033.627353 = -1166179.346771 nChanged 200 SP:Iteration 15Q (7500.119116 sec): 3 clusters Score: Raw -1169346.333194 + Penalty 3033.627353 = -1166312.705841 nChanged 184 SP:Iteration 16Q (7500.185698 sec): 3 clusters Score: Raw -1169489.978189 + Penalty 3033.627353 = -1166456.350836 nChanged 148 SP:Iteration 17Q (7500.241093 sec): 3 clusters Score: Raw -1169607.160027 + Penalty 3033.627353 = -1166573.532674 nChanged 138 SP:Iteration 18Q (7500.314629 sec): 3 clusters Score: Raw -1169711.153971 + Penalty 3033.627353 = -1166677.526618 nChanged 101 SP:Iteration 19Q (7500.370400 sec): 3 clusters Score: Raw -1169789.685617 + Penalty 3033.627353 = -1166756.058264 nChanged 91 SP:Iteration 20F (7500.428649 sec): 3 clusters Score: Raw -1169858.332026 + Penalty 3033.627353 = -1166824.704673 nChanged 84 SP:Iteration 21Q (7500.503163 sec): 3 clusters Score: Raw -1169915.883202 + Penalty 3033.627353 = -1166882.255849 nChanged 83 SP:Iteration 22Q (7500.563657 sec): 3 clusters Score: Raw -1169977.335273 + Penalty 3033.627353 = -1166943.707920 nChanged 72 SP:Iteration 23Q (7500.627450 sec): 3 clusters Score: Raw -1170022.127609 + Penalty 3033.627353 = -1166988.500257 nChanged 65 SP:Iteration 24Q (7500.686914 sec): 3 clusters Score: Raw -1170064.721550 + Penalty 3033.627353 = -1167031.094197 nChanged 52 SP:Iteration 25Q (7500.747023 sec): 3 clusters Score: Raw -1170093.972330 + Penalty 3033.627353 = -1167060.344977 nChanged 43 SP:Iteration 26Q (7500.795199 sec): 3 clusters Score: Raw -1170114.271817 + Penalty 3033.627353 = -1167080.644464 nChanged 30 SP:Iteration 27Q (7500.854072 sec): 3 clusters Score: Raw -1170122.694049 + Penalty 3033.627353 = -1167089.066696 nChanged 19 SP:Iteration 28Q (7500.929449 sec): 3 clusters Score: Raw -1170127.508434 + Penalty 3033.627353 = -1167093.881081 nChanged 10 SP:Iteration 29Q (7500.980540 sec): 3 clusters Score: Raw -1170129.709696 + Penalty 3033.627353 = -1167096.082343 nChanged 5 SP:Iteration 30Q (7501.053413 sec): 3 clusters Score: Raw -1170131.680593 + Penalty 3033.627353 = -1167098.053240 nChanged 8 SP:Iteration 31Q (7501.110289 sec): 3 clusters Score: Raw -1170134.384673 + Penalty 3033.627353 = -1167100.757321 nChanged 7 SP:Iteration 32Q (7501.167070 sec): 3 clusters Score: Raw -1170136.608133 + Penalty 3033.627353 = -1167102.980780 nChanged 8 SP:Iteration 33Q (7501.229723 sec): 3 clusters Score: Raw -1170139.051673 + Penalty 3033.627353 = -1167105.424321 nChanged 9 SP:Iteration 34Q (7501.280152 sec): 3 clusters Score: Raw -1170141.593916 + Penalty 3033.627353 = -1167107.966563 nChanged 3 SP:Iteration 35Q (7501.343195 sec): 3 clusters Score: Raw -1170142.702881 + Penalty 3033.627353 = -1167109.075529 nChanged 8 SP:Iteration 36Q (7501.398938 sec): 3 clusters Score: Raw -1170145.826445 + Penalty 3033.627353 = -1167112.199092 nChanged 12 SP:Iteration 37Q (7501.457232 sec): 3 clusters Score: Raw -1170150.814427 + Penalty 3033.627353 = -1167117.187075 nChanged 12 SP:Iteration 38Q (7501.523930 sec): 3 clusters Score: Raw -1170154.489591 + Penalty 3033.627353 = -1167120.862238 nChanged 15 SP:Iteration 39Q (7501.582946 sec): 3 clusters Score: Raw -1170157.973428 + Penalty 3033.627353 = -1167124.346076 nChanged 9 SP:Iteration 40F (7501.641938 sec): 3 clusters Score: Raw -1170161.872763 + Penalty 3033.627353 = -1167128.245410 nChanged 6 SP:Iteration 41Q (7501.714727 sec): 3 clusters Score: Raw -1170164.103764 + Penalty 3033.627353 = -1167130.476411 nChanged 7 SP:Iteration 42Q (7501.768005 sec): 3 clusters Score: Raw -1170166.519286 + Penalty 3033.627353 = -1167132.891933 nChanged 6 SP:Iteration 43Q (7501.833502 sec): 3 clusters Score: Raw -1170168.493321 + Penalty 3033.627353 = -1167134.865968 nChanged 6 SP:Iteration 44Q (7501.886775 sec): 3 clusters Score: Raw -1170169.857562 + Penalty 3033.627353 = -1167136.230209 nChanged 4 SP:Iteration 45Q (7501.951003 sec): 3 clusters Score: Raw -1170171.393882 + Penalty 3033.627353 = -1167137.766530 nChanged 5 SP:Iteration 46Q (7502.003778 sec): 3 clusters Score: Raw -1170173.518206 + Penalty 3033.627353 = -1167139.890854 nChanged 5 SP:Iteration 47Q (7502.073293 sec): 3 clusters Score: Raw -1170175.376442 + Penalty 3033.627353 = -1167141.749089 nChanged 5 SP:Iteration 48Q (7502.126969 sec): 3 clusters Score: Raw -1170176.886197 + Penalty 3033.627353 = -1167143.258844 nChanged 7 SP:Iteration 49Q (7502.190129 sec): 3 clusters Score: Raw -1170179.179249 + Penalty 3033.627353 = -1167145.551896 nChanged 6 SP:Iteration 50Q (7502.260218 sec): 3 clusters Score: Raw -1170180.381727 + Penalty 3033.627353 = -1167146.754374 nChanged 4 SP:Iteration 51Q (7502.309944 sec): 3 clusters Score: Raw -1170181.029134 + Penalty 3033.627353 = -1167147.401781 nChanged 3 SP:Iteration 52Q (7502.372608 sec): 3 clusters Score: Raw -1170181.910738 + Penalty 3033.627353 = -1167148.283386 nChanged 3 SP:Iteration 53Q (7502.443252 sec): 3 clusters Score: Raw -1170182.413909 + Penalty 3033.627353 = -1167148.786556 nChanged 2 SP:Iteration 54Q (7502.492340 sec): 3 clusters Score: Raw -1170182.823351 + Penalty 3033.627353 = -1167149.195998 nChanged 2 SP:Iteration 55Q (7502.555601 sec): 3 clusters Score: Raw -1170183.273936 + Penalty 3033.627353 = -1167149.646584 nChanged 2 SP:Iteration 56Q (7502.619244 sec): 3 clusters Score: Raw -1170184.243855 + Penalty 3033.627353 = -1167150.616503 nChanged 2 SP:Iteration 57Q (7502.685876 sec): 3 clusters Score: Raw -1170184.776365 + Penalty 3033.627353 = -1167151.149012 nChanged 5 SP:Iteration 58Q (7502.746376 sec): 3 clusters Score: Raw -1170185.357197 + Penalty 3033.627353 = -1167151.729844 nChanged 0 SP:Iteration 59F (7502.815049 sec): 3 clusters Score: Raw -1170185.357197 + Penalty 3033.627353 = -1167151.729844 nChanged 0 Trying to split cluster 7 (7737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7502.848031 sec): 2 clusters Score: Raw -786833.656249 + Penalty 1454.987510 = -785378.668739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7502.905856 sec): 3 clusters Score: Raw -782541.633241 + Penalty 2909.975021 = -779631.658220 nChanged 3336 SP:Iteration 1F (7502.964350 sec): 3 clusters Score: Raw -784334.459561 + Penalty 2909.975021 = -781424.484540 nChanged 461 SP:Iteration 2F (7503.020977 sec): 3 clusters Score: Raw -784534.483848 + Penalty 2909.975021 = -781624.508827 nChanged 358 SP:Iteration 3Q (7503.077970 sec): 3 clusters Score: Raw -784710.319083 + Penalty 2909.975021 = -781800.344062 nChanged 334 SP:Iteration 4Q (7503.140169 sec): 3 clusters Score: Raw -784902.577488 + Penalty 2909.975021 = -781992.602468 nChanged 339 SP:Iteration 5Q (7503.184368 sec): 3 clusters Score: Raw -785104.594159 + Penalty 2909.975021 = -782194.619139 nChanged 330 SP:Iteration 6Q (7503.242670 sec): 3 clusters Score: Raw -785287.764952 + Penalty 2909.975021 = -782377.789931 nChanged 319 SP:Iteration 7Q (7503.296729 sec): 3 clusters Score: Raw -785499.182312 + Penalty 2909.975021 = -782589.207291 nChanged 310 SP:Iteration 8Q (7503.353632 sec): 3 clusters Score: Raw -785703.902252 + Penalty 2909.975021 = -782793.927231 nChanged 304 SP:Iteration 9Q (7503.402261 sec): 3 clusters Score: Raw -785917.508455 + Penalty 2909.975021 = -783007.533434 nChanged 296 SP:Iteration 10Q (7503.471946 sec): 3 clusters Score: Raw -786145.761584 + Penalty 2909.975021 = -783235.786563 nChanged 281 SP:Iteration 11Q (7503.515264 sec): 3 clusters Score: Raw -786341.839450 + Penalty 2909.975021 = -783431.864429 nChanged 218 SP:Iteration 12Q (7503.572993 sec): 3 clusters Score: Raw -786488.188352 + Penalty 2909.975021 = -783578.213331 nChanged 188 SP:Iteration 13Q (7503.629917 sec): 3 clusters Score: Raw -786613.529843 + Penalty 2909.975021 = -783703.554823 nChanged 143 SP:Iteration 14Q (7503.693753 sec): 3 clusters Score: Raw -786729.611405 + Penalty 2909.975021 = -783819.636384 nChanged 108 SP:Iteration 15Q (7503.740925 sec): 3 clusters Score: Raw -786824.248182 + Penalty 2909.975021 = -783914.273161 nChanged 86 SP:Iteration 16Q (7503.806327 sec): 3 clusters Score: Raw -786888.933908 + Penalty 2909.975021 = -783978.958887 nChanged 56 SP:Iteration 17Q (7503.862288 sec): 3 clusters Score: Raw -786927.481361 + Penalty 2909.975021 = -784017.506340 nChanged 44 SP:Iteration 18Q (7503.911726 sec): 3 clusters Score: Raw -786959.501841 + Penalty 2909.975021 = -784049.526820 nChanged 40 SP:Iteration 19Q (7503.975812 sec): 3 clusters Score: Raw -786980.828635 + Penalty 2909.975021 = -784070.853614 nChanged 24 SP:Iteration 20F (7504.012816 sec): 3 clusters Score: Raw -786993.917347 + Penalty 2909.975021 = -784083.942326 nChanged 24 SP:Iteration 21Q (7504.066486 sec): 3 clusters Score: Raw -787004.907707 + Penalty 2909.975021 = -784094.932686 nChanged 12 SP:Iteration 22Q (7504.130051 sec): 3 clusters Score: Raw -787010.147335 + Penalty 2909.975021 = -784100.172314 nChanged 9 SP:Iteration 23Q (7504.170917 sec): 3 clusters Score: Raw -787015.058232 + Penalty 2909.975021 = -784105.083211 nChanged 9 SP:Iteration 24Q (7504.227083 sec): 3 clusters Score: Raw -787019.809160 + Penalty 2909.975021 = -784109.834139 nChanged 7 SP:Iteration 25Q (7504.291376 sec): 3 clusters Score: Raw -787023.842026 + Penalty 2909.975021 = -784113.867005 nChanged 4 SP:Iteration 26Q (7504.337987 sec): 3 clusters Score: Raw -787026.222721 + Penalty 2909.975021 = -784116.247701 nChanged 5 SP:Iteration 27Q (7504.388847 sec): 3 clusters Score: Raw -787029.627454 + Penalty 2909.975021 = -784119.652433 nChanged 5 SP:Iteration 28Q (7504.440289 sec): 3 clusters Score: Raw -787032.075500 + Penalty 2909.975021 = -784122.100479 nChanged 6 SP:Iteration 29Q (7504.501149 sec): 3 clusters Score: Raw -787034.777692 + Penalty 2909.975021 = -784124.802672 nChanged 3 SP:Iteration 30Q (7504.547212 sec): 3 clusters Score: Raw -787036.874379 + Penalty 2909.975021 = -784126.899358 nChanged 4 SP:Iteration 31Q (7504.608290 sec): 3 clusters Score: Raw -787039.274831 + Penalty 2909.975021 = -784129.299810 nChanged 3 SP:Iteration 32Q (7504.653697 sec): 3 clusters Score: Raw -787041.015897 + Penalty 2909.975021 = -784131.040876 nChanged 1 SP:Iteration 33Q (7504.713360 sec): 3 clusters Score: Raw -787042.439103 + Penalty 2909.975021 = -784132.464083 nChanged 1 SP:Iteration 34Q (7504.765628 sec): 3 clusters Score: Raw -787042.698693 + Penalty 2909.975021 = -784132.723672 nChanged 1 SP:Iteration 35Q (7504.809982 sec): 3 clusters Score: Raw -787043.381952 + Penalty 2909.975021 = -784133.406932 nChanged 1 SP:Iteration 36Q (7504.872508 sec): 3 clusters Score: Raw -787043.688735 + Penalty 2909.975021 = -784133.713714 nChanged 1 SP:Iteration 37Q (7504.924234 sec): 3 clusters Score: Raw -787044.072832 + Penalty 2909.975021 = -784134.097811 nChanged 1 SP:Iteration 38Q (7504.961976 sec): 3 clusters Score: Raw -787044.758573 + Penalty 2909.975021 = -784134.783552 nChanged 0 SP:Iteration 39F (7505.017616 sec): 3 clusters Score: Raw -787044.758573 + Penalty 2909.975021 = -784134.783552 nChanged 0 Trying to split cluster 8 (10025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7505.062210 sec): 2 clusters Score: Raw -1021645.734853 + Penalty 1497.086053 = -1020148.648800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7505.118135 sec): 3 clusters Score: Raw -1015968.629442 + Penalty 2994.172107 = -1012974.457335 nChanged 4340 SP:Iteration 1F (7505.180040 sec): 3 clusters Score: Raw -1018397.329252 + Penalty 2994.172107 = -1015403.157145 nChanged 698 SP:Iteration 2F (7505.245303 sec): 3 clusters Score: Raw -1018809.949916 + Penalty 2994.172107 = -1015815.777809 nChanged 650 SP:Iteration 3F (7505.303450 sec): 3 clusters Score: Raw -1019205.990217 + Penalty 2994.172107 = -1016211.818110 nChanged 620 SP:Iteration 4F (7505.361902 sec): 3 clusters Score: Raw -1019619.021326 + Penalty 2994.172107 = -1016624.849219 nChanged 582 SP:Iteration 5F (7505.423492 sec): 3 clusters Score: Raw -1020045.620651 + Penalty 2994.172107 = -1017051.448544 nChanged 533 SP:Iteration 6F (7505.468581 sec): 3 clusters Score: Raw -1020448.392084 + Penalty 2994.172107 = -1017454.219977 nChanged 457 SP:Iteration 7Q (7505.529951 sec): 3 clusters Score: Raw -1020799.583581 + Penalty 2994.172107 = -1017805.411474 nChanged 330 SP:Iteration 8Q (7505.590654 sec): 3 clusters Score: Raw -1021030.099463 + Penalty 2994.172107 = -1018035.927356 nChanged 235 SP:Iteration 9Q (7505.656647 sec): 3 clusters Score: Raw -1021181.956269 + Penalty 2994.172107 = -1018187.784162 nChanged 188 SP:Iteration 10Q (7505.713522 sec): 3 clusters Score: Raw -1021311.234401 + Penalty 2994.172107 = -1018317.062295 nChanged 149 SP:Iteration 11Q (7505.774756 sec): 3 clusters Score: Raw -1021414.543709 + Penalty 2994.172107 = -1018420.371602 nChanged 128 SP:Iteration 12Q (7505.834758 sec): 3 clusters Score: Raw -1021517.765873 + Penalty 2994.172107 = -1018523.593766 nChanged 106 SP:Iteration 13Q (7505.900501 sec): 3 clusters Score: Raw -1021596.831860 + Penalty 2994.172107 = -1018602.659753 nChanged 85 SP:Iteration 14Q (7505.959702 sec): 3 clusters Score: Raw -1021649.438758 + Penalty 2994.172107 = -1018655.266651 nChanged 62 SP:Iteration 15Q (7506.024634 sec): 3 clusters Score: Raw -1021682.424524 + Penalty 2994.172107 = -1018688.252417 nChanged 50 SP:Iteration 16Q (7506.084772 sec): 3 clusters Score: Raw -1021712.381774 + Penalty 2994.172107 = -1018718.209667 nChanged 47 SP:Iteration 17Q (7506.139210 sec): 3 clusters Score: Raw -1021738.794458 + Penalty 2994.172107 = -1018744.622351 nChanged 48 SP:Iteration 18Q (7506.203873 sec): 3 clusters Score: Raw -1021766.210469 + Penalty 2994.172107 = -1018772.038362 nChanged 44 SP:Iteration 19Q (7506.268552 sec): 3 clusters Score: Raw -1021794.120629 + Penalty 2994.172107 = -1018799.948522 nChanged 49 SP:Iteration 20F (7506.332056 sec): 3 clusters Score: Raw -1021818.803914 + Penalty 2994.172107 = -1018824.631807 nChanged 31 SP:Iteration 21Q (7506.390440 sec): 3 clusters Score: Raw -1021835.339693 + Penalty 2994.172107 = -1018841.167586 nChanged 24 SP:Iteration 22Q (7506.449343 sec): 3 clusters Score: Raw -1021843.764773 + Penalty 2994.172107 = -1018849.592667 nChanged 12 SP:Iteration 23Q (7506.507371 sec): 3 clusters Score: Raw -1021850.255817 + Penalty 2994.172107 = -1018856.083710 nChanged 14 SP:Iteration 24Q (7506.573303 sec): 3 clusters Score: Raw -1021856.599285 + Penalty 2994.172107 = -1018862.427178 nChanged 16 SP:Iteration 25Q (7506.626745 sec): 3 clusters Score: Raw -1021864.057875 + Penalty 2994.172107 = -1018869.885769 nChanged 15 SP:Iteration 26Q (7506.681883 sec): 3 clusters Score: Raw -1021871.407295 + Penalty 2994.172107 = -1018877.235188 nChanged 14 SP:Iteration 27Q (7506.751586 sec): 3 clusters Score: Raw -1021878.148807 + Penalty 2994.172107 = -1018883.976700 nChanged 9 SP:Iteration 28Q (7506.815979 sec): 3 clusters Score: Raw -1021881.976700 + Penalty 2994.172107 = -1018887.804593 nChanged 2 SP:Iteration 29Q (7506.873409 sec): 3 clusters Score: Raw -1021882.407121 + Penalty 2994.172107 = -1018888.235014 nChanged 2 SP:Iteration 30Q (7506.928316 sec): 3 clusters Score: Raw -1021882.907243 + Penalty 2994.172107 = -1018888.735136 nChanged 5 SP:Iteration 31Q (7506.995580 sec): 3 clusters Score: Raw -1021884.515759 + Penalty 2994.172107 = -1018890.343652 nChanged 6 SP:Iteration 32Q (7507.051322 sec): 3 clusters Score: Raw -1021886.302561 + Penalty 2994.172107 = -1018892.130454 nChanged 6 SP:Iteration 33Q (7507.100778 sec): 3 clusters Score: Raw -1021887.667221 + Penalty 2994.172107 = -1018893.495114 nChanged 0 SP:Iteration 34F (7507.166737 sec): 3 clusters Score: Raw -1021887.667221 + Penalty 2994.172107 = -1018893.495114 nChanged 0 Trying to split cluster 9 (5696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7507.201584 sec): 2 clusters Score: Raw -573509.585654 + Penalty 1405.221911 = -572104.363742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7507.255971 sec): 3 clusters Score: Raw -570597.431028 + Penalty 2810.443822 = -567786.987205 nChanged 2329 SP:Iteration 1F (7507.300497 sec): 3 clusters Score: Raw -572220.995511 + Penalty 2810.443822 = -569410.551688 nChanged 512 SP:Iteration 2F (7507.361001 sec): 3 clusters Score: Raw -572659.214182 + Penalty 2810.443822 = -569848.770360 nChanged 439 SP:Iteration 3F (7507.414366 sec): 3 clusters Score: Raw -573026.639550 + Penalty 2810.443822 = -570216.195728 nChanged 384 SP:Iteration 4F (7507.475880 sec): 3 clusters Score: Raw -573314.055622 + Penalty 2810.443822 = -570503.611800 nChanged 312 SP:Iteration 5F (7507.532291 sec): 3 clusters Score: Raw -573566.266097 + Penalty 2810.443822 = -570755.822275 nChanged 279 SP:Iteration 6Q (7507.584662 sec): 3 clusters Score: Raw -573801.259407 + Penalty 2810.443822 = -570990.815585 nChanged 213 SP:Iteration 7Q (7507.638798 sec): 3 clusters Score: Raw -573964.747691 + Penalty 2810.443822 = -571154.303869 nChanged 141 SP:Iteration 8Q (7507.697961 sec): 3 clusters Score: Raw -574064.068030 + Penalty 2810.443822 = -571253.624207 nChanged 100 SP:Iteration 9Q (7507.742980 sec): 3 clusters Score: Raw -574120.939186 + Penalty 2810.443822 = -571310.495364 nChanged 70 SP:Iteration 10Q (7507.797934 sec): 3 clusters Score: Raw -574166.371440 + Penalty 2810.443822 = -571355.927618 nChanged 60 SP:Iteration 11Q (7507.854850 sec): 3 clusters Score: Raw -574192.025176 + Penalty 2810.443822 = -571381.581354 nChanged 33 SP:Iteration 12Q (7507.914174 sec): 3 clusters Score: Raw -574205.981294 + Penalty 2810.443822 = -571395.537471 nChanged 24 SP:Iteration 13Q (7507.973613 sec): 3 clusters Score: Raw -574215.402738 + Penalty 2810.443822 = -571404.958915 nChanged 21 SP:Iteration 14Q (7508.022515 sec): 3 clusters Score: Raw -574222.023752 + Penalty 2810.443822 = -571411.579930 nChanged 19 SP:Iteration 15Q (7508.081536 sec): 3 clusters Score: Raw -574226.305511 + Penalty 2810.443822 = -571415.861689 nChanged 10 SP:Iteration 16Q (7508.124971 sec): 3 clusters Score: Raw -574229.228253 + Penalty 2810.443822 = -571418.784430 nChanged 8 SP:Iteration 17Q (7508.180868 sec): 3 clusters Score: Raw -574231.018409 + Penalty 2810.443822 = -571420.574586 nChanged 6 SP:Iteration 18Q (7508.241715 sec): 3 clusters Score: Raw -574232.393049 + Penalty 2810.443822 = -571421.949227 nChanged 5 SP:Iteration 19Q (7508.288881 sec): 3 clusters Score: Raw -574233.582529 + Penalty 2810.443822 = -571423.138707 nChanged 5 SP:Iteration 20F (7508.338861 sec): 3 clusters Score: Raw -574235.889866 + Penalty 2810.443822 = -571425.446043 nChanged 8 SP:Iteration 21Q (7508.392715 sec): 3 clusters Score: Raw -574238.508636 + Penalty 2810.443822 = -571428.064813 nChanged 8 SP:Iteration 22Q (7508.456992 sec): 3 clusters Score: Raw -574240.226883 + Penalty 2810.443822 = -571429.783061 nChanged 3 SP:Iteration 23Q (7508.492630 sec): 3 clusters Score: Raw -574240.857292 + Penalty 2810.443822 = -571430.413470 nChanged 1 SP:Iteration 24Q (7508.547582 sec): 3 clusters Score: Raw -574241.146376 + Penalty 2810.443822 = -571430.702554 nChanged 1 SP:Iteration 25Q (7508.592766 sec): 3 clusters Score: Raw -574241.245592 + Penalty 2810.443822 = -571430.801770 nChanged 0 SP:Iteration 26F (7508.650803 sec): 3 clusters Score: Raw -574241.245592 + Penalty 2810.443822 = -571430.801770 nChanged 0 Trying to split cluster 10 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7508.671549 sec): 2 clusters Score: Raw -16557.267777 + Penalty 891.279502 = -15665.988276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7508.707824 sec): 3 clusters Score: Raw -16686.017720 + Penalty 1782.559003 = -14903.458717 nChanged 50 SP:Iteration 1F (7508.752911 sec): 3 clusters Score: Raw -16823.722347 + Penalty 1782.559003 = -15041.163343 nChanged 16 SP:Iteration 2F (7508.794104 sec): 3 clusters Score: Raw -16877.525654 + Penalty 1782.559003 = -15094.966650 nChanged 8 SP:Iteration 3Q (7508.837759 sec): 3 clusters Score: Raw -16898.892888 + Penalty 1782.559003 = -15116.333884 nChanged 3 SP:Iteration 4Q (7508.886694 sec): 3 clusters Score: Raw -16917.060525 + Penalty 1782.559003 = -15134.501522 nChanged 0 SP:Iteration 5F (7508.936226 sec): 3 clusters Score: Raw -16917.060525 + Penalty 1782.559003 = -15134.501522 nChanged 0 Trying to split cluster 11 (3763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7508.955092 sec): 2 clusters Score: Raw -364803.420654 + Penalty 1337.857916 = -363465.562738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7509.016335 sec): 3 clusters Score: Raw -362928.723862 + Penalty 2675.715832 = -360253.008030 nChanged 1493 SP:Iteration 1F (7509.046932 sec): 3 clusters Score: Raw -363798.527899 + Penalty 2675.715832 = -361122.812067 nChanged 304 SP:Iteration 2F (7509.111486 sec): 3 clusters Score: Raw -363989.133336 + Penalty 2675.715832 = -361313.417504 nChanged 215 SP:Iteration 3F (7509.164423 sec): 3 clusters Score: Raw -364119.700584 + Penalty 2675.715832 = -361443.984752 nChanged 170 SP:Iteration 4Q (7509.215063 sec): 3 clusters Score: Raw -364225.269566 + Penalty 2675.715832 = -361549.553734 nChanged 165 SP:Iteration 5Q (7509.267147 sec): 3 clusters Score: Raw -364333.031939 + Penalty 2675.715832 = -361657.316107 nChanged 122 SP:Iteration 6Q (7509.307106 sec): 3 clusters Score: Raw -364406.943501 + Penalty 2675.715832 = -361731.227669 nChanged 103 SP:Iteration 7Q (7509.358114 sec): 3 clusters Score: Raw -364456.837529 + Penalty 2675.715832 = -361781.121697 nChanged 77 SP:Iteration 8Q (7509.408994 sec): 3 clusters Score: Raw -364500.245161 + Penalty 2675.715832 = -361824.529329 nChanged 73 SP:Iteration 9Q (7509.451627 sec): 3 clusters Score: Raw -364539.984451 + Penalty 2675.715832 = -361864.268619 nChanged 69 SP:Iteration 10Q (7509.503759 sec): 3 clusters Score: Raw -364575.126471 + Penalty 2675.715832 = -361899.410639 nChanged 52 SP:Iteration 11Q (7509.541034 sec): 3 clusters Score: Raw -364603.183747 + Penalty 2675.715832 = -361927.467915 nChanged 46 SP:Iteration 12Q (7509.600906 sec): 3 clusters Score: Raw -364623.913531 + Penalty 2675.715832 = -361948.197699 nChanged 31 SP:Iteration 13Q (7509.641068 sec): 3 clusters Score: Raw -364638.531828 + Penalty 2675.715832 = -361962.815996 nChanged 26 SP:Iteration 14Q (7509.693223 sec): 3 clusters Score: Raw -364651.988089 + Penalty 2675.715832 = -361976.272257 nChanged 40 SP:Iteration 15Q (7509.747798 sec): 3 clusters Score: Raw -364672.595145 + Penalty 2675.715832 = -361996.879313 nChanged 36 SP:Iteration 16Q (7509.792129 sec): 3 clusters Score: Raw -364692.893103 + Penalty 2675.715832 = -362017.177271 nChanged 31 SP:Iteration 17Q (7509.838470 sec): 3 clusters Score: Raw -364705.177247 + Penalty 2675.715832 = -362029.461415 nChanged 25 SP:Iteration 18Q (7509.890425 sec): 3 clusters Score: Raw -364719.511553 + Penalty 2675.715832 = -362043.795721 nChanged 27 SP:Iteration 19Q (7509.936821 sec): 3 clusters Score: Raw -364732.353770 + Penalty 2675.715832 = -362056.637938 nChanged 24 SP:Iteration 20F (7509.989751 sec): 3 clusters Score: Raw -364745.165174 + Penalty 2675.715832 = -362069.449342 nChanged 26 SP:Iteration 21Q (7510.032182 sec): 3 clusters Score: Raw -364760.113609 + Penalty 2675.715832 = -362084.397777 nChanged 28 SP:Iteration 22Q (7510.075698 sec): 3 clusters Score: Raw -364775.855650 + Penalty 2675.715832 = -362100.139818 nChanged 27 SP:Iteration 23Q (7510.124311 sec): 3 clusters Score: Raw -364790.739235 + Penalty 2675.715832 = -362115.023403 nChanged 24 SP:Iteration 24Q (7510.172057 sec): 3 clusters Score: Raw -364808.632988 + Penalty 2675.715832 = -362132.917156 nChanged 23 SP:Iteration 25Q (7510.209154 sec): 3 clusters Score: Raw -364819.248360 + Penalty 2675.715832 = -362143.532528 nChanged 13 SP:Iteration 26Q (7510.258085 sec): 3 clusters Score: Raw -364825.786739 + Penalty 2675.715832 = -362150.070907 nChanged 7 SP:Iteration 27Q (7510.310169 sec): 3 clusters Score: Raw -364828.413866 + Penalty 2675.715832 = -362152.698034 nChanged 9 SP:Iteration 28Q (7510.354386 sec): 3 clusters Score: Raw -364831.383718 + Penalty 2675.715832 = -362155.667886 nChanged 3 SP:Iteration 29Q (7510.402715 sec): 3 clusters Score: Raw -364833.364447 + Penalty 2675.715832 = -362157.648615 nChanged 6 SP:Iteration 30Q (7510.450044 sec): 3 clusters Score: Raw -364837.375972 + Penalty 2675.715832 = -362161.660140 nChanged 13 SP:Iteration 31Q (7510.500392 sec): 3 clusters Score: Raw -364842.707493 + Penalty 2675.715832 = -362166.991661 nChanged 8 SP:Iteration 32Q (7510.546086 sec): 3 clusters Score: Raw -364848.459139 + Penalty 2675.715832 = -362172.743307 nChanged 15 SP:Iteration 33Q (7510.600031 sec): 3 clusters Score: Raw -364857.749772 + Penalty 2675.715832 = -362182.033940 nChanged 17 SP:Iteration 34Q (7510.648264 sec): 3 clusters Score: Raw -364866.589451 + Penalty 2675.715832 = -362190.873619 nChanged 6 SP:Iteration 35Q (7510.688558 sec): 3 clusters Score: Raw -364868.714482 + Penalty 2675.715832 = -362192.998650 nChanged 6 SP:Iteration 36Q (7510.735280 sec): 3 clusters Score: Raw -364871.778610 + Penalty 2675.715832 = -362196.062778 nChanged 3 SP:Iteration 37Q (7510.786230 sec): 3 clusters Score: Raw -364872.909587 + Penalty 2675.715832 = -362197.193755 nChanged 5 SP:Iteration 38Q (7510.835201 sec): 3 clusters Score: Raw -364874.700363 + Penalty 2675.715832 = -362198.984531 nChanged 5 SP:Iteration 39Q (7510.881077 sec): 3 clusters Score: Raw -364876.649360 + Penalty 2675.715832 = -362200.933528 nChanged 7 SP:Iteration 40F (7510.940415 sec): 3 clusters Score: Raw -364880.655851 + Penalty 2675.715832 = -362204.940019 nChanged 9 SP:Iteration 41Q (7510.989223 sec): 3 clusters Score: Raw -364886.571864 + Penalty 2675.715832 = -362210.856032 nChanged 6 SP:Iteration 42Q (7511.039560 sec): 3 clusters Score: Raw -364888.676350 + Penalty 2675.715832 = -362212.960518 nChanged 5 SP:Iteration 43Q (7511.078472 sec): 3 clusters Score: Raw -364890.152758 + Penalty 2675.715832 = -362214.436926 nChanged 3 SP:Iteration 44Q (7511.125018 sec): 3 clusters Score: Raw -364891.550981 + Penalty 2675.715832 = -362215.835149 nChanged 4 SP:Iteration 45Q (7511.180786 sec): 3 clusters Score: Raw -364894.169195 + Penalty 2675.715832 = -362218.453363 nChanged 2 SP:Iteration 46Q (7511.228051 sec): 3 clusters Score: Raw -364894.746788 + Penalty 2675.715832 = -362219.030956 nChanged 0 SP:Iteration 47F (7511.266687 sec): 3 clusters Score: Raw -364894.746788 + Penalty 2675.715832 = -362219.030956 nChanged 0 Trying to split cluster 12 (29964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7511.337715 sec): 2 clusters Score: Raw -3165866.191403 + Penalty 1675.009690 = -3164191.181712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7511.424713 sec): 3 clusters Score: Raw -3147461.090310 + Penalty 3350.019381 = -3144111.070930 nChanged 13725 SP:Iteration 1F (7511.515734 sec): 3 clusters Score: Raw -3155267.589040 + Penalty 3350.019381 = -3151917.569659 nChanged 1691 SP:Iteration 2F (7511.604282 sec): 3 clusters Score: Raw -3156028.492713 + Penalty 3350.019381 = -3152678.473333 nChanged 1754 SP:Iteration 3F (7511.694830 sec): 3 clusters Score: Raw -3156895.047363 + Penalty 3350.019381 = -3153545.027982 nChanged 1794 SP:Iteration 4F (7511.787551 sec): 3 clusters Score: Raw -3157843.846603 + Penalty 3350.019381 = -3154493.827223 nChanged 1843 SP:Iteration 5F (7511.891783 sec): 3 clusters Score: Raw -3158779.880702 + Penalty 3350.019381 = -3155429.861321 nChanged 1613 SP:Iteration 6F (7511.985273 sec): 3 clusters Score: Raw -3159552.825495 + Penalty 3350.019381 = -3156202.806115 nChanged 1431 SP:Iteration 7Q (7512.076852 sec): 3 clusters Score: Raw -3160221.078024 + Penalty 3350.019381 = -3156871.058644 nChanged 1278 SP:Iteration 8Q (7512.167245 sec): 3 clusters Score: Raw -3160769.414176 + Penalty 3350.019381 = -3157419.394795 nChanged 1124 SP:Iteration 9Q (7512.271237 sec): 3 clusters Score: Raw -3161310.598008 + Penalty 3350.019381 = -3157960.578628 nChanged 1070 SP:Iteration 10Q (7512.366396 sec): 3 clusters Score: Raw -3161843.171954 + Penalty 3350.019381 = -3158493.152574 nChanged 1022 SP:Iteration 11Q (7512.452609 sec): 3 clusters Score: Raw -3162390.339624 + Penalty 3350.019381 = -3159040.320243 nChanged 1029 SP:Iteration 12Q (7512.548686 sec): 3 clusters Score: Raw -3163029.528896 + Penalty 3350.019381 = -3159679.509516 nChanged 964 SP:Iteration 13Q (7512.643617 sec): 3 clusters Score: Raw -3163644.677335 + Penalty 3350.019381 = -3160294.657954 nChanged 857 SP:Iteration 14Q (7512.751263 sec): 3 clusters Score: Raw -3164207.768128 + Penalty 3350.019381 = -3160857.748747 nChanged 761 SP:Iteration 15Q (7512.839782 sec): 3 clusters Score: Raw -3164742.070804 + Penalty 3350.019381 = -3161392.051424 nChanged 599 SP:Iteration 16Q (7512.930146 sec): 3 clusters Score: Raw -3165150.735615 + Penalty 3350.019381 = -3161800.716234 nChanged 476 SP:Iteration 17Q (7513.031919 sec): 3 clusters Score: Raw -3165467.673617 + Penalty 3350.019381 = -3162117.654237 nChanged 316 SP:Iteration 18Q (7513.123190 sec): 3 clusters Score: Raw -3165659.172418 + Penalty 3350.019381 = -3162309.153037 nChanged 199 SP:Iteration 19Q (7513.201287 sec): 3 clusters Score: Raw -3165770.436804 + Penalty 3350.019381 = -3162420.417424 nChanged 145 SP:Iteration 20F (7513.300135 sec): 3 clusters Score: Raw -3165848.229839 + Penalty 3350.019381 = -3162498.210459 nChanged 107 SP:Iteration 21Q (7513.384370 sec): 3 clusters Score: Raw -3165902.440406 + Penalty 3350.019381 = -3162552.421026 nChanged 82 SP:Iteration 22Q (7513.483569 sec): 3 clusters Score: Raw -3165948.803837 + Penalty 3350.019381 = -3162598.784456 nChanged 73 SP:Iteration 23Q (7513.574377 sec): 3 clusters Score: Raw -3165984.307072 + Penalty 3350.019381 = -3162634.287691 nChanged 50 SP:Iteration 24Q (7513.662902 sec): 3 clusters Score: Raw -3166007.802009 + Penalty 3350.019381 = -3162657.782629 nChanged 32 SP:Iteration 25Q (7513.749419 sec): 3 clusters Score: Raw -3166026.256491 + Penalty 3350.019381 = -3162676.237110 nChanged 31 SP:Iteration 26Q (7513.833224 sec): 3 clusters Score: Raw -3166043.119915 + Penalty 3350.019381 = -3162693.100534 nChanged 26 SP:Iteration 27Q (7513.927757 sec): 3 clusters Score: Raw -3166055.374182 + Penalty 3350.019381 = -3162705.354801 nChanged 19 SP:Iteration 28Q (7514.015537 sec): 3 clusters Score: Raw -3166064.288273 + Penalty 3350.019381 = -3162714.268893 nChanged 15 SP:Iteration 29Q (7514.095937 sec): 3 clusters Score: Raw -3166069.860596 + Penalty 3350.019381 = -3162719.841216 nChanged 11 SP:Iteration 30Q (7514.185886 sec): 3 clusters Score: Raw -3166074.987083 + Penalty 3350.019381 = -3162724.967703 nChanged 12 SP:Iteration 31Q (7514.274797 sec): 3 clusters Score: Raw -3166079.747090 + Penalty 3350.019381 = -3162729.727710 nChanged 7 SP:Iteration 32Q (7514.353102 sec): 3 clusters Score: Raw -3166081.718375 + Penalty 3350.019381 = -3162731.698994 nChanged 5 SP:Iteration 33Q (7514.444528 sec): 3 clusters Score: Raw -3166083.559553 + Penalty 3350.019381 = -3162733.540173 nChanged 8 SP:Iteration 34Q (7514.531967 sec): 3 clusters Score: Raw -3166087.471413 + Penalty 3350.019381 = -3162737.452033 nChanged 10 SP:Iteration 35Q (7514.609328 sec): 3 clusters Score: Raw -3166091.656270 + Penalty 3350.019381 = -3162741.636889 nChanged 11 SP:Iteration 36Q (7514.695250 sec): 3 clusters Score: Raw -3166096.117297 + Penalty 3350.019381 = -3162746.097916 nChanged 11 SP:Iteration 37Q (7514.779908 sec): 3 clusters Score: Raw -3166101.742361 + Penalty 3350.019381 = -3162751.722980 nChanged 10 SP:Iteration 38Q (7514.862820 sec): 3 clusters Score: Raw -3166105.835533 + Penalty 3350.019381 = -3162755.816152 nChanged 6 SP:Iteration 39Q (7514.939353 sec): 3 clusters Score: Raw -3166108.913564 + Penalty 3350.019381 = -3162758.894184 nChanged 7 SP:Iteration 40F (7515.028743 sec): 3 clusters Score: Raw -3166113.756980 + Penalty 3350.019381 = -3162763.737600 nChanged 6 SP:Iteration 41Q (7515.110707 sec): 3 clusters Score: Raw -3166116.555082 + Penalty 3350.019381 = -3162766.535702 nChanged 6 SP:Iteration 42Q (7515.202574 sec): 3 clusters Score: Raw -3166119.426171 + Penalty 3350.019381 = -3162769.406791 nChanged 8 SP:Iteration 43Q (7515.291135 sec): 3 clusters Score: Raw -3166122.243434 + Penalty 3350.019381 = -3162772.224054 nChanged 4 SP:Iteration 44Q (7515.380953 sec): 3 clusters Score: Raw -3166124.496920 + Penalty 3350.019381 = -3162774.477539 nChanged 7 SP:Iteration 45Q (7515.460468 sec): 3 clusters Score: Raw -3166128.591006 + Penalty 3350.019381 = -3162778.571626 nChanged 8 SP:Iteration 46Q (7515.546036 sec): 3 clusters Score: Raw -3166131.357325 + Penalty 3350.019381 = -3162781.337944 nChanged 5 SP:Iteration 47Q (7515.616372 sec): 3 clusters Score: Raw -3166132.375343 + Penalty 3350.019381 = -3162782.355962 nChanged 5 SP:Iteration 48Q (7515.702385 sec): 3 clusters Score: Raw -3166134.404812 + Penalty 3350.019381 = -3162784.385431 nChanged 3 SP:Iteration 49Q (7515.778137 sec): 3 clusters Score: Raw -3166135.018586 + Penalty 3350.019381 = -3162784.999205 nChanged 1 SP:Iteration 50Q (7515.857846 sec): 3 clusters Score: Raw -3166135.105917 + Penalty 3350.019381 = -3162785.086536 nChanged 0 SP:Iteration 51F (7515.955478 sec): 3 clusters Score: Raw -3166135.105917 + Penalty 3350.019381 = -3162785.086536 nChanged 0 Trying to split cluster 13 (22657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7516.004263 sec): 2 clusters Score: Raw -2450386.074176 + Penalty 1629.586422 = -2448756.487755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7516.084277 sec): 3 clusters Score: Raw -2436536.379766 + Penalty 3259.172844 = -2433277.206923 nChanged 10393 SP:Iteration 1F (7516.150296 sec): 3 clusters Score: Raw -2442480.633896 + Penalty 3259.172844 = -2439221.461052 nChanged 1315 SP:Iteration 2F (7516.230839 sec): 3 clusters Score: Raw -2443075.926952 + Penalty 3259.172844 = -2439816.754109 nChanged 1419 SP:Iteration 3F (7516.307483 sec): 3 clusters Score: Raw -2443843.185476 + Penalty 3259.172844 = -2440584.012632 nChanged 1522 SP:Iteration 4F (7516.379925 sec): 3 clusters Score: Raw -2444890.855801 + Penalty 3259.172844 = -2441631.682957 nChanged 1612 SP:Iteration 5F (7516.453387 sec): 3 clusters Score: Raw -2446148.459274 + Penalty 3259.172844 = -2442889.286431 nChanged 1470 SP:Iteration 6F (7516.534789 sec): 3 clusters Score: Raw -2447361.614666 + Penalty 3259.172844 = -2444102.441823 nChanged 1230 SP:Iteration 7F (7516.617301 sec): 3 clusters Score: Raw -2448436.654325 + Penalty 3259.172844 = -2445177.481481 nChanged 892 SP:Iteration 8Q (7516.688178 sec): 3 clusters Score: Raw -2449202.934051 + Penalty 3259.172844 = -2445943.761207 nChanged 609 SP:Iteration 9Q (7516.767588 sec): 3 clusters Score: Raw -2449711.687666 + Penalty 3259.172844 = -2446452.514822 nChanged 404 SP:Iteration 10Q (7516.836368 sec): 3 clusters Score: Raw -2450038.887548 + Penalty 3259.172844 = -2446779.714705 nChanged 245 SP:Iteration 11Q (7516.910215 sec): 3 clusters Score: Raw -2450249.896243 + Penalty 3259.172844 = -2446990.723399 nChanged 175 SP:Iteration 12Q (7516.980816 sec): 3 clusters Score: Raw -2450424.401107 + Penalty 3259.172844 = -2447165.228263 nChanged 121 SP:Iteration 13Q (7517.055238 sec): 3 clusters Score: Raw -2450533.358403 + Penalty 3259.172844 = -2447274.185559 nChanged 58 SP:Iteration 14Q (7517.125957 sec): 3 clusters Score: Raw -2450583.858915 + Penalty 3259.172844 = -2447324.686071 nChanged 34 SP:Iteration 15Q (7517.198179 sec): 3 clusters Score: Raw -2450613.262208 + Penalty 3259.172844 = -2447354.089364 nChanged 18 SP:Iteration 16Q (7517.272337 sec): 3 clusters Score: Raw -2450629.269850 + Penalty 3259.172844 = -2447370.097006 nChanged 16 SP:Iteration 17Q (7517.333296 sec): 3 clusters Score: Raw -2450639.109485 + Penalty 3259.172844 = -2447379.936641 nChanged 12 SP:Iteration 18Q (7517.400166 sec): 3 clusters Score: Raw -2450648.050049 + Penalty 3259.172844 = -2447388.877206 nChanged 8 SP:Iteration 19Q (7517.481199 sec): 3 clusters Score: Raw -2450652.917725 + Penalty 3259.172844 = -2447393.744882 nChanged 6 SP:Iteration 20F (7517.550562 sec): 3 clusters Score: Raw -2450657.804966 + Penalty 3259.172844 = -2447398.632123 nChanged 4 SP:Iteration 21Q (7517.631148 sec): 3 clusters Score: Raw -2450660.689722 + Penalty 3259.172844 = -2447401.516879 nChanged 5 SP:Iteration 22Q (7517.700798 sec): 3 clusters Score: Raw -2450663.770667 + Penalty 3259.172844 = -2447404.597823 nChanged 5 SP:Iteration 23Q (7517.782858 sec): 3 clusters Score: Raw -2450667.189819 + Penalty 3259.172844 = -2447408.016976 nChanged 2 SP:Iteration 24Q (7517.857370 sec): 3 clusters Score: Raw -2450668.107861 + Penalty 3259.172844 = -2447408.935017 nChanged 3 SP:Iteration 25Q (7517.936953 sec): 3 clusters Score: Raw -2450670.028251 + Penalty 3259.172844 = -2447410.855408 nChanged 3 SP:Iteration 26Q (7518.007095 sec): 3 clusters Score: Raw -2450672.431134 + Penalty 3259.172844 = -2447413.258291 nChanged 4 SP:Iteration 27Q (7518.074568 sec): 3 clusters Score: Raw -2450675.412461 + Penalty 3259.172844 = -2447416.239617 nChanged 3 SP:Iteration 28Q (7518.151518 sec): 3 clusters Score: Raw -2450676.749571 + Penalty 3259.172844 = -2447417.576727 nChanged 4 SP:Iteration 29Q (7518.236957 sec): 3 clusters Score: Raw -2450678.599656 + Penalty 3259.172844 = -2447419.426813 nChanged 0 SP:Iteration 30F (7518.319849 sec): 3 clusters Score: Raw -2450678.599656 + Penalty 3259.172844 = -2447419.426813 nChanged 0 Trying to split cluster 14 (3885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7518.347005 sec): 2 clusters Score: Raw -373406.073365 + Penalty 1343.042718 = -372063.030648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7518.400469 sec): 3 clusters Score: Raw -371479.142216 + Penalty 2686.085435 = -368793.056781 nChanged 1558 SP:Iteration 1F (7518.455243 sec): 3 clusters Score: Raw -372544.343544 + Penalty 2686.085435 = -369858.258108 nChanged 373 SP:Iteration 2F (7518.510039 sec): 3 clusters Score: Raw -372879.849072 + Penalty 2686.085435 = -370193.763637 nChanged 258 SP:Iteration 3F (7518.547428 sec): 3 clusters Score: Raw -373117.479763 + Penalty 2686.085435 = -370431.394328 nChanged 224 SP:Iteration 4F (7518.604144 sec): 3 clusters Score: Raw -373302.675971 + Penalty 2686.085435 = -370616.590536 nChanged 220 SP:Iteration 5F (7518.654655 sec): 3 clusters Score: Raw -373476.827192 + Penalty 2686.085435 = -370790.741757 nChanged 178 SP:Iteration 6Q (7518.710063 sec): 3 clusters Score: Raw -373610.474360 + Penalty 2686.085435 = -370924.388925 nChanged 136 SP:Iteration 7Q (7518.758713 sec): 3 clusters Score: Raw -373726.654168 + Penalty 2686.085435 = -371040.568733 nChanged 119 SP:Iteration 8Q (7518.815519 sec): 3 clusters Score: Raw -373811.684662 + Penalty 2686.085435 = -371125.599226 nChanged 92 SP:Iteration 9Q (7518.869690 sec): 3 clusters Score: Raw -373883.540624 + Penalty 2686.085435 = -371197.455189 nChanged 76 SP:Iteration 10Q (7518.916306 sec): 3 clusters Score: Raw -373929.960125 + Penalty 2686.085435 = -371243.874690 nChanged 61 SP:Iteration 11Q (7518.969393 sec): 3 clusters Score: Raw -373956.600099 + Penalty 2686.085435 = -371270.514663 nChanged 41 SP:Iteration 12Q (7519.024452 sec): 3 clusters Score: Raw -373969.086659 + Penalty 2686.085435 = -371283.001224 nChanged 23 SP:Iteration 13Q (7519.068601 sec): 3 clusters Score: Raw -373975.619587 + Penalty 2686.085435 = -371289.534151 nChanged 26 SP:Iteration 14Q (7519.130325 sec): 3 clusters Score: Raw -373984.422788 + Penalty 2686.085435 = -371298.337353 nChanged 14 SP:Iteration 15Q (7519.183481 sec): 3 clusters Score: Raw -373988.438302 + Penalty 2686.085435 = -371302.352867 nChanged 15 SP:Iteration 16Q (7519.236458 sec): 3 clusters Score: Raw -373993.165387 + Penalty 2686.085435 = -371307.079951 nChanged 6 SP:Iteration 17Q (7519.275643 sec): 3 clusters Score: Raw -373995.168896 + Penalty 2686.085435 = -371309.083461 nChanged 5 SP:Iteration 18Q (7519.332820 sec): 3 clusters Score: Raw -373996.427924 + Penalty 2686.085435 = -371310.342489 nChanged 2 SP:Iteration 19Q (7519.383119 sec): 3 clusters Score: Raw -373996.632062 + Penalty 2686.085435 = -371310.546627 nChanged 2 SP:Iteration 20F (7519.435992 sec): 3 clusters Score: Raw -373997.016697 + Penalty 2686.085435 = -371310.931262 nChanged 3 SP:Iteration 21Q (7519.486043 sec): 3 clusters Score: Raw -373997.644259 + Penalty 2686.085435 = -371311.558824 nChanged 1 SP:Iteration 22Q (7519.530905 sec): 3 clusters Score: Raw -373997.830887 + Penalty 2686.085435 = -371311.745452 nChanged 2 SP:Iteration 23Q (7519.590190 sec): 3 clusters Score: Raw -373998.153994 + Penalty 2686.085435 = -371312.068559 nChanged 2 SP:Iteration 24Q (7519.640611 sec): 3 clusters Score: Raw -373998.420424 + Penalty 2686.085435 = -371312.334989 nChanged 3 SP:Iteration 25Q (7519.697052 sec): 3 clusters Score: Raw -373999.212281 + Penalty 2686.085435 = -371313.126845 nChanged 6 SP:Iteration 26Q (7519.751141 sec): 3 clusters Score: Raw -374001.014894 + Penalty 2686.085435 = -371314.929459 nChanged 8 SP:Iteration 27Q (7519.805951 sec): 3 clusters Score: Raw -374003.112933 + Penalty 2686.085435 = -371317.027498 nChanged 7 SP:Iteration 28Q (7519.856250 sec): 3 clusters Score: Raw -374004.929922 + Penalty 2686.085435 = -371318.844487 nChanged 5 SP:Iteration 29Q (7519.903620 sec): 3 clusters Score: Raw -374006.176714 + Penalty 2686.085435 = -371320.091279 nChanged 3 SP:Iteration 30Q (7519.961380 sec): 3 clusters Score: Raw -374006.940304 + Penalty 2686.085435 = -371320.854869 nChanged 4 SP:Iteration 31Q (7520.004314 sec): 3 clusters Score: Raw -374007.772715 + Penalty 2686.085435 = -371321.687280 nChanged 2 SP:Iteration 32Q (7520.054389 sec): 3 clusters Score: Raw -374008.280010 + Penalty 2686.085435 = -371322.194575 nChanged 2 SP:Iteration 33Q (7520.106539 sec): 3 clusters Score: Raw -374009.053872 + Penalty 2686.085435 = -371322.968437 nChanged 1 SP:Iteration 34Q (7520.158978 sec): 3 clusters Score: Raw -374009.172516 + Penalty 2686.085435 = -371323.087080 nChanged 0 SP:Iteration 35F (7520.200218 sec): 3 clusters Score: Raw -374009.172516 + Penalty 2686.085435 = -371323.087080 nChanged 0 Trying to split cluster 15 (2401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7520.225792 sec): 2 clusters Score: Raw -213933.045385 + Penalty 1264.841597 = -212668.203788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7520.281486 sec): 3 clusters Score: Raw -212835.175115 + Penalty 2529.683194 = -210305.491922 nChanged 893 SP:Iteration 1F (7520.326293 sec): 3 clusters Score: Raw -213424.182213 + Penalty 2529.683194 = -210894.499019 nChanged 191 SP:Iteration 2F (7520.374355 sec): 3 clusters Score: Raw -213556.226442 + Penalty 2529.683194 = -211026.543249 nChanged 117 SP:Iteration 3Q (7520.426715 sec): 3 clusters Score: Raw -213636.818060 + Penalty 2529.683194 = -211107.134866 nChanged 81 SP:Iteration 4Q (7520.466913 sec): 3 clusters Score: Raw -213692.139137 + Penalty 2529.683194 = -211162.455943 nChanged 69 SP:Iteration 5Q (7520.517244 sec): 3 clusters Score: Raw -213733.181625 + Penalty 2529.683194 = -211203.498431 nChanged 57 SP:Iteration 6Q (7520.576864 sec): 3 clusters Score: Raw -213763.247036 + Penalty 2529.683194 = -211233.563843 nChanged 49 SP:Iteration 7Q (7520.624655 sec): 3 clusters Score: Raw -213791.334934 + Penalty 2529.683194 = -211261.651740 nChanged 42 SP:Iteration 8Q (7520.674357 sec): 3 clusters Score: Raw -213817.370888 + Penalty 2529.683194 = -211287.687694 nChanged 43 SP:Iteration 9Q (7520.714022 sec): 3 clusters Score: Raw -213838.825532 + Penalty 2529.683194 = -211309.142338 nChanged 32 SP:Iteration 10Q (7520.768738 sec): 3 clusters Score: Raw -213854.658241 + Penalty 2529.683194 = -211324.975047 nChanged 29 SP:Iteration 11Q (7520.812048 sec): 3 clusters Score: Raw -213868.860173 + Penalty 2529.683194 = -211339.176979 nChanged 25 SP:Iteration 12Q (7520.860994 sec): 3 clusters Score: Raw -213883.147170 + Penalty 2529.683194 = -211353.463977 nChanged 21 SP:Iteration 13Q (7520.919703 sec): 3 clusters Score: Raw -213893.417478 + Penalty 2529.683194 = -211363.734284 nChanged 23 SP:Iteration 14Q (7520.964277 sec): 3 clusters Score: Raw -213905.524755 + Penalty 2529.683194 = -211375.841561 nChanged 21 SP:Iteration 15Q (7521.008368 sec): 3 clusters Score: Raw -213913.605308 + Penalty 2529.683194 = -211383.922114 nChanged 14 SP:Iteration 16Q (7521.069946 sec): 3 clusters Score: Raw -213917.950467 + Penalty 2529.683194 = -211388.267273 nChanged 9 SP:Iteration 17Q (7521.106126 sec): 3 clusters Score: Raw -213922.006584 + Penalty 2529.683194 = -211392.323390 nChanged 15 SP:Iteration 18Q (7521.164595 sec): 3 clusters Score: Raw -213928.306985 + Penalty 2529.683194 = -211398.623791 nChanged 13 SP:Iteration 19Q (7521.213752 sec): 3 clusters Score: Raw -213933.716333 + Penalty 2529.683194 = -211404.033140 nChanged 15 SP:Iteration 20F (7521.255075 sec): 3 clusters Score: Raw -213942.424428 + Penalty 2529.683194 = -211412.741234 nChanged 16 SP:Iteration 21Q (7521.301843 sec): 3 clusters Score: Raw -213947.846764 + Penalty 2529.683194 = -211418.163570 nChanged 11 SP:Iteration 22Q (7521.353249 sec): 3 clusters Score: Raw -213950.488791 + Penalty 2529.683194 = -211420.805597 nChanged 6 SP:Iteration 23Q (7521.390837 sec): 3 clusters Score: Raw -213953.018850 + Penalty 2529.683194 = -211423.335656 nChanged 7 SP:Iteration 24Q (7521.433527 sec): 3 clusters Score: Raw -213956.866002 + Penalty 2529.683194 = -211427.182808 nChanged 9 SP:Iteration 25Q (7521.480933 sec): 3 clusters Score: Raw -213961.358033 + Penalty 2529.683194 = -211431.674839 nChanged 11 SP:Iteration 26Q (7521.534136 sec): 3 clusters Score: Raw -213965.583912 + Penalty 2529.683194 = -211435.900718 nChanged 17 SP:Iteration 27Q (7521.571530 sec): 3 clusters Score: Raw -213971.186588 + Penalty 2529.683194 = -211441.503394 nChanged 13 SP:Iteration 28Q (7521.620473 sec): 3 clusters Score: Raw -213978.243385 + Penalty 2529.683194 = -211448.560191 nChanged 10 SP:Iteration 29Q (7521.665886 sec): 3 clusters Score: Raw -213984.395462 + Penalty 2529.683194 = -211454.712269 nChanged 12 SP:Iteration 30Q (7521.710076 sec): 3 clusters Score: Raw -213990.242824 + Penalty 2529.683194 = -211460.559630 nChanged 11 SP:Iteration 31Q (7521.759727 sec): 3 clusters Score: Raw -213997.552824 + Penalty 2529.683194 = -211467.869630 nChanged 18 SP:Iteration 32Q (7521.809232 sec): 3 clusters Score: Raw -214008.629956 + Penalty 2529.683194 = -211478.946762 nChanged 20 SP:Iteration 33Q (7521.847456 sec): 3 clusters Score: Raw -214019.528467 + Penalty 2529.683194 = -211489.845273 nChanged 29 SP:Iteration 34Q (7521.902384 sec): 3 clusters Score: Raw -214037.142529 + Penalty 2529.683194 = -211507.459335 nChanged 27 SP:Iteration 35Q (7521.946983 sec): 3 clusters Score: Raw -214049.293011 + Penalty 2529.683194 = -211519.609818 nChanged 20 SP:Iteration 36Q (7521.985488 sec): 3 clusters Score: Raw -214058.499691 + Penalty 2529.683194 = -211528.816497 nChanged 14 SP:Iteration 37Q (7522.033168 sec): 3 clusters Score: Raw -214068.888899 + Penalty 2529.683194 = -211539.205705 nChanged 16 SP:Iteration 38Q (7522.087637 sec): 3 clusters Score: Raw -214078.140830 + Penalty 2529.683194 = -211548.457636 nChanged 17 SP:Iteration 39Q (7522.142028 sec): 3 clusters Score: Raw -214088.628785 + Penalty 2529.683194 = -211558.945592 nChanged 18 SP:Iteration 40F (7522.177622 sec): 3 clusters Score: Raw -214100.454825 + Penalty 2529.683194 = -211570.771631 nChanged 21 SP:Iteration 41Q (7522.217591 sec): 3 clusters Score: Raw -214117.092177 + Penalty 2529.683194 = -211587.408983 nChanged 23 SP:Iteration 42Q (7522.273329 sec): 3 clusters Score: Raw -214136.466853 + Penalty 2529.683194 = -211606.783659 nChanged 31 SP:Iteration 43Q (7522.318707 sec): 3 clusters Score: Raw -214162.244446 + Penalty 2529.683194 = -211632.561252 nChanged 28 SP:Iteration 44Q (7522.366036 sec): 3 clusters Score: Raw -214175.902163 + Penalty 2529.683194 = -211646.218969 nChanged 23 SP:Iteration 45Q (7522.403809 sec): 3 clusters Score: Raw -214186.776584 + Penalty 2529.683194 = -211657.093390 nChanged 19 SP:Iteration 46Q (7522.447759 sec): 3 clusters Score: Raw -214193.721213 + Penalty 2529.683194 = -211664.038019 nChanged 13 SP:Iteration 47Q (7522.503989 sec): 3 clusters Score: Raw -214203.352047 + Penalty 2529.683194 = -211673.668854 nChanged 24 SP:Iteration 48Q (7522.552996 sec): 3 clusters Score: Raw -214216.912978 + Penalty 2529.683194 = -211687.229785 nChanged 19 SP:Iteration 49Q (7522.582975 sec): 3 clusters Score: Raw -214231.134296 + Penalty 2529.683194 = -211701.451102 nChanged 16 SP:Iteration 50Q (7522.620732 sec): 3 clusters Score: Raw -214244.203315 + Penalty 2529.683194 = -211714.520121 nChanged 15 SP:Iteration 51Q (7522.666248 sec): 3 clusters Score: Raw -214251.772398 + Penalty 2529.683194 = -211722.089204 nChanged 13 SP:Iteration 52Q (7522.714677 sec): 3 clusters Score: Raw -214256.243026 + Penalty 2529.683194 = -211726.559832 nChanged 18 SP:Iteration 53Q (7522.755372 sec): 3 clusters Score: Raw -214264.948031 + Penalty 2529.683194 = -211735.264838 nChanged 18 SP:Iteration 54Q (7522.796133 sec): 3 clusters Score: Raw -214276.734505 + Penalty 2529.683194 = -211747.051311 nChanged 16 SP:Iteration 55Q (7522.838223 sec): 3 clusters Score: Raw -214286.368045 + Penalty 2529.683194 = -211756.684851 nChanged 23 SP:Iteration 56Q (7522.889280 sec): 3 clusters Score: Raw -214301.100453 + Penalty 2529.683194 = -211771.417260 nChanged 20 SP:Iteration 57Q (7522.932526 sec): 3 clusters Score: Raw -214320.005638 + Penalty 2529.683194 = -211790.322445 nChanged 25 SP:Iteration 58Q (7522.973211 sec): 3 clusters Score: Raw -214336.227696 + Penalty 2529.683194 = -211806.544502 nChanged 26 SP:Iteration 59Q (7523.024781 sec): 3 clusters Score: Raw -214355.636263 + Penalty 2529.683194 = -211825.953069 nChanged 29 SP:Iteration 60F (7523.079078 sec): 3 clusters Score: Raw -214392.381139 + Penalty 2529.683194 = -211862.697945 nChanged 36 SP:Iteration 61Q (7523.116049 sec): 3 clusters Score: Raw -214428.931414 + Penalty 2529.683194 = -211899.248220 nChanged 40 SP:Iteration 62Q (7523.170794 sec): 3 clusters Score: Raw -214459.879719 + Penalty 2529.683194 = -211930.196525 nChanged 33 SP:Iteration 63Q (7523.214147 sec): 3 clusters Score: Raw -214486.662197 + Penalty 2529.683194 = -211956.979003 nChanged 31 SP:Iteration 64Q (7523.262523 sec): 3 clusters Score: Raw -214505.377538 + Penalty 2529.683194 = -211975.694344 nChanged 25 SP:Iteration 65Q (7523.297421 sec): 3 clusters Score: Raw -214528.374843 + Penalty 2529.683194 = -211998.691649 nChanged 24 SP:Iteration 66Q (7523.343374 sec): 3 clusters Score: Raw -214553.557921 + Penalty 2529.683194 = -212023.874728 nChanged 37 SP:Iteration 67Q (7523.400055 sec): 3 clusters Score: Raw -214576.221875 + Penalty 2529.683194 = -212046.538681 nChanged 27 SP:Iteration 68Q (7523.441585 sec): 3 clusters Score: Raw -214593.890362 + Penalty 2529.683194 = -212064.207168 nChanged 15 SP:Iteration 69Q (7523.478574 sec): 3 clusters Score: Raw -214605.339287 + Penalty 2529.683194 = -212075.656093 nChanged 18 SP:Iteration 70Q (7523.539003 sec): 3 clusters Score: Raw -214613.213290 + Penalty 2529.683194 = -212083.530096 nChanged 7 SP:Iteration 71Q (7523.589220 sec): 3 clusters Score: Raw -214615.611440 + Penalty 2529.683194 = -212085.928246 nChanged 2 SP:Iteration 72Q (7523.641340 sec): 3 clusters Score: Raw -214616.260702 + Penalty 2529.683194 = -212086.577508 nChanged 1 SP:Iteration 73Q (7523.685137 sec): 3 clusters Score: Raw -214616.634179 + Penalty 2529.683194 = -212086.950986 nChanged 3 SP:Iteration 74Q (7523.728859 sec): 3 clusters Score: Raw -214617.304670 + Penalty 2529.683194 = -212087.621476 nChanged 2 SP:Iteration 75Q (7523.780577 sec): 3 clusters Score: Raw -214618.021838 + Penalty 2529.683194 = -212088.338645 nChanged 3 SP:Iteration 76Q (7523.832687 sec): 3 clusters Score: Raw -214618.413499 + Penalty 2529.683194 = -212088.730306 nChanged 0 SP:Iteration 77F (7523.874900 sec): 3 clusters Score: Raw -214619.452342 + Penalty 2529.683194 = -212089.769149 nChanged 1 SP:Iteration 78Q (7523.929867 sec): 3 clusters Score: Raw -214624.517998 + Penalty 2529.683194 = -212094.834805 nChanged 7 SP:Iteration 79Q (7523.983547 sec): 3 clusters Score: Raw -214626.611887 + Penalty 2529.683194 = -212096.928694 nChanged 4 SP:Iteration 80F (7524.026341 sec): 3 clusters Score: Raw -214628.046252 + Penalty 2529.683194 = -212098.363058 nChanged 5 SP:Iteration 81Q (7524.075310 sec): 3 clusters Score: Raw -214629.727927 + Penalty 2529.683194 = -212100.044733 nChanged 1 SP:Iteration 82Q (7524.119081 sec): 3 clusters Score: Raw -214630.008189 + Penalty 2529.683194 = -212100.324995 nChanged 2 SP:Iteration 83Q (7524.163948 sec): 3 clusters Score: Raw -214631.332637 + Penalty 2529.683194 = -212101.649443 nChanged 1 SP:Iteration 84Q (7524.216204 sec): 3 clusters Score: Raw -214631.725347 + Penalty 2529.683194 = -212102.042154 nChanged 0 SP:Iteration 85F (7524.266328 sec): 3 clusters Score: Raw -214631.725347 + Penalty 2529.683194 = -212102.042154 nChanged 0 Trying to split cluster 16 (1422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7524.295976 sec): 2 clusters Score: Raw -162042.717038 + Penalty 1179.720687 = -160862.996351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7524.339240 sec): 3 clusters Score: Raw -161496.884551 + Penalty 2359.441373 = -159137.443178 nChanged 471 SP:Iteration 1F (7524.378636 sec): 3 clusters Score: Raw -161843.197194 + Penalty 2359.441373 = -159483.755820 nChanged 120 SP:Iteration 2F (7524.425186 sec): 3 clusters Score: Raw -161962.043899 + Penalty 2359.441373 = -159602.602526 nChanged 68 SP:Iteration 3Q (7524.478803 sec): 3 clusters Score: Raw -162021.320206 + Penalty 2359.441373 = -159661.878833 nChanged 44 SP:Iteration 4Q (7524.518907 sec): 3 clusters Score: Raw -162058.482022 + Penalty 2359.441373 = -159699.040648 nChanged 31 SP:Iteration 5Q (7524.574266 sec): 3 clusters Score: Raw -162082.826782 + Penalty 2359.441373 = -159723.385409 nChanged 31 SP:Iteration 6Q (7524.625759 sec): 3 clusters Score: Raw -162103.426985 + Penalty 2359.441373 = -159743.985612 nChanged 18 SP:Iteration 7Q (7524.663600 sec): 3 clusters Score: Raw -162117.934665 + Penalty 2359.441373 = -159758.493291 nChanged 16 SP:Iteration 8Q (7524.714321 sec): 3 clusters Score: Raw -162128.413683 + Penalty 2359.441373 = -159768.972310 nChanged 10 SP:Iteration 9Q (7524.761269 sec): 3 clusters Score: Raw -162134.695576 + Penalty 2359.441373 = -159775.254203 nChanged 8 SP:Iteration 10Q (7524.813058 sec): 3 clusters Score: Raw -162141.207936 + Penalty 2359.441373 = -159781.766563 nChanged 10 SP:Iteration 11Q (7524.853312 sec): 3 clusters Score: Raw -162149.109591 + Penalty 2359.441373 = -159789.668218 nChanged 10 SP:Iteration 12Q (7524.895757 sec): 3 clusters Score: Raw -162154.817557 + Penalty 2359.441373 = -159795.376184 nChanged 3 SP:Iteration 13Q (7524.948330 sec): 3 clusters Score: Raw -162157.026456 + Penalty 2359.441373 = -159797.585083 nChanged 5 SP:Iteration 14Q (7524.996833 sec): 3 clusters Score: Raw -162158.767331 + Penalty 2359.441373 = -159799.325958 nChanged 2 SP:Iteration 15Q (7525.044424 sec): 3 clusters Score: Raw -162159.290515 + Penalty 2359.441373 = -159799.849142 nChanged 1 SP:Iteration 16Q (7525.093234 sec): 3 clusters Score: Raw -162159.784259 + Penalty 2359.441373 = -159800.342886 nChanged 0 SP:Iteration 17F (7525.133614 sec): 3 clusters Score: Raw -162159.784259 + Penalty 2359.441373 = -159800.342886 nChanged 0 Trying to split cluster 17 (1064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7525.168367 sec): 2 clusters Score: Raw -106208.534245 + Penalty 1132.590984 = -105075.943261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7525.217439 sec): 3 clusters Score: Raw -105864.555412 + Penalty 2265.181968 = -103599.373444 nChanged 325 SP:Iteration 1F (7525.262474 sec): 3 clusters Score: Raw -106142.089712 + Penalty 2265.181968 = -103876.907744 nChanged 89 SP:Iteration 2F (7525.309572 sec): 3 clusters Score: Raw -106229.898922 + Penalty 2265.181968 = -103964.716955 nChanged 35 SP:Iteration 3Q (7525.348132 sec): 3 clusters Score: Raw -106269.082793 + Penalty 2265.181968 = -104003.900825 nChanged 37 SP:Iteration 4Q (7525.387222 sec): 3 clusters Score: Raw -106317.436169 + Penalty 2265.181968 = -104052.254202 nChanged 31 SP:Iteration 5Q (7525.436674 sec): 3 clusters Score: Raw -106349.779629 + Penalty 2265.181968 = -104084.597661 nChanged 26 SP:Iteration 6Q (7525.488697 sec): 3 clusters Score: Raw -106373.870081 + Penalty 2265.181968 = -104108.688113 nChanged 18 SP:Iteration 7Q (7525.529685 sec): 3 clusters Score: Raw -106393.183427 + Penalty 2265.181968 = -104128.001459 nChanged 20 SP:Iteration 8Q (7525.577238 sec): 3 clusters Score: Raw -106415.276151 + Penalty 2265.181968 = -104150.094183 nChanged 19 SP:Iteration 9Q (7525.631116 sec): 3 clusters Score: Raw -106436.391582 + Penalty 2265.181968 = -104171.209615 nChanged 16 SP:Iteration 10Q (7525.673786 sec): 3 clusters Score: Raw -106455.681235 + Penalty 2265.181968 = -104190.499267 nChanged 13 SP:Iteration 11Q (7525.724001 sec): 3 clusters Score: Raw -106474.355792 + Penalty 2265.181968 = -104209.173824 nChanged 14 SP:Iteration 12Q (7525.762581 sec): 3 clusters Score: Raw -106490.959550 + Penalty 2265.181968 = -104225.777582 nChanged 12 SP:Iteration 13Q (7525.817699 sec): 3 clusters Score: Raw -106504.180035 + Penalty 2265.181968 = -104238.998067 nChanged 10 SP:Iteration 14Q (7525.865706 sec): 3 clusters Score: Raw -106518.107120 + Penalty 2265.181968 = -104252.925152 nChanged 11 SP:Iteration 15Q (7525.915241 sec): 3 clusters Score: Raw -106530.708491 + Penalty 2265.181968 = -104265.526523 nChanged 8 SP:Iteration 16Q (7525.954894 sec): 3 clusters Score: Raw -106539.626552 + Penalty 2265.181968 = -104274.444585 nChanged 4 SP:Iteration 17Q (7526.001106 sec): 3 clusters Score: Raw -106543.466421 + Penalty 2265.181968 = -104278.284454 nChanged 5 SP:Iteration 18Q (7526.053334 sec): 3 clusters Score: Raw -106547.680680 + Penalty 2265.181968 = -104282.498712 nChanged 3 SP:Iteration 19Q (7526.094140 sec): 3 clusters Score: Raw -106551.815372 + Penalty 2265.181968 = -104286.633404 nChanged 4 SP:Iteration 20F (7526.126145 sec): 3 clusters Score: Raw -106556.804343 + Penalty 2265.181968 = -104291.622375 nChanged 2 SP:Iteration 21Q (7526.161291 sec): 3 clusters Score: Raw -106560.261037 + Penalty 2265.181968 = -104295.079069 nChanged 5 SP:Iteration 22Q (7526.191091 sec): 3 clusters Score: Raw -106567.456107 + Penalty 2265.181968 = -104302.274139 nChanged 3 SP:Iteration 23Q (7526.232017 sec): 3 clusters Score: Raw -106572.673753 + Penalty 2265.181968 = -104307.491785 nChanged 1 SP:Iteration 24Q (7526.269838 sec): 3 clusters Score: Raw -106573.754600 + Penalty 2265.181968 = -104308.572632 nChanged 0 SP:Iteration 25F (7526.313898 sec): 3 clusters Score: Raw -106573.754600 + Penalty 2265.181968 = -104308.572632 nChanged 0 Trying to split cluster 18 (60283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7526.429750 sec): 2 clusters Score: Raw -6345396.704236 + Penalty 1788.605881 = -6343608.098355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7526.571700 sec): 3 clusters Score: Raw -6306697.245434 + Penalty 3577.211761 = -6303120.033673 nChanged 28600 SP:Iteration 1F (7526.722688 sec): 3 clusters Score: Raw -6324122.453500 + Penalty 3577.211761 = -6320545.241739 nChanged 2988 SP:Iteration 2Q (7526.878055 sec): 3 clusters Score: Raw -6325423.837413 + Penalty 3577.211761 = -6321846.625652 nChanged 3298 SP:Iteration 3F (7527.022444 sec): 3 clusters Score: Raw -6327194.204331 + Penalty 3577.211761 = -6323616.992570 nChanged 3630 SP:Iteration 4F (7527.155499 sec): 3 clusters Score: Raw -6329452.094325 + Penalty 3577.211761 = -6325874.882563 nChanged 3737 SP:Iteration 5F (7527.306394 sec): 3 clusters Score: Raw -6332049.922792 + Penalty 3577.211761 = -6328472.711030 nChanged 3732 SP:Iteration 6F (7527.451263 sec): 3 clusters Score: Raw -6334892.558551 + Penalty 3577.211761 = -6331315.346789 nChanged 3268 SP:Iteration 7F (7527.583026 sec): 3 clusters Score: Raw -6337363.346304 + Penalty 3577.211761 = -6333786.134543 nChanged 2618 SP:Iteration 8Q (7527.730338 sec): 3 clusters Score: Raw -6339039.993143 + Penalty 3577.211761 = -6335462.781382 nChanged 1867 SP:Iteration 9Q (7527.860222 sec): 3 clusters Score: Raw -6339990.417244 + Penalty 3577.211761 = -6336413.205483 nChanged 1361 SP:Iteration 10Q (7528.002312 sec): 3 clusters Score: Raw -6340593.797555 + Penalty 3577.211761 = -6337016.585793 nChanged 1081 SP:Iteration 11Q (7528.151712 sec): 3 clusters Score: Raw -6341043.162971 + Penalty 3577.211761 = -6337465.951210 nChanged 979 SP:Iteration 12Q (7528.277892 sec): 3 clusters Score: Raw -6341461.010438 + Penalty 3577.211761 = -6337883.798676 nChanged 939 SP:Iteration 13Q (7528.409825 sec): 3 clusters Score: Raw -6341886.922719 + Penalty 3577.211761 = -6338309.710957 nChanged 945 SP:Iteration 14Q (7528.539345 sec): 3 clusters Score: Raw -6342335.304629 + Penalty 3577.211761 = -6338758.092868 nChanged 903 SP:Iteration 15Q (7528.677673 sec): 3 clusters Score: Raw -6342808.155744 + Penalty 3577.211761 = -6339230.943982 nChanged 926 SP:Iteration 16Q (7528.820977 sec): 3 clusters Score: Raw -6343302.150461 + Penalty 3577.211761 = -6339724.938700 nChanged 849 SP:Iteration 17Q (7528.957121 sec): 3 clusters Score: Raw -6343771.048185 + Penalty 3577.211761 = -6340193.836424 nChanged 784 SP:Iteration 18Q (7529.086944 sec): 3 clusters Score: Raw -6344224.439187 + Penalty 3577.211761 = -6340647.227426 nChanged 740 SP:Iteration 19Q (7529.216611 sec): 3 clusters Score: Raw -6344650.472174 + Penalty 3577.211761 = -6341073.260413 nChanged 632 SP:Iteration 20F (7529.356387 sec): 3 clusters Score: Raw -6345002.511439 + Penalty 3577.211761 = -6341425.299677 nChanged 524 SP:Iteration 21Q (7529.487658 sec): 3 clusters Score: Raw -6345304.614215 + Penalty 3577.211761 = -6341727.402453 nChanged 460 SP:Iteration 22Q (7529.618569 sec): 3 clusters Score: Raw -6345559.858479 + Penalty 3577.211761 = -6341982.646718 nChanged 392 SP:Iteration 23Q (7529.757899 sec): 3 clusters Score: Raw -6345738.667091 + Penalty 3577.211761 = -6342161.455329 nChanged 344 SP:Iteration 24Q (7529.882920 sec): 3 clusters Score: Raw -6345899.482684 + Penalty 3577.211761 = -6342322.270922 nChanged 266 SP:Iteration 25Q (7530.003626 sec): 3 clusters Score: Raw -6346005.537737 + Penalty 3577.211761 = -6342428.325976 nChanged 245 SP:Iteration 26Q (7530.137844 sec): 3 clusters Score: Raw -6346098.678887 + Penalty 3577.211761 = -6342521.467126 nChanged 209 SP:Iteration 27Q (7530.264945 sec): 3 clusters Score: Raw -6346165.174449 + Penalty 3577.211761 = -6342587.962688 nChanged 169 SP:Iteration 28Q (7530.395277 sec): 3 clusters Score: Raw -6346208.976821 + Penalty 3577.211761 = -6342631.765059 nChanged 133 SP:Iteration 29Q (7530.523464 sec): 3 clusters Score: Raw -6346242.354122 + Penalty 3577.211761 = -6342665.142361 nChanged 127 SP:Iteration 30Q (7530.654365 sec): 3 clusters Score: Raw -6346276.211167 + Penalty 3577.211761 = -6342698.999406 nChanged 117 SP:Iteration 31Q (7530.786753 sec): 3 clusters Score: Raw -6346303.085483 + Penalty 3577.211761 = -6342725.873722 nChanged 93 SP:Iteration 32Q (7530.916117 sec): 3 clusters Score: Raw -6346320.439935 + Penalty 3577.211761 = -6342743.228174 nChanged 83 SP:Iteration 33Q (7531.046682 sec): 3 clusters Score: Raw -6346336.041383 + Penalty 3577.211761 = -6342758.829622 nChanged 81 SP:Iteration 34Q (7531.173490 sec): 3 clusters Score: Raw -6346349.267805 + Penalty 3577.211761 = -6342772.056044 nChanged 62 SP:Iteration 35Q (7531.300646 sec): 3 clusters Score: Raw -6346360.233347 + Penalty 3577.211761 = -6342783.021586 nChanged 51 SP:Iteration 36Q (7531.417221 sec): 3 clusters Score: Raw -6346366.360331 + Penalty 3577.211761 = -6342789.148569 nChanged 37 SP:Iteration 37Q (7531.551676 sec): 3 clusters Score: Raw -6346370.824162 + Penalty 3577.211761 = -6342793.612401 nChanged 39 SP:Iteration 38Q (7531.676016 sec): 3 clusters Score: Raw -6346376.542742 + Penalty 3577.211761 = -6342799.330980 nChanged 36 SP:Iteration 39Q (7531.798328 sec): 3 clusters Score: Raw -6346381.206304 + Penalty 3577.211761 = -6342803.994543 nChanged 40 SP:Iteration 40F (7531.939704 sec): 3 clusters Score: Raw -6346386.486683 + Penalty 3577.211761 = -6342809.274921 nChanged 25 SP:Iteration 41Q (7532.067699 sec): 3 clusters Score: Raw -6346388.689256 + Penalty 3577.211761 = -6342811.477495 nChanged 18 SP:Iteration 42Q (7532.193890 sec): 3 clusters Score: Raw -6346390.269594 + Penalty 3577.211761 = -6342813.057833 nChanged 16 SP:Iteration 43Q (7532.315459 sec): 3 clusters Score: Raw -6346391.808786 + Penalty 3577.211761 = -6342814.597025 nChanged 11 SP:Iteration 44Q (7532.432560 sec): 3 clusters Score: Raw -6346392.604126 + Penalty 3577.211761 = -6342815.392365 nChanged 7 SP:Iteration 45Q (7532.556124 sec): 3 clusters Score: Raw -6346393.104129 + Penalty 3577.211761 = -6342815.892368 nChanged 4 SP:Iteration 46Q (7532.694776 sec): 3 clusters Score: Raw -6346393.400784 + Penalty 3577.211761 = -6342816.189023 nChanged 4 SP:Iteration 47Q (7532.818394 sec): 3 clusters Score: Raw -6346393.674488 + Penalty 3577.211761 = -6342816.462726 nChanged 1 SP:Iteration 48Q (7532.947326 sec): 3 clusters Score: Raw -6346393.721820 + Penalty 3577.211761 = -6342816.510059 nChanged 2 SP:Iteration 49Q (7533.073263 sec): 3 clusters Score: Raw -6346393.874149 + Penalty 3577.211761 = -6342816.662387 nChanged 2 SP:Iteration 50Q (7533.204831 sec): 3 clusters Score: Raw -6346394.060693 + Penalty 3577.211761 = -6342816.848932 nChanged 3 SP:Iteration 51Q (7533.324924 sec): 3 clusters Score: Raw -6346394.430060 + Penalty 3577.211761 = -6342817.218299 nChanged 4 SP:Iteration 52Q (7533.446860 sec): 3 clusters Score: Raw -6346394.754354 + Penalty 3577.211761 = -6342817.542593 nChanged 5 SP:Iteration 53Q (7533.578479 sec): 3 clusters Score: Raw -6346395.065124 + Penalty 3577.211761 = -6342817.853363 nChanged 7 SP:Iteration 54Q (7533.713900 sec): 3 clusters Score: Raw -6346395.724663 + Penalty 3577.211761 = -6342818.512902 nChanged 9 SP:Iteration 55Q (7533.838180 sec): 3 clusters Score: Raw -6346396.689535 + Penalty 3577.211761 = -6342819.477774 nChanged 9 SP:Iteration 56Q (7533.965868 sec): 3 clusters Score: Raw -6346397.684281 + Penalty 3577.211761 = -6342820.472520 nChanged 10 SP:Iteration 57Q (7534.088692 sec): 3 clusters Score: Raw -6346398.704672 + Penalty 3577.211761 = -6342821.492911 nChanged 7 SP:Iteration 58Q (7534.220363 sec): 3 clusters Score: Raw -6346399.649056 + Penalty 3577.211761 = -6342822.437295 nChanged 8 SP:Iteration 59Q (7534.351577 sec): 3 clusters Score: Raw -6346400.545052 + Penalty 3577.211761 = -6342823.333291 nChanged 11 SP:Iteration 60F (7534.496169 sec): 3 clusters Score: Raw -6346401.423859 + Penalty 3577.211761 = -6342824.212098 nChanged 8 SP:Iteration 61Q (7534.636333 sec): 3 clusters Score: Raw -6346402.387064 + Penalty 3577.211761 = -6342825.175302 nChanged 12 SP:Iteration 62Q (7534.755156 sec): 3 clusters Score: Raw -6346403.464063 + Penalty 3577.211761 = -6342826.252302 nChanged 8 SP:Iteration 63Q (7534.894707 sec): 3 clusters Score: Raw -6346404.335973 + Penalty 3577.211761 = -6342827.124212 nChanged 16 SP:Iteration 64Q (7535.031960 sec): 3 clusters Score: Raw -6346406.116033 + Penalty 3577.211761 = -6342828.904272 nChanged 11 SP:Iteration 65Q (7535.158778 sec): 3 clusters Score: Raw -6346407.179780 + Penalty 3577.211761 = -6342829.968018 nChanged 11 SP:Iteration 66Q (7535.272584 sec): 3 clusters Score: Raw -6346408.260299 + Penalty 3577.211761 = -6342831.048537 nChanged 10 SP:Iteration 67Q (7535.404034 sec): 3 clusters Score: Raw -6346409.134771 + Penalty 3577.211761 = -6342831.923010 nChanged 16 SP:Iteration 68Q (7535.528211 sec): 3 clusters Score: Raw -6346411.064495 + Penalty 3577.211761 = -6342833.852734 nChanged 15 SP:Iteration 69Q (7535.659226 sec): 3 clusters Score: Raw -6346412.646890 + Penalty 3577.211761 = -6342835.435129 nChanged 17 SP:Iteration 70Q (7535.783165 sec): 3 clusters Score: Raw -6346414.282969 + Penalty 3577.211761 = -6342837.071208 nChanged 14 SP:Iteration 71Q (7535.903873 sec): 3 clusters Score: Raw -6346415.535511 + Penalty 3577.211761 = -6342838.323750 nChanged 17 SP:Iteration 72Q (7536.025170 sec): 3 clusters Score: Raw -6346416.669926 + Penalty 3577.211761 = -6342839.458165 nChanged 6 SP:Iteration 73Q (7536.146257 sec): 3 clusters Score: Raw -6346417.174035 + Penalty 3577.211761 = -6342839.962274 nChanged 6 SP:Iteration 74Q (7536.286944 sec): 3 clusters Score: Raw -6346417.611199 + Penalty 3577.211761 = -6342840.399438 nChanged 3 SP:Iteration 75Q (7536.410840 sec): 3 clusters Score: Raw -6346417.834633 + Penalty 3577.211761 = -6342840.622872 nChanged 1 SP:Iteration 76Q (7536.529267 sec): 3 clusters Score: Raw -6346417.906745 + Penalty 3577.211761 = -6342840.694984 nChanged 3 SP:Iteration 77Q (7536.667814 sec): 3 clusters Score: Raw -6346418.300442 + Penalty 3577.211761 = -6342841.088681 nChanged 5 SP:Iteration 78Q (7536.796117 sec): 3 clusters Score: Raw -6346418.599567 + Penalty 3577.211761 = -6342841.387805 nChanged 4 SP:Iteration 79Q (7536.920102 sec): 3 clusters Score: Raw -6346418.806131 + Penalty 3577.211761 = -6342841.594369 nChanged 5 SP:Iteration 80F (7537.055805 sec): 3 clusters Score: Raw -6346419.121722 + Penalty 3577.211761 = -6342841.909961 nChanged 5 SP:Iteration 81Q (7537.180789 sec): 3 clusters Score: Raw -6346419.503868 + Penalty 3577.211761 = -6342842.292107 nChanged 5 SP:Iteration 82Q (7537.302096 sec): 3 clusters Score: Raw -6346420.077727 + Penalty 3577.211761 = -6342842.865966 nChanged 6 SP:Iteration 83Q (7537.431401 sec): 3 clusters Score: Raw -6346420.602467 + Penalty 3577.211761 = -6342843.390706 nChanged 9 SP:Iteration 84Q (7537.546269 sec): 3 clusters Score: Raw -6346421.270018 + Penalty 3577.211761 = -6342844.058257 nChanged 6 SP:Iteration 85Q (7537.663773 sec): 3 clusters Score: Raw -6346421.821927 + Penalty 3577.211761 = -6342844.610166 nChanged 10 SP:Iteration 86Q (7537.776508 sec): 3 clusters Score: Raw -6346422.952894 + Penalty 3577.211761 = -6342845.741132 nChanged 12 SP:Iteration 87Q (7537.889943 sec): 3 clusters Score: Raw -6346423.990643 + Penalty 3577.211761 = -6342846.778882 nChanged 13 SP:Iteration 88Q (7538.007848 sec): 3 clusters Score: Raw -6346425.325449 + Penalty 3577.211761 = -6342848.113687 nChanged 16 SP:Iteration 89Q (7538.124798 sec): 3 clusters Score: Raw -6346427.029512 + Penalty 3577.211761 = -6342849.817751 nChanged 15 SP:Iteration 90Q (7538.256239 sec): 3 clusters Score: Raw -6346428.502917 + Penalty 3577.211761 = -6342851.291156 nChanged 11 SP:Iteration 91Q (7538.370989 sec): 3 clusters Score: Raw -6346429.553031 + Penalty 3577.211761 = -6342852.341270 nChanged 6 SP:Iteration 92Q (7538.493613 sec): 3 clusters Score: Raw -6346430.108678 + Penalty 3577.211761 = -6342852.896917 nChanged 5 SP:Iteration 93Q (7538.616546 sec): 3 clusters Score: Raw -6346430.583860 + Penalty 3577.211761 = -6342853.372099 nChanged 3 SP:Iteration 94Q (7538.734731 sec): 3 clusters Score: Raw -6346430.936840 + Penalty 3577.211761 = -6342853.725079 nChanged 6 SP:Iteration 95Q (7538.854209 sec): 3 clusters Score: Raw -6346431.313497 + Penalty 3577.211761 = -6342854.101736 nChanged 5 SP:Iteration 96Q (7538.991124 sec): 3 clusters Score: Raw -6346431.686606 + Penalty 3577.211761 = -6342854.474845 nChanged 2 SP:Iteration 97Q (7539.119497 sec): 3 clusters Score: Raw -6346431.958963 + Penalty 3577.211761 = -6342854.747202 nChanged 3 SP:Iteration 98Q (7539.242317 sec): 3 clusters Score: Raw -6346432.178875 + Penalty 3577.211761 = -6342854.967113 nChanged 2 SP:Iteration 99Q (7539.367339 sec): 3 clusters Score: Raw -6346432.262807 + Penalty 3577.211761 = -6342855.051046 nChanged 0 SP:Iteration 100F (7539.510832 sec): 3 clusters Score: Raw -6346432.262807 + Penalty 3577.211761 = -6342855.051046 nChanged 0 Trying to split cluster 19 (4022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7539.534930 sec): 2 clusters Score: Raw -424626.287365 + Penalty 1348.674368 = -423277.612997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7539.591791 sec): 3 clusters Score: Raw -422585.930958 + Penalty 2697.348735 = -419888.582222 nChanged 1599 SP:Iteration 1F (7539.642622 sec): 3 clusters Score: Raw -423452.115466 + Penalty 2697.348735 = -420754.766730 nChanged 320 SP:Iteration 2F (7539.690028 sec): 3 clusters Score: Raw -423651.422207 + Penalty 2697.348735 = -420954.073471 nChanged 235 SP:Iteration 3F (7539.737263 sec): 3 clusters Score: Raw -423786.823088 + Penalty 2697.348735 = -421089.474353 nChanged 172 SP:Iteration 4Q (7539.791993 sec): 3 clusters Score: Raw -423894.248759 + Penalty 2697.348735 = -421196.900024 nChanged 148 SP:Iteration 5Q (7539.840791 sec): 3 clusters Score: Raw -423984.651778 + Penalty 2697.348735 = -421287.303043 nChanged 158 SP:Iteration 6Q (7539.904072 sec): 3 clusters Score: Raw -424087.886687 + Penalty 2697.348735 = -421390.537952 nChanged 168 SP:Iteration 7Q (7539.944273 sec): 3 clusters Score: Raw -424214.582254 + Penalty 2697.348735 = -421517.233519 nChanged 169 SP:Iteration 8Q (7539.995068 sec): 3 clusters Score: Raw -424340.924752 + Penalty 2697.348735 = -421643.576017 nChanged 183 SP:Iteration 9Q (7540.043862 sec): 3 clusters Score: Raw -424500.992916 + Penalty 2697.348735 = -421803.644181 nChanged 181 SP:Iteration 10Q (7540.105173 sec): 3 clusters Score: Raw -424674.583487 + Penalty 2697.348735 = -421977.234752 nChanged 170 SP:Iteration 11Q (7540.157536 sec): 3 clusters Score: Raw -424817.210960 + Penalty 2697.348735 = -422119.862225 nChanged 126 SP:Iteration 12Q (7540.199008 sec): 3 clusters Score: Raw -424915.401058 + Penalty 2697.348735 = -422218.052322 nChanged 102 SP:Iteration 13Q (7540.257980 sec): 3 clusters Score: Raw -424981.411209 + Penalty 2697.348735 = -422284.062474 nChanged 73 SP:Iteration 14Q (7540.315477 sec): 3 clusters Score: Raw -425030.199264 + Penalty 2697.348735 = -422332.850528 nChanged 58 SP:Iteration 15Q (7540.357054 sec): 3 clusters Score: Raw -425061.805325 + Penalty 2697.348735 = -422364.456590 nChanged 41 SP:Iteration 16Q (7540.415702 sec): 3 clusters Score: Raw -425088.999240 + Penalty 2697.348735 = -422391.650504 nChanged 47 SP:Iteration 17Q (7540.466564 sec): 3 clusters Score: Raw -425120.339996 + Penalty 2697.348735 = -422422.991261 nChanged 37 SP:Iteration 18Q (7540.502956 sec): 3 clusters Score: Raw -425139.834055 + Penalty 2697.348735 = -422442.485320 nChanged 35 SP:Iteration 19Q (7540.561837 sec): 3 clusters Score: Raw -425160.059628 + Penalty 2697.348735 = -422462.710893 nChanged 21 SP:Iteration 20F (7540.615320 sec): 3 clusters Score: Raw -425171.633452 + Penalty 2697.348735 = -422474.284716 nChanged 12 SP:Iteration 21Q (7540.657219 sec): 3 clusters Score: Raw -425176.066996 + Penalty 2697.348735 = -422478.718260 nChanged 7 SP:Iteration 22Q (7540.713072 sec): 3 clusters Score: Raw -425178.282722 + Penalty 2697.348735 = -422480.933987 nChanged 8 SP:Iteration 23Q (7540.755132 sec): 3 clusters Score: Raw -425181.281713 + Penalty 2697.348735 = -422483.932978 nChanged 8 SP:Iteration 24Q (7540.814640 sec): 3 clusters Score: Raw -425185.345513 + Penalty 2697.348735 = -422487.996777 nChanged 8 SP:Iteration 25Q (7540.858412 sec): 3 clusters Score: Raw -425188.535618 + Penalty 2697.348735 = -422491.186882 nChanged 7 SP:Iteration 26Q (7540.920805 sec): 3 clusters Score: Raw -425190.427305 + Penalty 2697.348735 = -422493.078570 nChanged 5 SP:Iteration 27Q (7540.974578 sec): 3 clusters Score: Raw -425191.637364 + Penalty 2697.348735 = -422494.288629 nChanged 2 SP:Iteration 28Q (7541.023682 sec): 3 clusters Score: Raw -425192.800942 + Penalty 2697.348735 = -422495.452207 nChanged 6 SP:Iteration 29Q (7541.067321 sec): 3 clusters Score: Raw -425195.470815 + Penalty 2697.348735 = -422498.122079 nChanged 4 SP:Iteration 30Q (7541.121144 sec): 3 clusters Score: Raw -425196.301630 + Penalty 2697.348735 = -422498.952895 nChanged 1 SP:Iteration 31Q (7541.172634 sec): 3 clusters Score: Raw -425196.578370 + Penalty 2697.348735 = -422499.229635 nChanged 0 SP:Iteration 32F (7541.223475 sec): 3 clusters Score: Raw -425196.578370 + Penalty 2697.348735 = -422499.229635 nChanged 0 Trying to split cluster 20 (7957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7541.259064 sec): 2 clusters Score: Raw -819158.821906 + Penalty 1459.543690 = -817699.278216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7541.318368 sec): 3 clusters Score: Raw -814761.577915 + Penalty 2919.087380 = -811842.490535 nChanged 3394 SP:Iteration 1F (7541.367046 sec): 3 clusters Score: Raw -816787.270388 + Penalty 2919.087380 = -813868.183008 nChanged 626 SP:Iteration 2F (7541.430294 sec): 3 clusters Score: Raw -817304.245870 + Penalty 2919.087380 = -814385.158490 nChanged 638 SP:Iteration 3F (7541.478306 sec): 3 clusters Score: Raw -818029.189105 + Penalty 2919.087380 = -815110.101725 nChanged 647 SP:Iteration 4F (7541.536453 sec): 3 clusters Score: Raw -818637.053727 + Penalty 2919.087380 = -815717.966347 nChanged 566 SP:Iteration 5F (7541.601689 sec): 3 clusters Score: Raw -819091.956424 + Penalty 2919.087380 = -816172.869044 nChanged 455 SP:Iteration 6F (7541.665130 sec): 3 clusters Score: Raw -819408.422350 + Penalty 2919.087380 = -816489.334970 nChanged 337 SP:Iteration 7Q (7541.724875 sec): 3 clusters Score: Raw -819598.408271 + Penalty 2919.087380 = -816679.320891 nChanged 240 SP:Iteration 8Q (7541.787700 sec): 3 clusters Score: Raw -819706.128023 + Penalty 2919.087380 = -816787.040643 nChanged 175 SP:Iteration 9Q (7541.838799 sec): 3 clusters Score: Raw -819787.621417 + Penalty 2919.087380 = -816868.534037 nChanged 153 SP:Iteration 10Q (7541.906531 sec): 3 clusters Score: Raw -819857.518579 + Penalty 2919.087380 = -816938.431199 nChanged 140 SP:Iteration 11Q (7541.962065 sec): 3 clusters Score: Raw -819933.277563 + Penalty 2919.087380 = -817014.190182 nChanged 137 SP:Iteration 12Q (7542.026769 sec): 3 clusters Score: Raw -820019.174100 + Penalty 2919.087380 = -817100.086720 nChanged 135 SP:Iteration 13Q (7542.091332 sec): 3 clusters Score: Raw -820119.174747 + Penalty 2919.087380 = -817200.087367 nChanged 118 SP:Iteration 14Q (7542.143299 sec): 3 clusters Score: Raw -820216.657217 + Penalty 2919.087380 = -817297.569837 nChanged 101 SP:Iteration 15Q (7542.195329 sec): 3 clusters Score: Raw -820284.844447 + Penalty 2919.087380 = -817365.757067 nChanged 66 SP:Iteration 16Q (7542.259196 sec): 3 clusters Score: Raw -820316.572148 + Penalty 2919.087380 = -817397.484768 nChanged 53 SP:Iteration 17Q (7542.312669 sec): 3 clusters Score: Raw -820342.646089 + Penalty 2919.087380 = -817423.558709 nChanged 52 SP:Iteration 18Q (7542.365403 sec): 3 clusters Score: Raw -820368.590663 + Penalty 2919.087380 = -817449.503283 nChanged 47 SP:Iteration 19Q (7542.425421 sec): 3 clusters Score: Raw -820387.793381 + Penalty 2919.087380 = -817468.706001 nChanged 41 SP:Iteration 20F (7542.486380 sec): 3 clusters Score: Raw -820404.010747 + Penalty 2919.087380 = -817484.923367 nChanged 27 SP:Iteration 21Q (7542.548811 sec): 3 clusters Score: Raw -820412.150509 + Penalty 2919.087380 = -817493.063129 nChanged 16 SP:Iteration 22Q (7542.597481 sec): 3 clusters Score: Raw -820419.532116 + Penalty 2919.087380 = -817500.444736 nChanged 14 SP:Iteration 23Q (7542.653402 sec): 3 clusters Score: Raw -820424.650018 + Penalty 2919.087380 = -817505.562638 nChanged 14 SP:Iteration 24Q (7542.706843 sec): 3 clusters Score: Raw -820429.615254 + Penalty 2919.087380 = -817510.527874 nChanged 14 SP:Iteration 25Q (7542.770647 sec): 3 clusters Score: Raw -820432.986097 + Penalty 2919.087380 = -817513.898717 nChanged 13 SP:Iteration 26Q (7542.827013 sec): 3 clusters Score: Raw -820435.804491 + Penalty 2919.087380 = -817516.717111 nChanged 13 SP:Iteration 27Q (7542.883193 sec): 3 clusters Score: Raw -820439.177839 + Penalty 2919.087380 = -817520.090459 nChanged 9 SP:Iteration 28Q (7542.934837 sec): 3 clusters Score: Raw -820443.078907 + Penalty 2919.087380 = -817523.991527 nChanged 11 SP:Iteration 29Q (7542.985304 sec): 3 clusters Score: Raw -820447.242807 + Penalty 2919.087380 = -817528.155427 nChanged 11 SP:Iteration 30Q (7543.042994 sec): 3 clusters Score: Raw -820450.220868 + Penalty 2919.087380 = -817531.133488 nChanged 11 SP:Iteration 31Q (7543.099221 sec): 3 clusters Score: Raw -820453.382365 + Penalty 2919.087380 = -817534.294985 nChanged 11 SP:Iteration 32Q (7543.153667 sec): 3 clusters Score: Raw -820456.781268 + Penalty 2919.087380 = -817537.693888 nChanged 6 SP:Iteration 33Q (7543.210730 sec): 3 clusters Score: Raw -820457.703420 + Penalty 2919.087380 = -817538.616040 nChanged 3 SP:Iteration 34Q (7543.273304 sec): 3 clusters Score: Raw -820458.085570 + Penalty 2919.087380 = -817538.998190 nChanged 2 SP:Iteration 35Q (7543.321179 sec): 3 clusters Score: Raw -820458.750953 + Penalty 2919.087380 = -817539.663572 nChanged 2 SP:Iteration 36Q (7543.385739 sec): 3 clusters Score: Raw -820459.013732 + Penalty 2919.087380 = -817539.926351 nChanged 0 SP:Iteration 37F (7543.435585 sec): 3 clusters Score: Raw -820459.013732 + Penalty 2919.087380 = -817539.926351 nChanged 0 Trying to split cluster 21 (8118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7543.465446 sec): 2 clusters Score: Raw -864724.212556 + Penalty 1462.798853 = -863261.413703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7543.525603 sec): 3 clusters Score: Raw -860223.271120 + Penalty 2925.597707 = -857297.673414 nChanged 3387 SP:Iteration 1F (7543.573430 sec): 3 clusters Score: Raw -862018.898216 + Penalty 2925.597707 = -859093.300509 nChanged 506 SP:Iteration 2F (7543.615203 sec): 3 clusters Score: Raw -862280.502450 + Penalty 2925.597707 = -859354.904744 nChanged 438 SP:Iteration 3F (7543.678267 sec): 3 clusters Score: Raw -862491.113671 + Penalty 2925.597707 = -859565.515964 nChanged 394 SP:Iteration 4Q (7543.725010 sec): 3 clusters Score: Raw -862686.519509 + Penalty 2925.597707 = -859760.921802 nChanged 377 SP:Iteration 5Q (7543.783815 sec): 3 clusters Score: Raw -862877.551980 + Penalty 2925.597707 = -859951.954273 nChanged 345 SP:Iteration 6Q (7543.846051 sec): 3 clusters Score: Raw -863073.541414 + Penalty 2925.597707 = -860147.943708 nChanged 346 SP:Iteration 7Q (7543.894809 sec): 3 clusters Score: Raw -863274.315523 + Penalty 2925.597707 = -860348.717816 nChanged 335 SP:Iteration 8Q (7543.960738 sec): 3 clusters Score: Raw -863473.295634 + Penalty 2925.597707 = -860547.697927 nChanged 348 SP:Iteration 9Q (7544.009995 sec): 3 clusters Score: Raw -863695.605131 + Penalty 2925.597707 = -860770.007425 nChanged 325 SP:Iteration 10Q (7544.072775 sec): 3 clusters Score: Raw -863919.571992 + Penalty 2925.597707 = -860993.974285 nChanged 307 SP:Iteration 11Q (7544.126022 sec): 3 clusters Score: Raw -864147.002413 + Penalty 2925.597707 = -861221.404706 nChanged 264 SP:Iteration 12Q (7544.186003 sec): 3 clusters Score: Raw -864326.434586 + Penalty 2925.597707 = -861400.836879 nChanged 255 SP:Iteration 13Q (7544.235229 sec): 3 clusters Score: Raw -864484.272407 + Penalty 2925.597707 = -861558.674700 nChanged 192 SP:Iteration 14Q (7544.301419 sec): 3 clusters Score: Raw -864580.349508 + Penalty 2925.597707 = -861654.751801 nChanged 136 SP:Iteration 15Q (7544.352761 sec): 3 clusters Score: Raw -864634.034792 + Penalty 2925.597707 = -861708.437085 nChanged 99 SP:Iteration 16Q (7544.404276 sec): 3 clusters Score: Raw -864668.424767 + Penalty 2925.597707 = -861742.827061 nChanged 70 SP:Iteration 17Q (7544.467964 sec): 3 clusters Score: Raw -864696.004087 + Penalty 2925.597707 = -861770.406380 nChanged 67 SP:Iteration 18Q (7544.524205 sec): 3 clusters Score: Raw -864719.767248 + Penalty 2925.597707 = -861794.169541 nChanged 53 SP:Iteration 19Q (7544.576823 sec): 3 clusters Score: Raw -864736.154976 + Penalty 2925.597707 = -861810.557269 nChanged 45 SP:Iteration 20F (7544.643214 sec): 3 clusters Score: Raw -864751.110789 + Penalty 2925.597707 = -861825.513082 nChanged 47 SP:Iteration 21Q (7544.694300 sec): 3 clusters Score: Raw -864767.981052 + Penalty 2925.597707 = -861842.383345 nChanged 38 SP:Iteration 22Q (7544.756320 sec): 3 clusters Score: Raw -864781.486156 + Penalty 2925.597707 = -861855.888449 nChanged 48 SP:Iteration 23Q (7544.816425 sec): 3 clusters Score: Raw -864798.178371 + Penalty 2925.597707 = -861872.580665 nChanged 41 SP:Iteration 24Q (7544.877866 sec): 3 clusters Score: Raw -864809.975527 + Penalty 2925.597707 = -861884.377820 nChanged 40 SP:Iteration 25Q (7544.939304 sec): 3 clusters Score: Raw -864820.470652 + Penalty 2925.597707 = -861894.872945 nChanged 32 SP:Iteration 26Q (7544.988128 sec): 3 clusters Score: Raw -864828.741532 + Penalty 2925.597707 = -861903.143826 nChanged 29 SP:Iteration 27Q (7545.057851 sec): 3 clusters Score: Raw -864836.720009 + Penalty 2925.597707 = -861911.122302 nChanged 25 SP:Iteration 28Q (7545.114919 sec): 3 clusters Score: Raw -864845.131967 + Penalty 2925.597707 = -861919.534261 nChanged 35 SP:Iteration 29Q (7545.169861 sec): 3 clusters Score: Raw -864856.135113 + Penalty 2925.597707 = -861930.537407 nChanged 30 SP:Iteration 30Q (7545.232632 sec): 3 clusters Score: Raw -864865.036436 + Penalty 2925.597707 = -861939.438729 nChanged 28 SP:Iteration 31Q (7545.284959 sec): 3 clusters Score: Raw -864872.074767 + Penalty 2925.597707 = -861946.477060 nChanged 31 SP:Iteration 32Q (7545.336341 sec): 3 clusters Score: Raw -864879.966360 + Penalty 2925.597707 = -861954.368653 nChanged 27 SP:Iteration 33Q (7545.392469 sec): 3 clusters Score: Raw -864887.411190 + Penalty 2925.597707 = -861961.813483 nChanged 28 SP:Iteration 34Q (7545.447398 sec): 3 clusters Score: Raw -864894.257467 + Penalty 2925.597707 = -861968.659760 nChanged 21 SP:Iteration 35Q (7545.506651 sec): 3 clusters Score: Raw -864898.979364 + Penalty 2925.597707 = -861973.381657 nChanged 22 SP:Iteration 36Q (7545.558758 sec): 3 clusters Score: Raw -864904.929725 + Penalty 2925.597707 = -861979.332018 nChanged 18 SP:Iteration 37Q (7545.621110 sec): 3 clusters Score: Raw -864910.011467 + Penalty 2925.597707 = -861984.413761 nChanged 13 SP:Iteration 38Q (7545.671770 sec): 3 clusters Score: Raw -864914.613749 + Penalty 2925.597707 = -861989.016043 nChanged 17 SP:Iteration 39Q (7545.735762 sec): 3 clusters Score: Raw -864921.196854 + Penalty 2925.597707 = -861995.599147 nChanged 22 SP:Iteration 40F (7545.781775 sec): 3 clusters Score: Raw -864927.728666 + Penalty 2925.597707 = -862002.130960 nChanged 17 SP:Iteration 41Q (7545.843101 sec): 3 clusters Score: Raw -864931.949728 + Penalty 2925.597707 = -862006.352021 nChanged 13 SP:Iteration 42Q (7545.903148 sec): 3 clusters Score: Raw -864935.461282 + Penalty 2925.597707 = -862009.863576 nChanged 16 SP:Iteration 43Q (7545.956956 sec): 3 clusters Score: Raw -864939.184818 + Penalty 2925.597707 = -862013.587112 nChanged 17 SP:Iteration 44Q (7546.011942 sec): 3 clusters Score: Raw -864945.729622 + Penalty 2925.597707 = -862020.131916 nChanged 23 SP:Iteration 45Q (7546.074850 sec): 3 clusters Score: Raw -864954.224649 + Penalty 2925.597707 = -862028.626943 nChanged 19 SP:Iteration 46Q (7546.132762 sec): 3 clusters Score: Raw -864959.597246 + Penalty 2925.597707 = -862033.999539 nChanged 15 SP:Iteration 47Q (7546.191224 sec): 3 clusters Score: Raw -864962.977364 + Penalty 2925.597707 = -862037.379657 nChanged 9 SP:Iteration 48Q (7546.250940 sec): 3 clusters Score: Raw -864964.760682 + Penalty 2925.597707 = -862039.162976 nChanged 6 SP:Iteration 49Q (7546.310779 sec): 3 clusters Score: Raw -864965.930425 + Penalty 2925.597707 = -862040.332719 nChanged 7 SP:Iteration 50Q (7546.371298 sec): 3 clusters Score: Raw -864968.014365 + Penalty 2925.597707 = -862042.416658 nChanged 6 SP:Iteration 51Q (7546.432945 sec): 3 clusters Score: Raw -864969.222807 + Penalty 2925.597707 = -862043.625101 nChanged 4 SP:Iteration 52Q (7546.481481 sec): 3 clusters Score: Raw -864970.102486 + Penalty 2925.597707 = -862044.504779 nChanged 5 SP:Iteration 53Q (7546.552211 sec): 3 clusters Score: Raw -864971.726786 + Penalty 2925.597707 = -862046.129079 nChanged 7 SP:Iteration 54Q (7546.612421 sec): 3 clusters Score: Raw -864973.490280 + Penalty 2925.597707 = -862047.892574 nChanged 5 SP:Iteration 55Q (7546.669232 sec): 3 clusters Score: Raw -864974.452657 + Penalty 2925.597707 = -862048.854950 nChanged 5 SP:Iteration 56Q (7546.722101 sec): 3 clusters Score: Raw -864975.525637 + Penalty 2925.597707 = -862049.927930 nChanged 4 SP:Iteration 57Q (7546.770679 sec): 3 clusters Score: Raw -864976.531232 + Penalty 2925.597707 = -862050.933525 nChanged 7 SP:Iteration 58Q (7546.827397 sec): 3 clusters Score: Raw -864978.252995 + Penalty 2925.597707 = -862052.655288 nChanged 10 SP:Iteration 59Q (7546.892415 sec): 3 clusters Score: Raw -864980.607072 + Penalty 2925.597707 = -862055.009365 nChanged 8 SP:Iteration 60F (7546.954629 sec): 3 clusters Score: Raw -864982.391456 + Penalty 2925.597707 = -862056.793749 nChanged 11 SP:Iteration 61Q (7546.995118 sec): 3 clusters Score: Raw -864985.572695 + Penalty 2925.597707 = -862059.974988 nChanged 13 SP:Iteration 62Q (7547.053612 sec): 3 clusters Score: Raw -864989.879358 + Penalty 2925.597707 = -862064.281651 nChanged 11 SP:Iteration 63Q (7547.117837 sec): 3 clusters Score: Raw -864995.432329 + Penalty 2925.597707 = -862069.834622 nChanged 14 SP:Iteration 64Q (7547.170894 sec): 3 clusters Score: Raw -864999.207772 + Penalty 2925.597707 = -862073.610065 nChanged 9 SP:Iteration 65Q (7547.231269 sec): 3 clusters Score: Raw -865001.422652 + Penalty 2925.597707 = -862075.824945 nChanged 8 SP:Iteration 66Q (7547.299754 sec): 3 clusters Score: Raw -865004.120545 + Penalty 2925.597707 = -862078.522838 nChanged 7 SP:Iteration 67Q (7547.347890 sec): 3 clusters Score: Raw -865006.228644 + Penalty 2925.597707 = -862080.630937 nChanged 4 SP:Iteration 68Q (7547.414977 sec): 3 clusters Score: Raw -865007.061483 + Penalty 2925.597707 = -862081.463776 nChanged 3 SP:Iteration 69Q (7547.475470 sec): 3 clusters Score: Raw -865007.511086 + Penalty 2925.597707 = -862081.913380 nChanged 1 SP:Iteration 70Q (7547.533520 sec): 3 clusters Score: Raw -865007.714118 + Penalty 2925.597707 = -862082.116411 nChanged 1 SP:Iteration 71Q (7547.593211 sec): 3 clusters Score: Raw -865007.763905 + Penalty 2925.597707 = -862082.166198 nChanged 0 SP:Iteration 72F (7547.655051 sec): 3 clusters Score: Raw -865007.763905 + Penalty 2925.597707 = -862082.166198 nChanged 0 Trying to split cluster 22 (9353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7547.688233 sec): 2 clusters Score: Raw -990732.666061 + Penalty 1485.811019 = -989246.855042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7547.751284 sec): 3 clusters Score: Raw -985470.645940 + Penalty 2971.622039 = -982499.023902 nChanged 3995 SP:Iteration 1F (7547.813370 sec): 3 clusters Score: Raw -987639.684173 + Penalty 2971.622039 = -984668.062134 nChanged 563 SP:Iteration 2F (7547.872668 sec): 3 clusters Score: Raw -987872.710928 + Penalty 2971.622039 = -984901.088889 nChanged 446 SP:Iteration 3Q (7547.938142 sec): 3 clusters Score: Raw -988050.178059 + Penalty 2971.622039 = -985078.556020 nChanged 383 SP:Iteration 4Q (7547.987535 sec): 3 clusters Score: Raw -988216.177294 + Penalty 2971.622039 = -985244.555255 nChanged 389 SP:Iteration 5Q (7548.047844 sec): 3 clusters Score: Raw -988406.850419 + Penalty 2971.622039 = -985435.228380 nChanged 371 SP:Iteration 6Q (7548.107611 sec): 3 clusters Score: Raw -988592.198077 + Penalty 2971.622039 = -985620.576039 nChanged 398 SP:Iteration 7Q (7548.164962 sec): 3 clusters Score: Raw -988827.161759 + Penalty 2971.622039 = -985855.539720 nChanged 444 SP:Iteration 8Q (7548.231079 sec): 3 clusters Score: Raw -989124.023898 + Penalty 2971.622039 = -986152.401860 nChanged 469 SP:Iteration 9F (7548.278090 sec): 3 clusters Score: Raw -989467.078878 + Penalty 2971.622039 = -986495.456839 nChanged 446 SP:Iteration 10Q (7548.338360 sec): 3 clusters Score: Raw -989794.893990 + Penalty 2971.622039 = -986823.271952 nChanged 415 SP:Iteration 11Q (7548.401232 sec): 3 clusters Score: Raw -990095.766209 + Penalty 2971.622039 = -987124.144170 nChanged 342 SP:Iteration 12Q (7548.449502 sec): 3 clusters Score: Raw -990324.987536 + Penalty 2971.622039 = -987353.365498 nChanged 270 SP:Iteration 13Q (7548.517353 sec): 3 clusters Score: Raw -990484.389669 + Penalty 2971.622039 = -987512.767630 nChanged 208 SP:Iteration 14Q (7548.569296 sec): 3 clusters Score: Raw -990590.016766 + Penalty 2971.622039 = -987618.394728 nChanged 157 SP:Iteration 15Q (7548.617005 sec): 3 clusters Score: Raw -990662.816624 + Penalty 2971.622039 = -987691.194586 nChanged 138 SP:Iteration 16Q (7548.674368 sec): 3 clusters Score: Raw -990727.953332 + Penalty 2971.622039 = -987756.331293 nChanged 122 SP:Iteration 17Q (7548.742187 sec): 3 clusters Score: Raw -990780.126855 + Penalty 2971.622039 = -987808.504817 nChanged 118 SP:Iteration 18Q (7548.798652 sec): 3 clusters Score: Raw -990825.550325 + Penalty 2971.622039 = -987853.928286 nChanged 91 SP:Iteration 19Q (7548.864172 sec): 3 clusters Score: Raw -990859.001659 + Penalty 2971.622039 = -987887.379621 nChanged 78 SP:Iteration 20F (7548.916216 sec): 3 clusters Score: Raw -990886.776245 + Penalty 2971.622039 = -987915.154207 nChanged 72 SP:Iteration 21Q (7548.974761 sec): 3 clusters Score: Raw -990912.576660 + Penalty 2971.622039 = -987940.954621 nChanged 76 SP:Iteration 22Q (7549.023009 sec): 3 clusters Score: Raw -990937.943106 + Penalty 2971.622039 = -987966.321067 nChanged 50 SP:Iteration 23Q (7549.085125 sec): 3 clusters Score: Raw -990951.939691 + Penalty 2971.622039 = -987980.317652 nChanged 35 SP:Iteration 24Q (7549.144566 sec): 3 clusters Score: Raw -990960.771898 + Penalty 2971.622039 = -987989.149860 nChanged 33 SP:Iteration 25Q (7549.193648 sec): 3 clusters Score: Raw -990968.190465 + Penalty 2971.622039 = -987996.568427 nChanged 22 SP:Iteration 26Q (7549.246099 sec): 3 clusters Score: Raw -990972.159856 + Penalty 2971.622039 = -988000.537817 nChanged 25 SP:Iteration 27Q (7549.304211 sec): 3 clusters Score: Raw -990978.272772 + Penalty 2971.622039 = -988006.650734 nChanged 30 SP:Iteration 28Q (7549.370956 sec): 3 clusters Score: Raw -990984.709157 + Penalty 2971.622039 = -988013.087118 nChanged 21 SP:Iteration 29Q (7549.420297 sec): 3 clusters Score: Raw -990989.184424 + Penalty 2971.622039 = -988017.562385 nChanged 20 SP:Iteration 30Q (7549.486821 sec): 3 clusters Score: Raw -990992.141033 + Penalty 2971.622039 = -988020.518995 nChanged 17 SP:Iteration 31Q (7549.534339 sec): 3 clusters Score: Raw -990995.347287 + Penalty 2971.622039 = -988023.725248 nChanged 19 SP:Iteration 32Q (7549.596982 sec): 3 clusters Score: Raw -990999.568007 + Penalty 2971.622039 = -988027.945968 nChanged 17 SP:Iteration 33Q (7549.648693 sec): 3 clusters Score: Raw -991002.963368 + Penalty 2971.622039 = -988031.341330 nChanged 15 SP:Iteration 34Q (7549.710862 sec): 3 clusters Score: Raw -991007.470578 + Penalty 2971.622039 = -988035.848539 nChanged 19 SP:Iteration 35Q (7549.767998 sec): 3 clusters Score: Raw -991011.357475 + Penalty 2971.622039 = -988039.735437 nChanged 15 SP:Iteration 36Q (7549.832506 sec): 3 clusters Score: Raw -991014.010300 + Penalty 2971.622039 = -988042.388262 nChanged 10 SP:Iteration 37Q (7549.883326 sec): 3 clusters Score: Raw -991015.722842 + Penalty 2971.622039 = -988044.100803 nChanged 6 SP:Iteration 38Q (7549.943275 sec): 3 clusters Score: Raw -991016.517492 + Penalty 2971.622039 = -988044.895454 nChanged 7 SP:Iteration 39Q (7549.999176 sec): 3 clusters Score: Raw -991017.138848 + Penalty 2971.622039 = -988045.516810 nChanged 1 SP:Iteration 40F (7550.049604 sec): 3 clusters Score: Raw -991017.186601 + Penalty 2971.622039 = -988045.564562 nChanged 1 SP:Iteration 41Q (7550.118139 sec): 3 clusters Score: Raw -991017.307006 + Penalty 2971.622039 = -988045.684967 nChanged 2 SP:Iteration 42Q (7550.164589 sec): 3 clusters Score: Raw -991017.532598 + Penalty 2971.622039 = -988045.910560 nChanged 2 SP:Iteration 43Q (7550.226250 sec): 3 clusters Score: Raw -991017.680607 + Penalty 2971.622039 = -988046.058568 nChanged 0 SP:Iteration 44F (7550.284651 sec): 3 clusters Score: Raw -991017.680607 + Penalty 2971.622039 = -988046.058568 nChanged 0 Trying to split cluster 23 (1234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7550.314148 sec): 2 clusters Score: Raw -132962.806051 + Penalty 1156.677633 = -131806.128417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7550.361073 sec): 3 clusters Score: Raw -132502.771930 + Penalty 2313.355266 = -130189.416664 nChanged 418 SP:Iteration 1F (7550.400036 sec): 3 clusters Score: Raw -132837.104969 + Penalty 2313.355266 = -130523.749703 nChanged 94 SP:Iteration 2F (7550.456792 sec): 3 clusters Score: Raw -132950.455498 + Penalty 2313.355266 = -130637.100231 nChanged 63 SP:Iteration 3F (7550.501730 sec): 3 clusters Score: Raw -133033.720017 + Penalty 2313.355266 = -130720.364751 nChanged 58 SP:Iteration 4Q (7550.544435 sec): 3 clusters Score: Raw -133125.434326 + Penalty 2313.355266 = -130812.079059 nChanged 49 SP:Iteration 5Q (7550.589235 sec): 3 clusters Score: Raw -133217.008659 + Penalty 2313.355266 = -130903.653393 nChanged 45 SP:Iteration 6Q (7550.630068 sec): 3 clusters Score: Raw -133280.737706 + Penalty 2313.355266 = -130967.382440 nChanged 36 SP:Iteration 7Q (7550.679574 sec): 3 clusters Score: Raw -133335.134302 + Penalty 2313.355266 = -131021.779035 nChanged 29 SP:Iteration 8Q (7550.721885 sec): 3 clusters Score: Raw -133367.647933 + Penalty 2313.355266 = -131054.292667 nChanged 26 SP:Iteration 9Q (7550.769648 sec): 3 clusters Score: Raw -133398.715262 + Penalty 2313.355266 = -131085.359996 nChanged 17 SP:Iteration 10Q (7550.813389 sec): 3 clusters Score: Raw -133418.966473 + Penalty 2313.355266 = -131105.611206 nChanged 11 SP:Iteration 11Q (7550.868113 sec): 3 clusters Score: Raw -133430.724628 + Penalty 2313.355266 = -131117.369361 nChanged 5 SP:Iteration 12Q (7550.913568 sec): 3 clusters Score: Raw -133436.904085 + Penalty 2313.355266 = -131123.548819 nChanged 4 SP:Iteration 13Q (7550.960959 sec): 3 clusters Score: Raw -133441.215937 + Penalty 2313.355266 = -131127.860670 nChanged 7 SP:Iteration 14Q (7551.002655 sec): 3 clusters Score: Raw -133448.079979 + Penalty 2313.355266 = -131134.724713 nChanged 6 SP:Iteration 15Q (7551.055693 sec): 3 clusters Score: Raw -133452.824302 + Penalty 2313.355266 = -131139.469036 nChanged 3 SP:Iteration 16Q (7551.096755 sec): 3 clusters Score: Raw -133455.364838 + Penalty 2313.355266 = -131142.009572 nChanged 3 SP:Iteration 17Q (7551.155428 sec): 3 clusters Score: Raw -133458.265765 + Penalty 2313.355266 = -131144.910498 nChanged 4 SP:Iteration 18Q (7551.200007 sec): 3 clusters Score: Raw -133462.253949 + Penalty 2313.355266 = -131148.898682 nChanged 6 SP:Iteration 19Q (7551.241174 sec): 3 clusters Score: Raw -133470.050179 + Penalty 2313.355266 = -131156.694913 nChanged 6 SP:Iteration 20F (7551.293026 sec): 3 clusters Score: Raw -133473.871369 + Penalty 2313.355266 = -131160.516103 nChanged 1 SP:Iteration 21Q (7551.332754 sec): 3 clusters Score: Raw -133474.448396 + Penalty 2313.355266 = -131161.093130 nChanged 1 SP:Iteration 22Q (7551.379027 sec): 3 clusters Score: Raw -133475.626493 + Penalty 2313.355266 = -131162.271226 nChanged 0 SP:Iteration 23F (7551.427921 sec): 3 clusters Score: Raw -133475.626493 + Penalty 2313.355266 = -131162.271226 nChanged 0 Trying to split cluster 24 (25190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7551.486736 sec): 2 clusters Score: Raw -2744931.205412 + Penalty 1646.807885 = -2743284.397527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7551.568535 sec): 3 clusters Score: Raw -2729592.848253 + Penalty 3293.615770 = -2726299.232483 nChanged 11426 SP:Iteration 1F (7551.665094 sec): 3 clusters Score: Raw -2735677.961196 + Penalty 3293.615770 = -2732384.345426 nChanged 1059 SP:Iteration 2Q (7551.751736 sec): 3 clusters Score: Raw -2736014.623348 + Penalty 3293.615770 = -2732721.007578 nChanged 1042 SP:Iteration 3Q (7551.843446 sec): 3 clusters Score: Raw -2736404.700841 + Penalty 3293.615770 = -2733111.085071 nChanged 1110 SP:Iteration 4Q (7551.929667 sec): 3 clusters Score: Raw -2736900.905512 + Penalty 3293.615770 = -2733607.289742 nChanged 1198 SP:Iteration 5Q (7552.011977 sec): 3 clusters Score: Raw -2737487.474626 + Penalty 3293.615770 = -2734193.858856 nChanged 1323 SP:Iteration 6F (7552.098747 sec): 3 clusters Score: Raw -2738246.623592 + Penalty 3293.615770 = -2734953.007822 nChanged 1390 SP:Iteration 7F (7552.187085 sec): 3 clusters Score: Raw -2739206.731340 + Penalty 3293.615770 = -2735913.115570 nChanged 1535 SP:Iteration 8F (7552.272714 sec): 3 clusters Score: Raw -2740316.265031 + Penalty 3293.615770 = -2737022.649261 nChanged 1535 SP:Iteration 9F (7552.361946 sec): 3 clusters Score: Raw -2741492.997950 + Penalty 3293.615770 = -2738199.382180 nChanged 1364 SP:Iteration 10F (7552.452560 sec): 3 clusters Score: Raw -2742401.711944 + Penalty 3293.615770 = -2739108.096174 nChanged 1046 SP:Iteration 11Q (7552.533096 sec): 3 clusters Score: Raw -2742939.045622 + Penalty 3293.615770 = -2739645.429852 nChanged 748 SP:Iteration 12Q (7552.622610 sec): 3 clusters Score: Raw -2743270.030116 + Penalty 3293.615770 = -2739976.414346 nChanged 582 SP:Iteration 13Q (7552.699665 sec): 3 clusters Score: Raw -2743490.528305 + Penalty 3293.615770 = -2740196.912535 nChanged 446 SP:Iteration 14Q (7552.786484 sec): 3 clusters Score: Raw -2743654.015702 + Penalty 3293.615770 = -2740360.399932 nChanged 371 SP:Iteration 15Q (7552.873895 sec): 3 clusters Score: Raw -2743798.937770 + Penalty 3293.615770 = -2740505.322000 nChanged 333 SP:Iteration 16Q (7552.957438 sec): 3 clusters Score: Raw -2743926.964093 + Penalty 3293.615770 = -2740633.348323 nChanged 342 SP:Iteration 17Q (7553.044818 sec): 3 clusters Score: Raw -2744055.606412 + Penalty 3293.615770 = -2740761.990642 nChanged 311 SP:Iteration 18Q (7553.120794 sec): 3 clusters Score: Raw -2744186.610061 + Penalty 3293.615770 = -2740892.994291 nChanged 307 SP:Iteration 19Q (7553.208510 sec): 3 clusters Score: Raw -2744314.828538 + Penalty 3293.615770 = -2741021.212768 nChanged 275 SP:Iteration 20F (7553.299993 sec): 3 clusters Score: Raw -2744448.057521 + Penalty 3293.615770 = -2741154.441751 nChanged 272 SP:Iteration 21Q (7553.384055 sec): 3 clusters Score: Raw -2744598.752951 + Penalty 3293.615770 = -2741305.137181 nChanged 270 SP:Iteration 22Q (7553.469647 sec): 3 clusters Score: Raw -2744747.584813 + Penalty 3293.615770 = -2741453.969043 nChanged 253 SP:Iteration 23Q (7553.548643 sec): 3 clusters Score: Raw -2744884.968754 + Penalty 3293.615770 = -2741591.352984 nChanged 242 SP:Iteration 24Q (7553.640738 sec): 3 clusters Score: Raw -2745000.327119 + Penalty 3293.615770 = -2741706.711348 nChanged 201 SP:Iteration 25Q (7553.722228 sec): 3 clusters Score: Raw -2745085.069102 + Penalty 3293.615770 = -2741791.453332 nChanged 173 SP:Iteration 26Q (7553.805876 sec): 3 clusters Score: Raw -2745155.177801 + Penalty 3293.615770 = -2741861.562031 nChanged 126 SP:Iteration 27Q (7553.876753 sec): 3 clusters Score: Raw -2745202.241429 + Penalty 3293.615770 = -2741908.625659 nChanged 113 SP:Iteration 28Q (7553.966010 sec): 3 clusters Score: Raw -2745240.259309 + Penalty 3293.615770 = -2741946.643539 nChanged 106 SP:Iteration 29Q (7554.043925 sec): 3 clusters Score: Raw -2745275.907251 + Penalty 3293.615770 = -2741982.291481 nChanged 94 SP:Iteration 30Q (7554.127021 sec): 3 clusters Score: Raw -2745304.671541 + Penalty 3293.615770 = -2742011.055771 nChanged 85 SP:Iteration 31Q (7554.195320 sec): 3 clusters Score: Raw -2745328.461606 + Penalty 3293.615770 = -2742034.845836 nChanged 76 SP:Iteration 32Q (7554.274615 sec): 3 clusters Score: Raw -2745347.893547 + Penalty 3293.615770 = -2742054.277777 nChanged 47 SP:Iteration 33Q (7554.361004 sec): 3 clusters Score: Raw -2745357.974538 + Penalty 3293.615770 = -2742064.358768 nChanged 42 SP:Iteration 34Q (7554.442554 sec): 3 clusters Score: Raw -2745364.941187 + Penalty 3293.615770 = -2742071.325417 nChanged 33 SP:Iteration 35Q (7554.519101 sec): 3 clusters Score: Raw -2745370.010333 + Penalty 3293.615770 = -2742076.394563 nChanged 28 SP:Iteration 36Q (7554.601400 sec): 3 clusters Score: Raw -2745374.760036 + Penalty 3293.615770 = -2742081.144266 nChanged 17 SP:Iteration 37Q (7554.688939 sec): 3 clusters Score: Raw -2745377.430893 + Penalty 3293.615770 = -2742083.815123 nChanged 18 SP:Iteration 38Q (7554.764330 sec): 3 clusters Score: Raw -2745379.769427 + Penalty 3293.615770 = -2742086.153657 nChanged 12 SP:Iteration 39Q (7554.841071 sec): 3 clusters Score: Raw -2745381.892323 + Penalty 3293.615770 = -2742088.276553 nChanged 14 SP:Iteration 40F (7554.926348 sec): 3 clusters Score: Raw -2745383.745493 + Penalty 3293.615770 = -2742090.129723 nChanged 14 SP:Iteration 41Q (7555.003751 sec): 3 clusters Score: Raw -2745385.562034 + Penalty 3293.615770 = -2742091.946264 nChanged 8 SP:Iteration 42Q (7555.075198 sec): 3 clusters Score: Raw -2745386.437366 + Penalty 3293.615770 = -2742092.821596 nChanged 7 SP:Iteration 43Q (7555.154327 sec): 3 clusters Score: Raw -2745387.140653 + Penalty 3293.615770 = -2742093.524883 nChanged 6 SP:Iteration 44Q (7555.224418 sec): 3 clusters Score: Raw -2745387.652533 + Penalty 3293.615770 = -2742094.036763 nChanged 4 SP:Iteration 45Q (7555.295457 sec): 3 clusters Score: Raw -2745388.026419 + Penalty 3293.615770 = -2742094.410649 nChanged 5 SP:Iteration 46Q (7555.381096 sec): 3 clusters Score: Raw -2745388.567533 + Penalty 3293.615770 = -2742094.951763 nChanged 7 SP:Iteration 47Q (7555.461015 sec): 3 clusters Score: Raw -2745389.118159 + Penalty 3293.615770 = -2742095.502389 nChanged 1 SP:Iteration 48Q (7555.535142 sec): 3 clusters Score: Raw -2745389.297756 + Penalty 3293.615770 = -2742095.681986 nChanged 2 SP:Iteration 49Q (7555.610955 sec): 3 clusters Score: Raw -2745389.953392 + Penalty 3293.615770 = -2742096.337622 nChanged 5 SP:Iteration 50Q (7555.685934 sec): 3 clusters Score: Raw -2745390.895229 + Penalty 3293.615770 = -2742097.279459 nChanged 4 SP:Iteration 51Q (7555.771753 sec): 3 clusters Score: Raw -2745391.376527 + Penalty 3293.615770 = -2742097.760757 nChanged 2 SP:Iteration 52Q (7555.853600 sec): 3 clusters Score: Raw -2745391.685698 + Penalty 3293.615770 = -2742098.069928 nChanged 3 SP:Iteration 53Q (7555.935880 sec): 3 clusters Score: Raw -2745392.168723 + Penalty 3293.615770 = -2742098.552953 nChanged 6 SP:Iteration 54Q (7556.013244 sec): 3 clusters Score: Raw -2745392.892075 + Penalty 3293.615770 = -2742099.276305 nChanged 5 SP:Iteration 55Q (7556.078920 sec): 3 clusters Score: Raw -2745393.665495 + Penalty 3293.615770 = -2742100.049725 nChanged 9 SP:Iteration 56Q (7556.167082 sec): 3 clusters Score: Raw -2745394.677787 + Penalty 3293.615770 = -2742101.062017 nChanged 7 SP:Iteration 57Q (7556.236579 sec): 3 clusters Score: Raw -2745395.675907 + Penalty 3293.615770 = -2742102.060137 nChanged 6 SP:Iteration 58Q (7556.325040 sec): 3 clusters Score: Raw -2745396.777951 + Penalty 3293.615770 = -2742103.162181 nChanged 9 SP:Iteration 59Q (7556.405727 sec): 3 clusters Score: Raw -2745398.642405 + Penalty 3293.615770 = -2742105.026635 nChanged 9 SP:Iteration 60F (7556.489159 sec): 3 clusters Score: Raw -2745400.187118 + Penalty 3293.615770 = -2742106.571348 nChanged 11 SP:Iteration 61Q (7556.576197 sec): 3 clusters Score: Raw -2745402.132936 + Penalty 3293.615770 = -2742108.517166 nChanged 11 SP:Iteration 62Q (7556.658820 sec): 3 clusters Score: Raw -2745404.093423 + Penalty 3293.615770 = -2742110.477653 nChanged 12 SP:Iteration 63Q (7556.741427 sec): 3 clusters Score: Raw -2745406.049859 + Penalty 3293.615770 = -2742112.434089 nChanged 12 SP:Iteration 64Q (7556.816727 sec): 3 clusters Score: Raw -2745409.260150 + Penalty 3293.615770 = -2742115.644380 nChanged 15 SP:Iteration 65Q (7556.899370 sec): 3 clusters Score: Raw -2745412.425967 + Penalty 3293.615770 = -2742118.810197 nChanged 14 SP:Iteration 66Q (7556.978609 sec): 3 clusters Score: Raw -2745415.172265 + Penalty 3293.615770 = -2742121.556495 nChanged 10 SP:Iteration 67Q (7557.063561 sec): 3 clusters Score: Raw -2745416.629357 + Penalty 3293.615770 = -2742123.013587 nChanged 5 SP:Iteration 68Q (7557.144707 sec): 3 clusters Score: Raw -2745417.520210 + Penalty 3293.615770 = -2742123.904440 nChanged 3 SP:Iteration 69Q (7557.232656 sec): 3 clusters Score: Raw -2745417.931554 + Penalty 3293.615770 = -2742124.315784 nChanged 5 SP:Iteration 70Q (7557.313870 sec): 3 clusters Score: Raw -2745418.822107 + Penalty 3293.615770 = -2742125.206337 nChanged 3 SP:Iteration 71Q (7557.395599 sec): 3 clusters Score: Raw -2745419.169304 + Penalty 3293.615770 = -2742125.553534 nChanged 2 SP:Iteration 72Q (7557.474625 sec): 3 clusters Score: Raw -2745419.453045 + Penalty 3293.615770 = -2742125.837275 nChanged 2 SP:Iteration 73Q (7557.560682 sec): 3 clusters Score: Raw -2745420.014211 + Penalty 3293.615770 = -2742126.398441 nChanged 5 SP:Iteration 74Q (7557.635001 sec): 3 clusters Score: Raw -2745420.569022 + Penalty 3293.615770 = -2742126.953252 nChanged 4 SP:Iteration 75Q (7557.720329 sec): 3 clusters Score: Raw -2745421.082792 + Penalty 3293.615770 = -2742127.467022 nChanged 4 SP:Iteration 76Q (7557.801556 sec): 3 clusters Score: Raw -2745421.341806 + Penalty 3293.615770 = -2742127.726036 nChanged 1 SP:Iteration 77Q (7557.884120 sec): 3 clusters Score: Raw -2745421.464255 + Penalty 3293.615770 = -2742127.848485 nChanged 1 SP:Iteration 78Q (7557.965521 sec): 3 clusters Score: Raw -2745421.598771 + Penalty 3293.615770 = -2742127.983001 nChanged 1 SP:Iteration 79Q (7558.047813 sec): 3 clusters Score: Raw -2745421.740230 + Penalty 3293.615770 = -2742128.124460 nChanged 0 SP:Iteration 80F (7558.138386 sec): 3 clusters Score: Raw -2745421.740230 + Penalty 3293.615770 = -2742128.124460 nChanged 0 Trying to split cluster 25 (3076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7558.169228 sec): 2 clusters Score: Raw -322007.590634 + Penalty 1305.100116 = -320702.490518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7558.209912 sec): 3 clusters Score: Raw -320493.529732 + Penalty 2610.200232 = -317883.329500 nChanged 1195 SP:Iteration 1F (7558.267674 sec): 3 clusters Score: Raw -321172.227745 + Penalty 2610.200232 = -318562.027513 nChanged 238 SP:Iteration 2F (7558.317521 sec): 3 clusters Score: Raw -321318.926095 + Penalty 2610.200232 = -318708.725862 nChanged 155 SP:Iteration 3F (7558.369587 sec): 3 clusters Score: Raw -321413.788211 + Penalty 2610.200232 = -318803.587978 nChanged 126 SP:Iteration 4Q (7558.420697 sec): 3 clusters Score: Raw -321484.936648 + Penalty 2610.200232 = -318874.736416 nChanged 98 SP:Iteration 5Q (7558.462186 sec): 3 clusters Score: Raw -321546.397789 + Penalty 2610.200232 = -318936.197557 nChanged 89 SP:Iteration 6Q (7558.521254 sec): 3 clusters Score: Raw -321597.080906 + Penalty 2610.200232 = -318986.880673 nChanged 75 SP:Iteration 7Q (7558.576666 sec): 3 clusters Score: Raw -321638.146265 + Penalty 2610.200232 = -319027.946032 nChanged 73 SP:Iteration 8Q (7558.624508 sec): 3 clusters Score: Raw -321681.630094 + Penalty 2610.200232 = -319071.429861 nChanged 65 SP:Iteration 9Q (7558.674367 sec): 3 clusters Score: Raw -321708.583994 + Penalty 2610.200232 = -319098.383761 nChanged 39 SP:Iteration 10Q (7558.726124 sec): 3 clusters Score: Raw -321734.189645 + Penalty 2610.200232 = -319123.989412 nChanged 48 SP:Iteration 11Q (7558.764665 sec): 3 clusters Score: Raw -321761.682525 + Penalty 2610.200232 = -319151.482293 nChanged 46 SP:Iteration 12Q (7558.815166 sec): 3 clusters Score: Raw -321790.516795 + Penalty 2610.200232 = -319180.316563 nChanged 46 SP:Iteration 13Q (7558.866969 sec): 3 clusters Score: Raw -321821.892423 + Penalty 2610.200232 = -319211.692190 nChanged 41 SP:Iteration 14Q (7558.908078 sec): 3 clusters Score: Raw -321844.681394 + Penalty 2610.200232 = -319234.481162 nChanged 35 SP:Iteration 15Q (7558.967740 sec): 3 clusters Score: Raw -321866.387867 + Penalty 2610.200232 = -319256.187634 nChanged 33 SP:Iteration 16Q (7559.006756 sec): 3 clusters Score: Raw -321884.785541 + Penalty 2610.200232 = -319274.585308 nChanged 30 SP:Iteration 17Q (7559.062913 sec): 3 clusters Score: Raw -321897.786999 + Penalty 2610.200232 = -319287.586767 nChanged 21 SP:Iteration 18Q (7559.103699 sec): 3 clusters Score: Raw -321906.856423 + Penalty 2610.200232 = -319296.656191 nChanged 21 SP:Iteration 19Q (7559.150185 sec): 3 clusters Score: Raw -321919.218590 + Penalty 2610.200232 = -319309.018358 nChanged 31 SP:Iteration 20F (7559.195953 sec): 3 clusters Score: Raw -321939.987947 + Penalty 2610.200232 = -319329.787715 nChanged 26 SP:Iteration 21Q (7559.249050 sec): 3 clusters Score: Raw -321955.245411 + Penalty 2610.200232 = -319345.045178 nChanged 19 SP:Iteration 22Q (7559.289968 sec): 3 clusters Score: Raw -321967.680116 + Penalty 2610.200232 = -319357.479883 nChanged 20 SP:Iteration 23Q (7559.340877 sec): 3 clusters Score: Raw -321981.483026 + Penalty 2610.200232 = -319371.282793 nChanged 22 SP:Iteration 24Q (7559.390565 sec): 3 clusters Score: Raw -321992.878540 + Penalty 2610.200232 = -319382.678308 nChanged 17 SP:Iteration 25Q (7559.437406 sec): 3 clusters Score: Raw -322003.984692 + Penalty 2610.200232 = -319393.784460 nChanged 15 SP:Iteration 26Q (7559.482184 sec): 3 clusters Score: Raw -322014.736205 + Penalty 2610.200232 = -319404.535973 nChanged 19 SP:Iteration 27Q (7559.528441 sec): 3 clusters Score: Raw -322028.077889 + Penalty 2610.200232 = -319417.877656 nChanged 24 SP:Iteration 28Q (7559.572707 sec): 3 clusters Score: Raw -322046.618588 + Penalty 2610.200232 = -319436.418355 nChanged 25 SP:Iteration 29Q (7559.618509 sec): 3 clusters Score: Raw -322064.762731 + Penalty 2610.200232 = -319454.562498 nChanged 20 SP:Iteration 30Q (7559.669360 sec): 3 clusters Score: Raw -322078.354385 + Penalty 2610.200232 = -319468.154153 nChanged 14 SP:Iteration 31Q (7559.718379 sec): 3 clusters Score: Raw -322090.545818 + Penalty 2610.200232 = -319480.345585 nChanged 10 SP:Iteration 32Q (7559.770131 sec): 3 clusters Score: Raw -322099.240198 + Penalty 2610.200232 = -319489.039965 nChanged 6 SP:Iteration 33Q (7559.819289 sec): 3 clusters Score: Raw -322103.563727 + Penalty 2610.200232 = -319493.363494 nChanged 5 SP:Iteration 34Q (7559.862905 sec): 3 clusters Score: Raw -322108.495294 + Penalty 2610.200232 = -319498.295061 nChanged 5 SP:Iteration 35Q (7559.902561 sec): 3 clusters Score: Raw -322110.734887 + Penalty 2610.200232 = -319500.534655 nChanged 1 SP:Iteration 36Q (7559.950773 sec): 3 clusters Score: Raw -322111.183862 + Penalty 2610.200232 = -319500.983630 nChanged 3 SP:Iteration 37Q (7559.992065 sec): 3 clusters Score: Raw -322112.930462 + Penalty 2610.200232 = -319502.730230 nChanged 2 SP:Iteration 38Q (7560.048195 sec): 3 clusters Score: Raw -322114.520990 + Penalty 2610.200232 = -319504.320757 nChanged 3 SP:Iteration 39Q (7560.099509 sec): 3 clusters Score: Raw -322116.987408 + Penalty 2610.200232 = -319506.787176 nChanged 4 SP:Iteration 40F (7560.138427 sec): 3 clusters Score: Raw -322121.827153 + Penalty 2610.200232 = -319511.626920 nChanged 5 SP:Iteration 41Q (7560.181095 sec): 3 clusters Score: Raw -322125.070033 + Penalty 2610.200232 = -319514.869801 nChanged 2 SP:Iteration 42Q (7560.226658 sec): 3 clusters Score: Raw -322126.476104 + Penalty 2610.200232 = -319516.275871 nChanged 0 SP:Iteration 43F (7560.278799 sec): 3 clusters Score: Raw -322126.476104 + Penalty 2610.200232 = -319516.275871 nChanged 0 Trying to split cluster 26 (15213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7560.315864 sec): 2 clusters Score: Raw -1545814.831197 + Penalty 1564.859661 = -1544249.971537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7560.378788 sec): 3 clusters Score: Raw -1536836.651475 + Penalty 3129.719321 = -1533706.932153 nChanged 6812 SP:Iteration 1F (7560.455277 sec): 3 clusters Score: Raw -1540694.832360 + Penalty 3129.719321 = -1537565.113039 nChanged 960 SP:Iteration 2F (7560.513990 sec): 3 clusters Score: Raw -1541206.768567 + Penalty 3129.719321 = -1538077.049246 nChanged 944 SP:Iteration 3F (7560.592360 sec): 3 clusters Score: Raw -1541795.962597 + Penalty 3129.719321 = -1538666.243275 nChanged 945 SP:Iteration 4F (7560.659687 sec): 3 clusters Score: Raw -1542472.176459 + Penalty 3129.719321 = -1539342.457137 nChanged 977 SP:Iteration 5F (7560.717957 sec): 3 clusters Score: Raw -1543182.896821 + Penalty 3129.719321 = -1540053.177500 nChanged 948 SP:Iteration 6F (7560.785260 sec): 3 clusters Score: Raw -1543864.275959 + Penalty 3129.719321 = -1540734.556638 nChanged 816 SP:Iteration 7F (7560.853876 sec): 3 clusters Score: Raw -1544442.076277 + Penalty 3129.719321 = -1541312.356956 nChanged 691 SP:Iteration 8Q (7560.919382 sec): 3 clusters Score: Raw -1544928.903673 + Penalty 3129.719321 = -1541799.184351 nChanged 555 SP:Iteration 9Q (7560.975805 sec): 3 clusters Score: Raw -1545246.385304 + Penalty 3129.719321 = -1542116.665983 nChanged 368 SP:Iteration 10Q (7561.048283 sec): 3 clusters Score: Raw -1545405.143298 + Penalty 3129.719321 = -1542275.423976 nChanged 244 SP:Iteration 11Q (7561.119882 sec): 3 clusters Score: Raw -1545501.341375 + Penalty 3129.719321 = -1542371.622053 nChanged 190 SP:Iteration 12Q (7561.177097 sec): 3 clusters Score: Raw -1545564.302089 + Penalty 3129.719321 = -1542434.582768 nChanged 152 SP:Iteration 13Q (7561.251917 sec): 3 clusters Score: Raw -1545610.424837 + Penalty 3129.719321 = -1542480.705516 nChanged 116 SP:Iteration 14Q (7561.315862 sec): 3 clusters Score: Raw -1545645.654414 + Penalty 3129.719321 = -1542515.935093 nChanged 122 SP:Iteration 15Q (7561.384574 sec): 3 clusters Score: Raw -1545679.990014 + Penalty 3129.719321 = -1542550.270692 nChanged 104 SP:Iteration 16Q (7561.447897 sec): 3 clusters Score: Raw -1545706.434799 + Penalty 3129.719321 = -1542576.715478 nChanged 85 SP:Iteration 17Q (7561.514628 sec): 3 clusters Score: Raw -1545726.498842 + Penalty 3129.719321 = -1542596.779521 nChanged 91 SP:Iteration 18Q (7561.590134 sec): 3 clusters Score: Raw -1545745.366340 + Penalty 3129.719321 = -1542615.647019 nChanged 73 SP:Iteration 19Q (7561.666324 sec): 3 clusters Score: Raw -1545761.482369 + Penalty 3129.719321 = -1542631.763047 nChanged 78 SP:Iteration 20F (7561.728330 sec): 3 clusters Score: Raw -1545775.576901 + Penalty 3129.719321 = -1542645.857580 nChanged 68 SP:Iteration 21Q (7561.808775 sec): 3 clusters Score: Raw -1545787.462598 + Penalty 3129.719321 = -1542657.743276 nChanged 61 SP:Iteration 22Q (7561.883857 sec): 3 clusters Score: Raw -1545797.555098 + Penalty 3129.719321 = -1542667.835777 nChanged 48 SP:Iteration 23Q (7561.946366 sec): 3 clusters Score: Raw -1545807.588663 + Penalty 3129.719321 = -1542677.869342 nChanged 53 SP:Iteration 24Q (7562.029349 sec): 3 clusters Score: Raw -1545819.056491 + Penalty 3129.719321 = -1542689.337170 nChanged 64 SP:Iteration 25Q (7562.091891 sec): 3 clusters Score: Raw -1545834.954943 + Penalty 3129.719321 = -1542705.235621 nChanged 56 SP:Iteration 26Q (7562.169725 sec): 3 clusters Score: Raw -1545847.598974 + Penalty 3129.719321 = -1542717.879652 nChanged 59 SP:Iteration 27Q (7562.243683 sec): 3 clusters Score: Raw -1545862.588501 + Penalty 3129.719321 = -1542732.869180 nChanged 61 SP:Iteration 28Q (7562.306616 sec): 3 clusters Score: Raw -1545876.969551 + Penalty 3129.719321 = -1542747.250230 nChanged 61 SP:Iteration 29Q (7562.386132 sec): 3 clusters Score: Raw -1545889.220875 + Penalty 3129.719321 = -1542759.501554 nChanged 62 SP:Iteration 30Q (7562.459499 sec): 3 clusters Score: Raw -1545901.689341 + Penalty 3129.719321 = -1542771.970019 nChanged 62 SP:Iteration 31Q (7562.533265 sec): 3 clusters Score: Raw -1545915.636385 + Penalty 3129.719321 = -1542785.917063 nChanged 53 SP:Iteration 32Q (7562.607097 sec): 3 clusters Score: Raw -1545926.326034 + Penalty 3129.719321 = -1542796.606713 nChanged 42 SP:Iteration 33Q (7562.679350 sec): 3 clusters Score: Raw -1545935.144364 + Penalty 3129.719321 = -1542805.425042 nChanged 38 SP:Iteration 34Q (7562.749680 sec): 3 clusters Score: Raw -1545941.552426 + Penalty 3129.719321 = -1542811.833105 nChanged 37 SP:Iteration 35Q (7562.810488 sec): 3 clusters Score: Raw -1545948.218431 + Penalty 3129.719321 = -1542818.499109 nChanged 37 SP:Iteration 36Q (7562.882084 sec): 3 clusters Score: Raw -1545954.753738 + Penalty 3129.719321 = -1542825.034417 nChanged 35 SP:Iteration 37Q (7562.966493 sec): 3 clusters Score: Raw -1545961.656437 + Penalty 3129.719321 = -1542831.937115 nChanged 29 SP:Iteration 38Q (7563.035766 sec): 3 clusters Score: Raw -1545967.072738 + Penalty 3129.719321 = -1542837.353417 nChanged 21 SP:Iteration 39Q (7563.102770 sec): 3 clusters Score: Raw -1545970.461528 + Penalty 3129.719321 = -1542840.742206 nChanged 14 SP:Iteration 40F (7563.177922 sec): 3 clusters Score: Raw -1545972.724231 + Penalty 3129.719321 = -1542843.004909 nChanged 15 SP:Iteration 41Q (7563.243541 sec): 3 clusters Score: Raw -1545975.164811 + Penalty 3129.719321 = -1542845.445489 nChanged 14 SP:Iteration 42Q (7563.320521 sec): 3 clusters Score: Raw -1545976.867107 + Penalty 3129.719321 = -1542847.147785 nChanged 11 SP:Iteration 43Q (7563.395266 sec): 3 clusters Score: Raw -1545978.534380 + Penalty 3129.719321 = -1542848.815058 nChanged 10 SP:Iteration 44Q (7563.465591 sec): 3 clusters Score: Raw -1545981.690306 + Penalty 3129.719321 = -1542851.970984 nChanged 10 SP:Iteration 45Q (7563.536031 sec): 3 clusters Score: Raw -1545983.272569 + Penalty 3129.719321 = -1542853.553247 nChanged 9 SP:Iteration 46Q (7563.609756 sec): 3 clusters Score: Raw -1545984.152668 + Penalty 3129.719321 = -1542854.433346 nChanged 7 SP:Iteration 47Q (7563.666948 sec): 3 clusters Score: Raw -1545985.223868 + Penalty 3129.719321 = -1542855.504546 nChanged 7 SP:Iteration 48Q (7563.739490 sec): 3 clusters Score: Raw -1545986.403614 + Penalty 3129.719321 = -1542856.684293 nChanged 9 SP:Iteration 49Q (7563.814108 sec): 3 clusters Score: Raw -1545987.676071 + Penalty 3129.719321 = -1542857.956750 nChanged 4 SP:Iteration 50Q (7563.883273 sec): 3 clusters Score: Raw -1545988.393263 + Penalty 3129.719321 = -1542858.673942 nChanged 7 SP:Iteration 51Q (7563.946215 sec): 3 clusters Score: Raw -1545989.872004 + Penalty 3129.719321 = -1542860.152682 nChanged 9 SP:Iteration 52Q (7564.027923 sec): 3 clusters Score: Raw -1545991.604126 + Penalty 3129.719321 = -1542861.884804 nChanged 10 SP:Iteration 53Q (7564.088071 sec): 3 clusters Score: Raw -1545992.649450 + Penalty 3129.719321 = -1542862.930128 nChanged 7 SP:Iteration 54Q (7564.161387 sec): 3 clusters Score: Raw -1545993.283348 + Penalty 3129.719321 = -1542863.564027 nChanged 4 SP:Iteration 55Q (7564.224785 sec): 3 clusters Score: Raw -1545994.147248 + Penalty 3129.719321 = -1542864.427927 nChanged 7 SP:Iteration 56Q (7564.307348 sec): 3 clusters Score: Raw -1545995.376683 + Penalty 3129.719321 = -1542865.657361 nChanged 8 SP:Iteration 57Q (7564.379708 sec): 3 clusters Score: Raw -1545997.256149 + Penalty 3129.719321 = -1542867.536827 nChanged 11 SP:Iteration 58Q (7564.447800 sec): 3 clusters Score: Raw -1545998.927704 + Penalty 3129.719321 = -1542869.208383 nChanged 9 SP:Iteration 59Q (7564.519236 sec): 3 clusters Score: Raw -1546000.070719 + Penalty 3129.719321 = -1542870.351398 nChanged 9 SP:Iteration 60F (7564.590488 sec): 3 clusters Score: Raw -1546001.416982 + Penalty 3129.719321 = -1542871.697660 nChanged 12 SP:Iteration 61Q (7564.662122 sec): 3 clusters Score: Raw -1546003.193763 + Penalty 3129.719321 = -1542873.474441 nChanged 12 SP:Iteration 62Q (7564.734637 sec): 3 clusters Score: Raw -1546004.527215 + Penalty 3129.719321 = -1542874.807894 nChanged 3 SP:Iteration 63Q (7564.796290 sec): 3 clusters Score: Raw -1546004.809130 + Penalty 3129.719321 = -1542875.089808 nChanged 0 SP:Iteration 64F (7564.875303 sec): 3 clusters Score: Raw -1546004.809130 + Penalty 3129.719321 = -1542875.089808 nChanged 0 Trying to split cluster 27 (5806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7564.908724 sec): 2 clusters Score: Raw -595503.593832 + Penalty 1408.330161 = -594095.263671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7564.963248 sec): 3 clusters Score: Raw -592428.644867 + Penalty 2816.660322 = -589611.984545 nChanged 2349 SP:Iteration 1F (7565.012467 sec): 3 clusters Score: Raw -593642.043809 + Penalty 2816.660322 = -590825.383487 nChanged 427 SP:Iteration 2F (7565.080211 sec): 3 clusters Score: Raw -593877.013227 + Penalty 2816.660322 = -591060.352905 nChanged 302 SP:Iteration 3F (7565.136638 sec): 3 clusters Score: Raw -594033.973753 + Penalty 2816.660322 = -591217.313431 nChanged 267 SP:Iteration 4Q (7565.195831 sec): 3 clusters Score: Raw -594163.057750 + Penalty 2816.660322 = -591346.397428 nChanged 239 SP:Iteration 5Q (7565.246889 sec): 3 clusters Score: Raw -594294.373747 + Penalty 2816.660322 = -591477.713425 nChanged 217 SP:Iteration 6Q (7565.298703 sec): 3 clusters Score: Raw -594401.739040 + Penalty 2816.660322 = -591585.078718 nChanged 185 SP:Iteration 7Q (7565.366380 sec): 3 clusters Score: Raw -594496.524643 + Penalty 2816.660322 = -591679.864321 nChanged 167 SP:Iteration 8Q (7565.420133 sec): 3 clusters Score: Raw -594583.452519 + Penalty 2816.660322 = -591766.792197 nChanged 167 SP:Iteration 9Q (7565.472674 sec): 3 clusters Score: Raw -594662.772961 + Penalty 2816.660322 = -591846.112639 nChanged 146 SP:Iteration 10Q (7565.524703 sec): 3 clusters Score: Raw -594732.355623 + Penalty 2816.660322 = -591915.695301 nChanged 153 SP:Iteration 11Q (7565.588572 sec): 3 clusters Score: Raw -594815.267808 + Penalty 2816.660322 = -591998.607486 nChanged 164 SP:Iteration 12Q (7565.646739 sec): 3 clusters Score: Raw -594889.203659 + Penalty 2816.660322 = -592072.543337 nChanged 132 SP:Iteration 13Q (7565.707985 sec): 3 clusters Score: Raw -594955.678832 + Penalty 2816.660322 = -592139.018510 nChanged 135 SP:Iteration 14Q (7565.764784 sec): 3 clusters Score: Raw -595031.897280 + Penalty 2816.660322 = -592215.236958 nChanged 140 SP:Iteration 15Q (7565.821466 sec): 3 clusters Score: Raw -595104.859076 + Penalty 2816.660322 = -592288.198754 nChanged 116 SP:Iteration 16Q (7565.868872 sec): 3 clusters Score: Raw -595174.488634 + Penalty 2816.660322 = -592357.828312 nChanged 99 SP:Iteration 17Q (7565.933832 sec): 3 clusters Score: Raw -595230.523756 + Penalty 2816.660322 = -592413.863434 nChanged 90 SP:Iteration 18Q (7565.991128 sec): 3 clusters Score: Raw -595285.049204 + Penalty 2816.660322 = -592468.388882 nChanged 89 SP:Iteration 19Q (7566.052524 sec): 3 clusters Score: Raw -595343.459634 + Penalty 2816.660322 = -592526.799312 nChanged 84 SP:Iteration 20F (7566.109410 sec): 3 clusters Score: Raw -595400.722181 + Penalty 2816.660322 = -592584.061859 nChanged 76 SP:Iteration 21Q (7566.158661 sec): 3 clusters Score: Raw -595442.471378 + Penalty 2816.660322 = -592625.811056 nChanged 54 SP:Iteration 22Q (7566.210335 sec): 3 clusters Score: Raw -595470.009608 + Penalty 2816.660322 = -592653.349286 nChanged 40 SP:Iteration 23Q (7566.278081 sec): 3 clusters Score: Raw -595494.603751 + Penalty 2816.660322 = -592677.943429 nChanged 34 SP:Iteration 24Q (7566.323360 sec): 3 clusters Score: Raw -595513.357986 + Penalty 2816.660322 = -592696.697664 nChanged 34 SP:Iteration 25Q (7566.393290 sec): 3 clusters Score: Raw -595528.858907 + Penalty 2816.660322 = -592712.198585 nChanged 19 SP:Iteration 26Q (7566.448317 sec): 3 clusters Score: Raw -595534.568475 + Penalty 2816.660322 = -592717.908153 nChanged 13 SP:Iteration 27Q (7566.505129 sec): 3 clusters Score: Raw -595540.107877 + Penalty 2816.660322 = -592723.447555 nChanged 10 SP:Iteration 28Q (7566.549726 sec): 3 clusters Score: Raw -595543.497722 + Penalty 2816.660322 = -592726.837400 nChanged 9 SP:Iteration 29Q (7566.605130 sec): 3 clusters Score: Raw -595546.651492 + Penalty 2816.660322 = -592729.991170 nChanged 11 SP:Iteration 30Q (7566.669097 sec): 3 clusters Score: Raw -595550.485177 + Penalty 2816.660322 = -592733.824855 nChanged 9 SP:Iteration 31Q (7566.725391 sec): 3 clusters Score: Raw -595554.218773 + Penalty 2816.660322 = -592737.558451 nChanged 8 SP:Iteration 32Q (7566.785787 sec): 3 clusters Score: Raw -595557.416462 + Penalty 2816.660322 = -592740.756140 nChanged 10 SP:Iteration 33Q (7566.831919 sec): 3 clusters Score: Raw -595560.047367 + Penalty 2816.660322 = -592743.387045 nChanged 8 SP:Iteration 34Q (7566.898666 sec): 3 clusters Score: Raw -595563.521391 + Penalty 2816.660322 = -592746.861069 nChanged 9 SP:Iteration 35Q (7566.949006 sec): 3 clusters Score: Raw -595565.544068 + Penalty 2816.660322 = -592748.883746 nChanged 6 SP:Iteration 36Q (7567.011499 sec): 3 clusters Score: Raw -595566.833834 + Penalty 2816.660322 = -592750.173512 nChanged 6 SP:Iteration 37Q (7567.064666 sec): 3 clusters Score: Raw -595568.234963 + Penalty 2816.660322 = -592751.574641 nChanged 9 SP:Iteration 38Q (7567.124920 sec): 3 clusters Score: Raw -595570.533839 + Penalty 2816.660322 = -592753.873517 nChanged 4 SP:Iteration 39Q (7567.180722 sec): 3 clusters Score: Raw -595571.656246 + Penalty 2816.660322 = -592754.995924 nChanged 4 SP:Iteration 40F (7567.234144 sec): 3 clusters Score: Raw -595573.718558 + Penalty 2816.660322 = -592757.058236 nChanged 2 SP:Iteration 41Q (7567.284087 sec): 3 clusters Score: Raw -595574.748229 + Penalty 2816.660322 = -592758.087907 nChanged 4 SP:Iteration 42Q (7567.355254 sec): 3 clusters Score: Raw -595576.432325 + Penalty 2816.660322 = -592759.772003 nChanged 4 SP:Iteration 43Q (7567.411385 sec): 3 clusters Score: Raw -595577.901058 + Penalty 2816.660322 = -592761.240736 nChanged 4 SP:Iteration 44Q (7567.466331 sec): 3 clusters Score: Raw -595579.382902 + Penalty 2816.660322 = -592762.722580 nChanged 2 SP:Iteration 45Q (7567.509977 sec): 3 clusters Score: Raw -595579.740504 + Penalty 2816.660322 = -592763.080182 nChanged 1 SP:Iteration 46Q (7567.565518 sec): 3 clusters Score: Raw -595580.263114 + Penalty 2816.660322 = -592763.602792 nChanged 1 SP:Iteration 47Q (7567.629296 sec): 3 clusters Score: Raw -595580.543271 + Penalty 2816.660322 = -592763.882949 nChanged 2 SP:Iteration 48Q (7567.674238 sec): 3 clusters Score: Raw -595580.995784 + Penalty 2816.660322 = -592764.335462 nChanged 0 SP:Iteration 49F (7567.743165 sec): 3 clusters Score: Raw -595580.995784 + Penalty 2816.660322 = -592764.335462 nChanged 0 Trying to split cluster 28 (3929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7567.773229 sec): 2 clusters Score: Raw -381784.372030 + Penalty 1344.872786 = -380439.499244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7567.822446 sec): 3 clusters Score: Raw -379852.903131 + Penalty 2689.745571 = -377163.157560 nChanged 1564 SP:Iteration 1F (7567.875623 sec): 3 clusters Score: Raw -380780.944916 + Penalty 2689.745571 = -378091.199344 nChanged 341 SP:Iteration 2F (7567.931108 sec): 3 clusters Score: Raw -381025.386886 + Penalty 2689.745571 = -378335.641315 nChanged 238 SP:Iteration 3F (7567.974723 sec): 3 clusters Score: Raw -381176.239898 + Penalty 2689.745571 = -378486.494326 nChanged 170 SP:Iteration 4Q (7568.037941 sec): 3 clusters Score: Raw -381304.083067 + Penalty 2689.745571 = -378614.337496 nChanged 169 SP:Iteration 5Q (7568.095321 sec): 3 clusters Score: Raw -381433.226983 + Penalty 2689.745571 = -378743.481412 nChanged 150 SP:Iteration 6Q (7568.147954 sec): 3 clusters Score: Raw -381560.209549 + Penalty 2689.745571 = -378870.463978 nChanged 160 SP:Iteration 7Q (7568.201771 sec): 3 clusters Score: Raw -381705.676574 + Penalty 2689.745571 = -379015.931003 nChanged 147 SP:Iteration 8Q (7568.258356 sec): 3 clusters Score: Raw -381832.900564 + Penalty 2689.745571 = -379143.154992 nChanged 145 SP:Iteration 9Q (7568.312422 sec): 3 clusters Score: Raw -381941.931814 + Penalty 2689.745571 = -379252.186243 nChanged 133 SP:Iteration 10Q (7568.366003 sec): 3 clusters Score: Raw -382032.221458 + Penalty 2689.745571 = -379342.475886 nChanged 94 SP:Iteration 11Q (7568.419961 sec): 3 clusters Score: Raw -382095.186862 + Penalty 2689.745571 = -379405.441291 nChanged 85 SP:Iteration 12Q (7568.463880 sec): 3 clusters Score: Raw -382155.981317 + Penalty 2689.745571 = -379466.235745 nChanged 85 SP:Iteration 13Q (7568.529275 sec): 3 clusters Score: Raw -382212.473580 + Penalty 2689.745571 = -379522.728008 nChanged 69 SP:Iteration 14Q (7568.568328 sec): 3 clusters Score: Raw -382249.367205 + Penalty 2689.745571 = -379559.621634 nChanged 39 SP:Iteration 15Q (7568.627787 sec): 3 clusters Score: Raw -382265.380474 + Penalty 2689.745571 = -379575.634903 nChanged 33 SP:Iteration 16Q (7568.668515 sec): 3 clusters Score: Raw -382280.685608 + Penalty 2689.745571 = -379590.940036 nChanged 25 SP:Iteration 17Q (7568.724307 sec): 3 clusters Score: Raw -382289.194397 + Penalty 2689.745571 = -379599.448826 nChanged 19 SP:Iteration 18Q (7568.775257 sec): 3 clusters Score: Raw -382294.565704 + Penalty 2689.745571 = -379604.820133 nChanged 7 SP:Iteration 19Q (7568.829152 sec): 3 clusters Score: Raw -382296.369782 + Penalty 2689.745571 = -379606.624211 nChanged 5 SP:Iteration 20F (7568.877948 sec): 3 clusters Score: Raw -382298.020237 + Penalty 2689.745571 = -379608.274666 nChanged 3 SP:Iteration 21Q (7568.924796 sec): 3 clusters Score: Raw -382298.600072 + Penalty 2689.745571 = -379608.854501 nChanged 3 SP:Iteration 22Q (7568.967979 sec): 3 clusters Score: Raw -382299.565972 + Penalty 2689.745571 = -379609.820400 nChanged 1 SP:Iteration 23Q (7569.022012 sec): 3 clusters Score: Raw -382299.661094 + Penalty 2689.745571 = -379609.915522 nChanged 0 SP:Iteration 24F (7569.080654 sec): 3 clusters Score: Raw -382299.661094 + Penalty 2689.745571 = -379609.915522 nChanged 0 Trying to split cluster 29 (20040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7569.137065 sec): 2 clusters Score: Raw -2116680.396457 + Penalty 1609.641403 = -2115070.755054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7569.219012 sec): 3 clusters Score: Raw -2104677.701381 + Penalty 3219.282805 = -2101458.418576 nChanged 9057 SP:Iteration 1F (7569.300951 sec): 3 clusters Score: Raw -2109767.313246 + Penalty 3219.282805 = -2106548.030440 nChanged 1184 SP:Iteration 2F (7569.367081 sec): 3 clusters Score: Raw -2110368.760149 + Penalty 3219.282805 = -2107149.477344 nChanged 1356 SP:Iteration 3F (7569.444480 sec): 3 clusters Score: Raw -2111216.351848 + Penalty 3219.282805 = -2107997.069042 nChanged 1508 SP:Iteration 4F (7569.525747 sec): 3 clusters Score: Raw -2112330.574361 + Penalty 3219.282805 = -2109111.291556 nChanged 1597 SP:Iteration 5F (7569.602412 sec): 3 clusters Score: Raw -2113562.129865 + Penalty 3219.282805 = -2110342.847059 nChanged 1458 SP:Iteration 6F (7569.675747 sec): 3 clusters Score: Raw -2114625.130896 + Penalty 3219.282805 = -2111405.848091 nChanged 1202 SP:Iteration 7F (7569.755225 sec): 3 clusters Score: Raw -2115362.122090 + Penalty 3219.282805 = -2112142.839285 nChanged 840 SP:Iteration 8Q (7569.823949 sec): 3 clusters Score: Raw -2115756.859520 + Penalty 3219.282805 = -2112537.576715 nChanged 561 SP:Iteration 9Q (7569.911046 sec): 3 clusters Score: Raw -2115979.344795 + Penalty 3219.282805 = -2112760.061989 nChanged 431 SP:Iteration 10Q (7569.990610 sec): 3 clusters Score: Raw -2116125.046072 + Penalty 3219.282805 = -2112905.763266 nChanged 316 SP:Iteration 11Q (7570.068236 sec): 3 clusters Score: Raw -2116221.852426 + Penalty 3219.282805 = -2113002.569620 nChanged 243 SP:Iteration 12Q (7570.139629 sec): 3 clusters Score: Raw -2116288.041804 + Penalty 3219.282805 = -2113068.758998 nChanged 211 SP:Iteration 13Q (7570.218812 sec): 3 clusters Score: Raw -2116344.305849 + Penalty 3219.282805 = -2113125.023044 nChanged 192 SP:Iteration 14Q (7570.290778 sec): 3 clusters Score: Raw -2116394.584450 + Penalty 3219.282805 = -2113175.301645 nChanged 183 SP:Iteration 15Q (7570.358010 sec): 3 clusters Score: Raw -2116435.937766 + Penalty 3219.282805 = -2113216.654960 nChanged 163 SP:Iteration 16Q (7570.435439 sec): 3 clusters Score: Raw -2116479.713028 + Penalty 3219.282805 = -2113260.430223 nChanged 171 SP:Iteration 17Q (7570.507571 sec): 3 clusters Score: Raw -2116523.389941 + Penalty 3219.282805 = -2113304.107136 nChanged 156 SP:Iteration 18Q (7570.574454 sec): 3 clusters Score: Raw -2116569.095116 + Penalty 3219.282805 = -2113349.812311 nChanged 159 SP:Iteration 19Q (7570.647723 sec): 3 clusters Score: Raw -2116618.394329 + Penalty 3219.282805 = -2113399.111524 nChanged 152 SP:Iteration 20F (7570.726298 sec): 3 clusters Score: Raw -2116663.938857 + Penalty 3219.282805 = -2113444.656052 nChanged 132 SP:Iteration 21Q (7570.800549 sec): 3 clusters Score: Raw -2116702.597816 + Penalty 3219.282805 = -2113483.315011 nChanged 118 SP:Iteration 22Q (7570.884004 sec): 3 clusters Score: Raw -2116737.267857 + Penalty 3219.282805 = -2113517.985051 nChanged 117 SP:Iteration 23Q (7570.963907 sec): 3 clusters Score: Raw -2116769.942363 + Penalty 3219.282805 = -2113550.659557 nChanged 100 SP:Iteration 24Q (7571.035009 sec): 3 clusters Score: Raw -2116797.370892 + Penalty 3219.282805 = -2113578.088087 nChanged 94 SP:Iteration 25Q (7571.101019 sec): 3 clusters Score: Raw -2116827.635705 + Penalty 3219.282805 = -2113608.352899 nChanged 88 SP:Iteration 26Q (7571.182361 sec): 3 clusters Score: Raw -2116853.140048 + Penalty 3219.282805 = -2113633.857243 nChanged 82 SP:Iteration 27Q (7571.257652 sec): 3 clusters Score: Raw -2116880.525334 + Penalty 3219.282805 = -2113661.242529 nChanged 67 SP:Iteration 28Q (7571.338793 sec): 3 clusters Score: Raw -2116902.023186 + Penalty 3219.282805 = -2113682.740380 nChanged 59 SP:Iteration 29Q (7571.418137 sec): 3 clusters Score: Raw -2116920.833407 + Penalty 3219.282805 = -2113701.550602 nChanged 51 SP:Iteration 30Q (7571.489409 sec): 3 clusters Score: Raw -2116935.921941 + Penalty 3219.282805 = -2113716.639136 nChanged 41 SP:Iteration 31Q (7571.582188 sec): 3 clusters Score: Raw -2116946.625583 + Penalty 3219.282805 = -2113727.342777 nChanged 23 SP:Iteration 32Q (7571.652209 sec): 3 clusters Score: Raw -2116952.301296 + Penalty 3219.282805 = -2113733.018491 nChanged 20 SP:Iteration 33Q (7571.739937 sec): 3 clusters Score: Raw -2116957.168819 + Penalty 3219.282805 = -2113737.886013 nChanged 19 SP:Iteration 34Q (7571.819669 sec): 3 clusters Score: Raw -2116962.246046 + Penalty 3219.282805 = -2113742.963241 nChanged 24 SP:Iteration 35Q (7571.900851 sec): 3 clusters Score: Raw -2116970.285742 + Penalty 3219.282805 = -2113751.002936 nChanged 31 SP:Iteration 36Q (7571.982642 sec): 3 clusters Score: Raw -2116981.088865 + Penalty 3219.282805 = -2113761.806059 nChanged 25 SP:Iteration 37Q (7572.059317 sec): 3 clusters Score: Raw -2116990.372619 + Penalty 3219.282805 = -2113771.089813 nChanged 18 SP:Iteration 38Q (7572.142741 sec): 3 clusters Score: Raw -2116997.077450 + Penalty 3219.282805 = -2113777.794645 nChanged 17 SP:Iteration 39Q (7572.224365 sec): 3 clusters Score: Raw -2117002.967581 + Penalty 3219.282805 = -2113783.684776 nChanged 20 SP:Iteration 40F (7572.302351 sec): 3 clusters Score: Raw -2117007.744148 + Penalty 3219.282805 = -2113788.461342 nChanged 20 SP:Iteration 41Q (7572.384201 sec): 3 clusters Score: Raw -2117013.099048 + Penalty 3219.282805 = -2113793.816243 nChanged 13 SP:Iteration 42Q (7572.452897 sec): 3 clusters Score: Raw -2117016.726990 + Penalty 3219.282805 = -2113797.444184 nChanged 13 SP:Iteration 43Q (7572.534828 sec): 3 clusters Score: Raw -2117020.534324 + Penalty 3219.282805 = -2113801.251518 nChanged 13 SP:Iteration 44Q (7572.617167 sec): 3 clusters Score: Raw -2117024.077707 + Penalty 3219.282805 = -2113804.794901 nChanged 16 SP:Iteration 45Q (7572.695587 sec): 3 clusters Score: Raw -2117029.946826 + Penalty 3219.282805 = -2113810.664020 nChanged 20 SP:Iteration 46Q (7572.774826 sec): 3 clusters Score: Raw -2117037.590319 + Penalty 3219.282805 = -2113818.307514 nChanged 18 SP:Iteration 47Q (7572.842449 sec): 3 clusters Score: Raw -2117044.233211 + Penalty 3219.282805 = -2113824.950405 nChanged 10 SP:Iteration 48Q (7572.920456 sec): 3 clusters Score: Raw -2117047.388164 + Penalty 3219.282805 = -2113828.105359 nChanged 12 SP:Iteration 49Q (7573.008278 sec): 3 clusters Score: Raw -2117051.049667 + Penalty 3219.282805 = -2113831.766862 nChanged 8 SP:Iteration 50Q (7573.085160 sec): 3 clusters Score: Raw -2117053.064768 + Penalty 3219.282805 = -2113833.781963 nChanged 3 SP:Iteration 51Q (7573.163009 sec): 3 clusters Score: Raw -2117054.377443 + Penalty 3219.282805 = -2113835.094638 nChanged 6 SP:Iteration 52Q (7573.239222 sec): 3 clusters Score: Raw -2117057.279768 + Penalty 3219.282805 = -2113837.996962 nChanged 6 SP:Iteration 53Q (7573.316170 sec): 3 clusters Score: Raw -2117058.901329 + Penalty 3219.282805 = -2113839.618524 nChanged 4 SP:Iteration 54Q (7573.407176 sec): 3 clusters Score: Raw -2117059.917845 + Penalty 3219.282805 = -2113840.635039 nChanged 3 SP:Iteration 55Q (7573.478333 sec): 3 clusters Score: Raw -2117060.795807 + Penalty 3219.282805 = -2113841.513002 nChanged 2 SP:Iteration 56Q (7573.555756 sec): 3 clusters Score: Raw -2117061.288624 + Penalty 3219.282805 = -2113842.005819 nChanged 1 SP:Iteration 57Q (7573.631345 sec): 3 clusters Score: Raw -2117061.431417 + Penalty 3219.282805 = -2113842.148612 nChanged 0 SP:Iteration 58F (7573.719061 sec): 3 clusters Score: Raw -2117061.431417 + Penalty 3219.282805 = -2113842.148612 nChanged 0 Trying to split cluster 30 (14372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7573.758769 sec): 2 clusters Score: Raw -1574121.130414 + Penalty 1555.618537 = -1572565.511877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7573.825316 sec): 3 clusters Score: Raw -1565698.168452 + Penalty 3111.237073 = -1562586.931378 nChanged 6410 SP:Iteration 1F (7573.878719 sec): 3 clusters Score: Raw -1569543.063947 + Penalty 3111.237073 = -1566431.826874 nChanged 1076 SP:Iteration 2F (7573.945299 sec): 3 clusters Score: Raw -1570228.233553 + Penalty 3111.237073 = -1567116.996480 nChanged 1019 SP:Iteration 3F (7574.005680 sec): 3 clusters Score: Raw -1570995.444670 + Penalty 3111.237073 = -1567884.207597 nChanged 1047 SP:Iteration 4F (7574.077980 sec): 3 clusters Score: Raw -1571783.170317 + Penalty 3111.237073 = -1568671.933244 nChanged 962 SP:Iteration 5F (7574.149219 sec): 3 clusters Score: Raw -1572440.475151 + Penalty 3111.237073 = -1569329.238078 nChanged 805 SP:Iteration 6F (7574.203074 sec): 3 clusters Score: Raw -1572932.525591 + Penalty 3111.237073 = -1569821.288518 nChanged 647 SP:Iteration 7Q (7574.283119 sec): 3 clusters Score: Raw -1573354.679456 + Penalty 3111.237073 = -1570243.442382 nChanged 492 SP:Iteration 8Q (7574.357340 sec): 3 clusters Score: Raw -1573662.736533 + Penalty 3111.237073 = -1570551.499460 nChanged 380 SP:Iteration 9Q (7574.417859 sec): 3 clusters Score: Raw -1573897.570009 + Penalty 3111.237073 = -1570786.332935 nChanged 289 SP:Iteration 10Q (7574.495676 sec): 3 clusters Score: Raw -1574044.358208 + Penalty 3111.237073 = -1570933.121135 nChanged 231 SP:Iteration 11Q (7574.560860 sec): 3 clusters Score: Raw -1574149.527725 + Penalty 3111.237073 = -1571038.290652 nChanged 199 SP:Iteration 12Q (7574.629418 sec): 3 clusters Score: Raw -1574217.510784 + Penalty 3111.237073 = -1571106.273711 nChanged 139 SP:Iteration 13Q (7574.688408 sec): 3 clusters Score: Raw -1574262.985092 + Penalty 3111.237073 = -1571151.748019 nChanged 140 SP:Iteration 14Q (7574.751156 sec): 3 clusters Score: Raw -1574305.120029 + Penalty 3111.237073 = -1571193.882956 nChanged 118 SP:Iteration 15Q (7574.824659 sec): 3 clusters Score: Raw -1574341.591105 + Penalty 3111.237073 = -1571230.354031 nChanged 124 SP:Iteration 16Q (7574.885364 sec): 3 clusters Score: Raw -1574377.523198 + Penalty 3111.237073 = -1571266.286125 nChanged 99 SP:Iteration 17Q (7574.963473 sec): 3 clusters Score: Raw -1574403.541305 + Penalty 3111.237073 = -1571292.304232 nChanged 94 SP:Iteration 18Q (7575.023279 sec): 3 clusters Score: Raw -1574424.656804 + Penalty 3111.237073 = -1571313.419730 nChanged 73 SP:Iteration 19Q (7575.085220 sec): 3 clusters Score: Raw -1574443.580776 + Penalty 3111.237073 = -1571332.343703 nChanged 71 SP:Iteration 20F (7575.152711 sec): 3 clusters Score: Raw -1574463.787462 + Penalty 3111.237073 = -1571352.550388 nChanged 74 SP:Iteration 21Q (7575.216367 sec): 3 clusters Score: Raw -1574486.559136 + Penalty 3111.237073 = -1571375.322063 nChanged 68 SP:Iteration 22Q (7575.280053 sec): 3 clusters Score: Raw -1574509.939583 + Penalty 3111.237073 = -1571398.702510 nChanged 74 SP:Iteration 23Q (7575.349188 sec): 3 clusters Score: Raw -1574533.447974 + Penalty 3111.237073 = -1571422.210901 nChanged 71 SP:Iteration 24Q (7575.414760 sec): 3 clusters Score: Raw -1574554.018478 + Penalty 3111.237073 = -1571442.781405 nChanged 71 SP:Iteration 25Q (7575.483037 sec): 3 clusters Score: Raw -1574573.696403 + Penalty 3111.237073 = -1571462.459329 nChanged 55 SP:Iteration 26Q (7575.548375 sec): 3 clusters Score: Raw -1574593.543865 + Penalty 3111.237073 = -1571482.306791 nChanged 64 SP:Iteration 27Q (7575.613018 sec): 3 clusters Score: Raw -1574611.500695 + Penalty 3111.237073 = -1571500.263622 nChanged 53 SP:Iteration 28Q (7575.674402 sec): 3 clusters Score: Raw -1574624.378445 + Penalty 3111.237073 = -1571513.141371 nChanged 48 SP:Iteration 29Q (7575.744643 sec): 3 clusters Score: Raw -1574636.723049 + Penalty 3111.237073 = -1571525.485976 nChanged 51 SP:Iteration 30Q (7575.812559 sec): 3 clusters Score: Raw -1574650.655112 + Penalty 3111.237073 = -1571539.418039 nChanged 54 SP:Iteration 31Q (7575.877704 sec): 3 clusters Score: Raw -1574661.973411 + Penalty 3111.237073 = -1571550.736338 nChanged 44 SP:Iteration 32Q (7575.947874 sec): 3 clusters Score: Raw -1574674.307103 + Penalty 3111.237073 = -1571563.070029 nChanged 47 SP:Iteration 33Q (7576.003579 sec): 3 clusters Score: Raw -1574687.467211 + Penalty 3111.237073 = -1571576.230137 nChanged 53 SP:Iteration 34Q (7576.062201 sec): 3 clusters Score: Raw -1574700.467946 + Penalty 3111.237073 = -1571589.230873 nChanged 45 SP:Iteration 35Q (7576.127672 sec): 3 clusters Score: Raw -1574709.276247 + Penalty 3111.237073 = -1571598.039174 nChanged 34 SP:Iteration 36Q (7576.196224 sec): 3 clusters Score: Raw -1574717.033698 + Penalty 3111.237073 = -1571605.796625 nChanged 35 SP:Iteration 37Q (7576.250258 sec): 3 clusters Score: Raw -1574724.936030 + Penalty 3111.237073 = -1571613.698957 nChanged 33 SP:Iteration 38Q (7576.315285 sec): 3 clusters Score: Raw -1574732.223194 + Penalty 3111.237073 = -1571620.986121 nChanged 28 SP:Iteration 39Q (7576.381500 sec): 3 clusters Score: Raw -1574737.554913 + Penalty 3111.237073 = -1571626.317840 nChanged 28 SP:Iteration 40F (7576.454172 sec): 3 clusters Score: Raw -1574743.752378 + Penalty 3111.237073 = -1571632.515305 nChanged 29 SP:Iteration 41Q (7576.517601 sec): 3 clusters Score: Raw -1574748.879069 + Penalty 3111.237073 = -1571637.641996 nChanged 25 SP:Iteration 42Q (7576.581215 sec): 3 clusters Score: Raw -1574752.521593 + Penalty 3111.237073 = -1571641.284520 nChanged 24 SP:Iteration 43Q (7576.643506 sec): 3 clusters Score: Raw -1574757.140516 + Penalty 3111.237073 = -1571645.903443 nChanged 29 SP:Iteration 44Q (7576.693097 sec): 3 clusters Score: Raw -1574763.355494 + Penalty 3111.237073 = -1571652.118420 nChanged 27 SP:Iteration 45Q (7576.757875 sec): 3 clusters Score: Raw -1574768.550412 + Penalty 3111.237073 = -1571657.313339 nChanged 21 SP:Iteration 46Q (7576.823225 sec): 3 clusters Score: Raw -1574772.077635 + Penalty 3111.237073 = -1571660.840561 nChanged 14 SP:Iteration 47Q (7576.881142 sec): 3 clusters Score: Raw -1574773.937016 + Penalty 3111.237073 = -1571662.699943 nChanged 11 SP:Iteration 48Q (7576.936523 sec): 3 clusters Score: Raw -1574775.946841 + Penalty 3111.237073 = -1571664.709768 nChanged 12 SP:Iteration 49Q (7576.995875 sec): 3 clusters Score: Raw -1574777.548782 + Penalty 3111.237073 = -1571666.311708 nChanged 7 SP:Iteration 50Q (7577.067201 sec): 3 clusters Score: Raw -1574778.689374 + Penalty 3111.237073 = -1571667.452301 nChanged 8 SP:Iteration 51Q (7577.128076 sec): 3 clusters Score: Raw -1574779.642270 + Penalty 3111.237073 = -1571668.405196 nChanged 8 SP:Iteration 52Q (7577.181625 sec): 3 clusters Score: Raw -1574781.086422 + Penalty 3111.237073 = -1571669.849348 nChanged 5 SP:Iteration 53Q (7577.242550 sec): 3 clusters Score: Raw -1574782.068701 + Penalty 3111.237073 = -1571670.831627 nChanged 6 SP:Iteration 54Q (7577.312611 sec): 3 clusters Score: Raw -1574782.765030 + Penalty 3111.237073 = -1571671.527957 nChanged 2 SP:Iteration 55Q (7577.378186 sec): 3 clusters Score: Raw -1574783.051929 + Penalty 3111.237073 = -1571671.814855 nChanged 1 SP:Iteration 56Q (7577.434769 sec): 3 clusters Score: Raw -1574783.359267 + Penalty 3111.237073 = -1571672.122194 nChanged 1 SP:Iteration 57Q (7577.511167 sec): 3 clusters Score: Raw -1574783.434792 + Penalty 3111.237073 = -1571672.197719 nChanged 1 SP:Iteration 58Q (7577.576033 sec): 3 clusters Score: Raw -1574783.522108 + Penalty 3111.237073 = -1571672.285035 nChanged 0 SP:Iteration 59F (7577.647882 sec): 3 clusters Score: Raw -1574783.522108 + Penalty 3111.237073 = -1571672.285035 nChanged 0 Trying to split cluster 31 (3588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7577.676258 sec): 2 clusters Score: Raw -363526.538479 + Penalty 1330.119411 = -362196.419068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7577.723980 sec): 3 clusters Score: Raw -361765.078705 + Penalty 2660.238823 = -359104.839882 nChanged 1393 SP:Iteration 1F (7577.777147 sec): 3 clusters Score: Raw -362654.212795 + Penalty 2660.238823 = -359993.973973 nChanged 301 SP:Iteration 2F (7577.822107 sec): 3 clusters Score: Raw -362952.732956 + Penalty 2660.238823 = -360292.494133 nChanged 267 SP:Iteration 3F (7577.874393 sec): 3 clusters Score: Raw -363171.463901 + Penalty 2660.238823 = -360511.225079 nChanged 188 SP:Iteration 4F (7577.923977 sec): 3 clusters Score: Raw -363303.344337 + Penalty 2660.238823 = -360643.105514 nChanged 161 SP:Iteration 5Q (7577.976216 sec): 3 clusters Score: Raw -363418.827422 + Penalty 2660.238823 = -360758.588600 nChanged 140 SP:Iteration 6Q (7578.035394 sec): 3 clusters Score: Raw -363509.310473 + Penalty 2660.238823 = -360849.071651 nChanged 125 SP:Iteration 7Q (7578.091211 sec): 3 clusters Score: Raw -363586.208362 + Penalty 2660.238823 = -360925.969540 nChanged 122 SP:Iteration 8Q (7578.141751 sec): 3 clusters Score: Raw -363655.327287 + Penalty 2660.238823 = -360995.088464 nChanged 94 SP:Iteration 9Q (7578.184586 sec): 3 clusters Score: Raw -363707.521960 + Penalty 2660.238823 = -361047.283137 nChanged 80 SP:Iteration 10Q (7578.244017 sec): 3 clusters Score: Raw -363752.563538 + Penalty 2660.238823 = -361092.324715 nChanged 88 SP:Iteration 11Q (7578.285678 sec): 3 clusters Score: Raw -363802.386555 + Penalty 2660.238823 = -361142.147733 nChanged 67 SP:Iteration 12Q (7578.345181 sec): 3 clusters Score: Raw -363830.964769 + Penalty 2660.238823 = -361170.725946 nChanged 46 SP:Iteration 13Q (7578.388981 sec): 3 clusters Score: Raw -363856.165220 + Penalty 2660.238823 = -361195.926398 nChanged 38 SP:Iteration 14Q (7578.440764 sec): 3 clusters Score: Raw -363871.355586 + Penalty 2660.238823 = -361211.116763 nChanged 34 SP:Iteration 15Q (7578.496094 sec): 3 clusters Score: Raw -363882.333039 + Penalty 2660.238823 = -361222.094216 nChanged 23 SP:Iteration 16Q (7578.554853 sec): 3 clusters Score: Raw -363889.113714 + Penalty 2660.238823 = -361228.874891 nChanged 19 SP:Iteration 17Q (7578.607442 sec): 3 clusters Score: Raw -363896.937997 + Penalty 2660.238823 = -361236.699175 nChanged 15 SP:Iteration 18Q (7578.661356 sec): 3 clusters Score: Raw -363900.754179 + Penalty 2660.238823 = -361240.515357 nChanged 13 SP:Iteration 19Q (7578.711249 sec): 3 clusters Score: Raw -363904.895454 + Penalty 2660.238823 = -361244.656631 nChanged 15 SP:Iteration 20F (7578.766919 sec): 3 clusters Score: Raw -363910.316973 + Penalty 2660.238823 = -361250.078150 nChanged 19 SP:Iteration 21Q (7578.815292 sec): 3 clusters Score: Raw -363916.268477 + Penalty 2660.238823 = -361256.029654 nChanged 11 SP:Iteration 22Q (7578.870444 sec): 3 clusters Score: Raw -363919.219699 + Penalty 2660.238823 = -361258.980877 nChanged 9 SP:Iteration 23Q (7578.914755 sec): 3 clusters Score: Raw -363922.897603 + Penalty 2660.238823 = -361262.658780 nChanged 11 SP:Iteration 24Q (7578.962842 sec): 3 clusters Score: Raw -363926.239024 + Penalty 2660.238823 = -361266.000202 nChanged 10 SP:Iteration 25Q (7579.021763 sec): 3 clusters Score: Raw -363929.316243 + Penalty 2660.238823 = -361269.077421 nChanged 2 SP:Iteration 26Q (7579.071030 sec): 3 clusters Score: Raw -363929.624169 + Penalty 2660.238823 = -361269.385347 nChanged 2 SP:Iteration 27Q (7579.113347 sec): 3 clusters Score: Raw -363930.733552 + Penalty 2660.238823 = -361270.494730 nChanged 5 SP:Iteration 28Q (7579.165953 sec): 3 clusters Score: Raw -363932.055794 + Penalty 2660.238823 = -361271.816972 nChanged 7 SP:Iteration 29Q (7579.219928 sec): 3 clusters Score: Raw -363934.619557 + Penalty 2660.238823 = -361274.380735 nChanged 11 SP:Iteration 30Q (7579.272229 sec): 3 clusters Score: Raw -363937.405268 + Penalty 2660.238823 = -361277.166446 nChanged 7 SP:Iteration 31Q (7579.325952 sec): 3 clusters Score: Raw -363940.196276 + Penalty 2660.238823 = -361279.957453 nChanged 7 SP:Iteration 32Q (7579.378641 sec): 3 clusters Score: Raw -363942.061503 + Penalty 2660.238823 = -361281.822681 nChanged 5 SP:Iteration 33Q (7579.435809 sec): 3 clusters Score: Raw -363943.682318 + Penalty 2660.238823 = -361283.443495 nChanged 5 SP:Iteration 34Q (7579.488265 sec): 3 clusters Score: Raw -363945.406653 + Penalty 2660.238823 = -361285.167831 nChanged 7 SP:Iteration 35Q (7579.538107 sec): 3 clusters Score: Raw -363948.380360 + Penalty 2660.238823 = -361288.141538 nChanged 10 SP:Iteration 36Q (7579.585273 sec): 3 clusters Score: Raw -363950.805884 + Penalty 2660.238823 = -361290.567061 nChanged 3 SP:Iteration 37Q (7579.635106 sec): 3 clusters Score: Raw -363951.228110 + Penalty 2660.238823 = -361290.989287 nChanged 3 SP:Iteration 38Q (7579.689744 sec): 3 clusters Score: Raw -363952.110913 + Penalty 2660.238823 = -361291.872090 nChanged 2 SP:Iteration 39Q (7579.745149 sec): 3 clusters Score: Raw -363952.424709 + Penalty 2660.238823 = -361292.185887 nChanged 0 SP:Iteration 40F (7579.793664 sec): 3 clusters Score: Raw -363952.424709 + Penalty 2660.238823 = -361292.185887 nChanged 0 Trying to split cluster 32 (6057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7579.829935 sec): 2 clusters Score: Raw -588038.159529 + Penalty 1415.207610 = -586622.951920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7579.883867 sec): 3 clusters Score: Raw -584854.441612 + Penalty 2830.415220 = -582024.026392 nChanged 2516 SP:Iteration 1F (7579.938570 sec): 3 clusters Score: Raw -586388.222286 + Penalty 2830.415220 = -583557.807067 nChanged 527 SP:Iteration 2F (7579.997174 sec): 3 clusters Score: Raw -586853.744236 + Penalty 2830.415220 = -584023.329016 nChanged 519 SP:Iteration 3F (7580.050350 sec): 3 clusters Score: Raw -587332.902326 + Penalty 2830.415220 = -584502.487106 nChanged 457 SP:Iteration 4F (7580.102454 sec): 3 clusters Score: Raw -587667.603294 + Penalty 2830.415220 = -584837.188074 nChanged 361 SP:Iteration 5F (7580.147479 sec): 3 clusters Score: Raw -587898.083553 + Penalty 2830.415220 = -585067.668333 nChanged 257 SP:Iteration 6Q (7580.208058 sec): 3 clusters Score: Raw -588066.921487 + Penalty 2830.415220 = -585236.506268 nChanged 207 SP:Iteration 7Q (7580.256698 sec): 3 clusters Score: Raw -588185.308520 + Penalty 2830.415220 = -585354.893301 nChanged 147 SP:Iteration 8Q (7580.315238 sec): 3 clusters Score: Raw -588261.214752 + Penalty 2830.415220 = -585430.799532 nChanged 127 SP:Iteration 9Q (7580.367994 sec): 3 clusters Score: Raw -588335.008185 + Penalty 2830.415220 = -585504.592965 nChanged 107 SP:Iteration 10Q (7580.416093 sec): 3 clusters Score: Raw -588392.455963 + Penalty 2830.415220 = -585562.040743 nChanged 84 SP:Iteration 11Q (7580.468061 sec): 3 clusters Score: Raw -588434.416570 + Penalty 2830.415220 = -585604.001350 nChanged 70 SP:Iteration 12Q (7580.522884 sec): 3 clusters Score: Raw -588465.094190 + Penalty 2830.415220 = -585634.678970 nChanged 54 SP:Iteration 13Q (7580.581668 sec): 3 clusters Score: Raw -588486.118500 + Penalty 2830.415220 = -585655.703280 nChanged 48 SP:Iteration 14Q (7580.632138 sec): 3 clusters Score: Raw -588508.424133 + Penalty 2830.415220 = -585678.008913 nChanged 41 SP:Iteration 15Q (7580.688356 sec): 3 clusters Score: Raw -588524.910483 + Penalty 2830.415220 = -585694.495264 nChanged 45 SP:Iteration 16Q (7580.741014 sec): 3 clusters Score: Raw -588542.077170 + Penalty 2830.415220 = -585711.661950 nChanged 49 SP:Iteration 17Q (7580.782433 sec): 3 clusters Score: Raw -588563.049076 + Penalty 2830.415220 = -585732.633856 nChanged 44 SP:Iteration 18Q (7580.837444 sec): 3 clusters Score: Raw -588582.954333 + Penalty 2830.415220 = -585752.539113 nChanged 37 SP:Iteration 19Q (7580.894178 sec): 3 clusters Score: Raw -588598.256156 + Penalty 2830.415220 = -585767.840936 nChanged 30 SP:Iteration 20F (7580.947023 sec): 3 clusters Score: Raw -588613.720057 + Penalty 2830.415220 = -585783.304837 nChanged 31 SP:Iteration 21Q (7581.010943 sec): 3 clusters Score: Raw -588624.055943 + Penalty 2830.415220 = -585793.640723 nChanged 25 SP:Iteration 22Q (7581.051092 sec): 3 clusters Score: Raw -588637.239606 + Penalty 2830.415220 = -585806.824386 nChanged 25 SP:Iteration 23Q (7581.107293 sec): 3 clusters Score: Raw -588644.118292 + Penalty 2830.415220 = -585813.703073 nChanged 21 SP:Iteration 24Q (7581.164074 sec): 3 clusters Score: Raw -588650.541584 + Penalty 2830.415220 = -585820.126365 nChanged 12 SP:Iteration 25Q (7581.212483 sec): 3 clusters Score: Raw -588652.967299 + Penalty 2830.415220 = -585822.552079 nChanged 10 SP:Iteration 26Q (7581.259916 sec): 3 clusters Score: Raw -588654.523870 + Penalty 2830.415220 = -585824.108650 nChanged 8 SP:Iteration 27Q (7581.313426 sec): 3 clusters Score: Raw -588657.173538 + Penalty 2830.415220 = -585826.758318 nChanged 13 SP:Iteration 28Q (7581.353539 sec): 3 clusters Score: Raw -588661.803400 + Penalty 2830.415220 = -585831.388180 nChanged 12 SP:Iteration 29Q (7581.402884 sec): 3 clusters Score: Raw -588665.905182 + Penalty 2830.415220 = -585835.489962 nChanged 18 SP:Iteration 30Q (7581.456490 sec): 3 clusters Score: Raw -588672.148686 + Penalty 2830.415220 = -585841.733467 nChanged 16 SP:Iteration 31Q (7581.518269 sec): 3 clusters Score: Raw -588676.044227 + Penalty 2830.415220 = -585845.629007 nChanged 7 SP:Iteration 32Q (7581.562732 sec): 3 clusters Score: Raw -588677.666501 + Penalty 2830.415220 = -585847.251282 nChanged 5 SP:Iteration 33Q (7581.624777 sec): 3 clusters Score: Raw -588679.107409 + Penalty 2830.415220 = -585848.692189 nChanged 7 SP:Iteration 34Q (7581.666828 sec): 3 clusters Score: Raw -588680.498107 + Penalty 2830.415220 = -585850.082887 nChanged 8 SP:Iteration 35Q (7581.720665 sec): 3 clusters Score: Raw -588682.159300 + Penalty 2830.415220 = -585851.744080 nChanged 8 SP:Iteration 36Q (7581.783212 sec): 3 clusters Score: Raw -588684.741852 + Penalty 2830.415220 = -585854.326632 nChanged 8 SP:Iteration 37Q (7581.832390 sec): 3 clusters Score: Raw -588686.949442 + Penalty 2830.415220 = -585856.534222 nChanged 12 SP:Iteration 38Q (7581.879294 sec): 3 clusters Score: Raw -588689.699881 + Penalty 2830.415220 = -585859.284661 nChanged 10 SP:Iteration 39Q (7581.930840 sec): 3 clusters Score: Raw -588691.758691 + Penalty 2830.415220 = -585861.343472 nChanged 12 SP:Iteration 40F (7581.984138 sec): 3 clusters Score: Raw -588694.559209 + Penalty 2830.415220 = -585864.143990 nChanged 11 SP:Iteration 41Q (7582.040852 sec): 3 clusters Score: Raw -588697.035657 + Penalty 2830.415220 = -585866.620438 nChanged 13 SP:Iteration 42Q (7582.087946 sec): 3 clusters Score: Raw -588701.155712 + Penalty 2830.415220 = -585870.740493 nChanged 16 SP:Iteration 43Q (7582.132815 sec): 3 clusters Score: Raw -588704.726050 + Penalty 2830.415220 = -585874.310830 nChanged 20 SP:Iteration 44Q (7582.182741 sec): 3 clusters Score: Raw -588709.810812 + Penalty 2830.415220 = -585879.395592 nChanged 9 SP:Iteration 45Q (7582.244337 sec): 3 clusters Score: Raw -588715.301159 + Penalty 2830.415220 = -585884.885939 nChanged 20 SP:Iteration 46Q (7582.299712 sec): 3 clusters Score: Raw -588723.946357 + Penalty 2830.415220 = -585893.531137 nChanged 21 SP:Iteration 47Q (7582.344319 sec): 3 clusters Score: Raw -588731.569824 + Penalty 2830.415220 = -585901.154604 nChanged 15 SP:Iteration 48Q (7582.402205 sec): 3 clusters Score: Raw -588737.737500 + Penalty 2830.415220 = -585907.322281 nChanged 17 SP:Iteration 49Q (7582.444964 sec): 3 clusters Score: Raw -588743.031963 + Penalty 2830.415220 = -585912.616743 nChanged 18 SP:Iteration 50Q (7582.496084 sec): 3 clusters Score: Raw -588748.280736 + Penalty 2830.415220 = -585917.865516 nChanged 12 SP:Iteration 51Q (7582.561898 sec): 3 clusters Score: Raw -588751.107781 + Penalty 2830.415220 = -585920.692562 nChanged 11 SP:Iteration 52Q (7582.618723 sec): 3 clusters Score: Raw -588754.424301 + Penalty 2830.415220 = -585924.009081 nChanged 11 SP:Iteration 53Q (7582.674410 sec): 3 clusters Score: Raw -588759.891934 + Penalty 2830.415220 = -585929.476715 nChanged 13 SP:Iteration 54Q (7582.719950 sec): 3 clusters Score: Raw -588765.830357 + Penalty 2830.415220 = -585935.415137 nChanged 21 SP:Iteration 55Q (7582.784874 sec): 3 clusters Score: Raw -588776.900531 + Penalty 2830.415220 = -585946.485312 nChanged 22 SP:Iteration 56Q (7582.826466 sec): 3 clusters Score: Raw -588784.448558 + Penalty 2830.415220 = -585954.033338 nChanged 19 SP:Iteration 57Q (7582.885005 sec): 3 clusters Score: Raw -588793.417365 + Penalty 2830.415220 = -585963.002145 nChanged 17 SP:Iteration 58Q (7582.934060 sec): 3 clusters Score: Raw -588807.680244 + Penalty 2830.415220 = -585977.265024 nChanged 26 SP:Iteration 59Q (7582.984659 sec): 3 clusters Score: Raw -588821.608866 + Penalty 2830.415220 = -585991.193647 nChanged 25 SP:Iteration 60F (7583.048759 sec): 3 clusters Score: Raw -588834.383786 + Penalty 2830.415220 = -586003.968567 nChanged 36 SP:Iteration 61Q (7583.098026 sec): 3 clusters Score: Raw -588848.387130 + Penalty 2830.415220 = -586017.971911 nChanged 35 SP:Iteration 62Q (7583.145013 sec): 3 clusters Score: Raw -588864.754693 + Penalty 2830.415220 = -586034.339473 nChanged 38 SP:Iteration 63Q (7583.208768 sec): 3 clusters Score: Raw -588882.642324 + Penalty 2830.415220 = -586052.227104 nChanged 33 SP:Iteration 64Q (7583.261256 sec): 3 clusters Score: Raw -588895.778770 + Penalty 2830.415220 = -586065.363551 nChanged 24 SP:Iteration 65Q (7583.315611 sec): 3 clusters Score: Raw -588902.120796 + Penalty 2830.415220 = -586071.705576 nChanged 24 SP:Iteration 66Q (7583.371669 sec): 3 clusters Score: Raw -588911.399074 + Penalty 2830.415220 = -586080.983855 nChanged 23 SP:Iteration 67Q (7583.419224 sec): 3 clusters Score: Raw -588918.395030 + Penalty 2830.415220 = -586087.979810 nChanged 19 SP:Iteration 68Q (7583.474306 sec): 3 clusters Score: Raw -588922.405430 + Penalty 2830.415220 = -586091.990210 nChanged 13 SP:Iteration 69Q (7583.532017 sec): 3 clusters Score: Raw -588925.402964 + Penalty 2830.415220 = -586094.987744 nChanged 13 SP:Iteration 70Q (7583.595940 sec): 3 clusters Score: Raw -588928.719617 + Penalty 2830.415220 = -586098.304397 nChanged 16 SP:Iteration 71Q (7583.636074 sec): 3 clusters Score: Raw -588932.437641 + Penalty 2830.415220 = -586102.022421 nChanged 10 SP:Iteration 72Q (7583.698266 sec): 3 clusters Score: Raw -588934.122484 + Penalty 2830.415220 = -586103.707264 nChanged 7 SP:Iteration 73Q (7583.753256 sec): 3 clusters Score: Raw -588935.128791 + Penalty 2830.415220 = -586104.713572 nChanged 6 SP:Iteration 74Q (7583.799236 sec): 3 clusters Score: Raw -588936.892978 + Penalty 2830.415220 = -586106.477758 nChanged 8 SP:Iteration 75Q (7583.862177 sec): 3 clusters Score: Raw -588938.930952 + Penalty 2830.415220 = -586108.515732 nChanged 3 SP:Iteration 76Q (7583.914519 sec): 3 clusters Score: Raw -588939.496629 + Penalty 2830.415220 = -586109.081409 nChanged 1 SP:Iteration 77Q (7583.967588 sec): 3 clusters Score: Raw -588939.704624 + Penalty 2830.415220 = -586109.289404 nChanged 0 SP:Iteration 78F (7584.011124 sec): 3 clusters Score: Raw -588939.704624 + Penalty 2830.415220 = -586109.289404 nChanged 0 Trying to split cluster 33 (6248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7584.041190 sec): 2 clusters Score: Raw -657804.767834 + Penalty 1420.252712 = -656384.515122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7584.100223 sec): 3 clusters Score: Raw -654408.676342 + Penalty 2840.505425 = -651568.170918 nChanged 2600 SP:Iteration 1F (7584.162676 sec): 3 clusters Score: Raw -655893.777551 + Penalty 2840.505425 = -653053.272126 nChanged 418 SP:Iteration 2F (7584.210194 sec): 3 clusters Score: Raw -656092.750585 + Penalty 2840.505425 = -653252.245161 nChanged 283 SP:Iteration 3Q (7584.263801 sec): 3 clusters Score: Raw -656245.549650 + Penalty 2840.505425 = -653405.044226 nChanged 279 SP:Iteration 4Q (7584.324904 sec): 3 clusters Score: Raw -656416.944228 + Penalty 2840.505425 = -653576.438804 nChanged 253 SP:Iteration 5Q (7584.387939 sec): 3 clusters Score: Raw -656582.974977 + Penalty 2840.505425 = -653742.469552 nChanged 267 SP:Iteration 6Q (7584.446308 sec): 3 clusters Score: Raw -656776.083338 + Penalty 2840.505425 = -653935.577913 nChanged 245 SP:Iteration 7Q (7584.500567 sec): 3 clusters Score: Raw -656970.300535 + Penalty 2840.505425 = -654129.795111 nChanged 227 SP:Iteration 8Q (7584.546320 sec): 3 clusters Score: Raw -657147.907373 + Penalty 2840.505425 = -654307.401948 nChanged 206 SP:Iteration 9Q (7584.611789 sec): 3 clusters Score: Raw -657311.808609 + Penalty 2840.505425 = -654471.303185 nChanged 207 SP:Iteration 10Q (7584.659021 sec): 3 clusters Score: Raw -657473.490065 + Penalty 2840.505425 = -654632.984641 nChanged 152 SP:Iteration 11Q (7584.712479 sec): 3 clusters Score: Raw -657585.283699 + Penalty 2840.505425 = -654744.778274 nChanged 123 SP:Iteration 12Q (7584.774519 sec): 3 clusters Score: Raw -657679.668804 + Penalty 2840.505425 = -654839.163380 nChanged 82 SP:Iteration 13Q (7584.818845 sec): 3 clusters Score: Raw -657745.270060 + Penalty 2840.505425 = -654904.764636 nChanged 76 SP:Iteration 14Q (7584.874429 sec): 3 clusters Score: Raw -657807.525583 + Penalty 2840.505425 = -654967.020158 nChanged 64 SP:Iteration 15Q (7584.931766 sec): 3 clusters Score: Raw -657849.164183 + Penalty 2840.505425 = -655008.658758 nChanged 45 SP:Iteration 16Q (7584.991144 sec): 3 clusters Score: Raw -657875.817379 + Penalty 2840.505425 = -655035.311954 nChanged 43 SP:Iteration 17Q (7585.050733 sec): 3 clusters Score: Raw -657902.266995 + Penalty 2840.505425 = -655061.761570 nChanged 37 SP:Iteration 18Q (7585.100843 sec): 3 clusters Score: Raw -657926.720968 + Penalty 2840.505425 = -655086.215543 nChanged 34 SP:Iteration 19Q (7585.159389 sec): 3 clusters Score: Raw -657944.100861 + Penalty 2840.505425 = -655103.595436 nChanged 20 SP:Iteration 20F (7585.206378 sec): 3 clusters Score: Raw -657956.225261 + Penalty 2840.505425 = -655115.719837 nChanged 21 SP:Iteration 21Q (7585.259209 sec): 3 clusters Score: Raw -657971.094455 + Penalty 2840.505425 = -655130.589030 nChanged 14 SP:Iteration 22Q (7585.323670 sec): 3 clusters Score: Raw -657980.472606 + Penalty 2840.505425 = -655139.967181 nChanged 10 SP:Iteration 23Q (7585.375446 sec): 3 clusters Score: Raw -657987.749422 + Penalty 2840.505425 = -655147.243997 nChanged 8 SP:Iteration 24Q (7585.421431 sec): 3 clusters Score: Raw -657991.992603 + Penalty 2840.505425 = -655151.487178 nChanged 8 SP:Iteration 25Q (7585.468427 sec): 3 clusters Score: Raw -657996.325883 + Penalty 2840.505425 = -655155.820458 nChanged 10 SP:Iteration 26Q (7585.524243 sec): 3 clusters Score: Raw -658003.705010 + Penalty 2840.505425 = -655163.199585 nChanged 9 SP:Iteration 27Q (7585.585054 sec): 3 clusters Score: Raw -658008.823709 + Penalty 2840.505425 = -655168.318285 nChanged 4 SP:Iteration 28Q (7585.640168 sec): 3 clusters Score: Raw -658010.245653 + Penalty 2840.505425 = -655169.740228 nChanged 7 SP:Iteration 29Q (7585.694875 sec): 3 clusters Score: Raw -658016.504088 + Penalty 2840.505425 = -655175.998663 nChanged 9 SP:Iteration 30Q (7585.750641 sec): 3 clusters Score: Raw -658022.908680 + Penalty 2840.505425 = -655182.403255 nChanged 13 SP:Iteration 31Q (7585.806263 sec): 3 clusters Score: Raw -658032.919006 + Penalty 2840.505425 = -655192.413581 nChanged 12 SP:Iteration 32Q (7585.857784 sec): 3 clusters Score: Raw -658041.291699 + Penalty 2840.505425 = -655200.786275 nChanged 14 SP:Iteration 33Q (7585.904370 sec): 3 clusters Score: Raw -658052.478028 + Penalty 2840.505425 = -655211.972603 nChanged 11 SP:Iteration 34Q (7585.960157 sec): 3 clusters Score: Raw -658059.540553 + Penalty 2840.505425 = -655219.035128 nChanged 10 SP:Iteration 35Q (7586.011833 sec): 3 clusters Score: Raw -658065.667901 + Penalty 2840.505425 = -655225.162476 nChanged 10 SP:Iteration 36Q (7586.058810 sec): 3 clusters Score: Raw -658071.235417 + Penalty 2840.505425 = -655230.729992 nChanged 5 SP:Iteration 37Q (7586.101862 sec): 3 clusters Score: Raw -658073.426218 + Penalty 2840.505425 = -655232.920793 nChanged 1 SP:Iteration 38Q (7586.155641 sec): 3 clusters Score: Raw -658074.332573 + Penalty 2840.505425 = -655233.827148 nChanged 1 SP:Iteration 39Q (7586.211698 sec): 3 clusters Score: Raw -658075.171653 + Penalty 2840.505425 = -655234.666228 nChanged 2 SP:Iteration 40F (7586.259492 sec): 3 clusters Score: Raw -658075.960725 + Penalty 2840.505425 = -655235.455300 nChanged 2 SP:Iteration 41Q (7586.314717 sec): 3 clusters Score: Raw -658077.215622 + Penalty 2840.505425 = -655236.710197 nChanged 2 SP:Iteration 42Q (7586.367034 sec): 3 clusters Score: Raw -658078.023509 + Penalty 2840.505425 = -655237.518084 nChanged 0 SP:Iteration 43F (7586.427009 sec): 3 clusters Score: Raw -658078.023509 + Penalty 2840.505425 = -655237.518084 nChanged 0 Trying to split cluster 34 (18805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7586.481446 sec): 2 clusters Score: Raw -1932899.241624 + Penalty 1599.305187 = -1931299.936438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7586.552196 sec): 3 clusters Score: Raw -1921677.906452 + Penalty 3198.610373 = -1918479.296079 nChanged 8475 SP:Iteration 1F (7586.631733 sec): 3 clusters Score: Raw -1926363.075229 + Penalty 3198.610373 = -1923164.464856 nChanged 1186 SP:Iteration 2F (7586.705143 sec): 3 clusters Score: Raw -1926880.110761 + Penalty 3198.610373 = -1923681.500388 nChanged 1094 SP:Iteration 3F (7586.775219 sec): 3 clusters Score: Raw -1927393.296208 + Penalty 3198.610373 = -1924194.685835 nChanged 1043 SP:Iteration 4F (7586.848913 sec): 3 clusters Score: Raw -1927922.759829 + Penalty 3198.610373 = -1924724.149455 nChanged 992 SP:Iteration 5F (7586.921304 sec): 3 clusters Score: Raw -1928526.318962 + Penalty 3198.610373 = -1925327.708589 nChanged 1014 SP:Iteration 6F (7587.007984 sec): 3 clusters Score: Raw -1929201.227223 + Penalty 3198.610373 = -1926002.616850 nChanged 938 SP:Iteration 7Q (7587.077908 sec): 3 clusters Score: Raw -1929856.630844 + Penalty 3198.610373 = -1926658.020471 nChanged 864 SP:Iteration 8Q (7587.143027 sec): 3 clusters Score: Raw -1930452.184442 + Penalty 3198.610373 = -1927253.574069 nChanged 737 SP:Iteration 9Q (7587.217729 sec): 3 clusters Score: Raw -1930940.327541 + Penalty 3198.610373 = -1927741.717168 nChanged 607 SP:Iteration 10Q (7587.297484 sec): 3 clusters Score: Raw -1931270.441087 + Penalty 3198.610373 = -1928071.830714 nChanged 491 SP:Iteration 11Q (7587.376999 sec): 3 clusters Score: Raw -1931497.980647 + Penalty 3198.610373 = -1928299.370274 nChanged 390 SP:Iteration 12Q (7587.439386 sec): 3 clusters Score: Raw -1931677.137407 + Penalty 3198.610373 = -1928478.527034 nChanged 347 SP:Iteration 13Q (7587.522480 sec): 3 clusters Score: Raw -1931816.613645 + Penalty 3198.610373 = -1928618.003272 nChanged 268 SP:Iteration 14Q (7587.581820 sec): 3 clusters Score: Raw -1931918.724402 + Penalty 3198.610373 = -1928720.114029 nChanged 247 SP:Iteration 15Q (7587.662322 sec): 3 clusters Score: Raw -1932000.854614 + Penalty 3198.610373 = -1928802.244241 nChanged 201 SP:Iteration 16Q (7587.728740 sec): 3 clusters Score: Raw -1932072.351347 + Penalty 3198.610373 = -1928873.740974 nChanged 195 SP:Iteration 17Q (7587.796720 sec): 3 clusters Score: Raw -1932142.660551 + Penalty 3198.610373 = -1928944.050178 nChanged 202 SP:Iteration 18Q (7587.864751 sec): 3 clusters Score: Raw -1932222.236406 + Penalty 3198.610373 = -1929023.626033 nChanged 204 SP:Iteration 19Q (7587.935100 sec): 3 clusters Score: Raw -1932298.884970 + Penalty 3198.610373 = -1929100.274597 nChanged 199 SP:Iteration 20F (7588.009245 sec): 3 clusters Score: Raw -1932378.166405 + Penalty 3198.610373 = -1929179.556032 nChanged 171 SP:Iteration 21Q (7588.084926 sec): 3 clusters Score: Raw -1932449.291588 + Penalty 3198.610373 = -1929250.681215 nChanged 169 SP:Iteration 22Q (7588.162816 sec): 3 clusters Score: Raw -1932518.603343 + Penalty 3198.610373 = -1929319.992970 nChanged 158 SP:Iteration 23Q (7588.234868 sec): 3 clusters Score: Raw -1932582.253412 + Penalty 3198.610373 = -1929383.643039 nChanged 155 SP:Iteration 24Q (7588.303838 sec): 3 clusters Score: Raw -1932643.683535 + Penalty 3198.610373 = -1929445.073162 nChanged 149 SP:Iteration 25Q (7588.385804 sec): 3 clusters Score: Raw -1932704.365130 + Penalty 3198.610373 = -1929505.754757 nChanged 134 SP:Iteration 26Q (7588.449802 sec): 3 clusters Score: Raw -1932756.862387 + Penalty 3198.610373 = -1929558.252014 nChanged 120 SP:Iteration 27Q (7588.525576 sec): 3 clusters Score: Raw -1932807.029689 + Penalty 3198.610373 = -1929608.419316 nChanged 106 SP:Iteration 28Q (7588.600582 sec): 3 clusters Score: Raw -1932847.720657 + Penalty 3198.610373 = -1929649.110284 nChanged 81 SP:Iteration 29Q (7588.679524 sec): 3 clusters Score: Raw -1932878.873431 + Penalty 3198.610373 = -1929680.263058 nChanged 83 SP:Iteration 30Q (7588.753124 sec): 3 clusters Score: Raw -1932912.432405 + Penalty 3198.610373 = -1929713.822032 nChanged 69 SP:Iteration 31Q (7588.818257 sec): 3 clusters Score: Raw -1932940.860436 + Penalty 3198.610373 = -1929742.250063 nChanged 65 SP:Iteration 32Q (7588.901170 sec): 3 clusters Score: Raw -1932963.397505 + Penalty 3198.610373 = -1929764.787132 nChanged 48 SP:Iteration 33Q (7588.975153 sec): 3 clusters Score: Raw -1932980.085476 + Penalty 3198.610373 = -1929781.475103 nChanged 43 SP:Iteration 34Q (7589.047764 sec): 3 clusters Score: Raw -1932992.798546 + Penalty 3198.610373 = -1929794.188173 nChanged 37 SP:Iteration 35Q (7589.117057 sec): 3 clusters Score: Raw -1933006.702909 + Penalty 3198.610373 = -1929808.092536 nChanged 52 SP:Iteration 36Q (7589.192955 sec): 3 clusters Score: Raw -1933029.213292 + Penalty 3198.610373 = -1929830.602919 nChanged 40 SP:Iteration 37Q (7589.258233 sec): 3 clusters Score: Raw -1933043.322651 + Penalty 3198.610373 = -1929844.712278 nChanged 36 SP:Iteration 38Q (7589.339165 sec): 3 clusters Score: Raw -1933058.018367 + Penalty 3198.610373 = -1929859.407994 nChanged 30 SP:Iteration 39Q (7589.398858 sec): 3 clusters Score: Raw -1933072.619272 + Penalty 3198.610373 = -1929874.008899 nChanged 27 SP:Iteration 40F (7589.481666 sec): 3 clusters Score: Raw -1933083.497636 + Penalty 3198.610373 = -1929884.887263 nChanged 24 SP:Iteration 41Q (7589.556352 sec): 3 clusters Score: Raw -1933093.331218 + Penalty 3198.610373 = -1929894.720845 nChanged 21 SP:Iteration 42Q (7589.622166 sec): 3 clusters Score: Raw -1933101.413107 + Penalty 3198.610373 = -1929902.802734 nChanged 12 SP:Iteration 43Q (7589.688858 sec): 3 clusters Score: Raw -1933105.426713 + Penalty 3198.610373 = -1929906.816340 nChanged 15 SP:Iteration 44Q (7589.756273 sec): 3 clusters Score: Raw -1933111.386441 + Penalty 3198.610373 = -1929912.776068 nChanged 16 SP:Iteration 45Q (7589.832222 sec): 3 clusters Score: Raw -1933116.369957 + Penalty 3198.610373 = -1929917.759584 nChanged 13 SP:Iteration 46Q (7589.906382 sec): 3 clusters Score: Raw -1933122.213754 + Penalty 3198.610373 = -1929923.603381 nChanged 12 SP:Iteration 47Q (7589.973172 sec): 3 clusters Score: Raw -1933125.619066 + Penalty 3198.610373 = -1929927.008693 nChanged 7 SP:Iteration 48Q (7590.054864 sec): 3 clusters Score: Raw -1933128.240225 + Penalty 3198.610373 = -1929929.629852 nChanged 9 SP:Iteration 49Q (7590.126461 sec): 3 clusters Score: Raw -1933130.427322 + Penalty 3198.610373 = -1929931.816949 nChanged 8 SP:Iteration 50Q (7590.192044 sec): 3 clusters Score: Raw -1933132.838219 + Penalty 3198.610373 = -1929934.227846 nChanged 7 SP:Iteration 51Q (7590.260877 sec): 3 clusters Score: Raw -1933135.390277 + Penalty 3198.610373 = -1929936.779904 nChanged 6 SP:Iteration 52Q (7590.335748 sec): 3 clusters Score: Raw -1933137.133115 + Penalty 3198.610373 = -1929938.522742 nChanged 6 SP:Iteration 53Q (7590.413045 sec): 3 clusters Score: Raw -1933138.808429 + Penalty 3198.610373 = -1929940.198056 nChanged 3 SP:Iteration 54Q (7590.486969 sec): 3 clusters Score: Raw -1933139.779324 + Penalty 3198.610373 = -1929941.168951 nChanged 4 SP:Iteration 55Q (7590.557996 sec): 3 clusters Score: Raw -1933141.306915 + Penalty 3198.610373 = -1929942.696541 nChanged 6 SP:Iteration 56Q (7590.627123 sec): 3 clusters Score: Raw -1933142.606444 + Penalty 3198.610373 = -1929943.996071 nChanged 3 SP:Iteration 57Q (7590.694299 sec): 3 clusters Score: Raw -1933143.226063 + Penalty 3198.610373 = -1929944.615690 nChanged 2 SP:Iteration 58Q (7590.763850 sec): 3 clusters Score: Raw -1933143.658954 + Penalty 3198.610373 = -1929945.048581 nChanged 1 SP:Iteration 59Q (7590.841727 sec): 3 clusters Score: Raw -1933144.257240 + Penalty 3198.610373 = -1929945.646867 nChanged 1 SP:Iteration 60F (7590.907268 sec): 3 clusters Score: Raw -1933145.157689 + Penalty 3198.610373 = -1929946.547316 nChanged 3 SP:Iteration 61Q (7590.976276 sec): 3 clusters Score: Raw -1933146.129553 + Penalty 3198.610373 = -1929947.519180 nChanged 2 SP:Iteration 62Q (7591.051384 sec): 3 clusters Score: Raw -1933147.748819 + Penalty 3198.610373 = -1929949.138446 nChanged 5 SP:Iteration 63Q (7591.113807 sec): 3 clusters Score: Raw -1933149.459159 + Penalty 3198.610373 = -1929950.848786 nChanged 5 SP:Iteration 64Q (7591.192814 sec): 3 clusters Score: Raw -1933151.543285 + Penalty 3198.610373 = -1929952.932912 nChanged 5 SP:Iteration 65Q (7591.262447 sec): 3 clusters Score: Raw -1933153.601817 + Penalty 3198.610373 = -1929954.991444 nChanged 5 SP:Iteration 66Q (7591.335131 sec): 3 clusters Score: Raw -1933155.840807 + Penalty 3198.610373 = -1929957.230434 nChanged 8 SP:Iteration 67Q (7591.410036 sec): 3 clusters Score: Raw -1933159.131715 + Penalty 3198.610373 = -1929960.521342 nChanged 8 SP:Iteration 68Q (7591.482846 sec): 3 clusters Score: Raw -1933161.956516 + Penalty 3198.610373 = -1929963.346143 nChanged 6 SP:Iteration 69Q (7591.556034 sec): 3 clusters Score: Raw -1933164.172049 + Penalty 3198.610373 = -1929965.561676 nChanged 6 SP:Iteration 70Q (7591.632995 sec): 3 clusters Score: Raw -1933167.150971 + Penalty 3198.610373 = -1929968.540598 nChanged 5 SP:Iteration 71Q (7591.701347 sec): 3 clusters Score: Raw -1933168.168594 + Penalty 3198.610373 = -1929969.558221 nChanged 3 SP:Iteration 72Q (7591.765493 sec): 3 clusters Score: Raw -1933169.229033 + Penalty 3198.610373 = -1929970.618659 nChanged 5 SP:Iteration 73Q (7591.833300 sec): 3 clusters Score: Raw -1933171.143949 + Penalty 3198.610373 = -1929972.533576 nChanged 8 SP:Iteration 74Q (7591.909387 sec): 3 clusters Score: Raw -1933174.440003 + Penalty 3198.610373 = -1929975.829630 nChanged 4 SP:Iteration 75Q (7591.965405 sec): 3 clusters Score: Raw -1933176.682234 + Penalty 3198.610373 = -1929978.071861 nChanged 2 SP:Iteration 76Q (7592.037505 sec): 3 clusters Score: Raw -1933178.828967 + Penalty 3198.610373 = -1929980.218594 nChanged 1 SP:Iteration 77Q (7592.108833 sec): 3 clusters Score: Raw -1933179.140609 + Penalty 3198.610373 = -1929980.530236 nChanged 2 SP:Iteration 78Q (7592.177480 sec): 3 clusters Score: Raw -1933179.994846 + Penalty 3198.610373 = -1929981.384473 nChanged 2 SP:Iteration 79Q (7592.243133 sec): 3 clusters Score: Raw -1933180.524255 + Penalty 3198.610373 = -1929981.913882 nChanged 1 SP:Iteration 80F (7592.321422 sec): 3 clusters Score: Raw -1933180.782462 + Penalty 3198.610373 = -1929982.172089 nChanged 0 Trying to split cluster 35 (9357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7592.356242 sec): 2 clusters Score: Raw -994177.651815 + Penalty 1485.880501 = -992691.771314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7592.416369 sec): 3 clusters Score: Raw -988861.290199 + Penalty 2971.761002 = -985889.529197 nChanged 4054 SP:Iteration 1F (7592.471770 sec): 3 clusters Score: Raw -991095.576163 + Penalty 2971.761002 = -988123.815161 nChanged 583 SP:Iteration 2F (7592.538294 sec): 3 clusters Score: Raw -991368.121328 + Penalty 2971.761002 = -988396.360326 nChanged 488 SP:Iteration 3F (7592.585052 sec): 3 clusters Score: Raw -991596.535963 + Penalty 2971.761002 = -988624.774962 nChanged 442 SP:Iteration 4Q (7592.640862 sec): 3 clusters Score: Raw -991789.508926 + Penalty 2971.761002 = -988817.747924 nChanged 403 SP:Iteration 5Q (7592.699532 sec): 3 clusters Score: Raw -991985.030031 + Penalty 2971.761002 = -989013.269029 nChanged 378 SP:Iteration 6Q (7592.756504 sec): 3 clusters Score: Raw -992194.729371 + Penalty 2971.761002 = -989222.968369 nChanged 418 SP:Iteration 7Q (7592.813584 sec): 3 clusters Score: Raw -992417.842536 + Penalty 2971.761002 = -989446.081535 nChanged 414 SP:Iteration 8Q (7592.880038 sec): 3 clusters Score: Raw -992658.475261 + Penalty 2971.761002 = -989686.714259 nChanged 398 SP:Iteration 9Q (7592.938066 sec): 3 clusters Score: Raw -992932.915478 + Penalty 2971.761002 = -989961.154477 nChanged 391 SP:Iteration 10Q (7593.003165 sec): 3 clusters Score: Raw -993219.531339 + Penalty 2971.761002 = -990247.770337 nChanged 337 SP:Iteration 11Q (7593.058066 sec): 3 clusters Score: Raw -993493.772375 + Penalty 2971.761002 = -990522.011373 nChanged 278 SP:Iteration 12Q (7593.107226 sec): 3 clusters Score: Raw -993738.547153 + Penalty 2971.761002 = -990766.786152 nChanged 248 SP:Iteration 13Q (7593.164360 sec): 3 clusters Score: Raw -993962.639519 + Penalty 2971.761002 = -990990.878517 nChanged 179 SP:Iteration 14Q (7593.222981 sec): 3 clusters Score: Raw -994092.409060 + Penalty 2971.761002 = -991120.648058 nChanged 128 SP:Iteration 15Q (7593.280285 sec): 3 clusters Score: Raw -994184.121227 + Penalty 2971.761002 = -991212.360225 nChanged 99 SP:Iteration 16Q (7593.345098 sec): 3 clusters Score: Raw -994248.008913 + Penalty 2971.761002 = -991276.247912 nChanged 67 SP:Iteration 17Q (7593.396245 sec): 3 clusters Score: Raw -994294.441742 + Penalty 2971.761002 = -991322.680740 nChanged 56 SP:Iteration 18Q (7593.454653 sec): 3 clusters Score: Raw -994324.984230 + Penalty 2971.761002 = -991353.223228 nChanged 38 SP:Iteration 19Q (7593.512367 sec): 3 clusters Score: Raw -994341.498873 + Penalty 2971.761002 = -991369.737871 nChanged 33 SP:Iteration 20F (7593.570490 sec): 3 clusters Score: Raw -994356.839107 + Penalty 2971.761002 = -991385.078105 nChanged 34 SP:Iteration 21Q (7593.626101 sec): 3 clusters Score: Raw -994375.107313 + Penalty 2971.761002 = -991403.346312 nChanged 23 SP:Iteration 22Q (7593.674832 sec): 3 clusters Score: Raw -994384.933639 + Penalty 2971.761002 = -991413.172637 nChanged 20 SP:Iteration 23Q (7593.731656 sec): 3 clusters Score: Raw -994391.560504 + Penalty 2971.761002 = -991419.799502 nChanged 20 SP:Iteration 24Q (7593.797812 sec): 3 clusters Score: Raw -994403.204963 + Penalty 2971.761002 = -991431.443962 nChanged 19 SP:Iteration 25Q (7593.843189 sec): 3 clusters Score: Raw -994413.320048 + Penalty 2971.761002 = -991441.559046 nChanged 18 SP:Iteration 26Q (7593.896255 sec): 3 clusters Score: Raw -994422.103126 + Penalty 2971.761002 = -991450.342124 nChanged 16 SP:Iteration 27Q (7593.960001 sec): 3 clusters Score: Raw -994429.599115 + Penalty 2971.761002 = -991457.838114 nChanged 7 SP:Iteration 28Q (7594.012269 sec): 3 clusters Score: Raw -994432.593229 + Penalty 2971.761002 = -991460.832227 nChanged 8 SP:Iteration 29Q (7594.073413 sec): 3 clusters Score: Raw -994436.739820 + Penalty 2971.761002 = -991464.978818 nChanged 6 SP:Iteration 30Q (7594.137939 sec): 3 clusters Score: Raw -994439.002750 + Penalty 2971.761002 = -991467.241748 nChanged 4 SP:Iteration 31Q (7594.193808 sec): 3 clusters Score: Raw -994441.284132 + Penalty 2971.761002 = -991469.523130 nChanged 8 SP:Iteration 32Q (7594.255614 sec): 3 clusters Score: Raw -994444.352008 + Penalty 2971.761002 = -991472.591006 nChanged 3 SP:Iteration 33Q (7594.315542 sec): 3 clusters Score: Raw -994445.624789 + Penalty 2971.761002 = -991473.863787 nChanged 4 SP:Iteration 34Q (7594.374145 sec): 3 clusters Score: Raw -994446.916939 + Penalty 2971.761002 = -991475.155937 nChanged 6 SP:Iteration 35Q (7594.432952 sec): 3 clusters Score: Raw -994449.005376 + Penalty 2971.761002 = -991477.244375 nChanged 4 SP:Iteration 36Q (7594.492607 sec): 3 clusters Score: Raw -994450.861514 + Penalty 2971.761002 = -991479.100512 nChanged 6 SP:Iteration 37Q (7594.542080 sec): 3 clusters Score: Raw -994452.530756 + Penalty 2971.761002 = -991480.769754 nChanged 5 SP:Iteration 38Q (7594.597590 sec): 3 clusters Score: Raw -994454.037659 + Penalty 2971.761002 = -991482.276657 nChanged 4 SP:Iteration 39Q (7594.657750 sec): 3 clusters Score: Raw -994455.568855 + Penalty 2971.761002 = -991483.807853 nChanged 4 SP:Iteration 40F (7594.725024 sec): 3 clusters Score: Raw -994457.103031 + Penalty 2971.761002 = -991485.342029 nChanged 2 SP:Iteration 41Q (7594.778583 sec): 3 clusters Score: Raw -994458.505241 + Penalty 2971.761002 = -991486.744239 nChanged 3 SP:Iteration 42Q (7594.841965 sec): 3 clusters Score: Raw -994460.093719 + Penalty 2971.761002 = -991488.332717 nChanged 3 SP:Iteration 43Q (7594.900532 sec): 3 clusters Score: Raw -994461.988001 + Penalty 2971.761002 = -991490.226999 nChanged 4 SP:Iteration 44Q (7594.955188 sec): 3 clusters Score: Raw -994463.482462 + Penalty 2971.761002 = -991491.721460 nChanged 3 SP:Iteration 45Q (7595.015404 sec): 3 clusters Score: Raw -994465.155815 + Penalty 2971.761002 = -991493.394813 nChanged 3 SP:Iteration 46Q (7595.071447 sec): 3 clusters Score: Raw -994465.979535 + Penalty 2971.761002 = -991494.218533 nChanged 0 SP:Iteration 47F (7595.138587 sec): 3 clusters Score: Raw -994465.979535 + Penalty 2971.761002 = -991494.218533 nChanged 0 Trying to split cluster 36 (5326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7595.169233 sec): 2 clusters Score: Raw -566799.792237 + Penalty 1394.307812 = -565405.484425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7595.226964 sec): 3 clusters Score: Raw -564017.790887 + Penalty 2788.615624 = -561229.175263 nChanged 2175 SP:Iteration 1F (7595.275850 sec): 3 clusters Score: Raw -565169.885821 + Penalty 2788.615624 = -562381.270197 nChanged 377 SP:Iteration 2F (7595.321740 sec): 3 clusters Score: Raw -565349.048203 + Penalty 2788.615624 = -562560.432579 nChanged 252 SP:Iteration 3Q (7595.377069 sec): 3 clusters Score: Raw -565469.888534 + Penalty 2788.615624 = -562681.272909 nChanged 234 SP:Iteration 4Q (7595.441451 sec): 3 clusters Score: Raw -565570.360202 + Penalty 2788.615624 = -562781.744578 nChanged 195 SP:Iteration 5Q (7595.500157 sec): 3 clusters Score: Raw -565664.209475 + Penalty 2788.615624 = -562875.593851 nChanged 176 SP:Iteration 6Q (7595.548188 sec): 3 clusters Score: Raw -565738.865037 + Penalty 2788.615624 = -562950.249413 nChanged 149 SP:Iteration 7Q (7595.605253 sec): 3 clusters Score: Raw -565801.935566 + Penalty 2788.615624 = -563013.319942 nChanged 152 SP:Iteration 8Q (7595.655206 sec): 3 clusters Score: Raw -565872.943078 + Penalty 2788.615624 = -563084.327454 nChanged 157 SP:Iteration 9Q (7595.709359 sec): 3 clusters Score: Raw -565956.953697 + Penalty 2788.615624 = -563168.338073 nChanged 164 SP:Iteration 10Q (7595.764892 sec): 3 clusters Score: Raw -566052.684885 + Penalty 2788.615624 = -563264.069261 nChanged 177 SP:Iteration 11Q (7595.818148 sec): 3 clusters Score: Raw -566157.084287 + Penalty 2788.615624 = -563368.468663 nChanged 175 SP:Iteration 12Q (7595.864942 sec): 3 clusters Score: Raw -566273.880903 + Penalty 2788.615624 = -563485.265279 nChanged 166 SP:Iteration 13Q (7595.914208 sec): 3 clusters Score: Raw -566389.046412 + Penalty 2788.615624 = -563600.430788 nChanged 162 SP:Iteration 14Q (7595.969976 sec): 3 clusters Score: Raw -566488.049756 + Penalty 2788.615624 = -563699.434132 nChanged 141 SP:Iteration 15Q (7596.031700 sec): 3 clusters Score: Raw -566585.398809 + Penalty 2788.615624 = -563796.783185 nChanged 128 SP:Iteration 16Q (7596.075842 sec): 3 clusters Score: Raw -566687.390713 + Penalty 2788.615624 = -563898.775089 nChanged 113 SP:Iteration 17Q (7596.138803 sec): 3 clusters Score: Raw -566758.573089 + Penalty 2788.615624 = -563969.957465 nChanged 73 SP:Iteration 18Q (7596.191461 sec): 3 clusters Score: Raw -566807.804233 + Penalty 2788.615624 = -564019.188609 nChanged 61 SP:Iteration 19Q (7596.237506 sec): 3 clusters Score: Raw -566846.125222 + Penalty 2788.615624 = -564057.509598 nChanged 47 SP:Iteration 20F (7596.302858 sec): 3 clusters Score: Raw -566875.281580 + Penalty 2788.615624 = -564086.665956 nChanged 26 SP:Iteration 21Q (7596.353062 sec): 3 clusters Score: Raw -566888.241618 + Penalty 2788.615624 = -564099.625994 nChanged 18 SP:Iteration 22Q (7596.403957 sec): 3 clusters Score: Raw -566898.220554 + Penalty 2788.615624 = -564109.604930 nChanged 17 SP:Iteration 23Q (7596.452777 sec): 3 clusters Score: Raw -566908.590273 + Penalty 2788.615624 = -564119.974649 nChanged 19 SP:Iteration 24Q (7596.506129 sec): 3 clusters Score: Raw -566918.737371 + Penalty 2788.615624 = -564130.121747 nChanged 21 SP:Iteration 25Q (7596.560665 sec): 3 clusters Score: Raw -566934.468534 + Penalty 2788.615624 = -564145.852910 nChanged 19 SP:Iteration 26Q (7596.613702 sec): 3 clusters Score: Raw -566946.093075 + Penalty 2788.615624 = -564157.477451 nChanged 11 SP:Iteration 27Q (7596.660961 sec): 3 clusters Score: Raw -566953.020207 + Penalty 2788.615624 = -564164.404583 nChanged 9 SP:Iteration 28Q (7596.706725 sec): 3 clusters Score: Raw -566959.278671 + Penalty 2788.615624 = -564170.663047 nChanged 11 SP:Iteration 29Q (7596.761265 sec): 3 clusters Score: Raw -566965.194885 + Penalty 2788.615624 = -564176.579261 nChanged 12 SP:Iteration 30Q (7596.809733 sec): 3 clusters Score: Raw -566973.384124 + Penalty 2788.615624 = -564184.768500 nChanged 13 SP:Iteration 31Q (7596.869807 sec): 3 clusters Score: Raw -566979.733120 + Penalty 2788.615624 = -564191.117496 nChanged 6 SP:Iteration 32Q (7596.918649 sec): 3 clusters Score: Raw -566983.159740 + Penalty 2788.615624 = -564194.544116 nChanged 4 SP:Iteration 33Q (7596.960017 sec): 3 clusters Score: Raw -566985.286578 + Penalty 2788.615624 = -564196.670954 nChanged 7 SP:Iteration 34Q (7597.013013 sec): 3 clusters Score: Raw -566989.072869 + Penalty 2788.615624 = -564200.457245 nChanged 5 SP:Iteration 35Q (7597.064447 sec): 3 clusters Score: Raw -566992.253689 + Penalty 2788.615624 = -564203.638065 nChanged 4 SP:Iteration 36Q (7597.122228 sec): 3 clusters Score: Raw -566995.121140 + Penalty 2788.615624 = -564206.505516 nChanged 5 SP:Iteration 37Q (7597.176431 sec): 3 clusters Score: Raw -566997.944915 + Penalty 2788.615624 = -564209.329291 nChanged 7 SP:Iteration 38Q (7597.218823 sec): 3 clusters Score: Raw -567002.924670 + Penalty 2788.615624 = -564214.309046 nChanged 4 SP:Iteration 39Q (7597.268263 sec): 3 clusters Score: Raw -567005.573109 + Penalty 2788.615624 = -564216.957485 nChanged 5 SP:Iteration 40F (7597.325288 sec): 3 clusters Score: Raw -567009.424347 + Penalty 2788.615624 = -564220.808723 nChanged 4 SP:Iteration 41Q (7597.368151 sec): 3 clusters Score: Raw -567011.512952 + Penalty 2788.615624 = -564222.897328 nChanged 3 SP:Iteration 42Q (7597.418786 sec): 3 clusters Score: Raw -567013.155408 + Penalty 2788.615624 = -564224.539784 nChanged 3 SP:Iteration 43Q (7597.471737 sec): 3 clusters Score: Raw -567014.307976 + Penalty 2788.615624 = -564225.692352 nChanged 0 SP:Iteration 44F (7597.524232 sec): 3 clusters Score: Raw -567014.307976 + Penalty 2788.615624 = -564225.692352 nChanged 0 Trying to split cluster 37 (1616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7597.544931 sec): 2 clusters Score: Raw -176329.227480 + Penalty 1200.502751 = -175128.724729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7597.587684 sec): 3 clusters Score: Raw -175705.086665 + Penalty 2401.005503 = -173304.081162 nChanged 525 SP:Iteration 1F (7597.631197 sec): 3 clusters Score: Raw -176130.321705 + Penalty 2401.005503 = -173729.316202 nChanged 131 SP:Iteration 2F (7597.675877 sec): 3 clusters Score: Raw -176277.426515 + Penalty 2401.005503 = -173876.421012 nChanged 106 SP:Iteration 3F (7597.713570 sec): 3 clusters Score: Raw -176396.803066 + Penalty 2401.005503 = -173995.797564 nChanged 81 SP:Iteration 4F (7597.755404 sec): 3 clusters Score: Raw -176474.488856 + Penalty 2401.005503 = -174073.483353 nChanged 55 SP:Iteration 5Q (7597.805867 sec): 3 clusters Score: Raw -176531.589924 + Penalty 2401.005503 = -174130.584421 nChanged 45 SP:Iteration 6Q (7597.847412 sec): 3 clusters Score: Raw -176574.771605 + Penalty 2401.005503 = -174173.766102 nChanged 32 SP:Iteration 7Q (7597.895959 sec): 3 clusters Score: Raw -176603.126490 + Penalty 2401.005503 = -174202.120988 nChanged 23 SP:Iteration 8Q (7597.949402 sec): 3 clusters Score: Raw -176621.584454 + Penalty 2401.005503 = -174220.578952 nChanged 25 SP:Iteration 9Q (7597.993619 sec): 3 clusters Score: Raw -176638.386761 + Penalty 2401.005503 = -174237.381258 nChanged 9 SP:Iteration 10Q (7598.029611 sec): 3 clusters Score: Raw -176646.271851 + Penalty 2401.005503 = -174245.266348 nChanged 9 SP:Iteration 11Q (7598.082263 sec): 3 clusters Score: Raw -176656.266630 + Penalty 2401.005503 = -174255.261127 nChanged 11 SP:Iteration 12Q (7598.129236 sec): 3 clusters Score: Raw -176666.785917 + Penalty 2401.005503 = -174265.780415 nChanged 10 SP:Iteration 13Q (7598.169229 sec): 3 clusters Score: Raw -176677.060833 + Penalty 2401.005503 = -174276.055330 nChanged 7 SP:Iteration 14Q (7598.212068 sec): 3 clusters Score: Raw -176682.965743 + Penalty 2401.005503 = -174281.960241 nChanged 7 SP:Iteration 15Q (7598.254477 sec): 3 clusters Score: Raw -176686.635955 + Penalty 2401.005503 = -174285.630453 nChanged 4 SP:Iteration 16Q (7598.292640 sec): 3 clusters Score: Raw -176688.752074 + Penalty 2401.005503 = -174287.746572 nChanged 2 SP:Iteration 17Q (7598.329439 sec): 3 clusters Score: Raw -176689.926723 + Penalty 2401.005503 = -174288.921221 nChanged 5 SP:Iteration 18Q (7598.372416 sec): 3 clusters Score: Raw -176692.668340 + Penalty 2401.005503 = -174291.662837 nChanged 2 SP:Iteration 19Q (7598.414493 sec): 3 clusters Score: Raw -176693.155686 + Penalty 2401.005503 = -174292.150184 nChanged 3 SP:Iteration 20F (7598.465428 sec): 3 clusters Score: Raw -176694.810934 + Penalty 2401.005503 = -174293.805431 nChanged 3 SP:Iteration 21Q (7598.503635 sec): 3 clusters Score: Raw -176697.075141 + Penalty 2401.005503 = -174296.069638 nChanged 3 SP:Iteration 22Q (7598.548114 sec): 3 clusters Score: Raw -176698.250428 + Penalty 2401.005503 = -174297.244926 nChanged 1 SP:Iteration 23Q (7598.592990 sec): 3 clusters Score: Raw -176698.874126 + Penalty 2401.005503 = -174297.868623 nChanged 3 SP:Iteration 24Q (7598.636616 sec): 3 clusters Score: Raw -176700.263127 + Penalty 2401.005503 = -174299.257624 nChanged 1 SP:Iteration 25Q (7598.681777 sec): 3 clusters Score: Raw -176700.515838 + Penalty 2401.005503 = -174299.510335 nChanged 0 SP:Iteration 26F (7598.735350 sec): 3 clusters Score: Raw -176700.515838 + Penalty 2401.005503 = -174299.510335 nChanged 0 Trying to split cluster 38 (26102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7598.783409 sec): 2 clusters Score: Raw -2849822.114747 + Penalty 1652.587173 = -2848169.527574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7598.871510 sec): 3 clusters Score: Raw -2833757.890020 + Penalty 3305.174346 = -2830452.715674 nChanged 11939 SP:Iteration 1F (7598.950184 sec): 3 clusters Score: Raw -2840269.062813 + Penalty 3305.174346 = -2836963.888467 nChanged 1219 SP:Iteration 2Q (7599.042259 sec): 3 clusters Score: Raw -2840687.208823 + Penalty 3305.174346 = -2837382.034477 nChanged 1175 SP:Iteration 3Q (7599.126366 sec): 3 clusters Score: Raw -2841113.257091 + Penalty 3305.174346 = -2837808.082745 nChanged 1123 SP:Iteration 4Q (7599.215536 sec): 3 clusters Score: Raw -2841565.033473 + Penalty 3305.174346 = -2838259.859127 nChanged 1208 SP:Iteration 5Q (7599.296492 sec): 3 clusters Score: Raw -2842138.880310 + Penalty 3305.174346 = -2838833.705964 nChanged 1311 SP:Iteration 6F (7599.391939 sec): 3 clusters Score: Raw -2842783.240568 + Penalty 3305.174346 = -2839478.066222 nChanged 1279 SP:Iteration 7Q (7599.476944 sec): 3 clusters Score: Raw -2843430.295476 + Penalty 3305.174346 = -2840125.121130 nChanged 1287 SP:Iteration 8Q (7599.567132 sec): 3 clusters Score: Raw -2844142.090585 + Penalty 3305.174346 = -2840836.916239 nChanged 1384 SP:Iteration 9F (7599.657224 sec): 3 clusters Score: Raw -2844960.064451 + Penalty 3305.174346 = -2841654.890105 nChanged 1338 SP:Iteration 10F (7599.738647 sec): 3 clusters Score: Raw -2845817.115349 + Penalty 3305.174346 = -2842511.941003 nChanged 1296 SP:Iteration 11Q (7599.837456 sec): 3 clusters Score: Raw -2846647.884049 + Penalty 3305.174346 = -2843342.709703 nChanged 1126 SP:Iteration 12Q (7599.925288 sec): 3 clusters Score: Raw -2847201.099260 + Penalty 3305.174346 = -2843895.924914 nChanged 831 SP:Iteration 13Q (7600.013741 sec): 3 clusters Score: Raw -2847513.451564 + Penalty 3305.174346 = -2844208.277218 nChanged 548 SP:Iteration 14Q (7600.096992 sec): 3 clusters Score: Raw -2847659.649859 + Penalty 3305.174346 = -2844354.475513 nChanged 375 SP:Iteration 15Q (7600.183559 sec): 3 clusters Score: Raw -2847723.328083 + Penalty 3305.174346 = -2844418.153737 nChanged 235 SP:Iteration 16Q (7600.279677 sec): 3 clusters Score: Raw -2847763.477645 + Penalty 3305.174346 = -2844458.303299 nChanged 208 SP:Iteration 17Q (7600.370448 sec): 3 clusters Score: Raw -2847796.768854 + Penalty 3305.174346 = -2844491.594508 nChanged 184 SP:Iteration 18Q (7600.462241 sec): 3 clusters Score: Raw -2847825.789121 + Penalty 3305.174346 = -2844520.614774 nChanged 170 SP:Iteration 19Q (7600.551571 sec): 3 clusters Score: Raw -2847848.250646 + Penalty 3305.174346 = -2844543.076300 nChanged 147 SP:Iteration 20F (7600.640190 sec): 3 clusters Score: Raw -2847866.850800 + Penalty 3305.174346 = -2844561.676454 nChanged 142 SP:Iteration 21Q (7600.733797 sec): 3 clusters Score: Raw -2847885.016814 + Penalty 3305.174346 = -2844579.842468 nChanged 131 SP:Iteration 22Q (7600.822423 sec): 3 clusters Score: Raw -2847900.149388 + Penalty 3305.174346 = -2844594.975042 nChanged 113 SP:Iteration 23Q (7600.903619 sec): 3 clusters Score: Raw -2847913.007964 + Penalty 3305.174346 = -2844607.833618 nChanged 101 SP:Iteration 24Q (7600.990932 sec): 3 clusters Score: Raw -2847925.750912 + Penalty 3305.174346 = -2844620.576565 nChanged 121 SP:Iteration 25Q (7601.084908 sec): 3 clusters Score: Raw -2847939.919778 + Penalty 3305.174346 = -2844634.745432 nChanged 126 SP:Iteration 26Q (7601.177665 sec): 3 clusters Score: Raw -2847954.263352 + Penalty 3305.174346 = -2844649.089006 nChanged 105 SP:Iteration 27Q (7601.272526 sec): 3 clusters Score: Raw -2847964.734448 + Penalty 3305.174346 = -2844659.560102 nChanged 88 SP:Iteration 28Q (7601.363253 sec): 3 clusters Score: Raw -2847975.450610 + Penalty 3305.174346 = -2844670.276264 nChanged 104 SP:Iteration 29Q (7601.455140 sec): 3 clusters Score: Raw -2847986.548081 + Penalty 3305.174346 = -2844681.373735 nChanged 101 SP:Iteration 30Q (7601.545061 sec): 3 clusters Score: Raw -2847997.203806 + Penalty 3305.174346 = -2844692.029460 nChanged 98 SP:Iteration 31Q (7601.635029 sec): 3 clusters Score: Raw -2848008.783292 + Penalty 3305.174346 = -2844703.608945 nChanged 108 SP:Iteration 32Q (7601.723093 sec): 3 clusters Score: Raw -2848020.616140 + Penalty 3305.174346 = -2844715.441794 nChanged 103 SP:Iteration 33Q (7601.812561 sec): 3 clusters Score: Raw -2848033.445878 + Penalty 3305.174346 = -2844728.271531 nChanged 114 SP:Iteration 34Q (7601.897868 sec): 3 clusters Score: Raw -2848047.601914 + Penalty 3305.174346 = -2844742.427568 nChanged 117 SP:Iteration 35Q (7601.985252 sec): 3 clusters Score: Raw -2848062.652272 + Penalty 3305.174346 = -2844757.477926 nChanged 99 SP:Iteration 36Q (7602.063218 sec): 3 clusters Score: Raw -2848073.173867 + Penalty 3305.174346 = -2844767.999521 nChanged 93 SP:Iteration 37Q (7602.148329 sec): 3 clusters Score: Raw -2848082.688023 + Penalty 3305.174346 = -2844777.513677 nChanged 94 SP:Iteration 38Q (7602.231885 sec): 3 clusters Score: Raw -2848092.358473 + Penalty 3305.174346 = -2844787.184127 nChanged 76 SP:Iteration 39Q (7602.316589 sec): 3 clusters Score: Raw -2848099.852064 + Penalty 3305.174346 = -2844794.677718 nChanged 85 SP:Iteration 40F (7602.412085 sec): 3 clusters Score: Raw -2848108.003275 + Penalty 3305.174346 = -2844802.828929 nChanged 81 SP:Iteration 41Q (7602.500413 sec): 3 clusters Score: Raw -2848116.360052 + Penalty 3305.174346 = -2844811.185706 nChanged 79 SP:Iteration 42Q (7602.593234 sec): 3 clusters Score: Raw -2848124.488710 + Penalty 3305.174346 = -2844819.314364 nChanged 82 SP:Iteration 43Q (7602.683682 sec): 3 clusters Score: Raw -2848133.054413 + Penalty 3305.174346 = -2844827.880067 nChanged 82 SP:Iteration 44Q (7602.761845 sec): 3 clusters Score: Raw -2848142.105554 + Penalty 3305.174346 = -2844836.931208 nChanged 97 SP:Iteration 45Q (7602.848892 sec): 3 clusters Score: Raw -2848152.657106 + Penalty 3305.174346 = -2844847.482760 nChanged 87 SP:Iteration 46Q (7602.929429 sec): 3 clusters Score: Raw -2848162.462800 + Penalty 3305.174346 = -2844857.288454 nChanged 86 SP:Iteration 47Q (7603.011036 sec): 3 clusters Score: Raw -2848175.199863 + Penalty 3305.174346 = -2844870.025517 nChanged 118 SP:Iteration 48Q (7603.105068 sec): 3 clusters Score: Raw -2848193.123664 + Penalty 3305.174346 = -2844887.949318 nChanged 117 SP:Iteration 49Q (7603.197341 sec): 3 clusters Score: Raw -2848210.430517 + Penalty 3305.174346 = -2844905.256171 nChanged 129 SP:Iteration 50Q (7603.277931 sec): 3 clusters Score: Raw -2848230.462247 + Penalty 3305.174346 = -2844925.287901 nChanged 140 SP:Iteration 51Q (7603.368739 sec): 3 clusters Score: Raw -2848253.222634 + Penalty 3305.174346 = -2844948.048288 nChanged 154 SP:Iteration 52Q (7603.451462 sec): 3 clusters Score: Raw -2848277.726462 + Penalty 3305.174346 = -2844972.552116 nChanged 169 SP:Iteration 53Q (7603.537275 sec): 3 clusters Score: Raw -2848309.845096 + Penalty 3305.174346 = -2845004.670750 nChanged 178 SP:Iteration 54Q (7603.612980 sec): 3 clusters Score: Raw -2848345.727686 + Penalty 3305.174346 = -2845040.553339 nChanged 193 SP:Iteration 55Q (7603.702754 sec): 3 clusters Score: Raw -2848387.117381 + Penalty 3305.174346 = -2845081.943035 nChanged 214 SP:Iteration 56Q (7603.785480 sec): 3 clusters Score: Raw -2848435.943092 + Penalty 3305.174346 = -2845130.768745 nChanged 230 SP:Iteration 57Q (7603.869878 sec): 3 clusters Score: Raw -2848499.676569 + Penalty 3305.174346 = -2845194.502223 nChanged 252 SP:Iteration 58Q (7603.954464 sec): 3 clusters Score: Raw -2848568.178304 + Penalty 3305.174346 = -2845263.003958 nChanged 253 SP:Iteration 59Q (7604.036937 sec): 3 clusters Score: Raw -2848642.506378 + Penalty 3305.174346 = -2845337.332032 nChanged 275 SP:Iteration 60F (7604.114194 sec): 3 clusters Score: Raw -2848735.501135 + Penalty 3305.174346 = -2845430.326789 nChanged 306 SP:Iteration 61Q (7604.200310 sec): 3 clusters Score: Raw -2848831.624768 + Penalty 3305.174346 = -2845526.450422 nChanged 303 SP:Iteration 62Q (7604.276645 sec): 3 clusters Score: Raw -2848923.275729 + Penalty 3305.174346 = -2845618.101383 nChanged 275 SP:Iteration 63Q (7604.360590 sec): 3 clusters Score: Raw -2849004.704403 + Penalty 3305.174346 = -2845699.530057 nChanged 280 SP:Iteration 64Q (7604.446158 sec): 3 clusters Score: Raw -2849091.942448 + Penalty 3305.174346 = -2845786.768102 nChanged 271 SP:Iteration 65Q (7604.525378 sec): 3 clusters Score: Raw -2849179.192243 + Penalty 3305.174346 = -2845874.017897 nChanged 248 SP:Iteration 66Q (7604.613523 sec): 3 clusters Score: Raw -2849260.430240 + Penalty 3305.174346 = -2845955.255894 nChanged 234 SP:Iteration 67Q (7604.701371 sec): 3 clusters Score: Raw -2849329.928827 + Penalty 3305.174346 = -2846024.754481 nChanged 208 SP:Iteration 68Q (7604.783361 sec): 3 clusters Score: Raw -2849381.526378 + Penalty 3305.174346 = -2846076.352032 nChanged 180 SP:Iteration 69Q (7604.865838 sec): 3 clusters Score: Raw -2849427.985821 + Penalty 3305.174346 = -2846122.811475 nChanged 177 SP:Iteration 70Q (7604.946625 sec): 3 clusters Score: Raw -2849471.631135 + Penalty 3305.174346 = -2846166.456789 nChanged 199 SP:Iteration 71Q (7605.036798 sec): 3 clusters Score: Raw -2849524.007592 + Penalty 3305.174346 = -2846218.833246 nChanged 200 SP:Iteration 72Q (7605.126316 sec): 3 clusters Score: Raw -2849575.026785 + Penalty 3305.174346 = -2846269.852439 nChanged 201 SP:Iteration 73Q (7605.209195 sec): 3 clusters Score: Raw -2849628.447529 + Penalty 3305.174346 = -2846323.273183 nChanged 192 SP:Iteration 74Q (7605.297465 sec): 3 clusters Score: Raw -2849673.911320 + Penalty 3305.174346 = -2846368.736974 nChanged 189 SP:Iteration 75Q (7605.378095 sec): 3 clusters Score: Raw -2849717.599996 + Penalty 3305.174346 = -2846412.425650 nChanged 179 SP:Iteration 76Q (7605.466012 sec): 3 clusters Score: Raw -2849760.186800 + Penalty 3305.174346 = -2846455.012454 nChanged 168 SP:Iteration 77Q (7605.550818 sec): 3 clusters Score: Raw -2849792.761283 + Penalty 3305.174346 = -2846487.586937 nChanged 132 SP:Iteration 78Q (7605.627730 sec): 3 clusters Score: Raw -2849814.587850 + Penalty 3305.174346 = -2846509.413504 nChanged 111 SP:Iteration 79Q (7605.711687 sec): 3 clusters Score: Raw -2849831.905387 + Penalty 3305.174346 = -2846526.731040 nChanged 116 SP:Iteration 80F (7605.799542 sec): 3 clusters Score: Raw -2849850.458069 + Penalty 3305.174346 = -2846545.283723 nChanged 98 SP:Iteration 81Q (7605.881015 sec): 3 clusters Score: Raw -2849864.121448 + Penalty 3305.174346 = -2846558.947102 nChanged 91 SP:Iteration 82Q (7605.971566 sec): 3 clusters Score: Raw -2849876.847361 + Penalty 3305.174346 = -2846571.673015 nChanged 79 SP:Iteration 83Q (7606.058377 sec): 3 clusters Score: Raw -2849886.553073 + Penalty 3305.174346 = -2846581.378727 nChanged 66 SP:Iteration 84Q (7606.130240 sec): 3 clusters Score: Raw -2849893.447064 + Penalty 3305.174346 = -2846588.272718 nChanged 68 SP:Iteration 85Q (7606.220811 sec): 3 clusters Score: Raw -2849900.759409 + Penalty 3305.174346 = -2846595.585063 nChanged 55 SP:Iteration 86Q (7606.303179 sec): 3 clusters Score: Raw -2849908.361615 + Penalty 3305.174346 = -2846603.187269 nChanged 56 SP:Iteration 87Q (7606.399263 sec): 3 clusters Score: Raw -2849914.944012 + Penalty 3305.174346 = -2846609.769666 nChanged 63 SP:Iteration 88Q (7606.487515 sec): 3 clusters Score: Raw -2849922.979118 + Penalty 3305.174346 = -2846617.804772 nChanged 66 SP:Iteration 89Q (7606.565854 sec): 3 clusters Score: Raw -2849932.756105 + Penalty 3305.174346 = -2846627.581759 nChanged 75 SP:Iteration 90Q (7606.654285 sec): 3 clusters Score: Raw -2849943.654490 + Penalty 3305.174346 = -2846638.480144 nChanged 74 SP:Iteration 91Q (7606.743097 sec): 3 clusters Score: Raw -2849952.502948 + Penalty 3305.174346 = -2846647.328602 nChanged 54 SP:Iteration 92Q (7606.825924 sec): 3 clusters Score: Raw -2849957.929436 + Penalty 3305.174346 = -2846652.755090 nChanged 46 SP:Iteration 93Q (7606.911890 sec): 3 clusters Score: Raw -2849963.081233 + Penalty 3305.174346 = -2846657.906887 nChanged 49 SP:Iteration 94Q (7606.999022 sec): 3 clusters Score: Raw -2849969.280337 + Penalty 3305.174346 = -2846664.105991 nChanged 52 SP:Iteration 95Q (7607.082186 sec): 3 clusters Score: Raw -2849976.223827 + Penalty 3305.174346 = -2846671.049481 nChanged 64 SP:Iteration 96Q (7607.165974 sec): 3 clusters Score: Raw -2849985.031397 + Penalty 3305.174346 = -2846679.857051 nChanged 54 SP:Iteration 97Q (7607.250065 sec): 3 clusters Score: Raw -2849992.353683 + Penalty 3305.174346 = -2846687.179337 nChanged 46 SP:Iteration 98Q (7607.334655 sec): 3 clusters Score: Raw -2849997.416059 + Penalty 3305.174346 = -2846692.241713 nChanged 50 SP:Iteration 99Q (7607.416752 sec): 3 clusters Score: Raw -2850003.335973 + Penalty 3305.174346 = -2846698.161626 nChanged 58 SP:Iteration 100F (7607.508417 sec): 3 clusters Score: Raw -2850010.425085 + Penalty 3305.174346 = -2846705.250739 nChanged 54 SP:Iteration 101Q (7607.594860 sec): 3 clusters Score: Raw -2850018.059744 + Penalty 3305.174346 = -2846712.885398 nChanged 51 SP:Iteration 102Q (7607.678897 sec): 3 clusters Score: Raw -2850023.764063 + Penalty 3305.174346 = -2846718.589717 nChanged 46 SP:Iteration 103Q (7607.758832 sec): 3 clusters Score: Raw -2850028.515090 + Penalty 3305.174346 = -2846723.340744 nChanged 37 SP:Iteration 104Q (7607.844634 sec): 3 clusters Score: Raw -2850031.640188 + Penalty 3305.174346 = -2846726.465842 nChanged 21 SP:Iteration 105Q (7607.931831 sec): 3 clusters Score: Raw -2850033.104837 + Penalty 3305.174346 = -2846727.930490 nChanged 17 SP:Iteration 106Q (7608.017858 sec): 3 clusters Score: Raw -2850034.441629 + Penalty 3305.174346 = -2846729.267283 nChanged 20 SP:Iteration 107Q (7608.094238 sec): 3 clusters Score: Raw -2850036.056556 + Penalty 3305.174346 = -2846730.882210 nChanged 19 SP:Iteration 108Q (7608.180434 sec): 3 clusters Score: Raw -2850037.583696 + Penalty 3305.174346 = -2846732.409350 nChanged 21 SP:Iteration 109Q (7608.262562 sec): 3 clusters Score: Raw -2850039.161353 + Penalty 3305.174346 = -2846733.987007 nChanged 21 SP:Iteration 110Q (7608.350924 sec): 3 clusters Score: Raw -2850040.846572 + Penalty 3305.174346 = -2846735.672226 nChanged 24 SP:Iteration 111Q (7608.432748 sec): 3 clusters Score: Raw -2850042.496588 + Penalty 3305.174346 = -2846737.322242 nChanged 16 SP:Iteration 112Q (7608.509259 sec): 3 clusters Score: Raw -2850043.788604 + Penalty 3305.174346 = -2846738.614258 nChanged 15 SP:Iteration 113Q (7608.596362 sec): 3 clusters Score: Raw -2850044.662010 + Penalty 3305.174346 = -2846739.487664 nChanged 12 SP:Iteration 114Q (7608.674488 sec): 3 clusters Score: Raw -2850045.588433 + Penalty 3305.174346 = -2846740.414087 nChanged 11 SP:Iteration 115Q (7608.757624 sec): 3 clusters Score: Raw -2850046.420841 + Penalty 3305.174346 = -2846741.246495 nChanged 12 SP:Iteration 116Q (7608.847623 sec): 3 clusters Score: Raw -2850047.256090 + Penalty 3305.174346 = -2846742.081744 nChanged 11 SP:Iteration 117Q (7608.924402 sec): 3 clusters Score: Raw -2850047.881261 + Penalty 3305.174346 = -2846742.706914 nChanged 11 SP:Iteration 118Q (7609.011657 sec): 3 clusters Score: Raw -2850048.472202 + Penalty 3305.174346 = -2846743.297856 nChanged 7 SP:Iteration 119Q (7609.093080 sec): 3 clusters Score: Raw -2850049.113970 + Penalty 3305.174346 = -2846743.939624 nChanged 5 SP:Iteration 120F (7609.179370 sec): 3 clusters Score: Raw -2850049.602047 + Penalty 3305.174346 = -2846744.427701 nChanged 5 SP:Iteration 121Q (7609.260657 sec): 3 clusters Score: Raw -2850049.923675 + Penalty 3305.174346 = -2846744.749328 nChanged 6 SP:Iteration 122Q (7609.346292 sec): 3 clusters Score: Raw -2850050.263251 + Penalty 3305.174346 = -2846745.088905 nChanged 5 SP:Iteration 123Q (7609.416213 sec): 3 clusters Score: Raw -2850050.593368 + Penalty 3305.174346 = -2846745.419022 nChanged 4 SP:Iteration 124Q (7609.502614 sec): 3 clusters Score: Raw -2850050.881259 + Penalty 3305.174346 = -2846745.706913 nChanged 9 SP:Iteration 125Q (7609.578926 sec): 3 clusters Score: Raw -2850052.066622 + Penalty 3305.174346 = -2846746.892276 nChanged 13 SP:Iteration 126Q (7609.657701 sec): 3 clusters Score: Raw -2850053.212675 + Penalty 3305.174346 = -2846748.038329 nChanged 9 SP:Iteration 127Q (7609.735176 sec): 3 clusters Score: Raw -2850054.207043 + Penalty 3305.174346 = -2846749.032697 nChanged 14 SP:Iteration 128Q (7609.821357 sec): 3 clusters Score: Raw -2850055.771531 + Penalty 3305.174346 = -2846750.597185 nChanged 17 SP:Iteration 129Q (7609.891695 sec): 3 clusters Score: Raw -2850057.588677 + Penalty 3305.174346 = -2846752.414331 nChanged 21 SP:Iteration 130Q (7609.973919 sec): 3 clusters Score: Raw -2850059.589382 + Penalty 3305.174346 = -2846754.415036 nChanged 16 SP:Iteration 131Q (7610.056227 sec): 3 clusters Score: Raw -2850060.457109 + Penalty 3305.174346 = -2846755.282763 nChanged 11 SP:Iteration 132Q (7610.121014 sec): 3 clusters Score: Raw -2850061.100692 + Penalty 3305.174346 = -2846755.926346 nChanged 11 SP:Iteration 133Q (7610.198278 sec): 3 clusters Score: Raw -2850061.764523 + Penalty 3305.174346 = -2846756.590177 nChanged 9 SP:Iteration 134Q (7610.280814 sec): 3 clusters Score: Raw -2850062.313630 + Penalty 3305.174346 = -2846757.139284 nChanged 9 SP:Iteration 135Q (7610.350529 sec): 3 clusters Score: Raw -2850062.700058 + Penalty 3305.174346 = -2846757.525712 nChanged 3 SP:Iteration 136Q (7610.434464 sec): 3 clusters Score: Raw -2850062.883345 + Penalty 3305.174346 = -2846757.708999 nChanged 1 SP:Iteration 137Q (7610.520123 sec): 3 clusters Score: Raw -2850062.925372 + Penalty 3305.174346 = -2846757.751026 nChanged 1 SP:Iteration 138Q (7610.605164 sec): 3 clusters Score: Raw -2850062.980972 + Penalty 3305.174346 = -2846757.806626 nChanged 5 SP:Iteration 139Q (7610.680655 sec): 3 clusters Score: Raw -2850063.273922 + Penalty 3305.174346 = -2846758.099576 nChanged 2 SP:Iteration 140F (7610.770500 sec): 3 clusters Score: Raw -2850063.343793 + Penalty 3305.174346 = -2846758.169447 nChanged 4 SP:Iteration 141Q (7610.841800 sec): 3 clusters Score: Raw -2850063.541447 + Penalty 3305.174346 = -2846758.367101 nChanged 3 SP:Iteration 142Q (7610.932741 sec): 3 clusters Score: Raw -2850063.646915 + Penalty 3305.174346 = -2846758.472569 nChanged 0 SP:Iteration 143F (7611.018142 sec): 3 clusters Score: Raw -2850063.646915 + Penalty 3305.174346 = -2846758.472569 nChanged 0 Trying to split cluster 39 (2146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7611.052684 sec): 2 clusters Score: Raw -215805.351670 + Penalty 1246.596150 = -214558.755520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7611.101454 sec): 3 clusters Score: Raw -214851.251351 + Penalty 2493.192300 = -212358.059051 nChanged 782 SP:Iteration 1F (7611.141232 sec): 3 clusters Score: Raw -215350.087095 + Penalty 2493.192300 = -212856.894795 nChanged 184 SP:Iteration 2F (7611.192382 sec): 3 clusters Score: Raw -215498.087263 + Penalty 2493.192300 = -213004.894963 nChanged 137 SP:Iteration 3F (7611.231289 sec): 3 clusters Score: Raw -215614.574131 + Penalty 2493.192300 = -213121.381831 nChanged 107 SP:Iteration 4Q (7611.283568 sec): 3 clusters Score: Raw -215719.236092 + Penalty 2493.192300 = -213226.043792 nChanged 98 SP:Iteration 5Q (7611.333858 sec): 3 clusters Score: Raw -215810.064312 + Penalty 2493.192300 = -213316.872012 nChanged 87 SP:Iteration 6Q (7611.378823 sec): 3 clusters Score: Raw -215891.506013 + Penalty 2493.192300 = -213398.313713 nChanged 69 SP:Iteration 7Q (7611.420854 sec): 3 clusters Score: Raw -215948.555540 + Penalty 2493.192300 = -213455.363240 nChanged 63 SP:Iteration 8Q (7611.475542 sec): 3 clusters Score: Raw -215999.514862 + Penalty 2493.192300 = -213506.322562 nChanged 42 SP:Iteration 9Q (7611.512001 sec): 3 clusters Score: Raw -216028.060281 + Penalty 2493.192300 = -213534.867981 nChanged 30 SP:Iteration 10Q (7611.559541 sec): 3 clusters Score: Raw -216048.028139 + Penalty 2493.192300 = -213554.835839 nChanged 24 SP:Iteration 11Q (7611.615260 sec): 3 clusters Score: Raw -216064.305124 + Penalty 2493.192300 = -213571.112824 nChanged 23 SP:Iteration 12Q (7611.660517 sec): 3 clusters Score: Raw -216079.266611 + Penalty 2493.192300 = -213586.074311 nChanged 17 SP:Iteration 13Q (7611.715289 sec): 3 clusters Score: Raw -216088.760168 + Penalty 2493.192300 = -213595.567868 nChanged 11 SP:Iteration 14Q (7611.760927 sec): 3 clusters Score: Raw -216094.892707 + Penalty 2493.192300 = -213601.700407 nChanged 9 SP:Iteration 15Q (7611.806617 sec): 3 clusters Score: Raw -216100.348273 + Penalty 2493.192300 = -213607.155973 nChanged 9 SP:Iteration 16Q (7611.855820 sec): 3 clusters Score: Raw -216103.886002 + Penalty 2493.192300 = -213610.693702 nChanged 9 SP:Iteration 17Q (7611.894573 sec): 3 clusters Score: Raw -216107.922923 + Penalty 2493.192300 = -213614.730623 nChanged 5 SP:Iteration 18Q (7611.944216 sec): 3 clusters Score: Raw -216110.878708 + Penalty 2493.192300 = -213617.686407 nChanged 4 SP:Iteration 19Q (7611.992940 sec): 3 clusters Score: Raw -216113.081262 + Penalty 2493.192300 = -213619.888961 nChanged 4 SP:Iteration 20F (7612.048555 sec): 3 clusters Score: Raw -216114.871012 + Penalty 2493.192300 = -213621.678712 nChanged 4 SP:Iteration 21Q (7612.096701 sec): 3 clusters Score: Raw -216116.350113 + Penalty 2493.192300 = -213623.157813 nChanged 3 SP:Iteration 22Q (7612.138215 sec): 3 clusters Score: Raw -216117.311152 + Penalty 2493.192300 = -213624.118852 nChanged 1 SP:Iteration 23Q (7612.194309 sec): 3 clusters Score: Raw -216117.846133 + Penalty 2493.192300 = -213624.653833 nChanged 1 SP:Iteration 24Q (7612.235466 sec): 3 clusters Score: Raw -216118.359965 + Penalty 2493.192300 = -213625.167665 nChanged 0 SP:Iteration 25F (7612.294199 sec): 3 clusters Score: Raw -216118.359965 + Penalty 2493.192300 = -213625.167665 nChanged 0 Trying to split cluster 40 (5859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7612.311353 sec): 2 clusters Score: Raw -611457.613769 + Penalty 1409.806811 = -610047.806959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7612.374895 sec): 3 clusters Score: Raw -608335.891217 + Penalty 2819.613621 = -605516.277596 nChanged 2389 SP:Iteration 1F (7612.416124 sec): 3 clusters Score: Raw -609651.190593 + Penalty 2819.613621 = -606831.576972 nChanged 450 SP:Iteration 2F (7612.469991 sec): 3 clusters Score: Raw -609958.454019 + Penalty 2819.613621 = -607138.840398 nChanged 431 SP:Iteration 3F (7612.535626 sec): 3 clusters Score: Raw -610333.886682 + Penalty 2819.613621 = -607514.273060 nChanged 464 SP:Iteration 4F (7612.581420 sec): 3 clusters Score: Raw -610768.209227 + Penalty 2819.613621 = -607948.595606 nChanged 436 SP:Iteration 5F (7612.634627 sec): 3 clusters Score: Raw -611150.298514 + Penalty 2819.613621 = -608330.684892 nChanged 369 SP:Iteration 6F (7612.692209 sec): 3 clusters Score: Raw -611416.795062 + Penalty 2819.613621 = -608597.181441 nChanged 284 SP:Iteration 7Q (7612.745755 sec): 3 clusters Score: Raw -611569.090065 + Penalty 2819.613621 = -608749.476444 nChanged 170 SP:Iteration 8Q (7612.803346 sec): 3 clusters Score: Raw -611632.238164 + Penalty 2819.613621 = -608812.624543 nChanged 91 SP:Iteration 9Q (7612.855355 sec): 3 clusters Score: Raw -611665.355590 + Penalty 2819.613621 = -608845.741969 nChanged 59 SP:Iteration 10Q (7612.902515 sec): 3 clusters Score: Raw -611684.348645 + Penalty 2819.613621 = -608864.735024 nChanged 56 SP:Iteration 11Q (7612.964171 sec): 3 clusters Score: Raw -611699.462198 + Penalty 2819.613621 = -608879.848577 nChanged 31 SP:Iteration 12Q (7613.016226 sec): 3 clusters Score: Raw -611708.141440 + Penalty 2819.613621 = -608888.527818 nChanged 30 SP:Iteration 13Q (7613.070671 sec): 3 clusters Score: Raw -611715.665430 + Penalty 2819.613621 = -608896.051809 nChanged 22 SP:Iteration 14Q (7613.130101 sec): 3 clusters Score: Raw -611721.216607 + Penalty 2819.613621 = -608901.602986 nChanged 19 SP:Iteration 15Q (7613.183510 sec): 3 clusters Score: Raw -611725.105310 + Penalty 2819.613621 = -608905.491689 nChanged 14 SP:Iteration 16Q (7613.235639 sec): 3 clusters Score: Raw -611728.239190 + Penalty 2819.613621 = -608908.625569 nChanged 13 SP:Iteration 17Q (7613.282147 sec): 3 clusters Score: Raw -611730.302077 + Penalty 2819.613621 = -608910.688455 nChanged 10 SP:Iteration 18Q (7613.344169 sec): 3 clusters Score: Raw -611732.529803 + Penalty 2819.613621 = -608912.916182 nChanged 9 SP:Iteration 19Q (7613.391041 sec): 3 clusters Score: Raw -611734.207787 + Penalty 2819.613621 = -608914.594166 nChanged 5 SP:Iteration 20F (7613.445264 sec): 3 clusters Score: Raw -611734.814839 + Penalty 2819.613621 = -608915.201218 nChanged 6 SP:Iteration 21Q (7613.506388 sec): 3 clusters Score: Raw -611735.916566 + Penalty 2819.613621 = -608916.302944 nChanged 8 SP:Iteration 22Q (7613.563945 sec): 3 clusters Score: Raw -611737.572680 + Penalty 2819.613621 = -608917.959058 nChanged 9 SP:Iteration 23Q (7613.604570 sec): 3 clusters Score: Raw -611739.360836 + Penalty 2819.613621 = -608919.747214 nChanged 9 SP:Iteration 24Q (7613.658883 sec): 3 clusters Score: Raw -611740.975658 + Penalty 2819.613621 = -608921.362037 nChanged 6 SP:Iteration 25Q (7613.720342 sec): 3 clusters Score: Raw -611742.529734 + Penalty 2819.613621 = -608922.916113 nChanged 6 SP:Iteration 26Q (7613.768996 sec): 3 clusters Score: Raw -611743.544518 + Penalty 2819.613621 = -608923.930896 nChanged 3 SP:Iteration 27Q (7613.824413 sec): 3 clusters Score: Raw -611744.292066 + Penalty 2819.613621 = -608924.678445 nChanged 5 SP:Iteration 28Q (7613.872220 sec): 3 clusters Score: Raw -611745.351260 + Penalty 2819.613621 = -608925.737638 nChanged 6 SP:Iteration 29Q (7613.928323 sec): 3 clusters Score: Raw -611746.801020 + Penalty 2819.613621 = -608927.187399 nChanged 3 SP:Iteration 30Q (7613.984741 sec): 3 clusters Score: Raw -611747.126665 + Penalty 2819.613621 = -608927.513043 nChanged 1 SP:Iteration 31Q (7614.040709 sec): 3 clusters Score: Raw -611747.266148 + Penalty 2819.613621 = -608927.652526 nChanged 1 SP:Iteration 32Q (7614.081511 sec): 3 clusters Score: Raw -611747.434393 + Penalty 2819.613621 = -608927.820772 nChanged 2 SP:Iteration 33Q (7614.144675 sec): 3 clusters Score: Raw -611747.774282 + Penalty 2819.613621 = -608928.160660 nChanged 3 SP:Iteration 34Q (7614.190782 sec): 3 clusters Score: Raw -611748.241257 + Penalty 2819.613621 = -608928.627635 nChanged 6 SP:Iteration 35Q (7614.238914 sec): 3 clusters Score: Raw -611749.240988 + Penalty 2819.613621 = -608929.627366 nChanged 4 SP:Iteration 36Q (7614.296148 sec): 3 clusters Score: Raw -611750.014360 + Penalty 2819.613621 = -608930.400738 nChanged 4 SP:Iteration 37Q (7614.340795 sec): 3 clusters Score: Raw -611750.604223 + Penalty 2819.613621 = -608930.990602 nChanged 4 SP:Iteration 38Q (7614.390255 sec): 3 clusters Score: Raw -611751.366868 + Penalty 2819.613621 = -608931.753246 nChanged 6 SP:Iteration 39Q (7614.447979 sec): 3 clusters Score: Raw -611752.719099 + Penalty 2819.613621 = -608933.105478 nChanged 4 SP:Iteration 40F (7614.501840 sec): 3 clusters Score: Raw -611753.727835 + Penalty 2819.613621 = -608934.114214 nChanged 9 SP:Iteration 41Q (7614.563954 sec): 3 clusters Score: Raw -611755.198620 + Penalty 2819.613621 = -608935.584999 nChanged 3 SP:Iteration 42Q (7614.606225 sec): 3 clusters Score: Raw -611755.932789 + Penalty 2819.613621 = -608936.319167 nChanged 2 SP:Iteration 43Q (7614.654493 sec): 3 clusters Score: Raw -611756.315992 + Penalty 2819.613621 = -608936.702371 nChanged 2 SP:Iteration 44Q (7614.707672 sec): 3 clusters Score: Raw -611756.703337 + Penalty 2819.613621 = -608937.089716 nChanged 4 SP:Iteration 45Q (7614.766704 sec): 3 clusters Score: Raw -611757.804688 + Penalty 2819.613621 = -608938.191066 nChanged 7 SP:Iteration 46Q (7614.809902 sec): 3 clusters Score: Raw -611759.247107 + Penalty 2819.613621 = -608939.633485 nChanged 6 SP:Iteration 47Q (7614.859634 sec): 3 clusters Score: Raw -611761.041339 + Penalty 2819.613621 = -608941.427718 nChanged 7 SP:Iteration 48Q (7614.919000 sec): 3 clusters Score: Raw -611762.939254 + Penalty 2819.613621 = -608943.325632 nChanged 2 SP:Iteration 49Q (7614.959809 sec): 3 clusters Score: Raw -611763.204415 + Penalty 2819.613621 = -608943.590794 nChanged 2 SP:Iteration 50Q (7615.011179 sec): 3 clusters Score: Raw -611763.504265 + Penalty 2819.613621 = -608943.890644 nChanged 2 SP:Iteration 51Q (7615.063857 sec): 3 clusters Score: Raw -611763.972233 + Penalty 2819.613621 = -608944.358612 nChanged 4 SP:Iteration 52Q (7615.124992 sec): 3 clusters Score: Raw -611764.391844 + Penalty 2819.613621 = -608944.778223 nChanged 1 SP:Iteration 53Q (7615.171597 sec): 3 clusters Score: Raw -611764.559460 + Penalty 2819.613621 = -608944.945839 nChanged 2 SP:Iteration 54Q (7615.225915 sec): 3 clusters Score: Raw -611764.766969 + Penalty 2819.613621 = -608945.153348 nChanged 0 SP:Iteration 55F (7615.272232 sec): 3 clusters Score: Raw -611764.766969 + Penalty 2819.613621 = -608945.153348 nChanged 0 Trying to split cluster 41 (28201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7615.326787 sec): 2 clusters Score: Raw -2959575.857839 + Penalty 1665.155817 = -2957910.702023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7615.412263 sec): 3 clusters Score: Raw -2942397.644168 + Penalty 3330.311633 = -2939067.332535 nChanged 12782 SP:Iteration 1F (7615.503005 sec): 3 clusters Score: Raw -2949673.876749 + Penalty 3330.311633 = -2946343.565116 nChanged 1434 SP:Iteration 2F (7615.593014 sec): 3 clusters Score: Raw -2950203.004067 + Penalty 3330.311633 = -2946872.692434 nChanged 1422 SP:Iteration 3F (7615.675105 sec): 3 clusters Score: Raw -2950807.480813 + Penalty 3330.311633 = -2947477.169180 nChanged 1468 SP:Iteration 4F (7615.768694 sec): 3 clusters Score: Raw -2951544.089514 + Penalty 3330.311633 = -2948213.777881 nChanged 1578 SP:Iteration 5F (7615.867946 sec): 3 clusters Score: Raw -2952437.378976 + Penalty 3330.311633 = -2949107.067343 nChanged 1625 SP:Iteration 6F (7615.958192 sec): 3 clusters Score: Raw -2953517.499551 + Penalty 3330.311633 = -2950187.187917 nChanged 1724 SP:Iteration 7F (7616.051957 sec): 3 clusters Score: Raw -2954856.368064 + Penalty 3330.311633 = -2951526.056430 nChanged 1635 SP:Iteration 8F (7616.142408 sec): 3 clusters Score: Raw -2956200.543644 + Penalty 3330.311633 = -2952870.232011 nChanged 1369 SP:Iteration 9Q (7616.244774 sec): 3 clusters Score: Raw -2957423.977037 + Penalty 3330.311633 = -2954093.665404 nChanged 1101 SP:Iteration 10Q (7616.339920 sec): 3 clusters Score: Raw -2958414.448734 + Penalty 3330.311633 = -2955084.137101 nChanged 713 SP:Iteration 11Q (7616.429556 sec): 3 clusters Score: Raw -2959052.369015 + Penalty 3330.311633 = -2955722.057382 nChanged 379 SP:Iteration 12Q (7616.521227 sec): 3 clusters Score: Raw -2959393.335018 + Penalty 3330.311633 = -2956063.023385 nChanged 197 SP:Iteration 13Q (7616.607359 sec): 3 clusters Score: Raw -2959579.987168 + Penalty 3330.311633 = -2956249.675535 nChanged 96 SP:Iteration 14Q (7616.691658 sec): 3 clusters Score: Raw -2959674.566907 + Penalty 3330.311633 = -2956344.255274 nChanged 52 SP:Iteration 15Q (7616.776468 sec): 3 clusters Score: Raw -2959723.529478 + Penalty 3330.311633 = -2956393.217845 nChanged 34 SP:Iteration 16Q (7616.855793 sec): 3 clusters Score: Raw -2959754.759347 + Penalty 3330.311633 = -2956424.447714 nChanged 25 SP:Iteration 17Q (7616.945640 sec): 3 clusters Score: Raw -2959780.330691 + Penalty 3330.311633 = -2956450.019058 nChanged 20 SP:Iteration 18Q (7617.030252 sec): 3 clusters Score: Raw -2959797.751555 + Penalty 3330.311633 = -2956467.439922 nChanged 16 SP:Iteration 19Q (7617.101800 sec): 3 clusters Score: Raw -2959813.762860 + Penalty 3330.311633 = -2956483.451227 nChanged 7 SP:Iteration 20F (7617.202869 sec): 3 clusters Score: Raw -2959816.156149 + Penalty 3330.311633 = -2956485.844515 nChanged 4 SP:Iteration 21Q (7617.286170 sec): 3 clusters Score: Raw -2959818.635086 + Penalty 3330.311633 = -2956488.323453 nChanged 4 SP:Iteration 22Q (7617.373305 sec): 3 clusters Score: Raw -2959820.023012 + Penalty 3330.311633 = -2956489.711379 nChanged 1 SP:Iteration 23Q (7617.451903 sec): 3 clusters Score: Raw -2959820.495456 + Penalty 3330.311633 = -2956490.183823 nChanged 1 SP:Iteration 24Q (7617.536050 sec): 3 clusters Score: Raw -2959821.486132 + Penalty 3330.311633 = -2956491.174499 nChanged 1 SP:Iteration 25Q (7617.615724 sec): 3 clusters Score: Raw -2959822.282360 + Penalty 3330.311633 = -2956491.970727 nChanged 2 SP:Iteration 26Q (7617.700691 sec): 3 clusters Score: Raw -2959824.695507 + Penalty 3330.311633 = -2956494.383873 nChanged 3 SP:Iteration 27Q (7617.773847 sec): 3 clusters Score: Raw -2959828.446302 + Penalty 3330.311633 = -2956498.134668 nChanged 5 SP:Iteration 28Q (7617.859036 sec): 3 clusters Score: Raw -2959832.508028 + Penalty 3330.311633 = -2956502.196395 nChanged 4 SP:Iteration 29Q (7617.939082 sec): 3 clusters Score: Raw -2959835.536270 + Penalty 3330.311633 = -2956505.224637 nChanged 3 SP:Iteration 30Q (7618.027486 sec): 3 clusters Score: Raw -2959839.034781 + Penalty 3330.311633 = -2956508.723148 nChanged 6 SP:Iteration 31Q (7618.115689 sec): 3 clusters Score: Raw -2959843.708439 + Penalty 3330.311633 = -2956513.396806 nChanged 3 SP:Iteration 32Q (7618.191353 sec): 3 clusters Score: Raw -2959847.063625 + Penalty 3330.311633 = -2956516.751992 nChanged 4 SP:Iteration 33Q (7618.275246 sec): 3 clusters Score: Raw -2959852.879893 + Penalty 3330.311633 = -2956522.568260 nChanged 3 SP:Iteration 34Q (7618.359396 sec): 3 clusters Score: Raw -2959854.647460 + Penalty 3330.311633 = -2956524.335827 nChanged 2 SP:Iteration 35Q (7618.440084 sec): 3 clusters Score: Raw -2959855.999877 + Penalty 3330.311633 = -2956525.688244 nChanged 2 SP:Iteration 36Q (7618.533793 sec): 3 clusters Score: Raw -2959857.598122 + Penalty 3330.311633 = -2956527.286489 nChanged 1 SP:Iteration 37Q (7618.612242 sec): 3 clusters Score: Raw -2959858.476774 + Penalty 3330.311633 = -2956528.165141 nChanged 0 SP:Iteration 38F (7618.700773 sec): 3 clusters Score: Raw -2959858.476774 + Penalty 3330.311633 = -2956528.165141 nChanged 0 Trying to split cluster 42 (5148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7618.736565 sec): 2 clusters Score: Raw -548892.849353 + Penalty 1388.784080 = -547504.065273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7618.793976 sec): 3 clusters Score: Raw -546241.989398 + Penalty 2777.568160 = -543464.421238 nChanged 2082 SP:Iteration 1F (7618.845857 sec): 3 clusters Score: Raw -547280.098727 + Penalty 2777.568160 = -544502.530567 nChanged 360 SP:Iteration 2F (7618.895147 sec): 3 clusters Score: Raw -547468.411284 + Penalty 2777.568160 = -544690.843124 nChanged 263 SP:Iteration 3F (7618.950440 sec): 3 clusters Score: Raw -547602.050547 + Penalty 2777.568160 = -544824.482387 nChanged 227 SP:Iteration 4Q (7619.004889 sec): 3 clusters Score: Raw -547714.833687 + Penalty 2777.568160 = -544937.265527 nChanged 188 SP:Iteration 5Q (7619.057561 sec): 3 clusters Score: Raw -547795.286414 + Penalty 2777.568160 = -545017.718254 nChanged 165 SP:Iteration 6Q (7619.107962 sec): 3 clusters Score: Raw -547875.025248 + Penalty 2777.568160 = -545097.457088 nChanged 154 SP:Iteration 7Q (7619.157938 sec): 3 clusters Score: Raw -547953.611447 + Penalty 2777.568160 = -545176.043287 nChanged 139 SP:Iteration 8Q (7619.207701 sec): 3 clusters Score: Raw -548023.777733 + Penalty 2777.568160 = -545246.209573 nChanged 152 SP:Iteration 9Q (7619.265247 sec): 3 clusters Score: Raw -548102.779137 + Penalty 2777.568160 = -545325.210977 nChanged 146 SP:Iteration 10Q (7619.319185 sec): 3 clusters Score: Raw -548177.849690 + Penalty 2777.568160 = -545400.281531 nChanged 117 SP:Iteration 11Q (7619.377421 sec): 3 clusters Score: Raw -548245.131071 + Penalty 2777.568160 = -545467.562911 nChanged 134 SP:Iteration 12Q (7619.433985 sec): 3 clusters Score: Raw -548337.138771 + Penalty 2777.568160 = -545559.570611 nChanged 147 SP:Iteration 13Q (7619.488116 sec): 3 clusters Score: Raw -548435.061699 + Penalty 2777.568160 = -545657.493539 nChanged 137 SP:Iteration 14Q (7619.541493 sec): 3 clusters Score: Raw -548524.151630 + Penalty 2777.568160 = -545746.583471 nChanged 122 SP:Iteration 15Q (7619.585083 sec): 3 clusters Score: Raw -548592.572185 + Penalty 2777.568160 = -545815.004026 nChanged 101 SP:Iteration 16Q (7619.645128 sec): 3 clusters Score: Raw -548656.782817 + Penalty 2777.568160 = -545879.214657 nChanged 84 SP:Iteration 17Q (7619.685745 sec): 3 clusters Score: Raw -548706.134168 + Penalty 2777.568160 = -545928.566008 nChanged 58 SP:Iteration 18Q (7619.745108 sec): 3 clusters Score: Raw -548742.115276 + Penalty 2777.568160 = -545964.547116 nChanged 67 SP:Iteration 19Q (7619.788644 sec): 3 clusters Score: Raw -548788.101825 + Penalty 2777.568160 = -546010.533665 nChanged 60 SP:Iteration 20F (7619.843194 sec): 3 clusters Score: Raw -548823.447207 + Penalty 2777.568160 = -546045.879047 nChanged 52 SP:Iteration 21Q (7619.903406 sec): 3 clusters Score: Raw -548855.337631 + Penalty 2777.568160 = -546077.769471 nChanged 47 SP:Iteration 22Q (7619.956646 sec): 3 clusters Score: Raw -548886.092861 + Penalty 2777.568160 = -546108.524701 nChanged 48 SP:Iteration 23Q (7619.999156 sec): 3 clusters Score: Raw -548919.831963 + Penalty 2777.568160 = -546142.263803 nChanged 35 SP:Iteration 24Q (7620.060291 sec): 3 clusters Score: Raw -548945.064908 + Penalty 2777.568160 = -546167.496748 nChanged 29 SP:Iteration 25Q (7620.103000 sec): 3 clusters Score: Raw -548964.160932 + Penalty 2777.568160 = -546186.592772 nChanged 22 SP:Iteration 26Q (7620.162439 sec): 3 clusters Score: Raw -548977.637241 + Penalty 2777.568160 = -546200.069081 nChanged 16 SP:Iteration 27Q (7620.204876 sec): 3 clusters Score: Raw -548986.845995 + Penalty 2777.568160 = -546209.277836 nChanged 19 SP:Iteration 28Q (7620.257673 sec): 3 clusters Score: Raw -548998.072575 + Penalty 2777.568160 = -546220.504415 nChanged 10 SP:Iteration 29Q (7620.294706 sec): 3 clusters Score: Raw -549003.738184 + Penalty 2777.568160 = -546226.170024 nChanged 8 SP:Iteration 30Q (7620.342432 sec): 3 clusters Score: Raw -549009.747879 + Penalty 2777.568160 = -546232.179719 nChanged 9 SP:Iteration 31Q (7620.388961 sec): 3 clusters Score: Raw -549013.203746 + Penalty 2777.568160 = -546235.635586 nChanged 4 SP:Iteration 32Q (7620.437099 sec): 3 clusters Score: Raw -549015.621269 + Penalty 2777.568160 = -546238.053109 nChanged 2 SP:Iteration 33Q (7620.492376 sec): 3 clusters Score: Raw -549016.469818 + Penalty 2777.568160 = -546238.901658 nChanged 3 SP:Iteration 34Q (7620.539305 sec): 3 clusters Score: Raw -549018.137449 + Penalty 2777.568160 = -546240.569289 nChanged 2 SP:Iteration 35Q (7620.588668 sec): 3 clusters Score: Raw -549020.557776 + Penalty 2777.568160 = -546242.989616 nChanged 2 SP:Iteration 36Q (7620.648048 sec): 3 clusters Score: Raw -549022.272493 + Penalty 2777.568160 = -546244.704333 nChanged 3 SP:Iteration 37Q (7620.690559 sec): 3 clusters Score: Raw -549025.768219 + Penalty 2777.568160 = -546248.200059 nChanged 5 SP:Iteration 38Q (7620.741182 sec): 3 clusters Score: Raw -549029.745047 + Penalty 2777.568160 = -546252.176887 nChanged 2 SP:Iteration 39Q (7620.787748 sec): 3 clusters Score: Raw -549030.263336 + Penalty 2777.568160 = -546252.695176 nChanged 1 SP:Iteration 40F (7620.838037 sec): 3 clusters Score: Raw -549030.415353 + Penalty 2777.568160 = -546252.847193 nChanged 0 Trying to split cluster 43 (32730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7620.905996 sec): 2 clusters Score: Raw -3570106.903316 + Penalty 1689.357697 = -3568417.545619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7620.996241 sec): 3 clusters Score: Raw -3549887.956892 + Penalty 3378.715394 = -3546509.241498 nChanged 15088 SP:Iteration 1F (7621.095171 sec): 3 clusters Score: Raw -3558369.433662 + Penalty 3378.715394 = -3554990.718267 nChanged 1606 SP:Iteration 2Q (7621.193373 sec): 3 clusters Score: Raw -3558980.308860 + Penalty 3378.715394 = -3555601.593465 nChanged 1678 SP:Iteration 3F (7621.295522 sec): 3 clusters Score: Raw -3559674.710379 + Penalty 3378.715394 = -3556295.994985 nChanged 1757 SP:Iteration 4F (7621.385294 sec): 3 clusters Score: Raw -3560569.595258 + Penalty 3378.715394 = -3557190.879863 nChanged 1976 SP:Iteration 5F (7621.480061 sec): 3 clusters Score: Raw -3561720.939630 + Penalty 3378.715394 = -3558342.224236 nChanged 2076 SP:Iteration 6F (7621.581268 sec): 3 clusters Score: Raw -3563089.620130 + Penalty 3378.715394 = -3559710.904736 nChanged 2107 SP:Iteration 7F (7621.679729 sec): 3 clusters Score: Raw -3564697.585179 + Penalty 3378.715394 = -3561318.869785 nChanged 1962 SP:Iteration 8F (7621.780539 sec): 3 clusters Score: Raw -3566382.796518 + Penalty 3378.715394 = -3563004.081123 nChanged 1564 SP:Iteration 9Q (7621.880127 sec): 3 clusters Score: Raw -3567873.377911 + Penalty 3378.715394 = -3564494.662516 nChanged 1136 SP:Iteration 10Q (7621.978961 sec): 3 clusters Score: Raw -3568988.322179 + Penalty 3378.715394 = -3565609.606785 nChanged 785 SP:Iteration 11Q (7622.079467 sec): 3 clusters Score: Raw -3569646.204573 + Penalty 3378.715394 = -3566267.489179 nChanged 512 SP:Iteration 12Q (7622.174504 sec): 3 clusters Score: Raw -3569997.825712 + Penalty 3378.715394 = -3566619.110317 nChanged 364 SP:Iteration 13Q (7622.262641 sec): 3 clusters Score: Raw -3570202.264426 + Penalty 3378.715394 = -3566823.549032 nChanged 271 SP:Iteration 14Q (7622.363704 sec): 3 clusters Score: Raw -3570314.834549 + Penalty 3378.715394 = -3566936.119155 nChanged 195 SP:Iteration 15Q (7622.448558 sec): 3 clusters Score: Raw -3570380.742481 + Penalty 3378.715394 = -3567002.027086 nChanged 171 SP:Iteration 16Q (7622.541869 sec): 3 clusters Score: Raw -3570439.247608 + Penalty 3378.715394 = -3567060.532213 nChanged 128 SP:Iteration 17Q (7622.628061 sec): 3 clusters Score: Raw -3570472.678267 + Penalty 3378.715394 = -3567093.962873 nChanged 98 SP:Iteration 18Q (7622.727913 sec): 3 clusters Score: Raw -3570497.686991 + Penalty 3378.715394 = -3567118.971596 nChanged 79 SP:Iteration 19Q (7622.824855 sec): 3 clusters Score: Raw -3570514.116022 + Penalty 3378.715394 = -3567135.400628 nChanged 69 SP:Iteration 20F (7622.918939 sec): 3 clusters Score: Raw -3570529.895175 + Penalty 3378.715394 = -3567151.179780 nChanged 53 SP:Iteration 21Q (7623.009896 sec): 3 clusters Score: Raw -3570539.412110 + Penalty 3378.715394 = -3567160.696715 nChanged 43 SP:Iteration 22Q (7623.099698 sec): 3 clusters Score: Raw -3570545.971547 + Penalty 3378.715394 = -3567167.256153 nChanged 49 SP:Iteration 23Q (7623.183597 sec): 3 clusters Score: Raw -3570553.404826 + Penalty 3378.715394 = -3567174.689432 nChanged 35 SP:Iteration 24Q (7623.275713 sec): 3 clusters Score: Raw -3570557.978131 + Penalty 3378.715394 = -3567179.262737 nChanged 32 SP:Iteration 25Q (7623.368562 sec): 3 clusters Score: Raw -3570562.665480 + Penalty 3378.715394 = -3567183.950085 nChanged 36 SP:Iteration 26Q (7623.451900 sec): 3 clusters Score: Raw -3570567.422448 + Penalty 3378.715394 = -3567188.707054 nChanged 33 SP:Iteration 27Q (7623.546617 sec): 3 clusters Score: Raw -3570572.110546 + Penalty 3378.715394 = -3567193.395151 nChanged 31 SP:Iteration 28Q (7623.640277 sec): 3 clusters Score: Raw -3570576.312574 + Penalty 3378.715394 = -3567197.597179 nChanged 27 SP:Iteration 29Q (7623.730858 sec): 3 clusters Score: Raw -3570580.689656 + Penalty 3378.715394 = -3567201.974262 nChanged 19 SP:Iteration 30Q (7623.815372 sec): 3 clusters Score: Raw -3570582.784023 + Penalty 3378.715394 = -3567204.068628 nChanged 23 SP:Iteration 31Q (7623.911864 sec): 3 clusters Score: Raw -3570585.885642 + Penalty 3378.715394 = -3567207.170247 nChanged 17 SP:Iteration 32Q (7624.010092 sec): 3 clusters Score: Raw -3570587.753769 + Penalty 3378.715394 = -3567209.038375 nChanged 8 SP:Iteration 33Q (7624.101004 sec): 3 clusters Score: Raw -3570588.724587 + Penalty 3378.715394 = -3567210.009193 nChanged 8 SP:Iteration 34Q (7624.190489 sec): 3 clusters Score: Raw -3570589.646149 + Penalty 3378.715394 = -3567210.930755 nChanged 13 SP:Iteration 35Q (7624.274058 sec): 3 clusters Score: Raw -3570591.554074 + Penalty 3378.715394 = -3567212.838679 nChanged 11 SP:Iteration 36Q (7624.367242 sec): 3 clusters Score: Raw -3570592.666718 + Penalty 3378.715394 = -3567213.951324 nChanged 6 SP:Iteration 37Q (7624.458921 sec): 3 clusters Score: Raw -3570593.138279 + Penalty 3378.715394 = -3567214.422884 nChanged 8 SP:Iteration 38Q (7624.551665 sec): 3 clusters Score: Raw -3570593.591639 + Penalty 3378.715394 = -3567214.876245 nChanged 1 SP:Iteration 39Q (7624.642119 sec): 3 clusters Score: Raw -3570593.669404 + Penalty 3378.715394 = -3567214.954010 nChanged 0 SP:Iteration 40F (7624.735715 sec): 3 clusters Score: Raw -3570593.669404 + Penalty 3378.715394 = -3567214.954010 nChanged 0 Trying to split cluster 44 (11767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7624.781900 sec): 2 clusters Score: Raw -1282358.187726 + Penalty 1523.121321 = -1280835.066406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7624.848436 sec): 3 clusters Score: Raw -1275489.852040 + Penalty 3046.242642 = -1272443.609398 nChanged 5172 SP:Iteration 1F (7624.915316 sec): 3 clusters Score: Raw -1278346.190041 + Penalty 3046.242642 = -1275299.947399 nChanged 738 SP:Iteration 2F (7624.970532 sec): 3 clusters Score: Raw -1278686.854703 + Penalty 3046.242642 = -1275640.612061 nChanged 659 SP:Iteration 3F (7625.042053 sec): 3 clusters Score: Raw -1278997.368981 + Penalty 3046.242642 = -1275951.126340 nChanged 645 SP:Iteration 4F (7625.110672 sec): 3 clusters Score: Raw -1279344.328062 + Penalty 3046.242642 = -1276298.085420 nChanged 684 SP:Iteration 5F (7625.173071 sec): 3 clusters Score: Raw -1279761.807282 + Penalty 3046.242642 = -1276715.564640 nChanged 697 SP:Iteration 6F (7625.236397 sec): 3 clusters Score: Raw -1280263.444377 + Penalty 3046.242642 = -1277217.201735 nChanged 711 SP:Iteration 7F (7625.300259 sec): 3 clusters Score: Raw -1280879.032348 + Penalty 3046.242642 = -1277832.789706 nChanged 651 SP:Iteration 8F (7625.349417 sec): 3 clusters Score: Raw -1281568.006053 + Penalty 3046.242642 = -1278521.763411 nChanged 545 SP:Iteration 9Q (7625.412042 sec): 3 clusters Score: Raw -1282160.542687 + Penalty 3046.242642 = -1279114.300045 nChanged 375 SP:Iteration 10Q (7625.478511 sec): 3 clusters Score: Raw -1282453.340493 + Penalty 3046.242642 = -1279407.097851 nChanged 232 SP:Iteration 11Q (7625.535085 sec): 3 clusters Score: Raw -1282585.248983 + Penalty 3046.242642 = -1279539.006342 nChanged 147 SP:Iteration 12Q (7625.595829 sec): 3 clusters Score: Raw -1282644.792727 + Penalty 3046.242642 = -1279598.550086 nChanged 96 SP:Iteration 13Q (7625.663314 sec): 3 clusters Score: Raw -1282677.305313 + Penalty 3046.242642 = -1279631.062671 nChanged 65 SP:Iteration 14Q (7625.720054 sec): 3 clusters Score: Raw -1282695.908576 + Penalty 3046.242642 = -1279649.665935 nChanged 56 SP:Iteration 15Q (7625.781919 sec): 3 clusters Score: Raw -1282711.195208 + Penalty 3046.242642 = -1279664.952566 nChanged 44 SP:Iteration 16Q (7625.843985 sec): 3 clusters Score: Raw -1282720.746427 + Penalty 3046.242642 = -1279674.503785 nChanged 40 SP:Iteration 17Q (7625.914286 sec): 3 clusters Score: Raw -1282730.793474 + Penalty 3046.242642 = -1279684.550833 nChanged 30 SP:Iteration 18Q (7625.973326 sec): 3 clusters Score: Raw -1282736.849738 + Penalty 3046.242642 = -1279690.607096 nChanged 19 SP:Iteration 19Q (7626.037808 sec): 3 clusters Score: Raw -1282739.919957 + Penalty 3046.242642 = -1279693.677316 nChanged 19 SP:Iteration 20F (7626.095636 sec): 3 clusters Score: Raw -1282742.638600 + Penalty 3046.242642 = -1279696.395958 nChanged 13 SP:Iteration 21Q (7626.164042 sec): 3 clusters Score: Raw -1282744.727359 + Penalty 3046.242642 = -1279698.484717 nChanged 11 SP:Iteration 22Q (7626.224498 sec): 3 clusters Score: Raw -1282747.055250 + Penalty 3046.242642 = -1279700.812609 nChanged 17 SP:Iteration 23Q (7626.276494 sec): 3 clusters Score: Raw -1282750.261997 + Penalty 3046.242642 = -1279704.019355 nChanged 16 SP:Iteration 24Q (7626.342882 sec): 3 clusters Score: Raw -1282753.703905 + Penalty 3046.242642 = -1279707.461263 nChanged 10 SP:Iteration 25Q (7626.392186 sec): 3 clusters Score: Raw -1282755.288682 + Penalty 3046.242642 = -1279709.046040 nChanged 8 SP:Iteration 26Q (7626.456140 sec): 3 clusters Score: Raw -1282756.335049 + Penalty 3046.242642 = -1279710.092407 nChanged 9 SP:Iteration 27Q (7626.515709 sec): 3 clusters Score: Raw -1282757.401880 + Penalty 3046.242642 = -1279711.159238 nChanged 7 SP:Iteration 28Q (7626.571199 sec): 3 clusters Score: Raw -1282758.173592 + Penalty 3046.242642 = -1279711.930950 nChanged 4 SP:Iteration 29Q (7626.624109 sec): 3 clusters Score: Raw -1282758.701648 + Penalty 3046.242642 = -1279712.459006 nChanged 3 SP:Iteration 30Q (7626.681526 sec): 3 clusters Score: Raw -1282758.949986 + Penalty 3046.242642 = -1279712.707344 nChanged 3 SP:Iteration 31Q (7626.737934 sec): 3 clusters Score: Raw -1282759.742777 + Penalty 3046.242642 = -1279713.500135 nChanged 6 SP:Iteration 32Q (7626.798682 sec): 3 clusters Score: Raw -1282760.254697 + Penalty 3046.242642 = -1279714.012056 nChanged 5 SP:Iteration 33Q (7626.861997 sec): 3 clusters Score: Raw -1282760.888784 + Penalty 3046.242642 = -1279714.646142 nChanged 5 SP:Iteration 34Q (7626.926283 sec): 3 clusters Score: Raw -1282761.875377 + Penalty 3046.242642 = -1279715.632735 nChanged 5 SP:Iteration 35Q (7626.980774 sec): 3 clusters Score: Raw -1282762.676816 + Penalty 3046.242642 = -1279716.434175 nChanged 2 SP:Iteration 36Q (7627.046838 sec): 3 clusters Score: Raw -1282762.970330 + Penalty 3046.242642 = -1279716.727688 nChanged 3 SP:Iteration 37Q (7627.097153 sec): 3 clusters Score: Raw -1282763.322745 + Penalty 3046.242642 = -1279717.080103 nChanged 3 SP:Iteration 38Q (7627.157997 sec): 3 clusters Score: Raw -1282763.689262 + Penalty 3046.242642 = -1279717.446620 nChanged 2 SP:Iteration 39Q (7627.221862 sec): 3 clusters Score: Raw -1282763.916480 + Penalty 3046.242642 = -1279717.673838 nChanged 0 SP:Iteration 40F (7627.287370 sec): 3 clusters Score: Raw -1282763.916480 + Penalty 3046.242642 = -1279717.673838 nChanged 0 Trying to split cluster 45 (7579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7627.319730 sec): 2 clusters Score: Raw -809398.625722 + Penalty 1451.634688 = -807946.991033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7627.371647 sec): 3 clusters Score: Raw -805339.691597 + Penalty 2903.269377 = -802436.422220 nChanged 3094 SP:Iteration 1F (7627.415627 sec): 3 clusters Score: Raw -807133.763118 + Penalty 2903.269377 = -804230.493741 nChanged 562 SP:Iteration 2F (7627.480955 sec): 3 clusters Score: Raw -807477.802892 + Penalty 2903.269377 = -804574.533516 nChanged 477 SP:Iteration 3F (7627.525053 sec): 3 clusters Score: Raw -807790.826828 + Penalty 2903.269377 = -804887.557452 nChanged 451 SP:Iteration 4F (7627.579131 sec): 3 clusters Score: Raw -808119.997389 + Penalty 2903.269377 = -805216.728012 nChanged 432 SP:Iteration 5F (7627.644795 sec): 3 clusters Score: Raw -808461.862020 + Penalty 2903.269377 = -805558.592643 nChanged 396 SP:Iteration 6F (7627.700890 sec): 3 clusters Score: Raw -808776.926619 + Penalty 2903.269377 = -805873.657242 nChanged 289 SP:Iteration 7Q (7627.759347 sec): 3 clusters Score: Raw -809025.389994 + Penalty 2903.269377 = -806122.120618 nChanged 241 SP:Iteration 8Q (7627.819939 sec): 3 clusters Score: Raw -809239.031299 + Penalty 2903.269377 = -806335.761922 nChanged 168 SP:Iteration 9Q (7627.872482 sec): 3 clusters Score: Raw -809378.331578 + Penalty 2903.269377 = -806475.062201 nChanged 108 SP:Iteration 10Q (7627.929272 sec): 3 clusters Score: Raw -809463.685471 + Penalty 2903.269377 = -806560.416094 nChanged 67 SP:Iteration 11Q (7627.982941 sec): 3 clusters Score: Raw -809521.873065 + Penalty 2903.269377 = -806618.603688 nChanged 51 SP:Iteration 12Q (7628.040129 sec): 3 clusters Score: Raw -809562.045465 + Penalty 2903.269377 = -806658.776089 nChanged 39 SP:Iteration 13Q (7628.099906 sec): 3 clusters Score: Raw -809590.310060 + Penalty 2903.269377 = -806687.040683 nChanged 22 SP:Iteration 14Q (7628.157620 sec): 3 clusters Score: Raw -809607.910074 + Penalty 2903.269377 = -806704.640697 nChanged 20 SP:Iteration 15Q (7628.201751 sec): 3 clusters Score: Raw -809622.729903 + Penalty 2903.269377 = -806719.460526 nChanged 14 SP:Iteration 16Q (7628.261578 sec): 3 clusters Score: Raw -809631.785903 + Penalty 2903.269377 = -806728.516527 nChanged 7 SP:Iteration 17Q (7628.305702 sec): 3 clusters Score: Raw -809638.281084 + Penalty 2903.269377 = -806735.011707 nChanged 5 SP:Iteration 18Q (7628.368412 sec): 3 clusters Score: Raw -809643.348873 + Penalty 2903.269377 = -806740.079496 nChanged 6 SP:Iteration 19Q (7628.425595 sec): 3 clusters Score: Raw -809648.273205 + Penalty 2903.269377 = -806745.003829 nChanged 5 SP:Iteration 20F (7628.481015 sec): 3 clusters Score: Raw -809651.084724 + Penalty 2903.269377 = -806747.815347 nChanged 3 SP:Iteration 21Q (7628.528574 sec): 3 clusters Score: Raw -809653.028130 + Penalty 2903.269377 = -806749.758753 nChanged 4 SP:Iteration 22Q (7628.590901 sec): 3 clusters Score: Raw -809656.285986 + Penalty 2903.269377 = -806753.016609 nChanged 4 SP:Iteration 23Q (7628.634936 sec): 3 clusters Score: Raw -809658.596172 + Penalty 2903.269377 = -806755.326795 nChanged 4 SP:Iteration 24Q (7628.701176 sec): 3 clusters Score: Raw -809661.396926 + Penalty 2903.269377 = -806758.127549 nChanged 5 SP:Iteration 25Q (7628.759082 sec): 3 clusters Score: Raw -809664.500698 + Penalty 2903.269377 = -806761.231321 nChanged 4 SP:Iteration 26Q (7628.812670 sec): 3 clusters Score: Raw -809668.675248 + Penalty 2903.269377 = -806765.405871 nChanged 6 SP:Iteration 27Q (7628.868820 sec): 3 clusters Score: Raw -809673.766043 + Penalty 2903.269377 = -806770.496666 nChanged 4 SP:Iteration 28Q (7628.924816 sec): 3 clusters Score: Raw -809676.821775 + Penalty 2903.269377 = -806773.552398 nChanged 2 SP:Iteration 29Q (7628.983142 sec): 3 clusters Score: Raw -809679.195044 + Penalty 2903.269377 = -806775.925668 nChanged 3 SP:Iteration 30Q (7629.038718 sec): 3 clusters Score: Raw -809681.118881 + Penalty 2903.269377 = -806777.849504 nChanged 3 SP:Iteration 31Q (7629.094496 sec): 3 clusters Score: Raw -809683.051460 + Penalty 2903.269377 = -806779.782084 nChanged 3 SP:Iteration 32Q (7629.137287 sec): 3 clusters Score: Raw -809685.415228 + Penalty 2903.269377 = -806782.145852 nChanged 1 SP:Iteration 33Q (7629.189850 sec): 3 clusters Score: Raw -809686.133120 + Penalty 2903.269377 = -806782.863743 nChanged 2 SP:Iteration 34Q (7629.254809 sec): 3 clusters Score: Raw -809686.997915 + Penalty 2903.269377 = -806783.728538 nChanged 0 SP:Iteration 35F (7629.304964 sec): 3 clusters Score: Raw -809686.997915 + Penalty 2903.269377 = -806783.728538 nChanged 0 Trying to split cluster 46 (12138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7629.356237 sec): 2 clusters Score: Raw -1224712.604335 + Penalty 1528.165650 = -1223184.438686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7629.417932 sec): 3 clusters Score: Raw -1217590.687316 + Penalty 3056.331300 = -1214534.356017 nChanged 5412 SP:Iteration 1F (7629.486611 sec): 3 clusters Score: Raw -1220436.287902 + Penalty 3056.331300 = -1217379.956603 nChanged 697 SP:Iteration 2F (7629.552412 sec): 3 clusters Score: Raw -1220702.616921 + Penalty 3056.331300 = -1217646.285622 nChanged 614 SP:Iteration 3F (7629.619034 sec): 3 clusters Score: Raw -1220948.490041 + Penalty 3056.331300 = -1217892.158742 nChanged 596 SP:Iteration 4Q (7629.684623 sec): 3 clusters Score: Raw -1221184.968964 + Penalty 3056.331300 = -1218128.637664 nChanged 530 SP:Iteration 5Q (7629.748731 sec): 3 clusters Score: Raw -1221397.071825 + Penalty 3056.331300 = -1218340.740526 nChanged 488 SP:Iteration 6Q (7629.815629 sec): 3 clusters Score: Raw -1221592.651853 + Penalty 3056.331300 = -1218536.320554 nChanged 440 SP:Iteration 7Q (7629.883701 sec): 3 clusters Score: Raw -1221778.532467 + Penalty 3056.331300 = -1218722.201168 nChanged 462 SP:Iteration 8Q (7629.949456 sec): 3 clusters Score: Raw -1221994.588188 + Penalty 3056.331300 = -1218938.256888 nChanged 490 SP:Iteration 9Q (7630.020277 sec): 3 clusters Score: Raw -1222244.994486 + Penalty 3056.331300 = -1219188.663187 nChanged 520 SP:Iteration 10Q (7630.081342 sec): 3 clusters Score: Raw -1222507.992174 + Penalty 3056.331300 = -1219451.660875 nChanged 447 SP:Iteration 11Q (7630.147496 sec): 3 clusters Score: Raw -1222749.012849 + Penalty 3056.331300 = -1219692.681549 nChanged 424 SP:Iteration 12Q (7630.213159 sec): 3 clusters Score: Raw -1222967.123515 + Penalty 3056.331300 = -1219910.792215 nChanged 416 SP:Iteration 13Q (7630.269981 sec): 3 clusters Score: Raw -1223203.073029 + Penalty 3056.331300 = -1220146.741730 nChanged 434 SP:Iteration 14Q (7630.329620 sec): 3 clusters Score: Raw -1223471.267163 + Penalty 3056.331300 = -1220414.935863 nChanged 355 SP:Iteration 15Q (7630.400442 sec): 3 clusters Score: Raw -1223684.147438 + Penalty 3056.331300 = -1220627.816138 nChanged 330 SP:Iteration 16Q (7630.464902 sec): 3 clusters Score: Raw -1223893.172101 + Penalty 3056.331300 = -1220836.840801 nChanged 319 SP:Iteration 17Q (7630.536291 sec): 3 clusters Score: Raw -1224091.100667 + Penalty 3056.331300 = -1221034.769367 nChanged 272 SP:Iteration 18Q (7630.604016 sec): 3 clusters Score: Raw -1224267.364190 + Penalty 3056.331300 = -1221211.032890 nChanged 235 SP:Iteration 19Q (7630.665594 sec): 3 clusters Score: Raw -1224413.671599 + Penalty 3056.331300 = -1221357.340299 nChanged 184 SP:Iteration 20F (7630.719242 sec): 3 clusters Score: Raw -1224513.610489 + Penalty 3056.331300 = -1221457.279189 nChanged 139 SP:Iteration 21Q (7630.780918 sec): 3 clusters Score: Raw -1224577.348647 + Penalty 3056.331300 = -1221521.017347 nChanged 122 SP:Iteration 22Q (7630.838288 sec): 3 clusters Score: Raw -1224641.432840 + Penalty 3056.331300 = -1221585.101541 nChanged 111 SP:Iteration 23Q (7630.911959 sec): 3 clusters Score: Raw -1224701.768317 + Penalty 3056.331300 = -1221645.437017 nChanged 88 SP:Iteration 24Q (7630.977683 sec): 3 clusters Score: Raw -1224748.738827 + Penalty 3056.331300 = -1221692.407528 nChanged 80 SP:Iteration 25Q (7631.034744 sec): 3 clusters Score: Raw -1224788.997105 + Penalty 3056.331300 = -1221732.665805 nChanged 63 SP:Iteration 26Q (7631.102310 sec): 3 clusters Score: Raw -1224815.380524 + Penalty 3056.331300 = -1221759.049225 nChanged 50 SP:Iteration 27Q (7631.157231 sec): 3 clusters Score: Raw -1224837.394357 + Penalty 3056.331300 = -1221781.063058 nChanged 37 SP:Iteration 28Q (7631.234117 sec): 3 clusters Score: Raw -1224853.775840 + Penalty 3056.331300 = -1221797.444540 nChanged 27 SP:Iteration 29Q (7631.297604 sec): 3 clusters Score: Raw -1224862.557530 + Penalty 3056.331300 = -1221806.226231 nChanged 26 SP:Iteration 30Q (7631.355426 sec): 3 clusters Score: Raw -1224873.364032 + Penalty 3056.331300 = -1221817.032733 nChanged 20 SP:Iteration 31Q (7631.413294 sec): 3 clusters Score: Raw -1224881.244737 + Penalty 3056.331300 = -1221824.913437 nChanged 22 SP:Iteration 32Q (7631.472248 sec): 3 clusters Score: Raw -1224889.069147 + Penalty 3056.331300 = -1221832.737848 nChanged 22 SP:Iteration 33Q (7631.515612 sec): 3 clusters Score: Raw -1224898.714602 + Penalty 3056.331300 = -1221842.383303 nChanged 24 SP:Iteration 34Q (7631.577765 sec): 3 clusters Score: Raw -1224907.206785 + Penalty 3056.331300 = -1221850.875485 nChanged 20 SP:Iteration 35Q (7631.639625 sec): 3 clusters Score: Raw -1224914.099347 + Penalty 3056.331300 = -1221857.768047 nChanged 12 SP:Iteration 36Q (7631.693499 sec): 3 clusters Score: Raw -1224918.164393 + Penalty 3056.331300 = -1221861.833094 nChanged 11 SP:Iteration 37Q (7631.754530 sec): 3 clusters Score: Raw -1224921.525807 + Penalty 3056.331300 = -1221865.194508 nChanged 6 SP:Iteration 38Q (7631.815818 sec): 3 clusters Score: Raw -1224923.602798 + Penalty 3056.331300 = -1221867.271498 nChanged 7 SP:Iteration 39Q (7631.875429 sec): 3 clusters Score: Raw -1224926.508478 + Penalty 3056.331300 = -1221870.177178 nChanged 5 SP:Iteration 40F (7631.939062 sec): 3 clusters Score: Raw -1224928.390703 + Penalty 3056.331300 = -1221872.059404 nChanged 5 SP:Iteration 41Q (7631.997469 sec): 3 clusters Score: Raw -1224930.182921 + Penalty 3056.331300 = -1221873.851621 nChanged 2 SP:Iteration 42Q (7632.050114 sec): 3 clusters Score: Raw -1224930.513546 + Penalty 3056.331300 = -1221874.182247 nChanged 4 SP:Iteration 43Q (7632.107329 sec): 3 clusters Score: Raw -1224931.141480 + Penalty 3056.331300 = -1221874.810180 nChanged 2 SP:Iteration 44Q (7632.167651 sec): 3 clusters Score: Raw -1224931.496571 + Penalty 3056.331300 = -1221875.165271 nChanged 0 SP:Iteration 45F (7632.235428 sec): 3 clusters Score: Raw -1224931.496571 + Penalty 3056.331300 = -1221875.165271 nChanged 0 Trying to split cluster 47 (6389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7632.253509 sec): 2 clusters Score: Raw -633259.404058 + Penalty 1423.879119 = -631835.524938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7632.304893 sec): 3 clusters Score: Raw -629812.812764 + Penalty 2847.758238 = -626965.054525 nChanged 2631 SP:Iteration 1F (7632.354040 sec): 3 clusters Score: Raw -631233.660926 + Penalty 2847.758238 = -628385.902688 nChanged 421 SP:Iteration 2F (7632.408398 sec): 3 clusters Score: Raw -631446.616554 + Penalty 2847.758238 = -628598.858316 nChanged 349 SP:Iteration 3F (7632.461812 sec): 3 clusters Score: Raw -631630.299744 + Penalty 2847.758238 = -628782.541506 nChanged 318 SP:Iteration 4Q (7632.519511 sec): 3 clusters Score: Raw -631807.767736 + Penalty 2847.758238 = -628960.009498 nChanged 304 SP:Iteration 5Q (7632.568578 sec): 3 clusters Score: Raw -631997.033817 + Penalty 2847.758238 = -629149.275579 nChanged 313 SP:Iteration 6Q (7632.626379 sec): 3 clusters Score: Raw -632228.519948 + Penalty 2847.758238 = -629380.761710 nChanged 316 SP:Iteration 7Q (7632.677107 sec): 3 clusters Score: Raw -632470.003159 + Penalty 2847.758238 = -629622.244921 nChanged 324 SP:Iteration 8F (7632.728454 sec): 3 clusters Score: Raw -632742.177387 + Penalty 2847.758238 = -629894.419149 nChanged 269 SP:Iteration 9Q (7632.772672 sec): 3 clusters Score: Raw -632959.181665 + Penalty 2847.758238 = -630111.423427 nChanged 199 SP:Iteration 10Q (7632.823058 sec): 3 clusters Score: Raw -633134.178236 + Penalty 2847.758238 = -630286.419998 nChanged 120 SP:Iteration 11Q (7632.884317 sec): 3 clusters Score: Raw -633239.389946 + Penalty 2847.758238 = -630391.631708 nChanged 83 SP:Iteration 12Q (7632.928771 sec): 3 clusters Score: Raw -633319.006778 + Penalty 2847.758238 = -630471.248540 nChanged 51 SP:Iteration 13Q (7632.993069 sec): 3 clusters Score: Raw -633371.831884 + Penalty 2847.758238 = -630524.073645 nChanged 32 SP:Iteration 14Q (7633.037434 sec): 3 clusters Score: Raw -633409.205465 + Penalty 2847.758238 = -630561.447227 nChanged 22 SP:Iteration 15Q (7633.094848 sec): 3 clusters Score: Raw -633431.218165 + Penalty 2847.758238 = -630583.459927 nChanged 13 SP:Iteration 16Q (7633.146534 sec): 3 clusters Score: Raw -633446.342490 + Penalty 2847.758238 = -630598.584252 nChanged 6 SP:Iteration 17Q (7633.199959 sec): 3 clusters Score: Raw -633452.014476 + Penalty 2847.758238 = -630604.256237 nChanged 3 SP:Iteration 18Q (7633.254713 sec): 3 clusters Score: Raw -633456.381312 + Penalty 2847.758238 = -630608.623074 nChanged 2 SP:Iteration 19Q (7633.307369 sec): 3 clusters Score: Raw -633461.387959 + Penalty 2847.758238 = -630613.629721 nChanged 2 SP:Iteration 20F (7633.363744 sec): 3 clusters Score: Raw -633463.665999 + Penalty 2847.758238 = -630615.907760 nChanged 3 SP:Iteration 21Q (7633.408101 sec): 3 clusters Score: Raw -633467.498651 + Penalty 2847.758238 = -630619.740412 nChanged 2 SP:Iteration 22Q (7633.450426 sec): 3 clusters Score: Raw -633468.680310 + Penalty 2847.758238 = -630620.922072 nChanged 3 SP:Iteration 23Q (7633.511472 sec): 3 clusters Score: Raw -633472.573702 + Penalty 2847.758238 = -630624.815464 nChanged 3 SP:Iteration 24Q (7633.553934 sec): 3 clusters Score: Raw -633476.112661 + Penalty 2847.758238 = -630628.354423 nChanged 3 SP:Iteration 25Q (7633.612825 sec): 3 clusters Score: Raw -633478.552494 + Penalty 2847.758238 = -630630.794256 nChanged 2 SP:Iteration 26Q (7633.657357 sec): 3 clusters Score: Raw -633480.416470 + Penalty 2847.758238 = -630632.658232 nChanged 2 SP:Iteration 27Q (7633.715917 sec): 3 clusters Score: Raw -633483.890599 + Penalty 2847.758238 = -630636.132361 nChanged 3 SP:Iteration 28Q (7633.764435 sec): 3 clusters Score: Raw -633485.950452 + Penalty 2847.758238 = -630638.192213 nChanged 1 SP:Iteration 29Q (7633.812149 sec): 3 clusters Score: Raw -633487.632536 + Penalty 2847.758238 = -630639.874298 nChanged 1 SP:Iteration 30Q (7633.866296 sec): 3 clusters Score: Raw -633488.030911 + Penalty 2847.758238 = -630640.272673 nChanged 0 SP:Iteration 31F (7633.927463 sec): 3 clusters Score: Raw -633488.030911 + Penalty 2847.758238 = -630640.272673 nChanged 0 Time taken for this iteration:3405.354557 seconds. 21->48 Clusters: Score -49992548.066057, best is -49991930.184804 THE BEST YET! Main iterations: 688 (time per iteration =4868.811068 ms) Total iterations: 42592 (time per iteration =78.647211 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 594087592320.000000 (time per metric unit =5.638465ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 14258102215680.000000 (time per metric unit=234.936036ps) That took 3349.742015 seconds.